diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 0000000..ca9bc34 --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,19 @@ +# To get started with Dependabot version updates, you'll need to specify which +# package ecosystems to update and where the package manifests are located. +# Please see the documentation for all configuration options: +# https://docs.github.com/code-security/dependabot/dependabot-version-updates/configuration-options-for-the-dependabot.yml-file + +version: 2 +updates: + - package-ecosystem: "pip" # See documentation for possible values + directory: "/" # Location of package manifests + schedule: + interval: "weekly" + cooldown: + default-days: 14 + - package-ecosystem: "github-actions" # See documentation for possible values + directory: "/" # Location of package manifests + schedule: + interval: "weekly" + cooldown: + default-days: 14 diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml new file mode 100644 index 0000000..013798f --- /dev/null +++ b/.github/workflows/docs.yaml @@ -0,0 +1,52 @@ +name: website + +# build the documentation whenever there are new commits on main +on: + push: + branches: + - main + # Alternative: only build for tags. + # tags: + # - '*' + +# security: restrict permissions for CI jobs. +permissions: + contents: read + +jobs: + # Build the documentation and upload the static HTML files as an artifact. + build: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v6 + - uses: actions/setup-python@v6 + with: + python-version: '3.12' + + # ADJUST THIS: install all dependencies (including pdoc) + - run: pip install -e . + - run: pip install pdoc + - run: pip install jupyter + # ADJUST THIS: build your documentation into docs/. + # We use a custom build script for pdoc itself, ideally you just run `pdoc -o docs/ ...` here. + # - run: python docs/make.py + - run: pdoc -d google -o docs/ HLAfreq + - run: jupyter nbconvert --to html --output-dir docs/HLAfreq/examples examples/*.ipynb + - uses: actions/upload-pages-artifact@v5 + with: + path: docs/ + + # Deploy the artifact to GitHub pages. + # This is a separate job so that only actions/deploy-pages has the necessary permissions. + deploy: + needs: build + runs-on: ubuntu-latest + permissions: + pages: write + id-token: write + environment: + name: github-pages + url: ${{ steps.deployment.outputs.page_url }} + steps: + - id: deployment + uses: actions/deploy-pages@v5 \ No newline at end of file diff --git a/.github/workflows/python-package.yaml b/.github/workflows/python-package.yaml new file mode 100644 index 0000000..0f7d230 --- /dev/null +++ b/.github/workflows/python-package.yaml @@ -0,0 +1,43 @@ +# This workflow will install Python dependencies, run tests and lint with a variety of Python versions +# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python + +name: Python package + +on: + push: + branches: [ "main", "dev" ] + pull_request: + branches: [ "main", "dev" ] + +jobs: + build: + + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"] + + steps: + - uses: actions/checkout@v6 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v6 + with: + python-version: ${{ matrix.python-version }} + - name: Install dependencies + run: | + python -m pip install --upgrade pip + python -m pip install flake8 pytest pytest-cov + if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + - name: Install HLAfreq + run: | + pip install . + - name: Lint with flake8 + run: | + # stop the build if there are Python syntax errors or undefined names + flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics + # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide + flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics + - name: Test with pytest + run: | + pytest --cov=HLAfreq diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..7eba116 --- /dev/null +++ b/.gitignore @@ -0,0 +1,9 @@ +data/ +writeup/ +*__pycache__/ +*.code-workspace +envs/.venv +build/ +dist/ +src/*.egg-info/ +.coverage \ No newline at end of file diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..67a1169 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,36 @@ +# Community guidelines +Thank you for using `HLAfreq`! +It's great that you'd like to contribute in any form! +Asking questions as issues is an important contribution. +See below for particular information to include. If you see an +issue you can help with, your answer would be greatly appreciated. +When creating or answering issues please be kind! + +## Seek support +If you need help using this tool, the first port of call is the +examples and documentation [here](https://barinthusbio.github.io/HLAfreq/HLAfreq.html). +But if the answer is not there, please open an [issue](https://github.com/BarinthusBio/HLAfreq/issues). + +## Report problems with the software +If the software isn't working or you think you've found a bug, +please open an [issue](https://github.com/BarinthusBio/HLAfreq/issues). Please include: +- the version of `HLAfreq` +- code to reproduce the error +- any error message/the result +- what you expected/think should have happened instead + +## Contribute to the software +If you want to add to `HLAfreq` that's great! Fork the +repo and create a branch named after the change you're making. +Make your contribution to the new branch on your fork and add +tests to verify that your code runs as expected. The tests should +pass when run by nox before submitting a pull request. See this +[guide](https://learn.scientific-python.org/development/guides/tasks/) +on using nox. + +When you're happy with your changes and the tests are passing, +submit a pull request. In the pull request describe the motivation +for your changes, their impact, and the tests you have written for +them. + +# Thank you for contributing! \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..506480a --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2022 Vaccitech PLC + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..3525159 --- /dev/null +++ b/README.md @@ -0,0 +1,178 @@ +# HLAfreq + +`HLAfreq` allows you to download and combine HLA allele +frequencies from multiple datasets, e.g. combine data from +several studies within a country or combine countries. +Useful for studying regional diversity in immune genes +and, when paired with epitope prediction, estimating a population's +ability to mount an immune response to specific epitopes. + +Automated download of allele frequency data download from +[allelefrequencies.net](https://www.allelefrequencies.net/). + +Full documentation at [HLAfreq/docs](https://BarinthusBio.github.io/HLAfreq/HLAfreq.html). Source code is available at [BarinthusBio/HLAfreq](https://github.com/BarinthusBio/HLAfreq). + +## Details +Estimates are combined by modelling allele frequency as a +Dirichlet distribution which defines the probability of drawing each +allele. When combining studies their estimates are weighted as 2x sample size by +default. Sample size is doubled as each person in the study +contributes two alleles. Alternative weightings can be used, +for example population size when averaging across countries. + +When selecting a panel of HLA alleles to represent a population, +allele frequency is not the only thing to consider. Depending on +the purpose of the panel, you should include a range of loci and +supertypes (grouped alleles sharing binding specificies). + +## Install +`HLAfreq` is a `python` package available on windows, mac, and linux. We recommend installing +with `conda`. +``` +conda create -n hlafreq bioconda::hlafreq +conda activate hlafreq +``` + +### Troubleshooting +`HLAfreq` uses `pymc` to estimate credible intervals, +which is the source of most installation difficulty, see +[pymc installation guide](https://www.pymc.io/projects/docs/en/stable/installation.html) and [tips and tricks](https://conda-forge.org/docs/user/tipsandtricks/#using-multiple-channels). + +You may see an error about g++ and degraded performance: +``` +WARNING (pytensor.configdefaults): g++ not detected! PyTensor will be unable to compile C-implementations and will default to Python. Performance may be severely degraded. To remove this warning, set PyTensor flags cxx to an empty string. +``` + +This means that one of the pymc backends is missing and estimating confidence +intervals will be very slow. But don't worry, try one of these fixes below: + +- Set the channel priority to strict, then install as above (using conda-forge then bioconda channels). +``` +conda config --set channel_priority strict +``` + +- Install a conda compiler to handle g++ based on your os. +``` +conda create -n hlafreq -c conda-forge -c bioconda hlafreq cxx-compiler +``` + +When running entire scripts on windows, you may see an error about +"Safe importing of main module", multiprocessing, and starting +new processes. To fix this, main guard your code with +`if __name__ == "__main__":` after the `import`s as demonstrated in +[`examples/quickstart.py`](https://github.com/BarinthusBio/HLAfreq/blob/main/examples/quickstart.py). + +If you do run into trouble please open an [issue](https://github.com/BarinthusBio/HLAfreq/issues). + +### conda +If you're new to conda see the miniconda [installation guide](https://conda.io/projects/conda/en/stable/user-guide/install/index.html) and [documentation](https://docs.conda.io/projects/conda/en/stable/user-guide/index.html) +to get started with `conda`. + +Enter the install command from above into your conda prompt to create and +activate a conda environment with `HLAfreq` installed. +Typing `python` into this activated environment will start +a python session where you can enter your python code such as +the HLAfreq [minimal example](#minimal-example) below. + +If you prefer to write your python code as scripts using an IDE such as +PyCharm or VScode, you'll need to look up how to configure a conda +virtual environment with those tools. + +### pip +If you don't intend to use credible intervals you can install +with pip: `pip install HLAfreq`. +However, if you do import `HLAfreq_pymc` you may get warnings +about degraded performance. + +See the [pip documentation](https://pip.pypa.io/en/stable/) +to get started with pip. If you do have issues with pip, +try installing with conda as described above. + +## Minimal example +Download HLA data using `HLAfreq.HLAfreq.makeURL()` and `HLAfreq.HLAfreq.getAFdata()`. +All arguments that can be specified in the webpage form are available, +see the [`makeURL()` docs](https://barinthusbio.github.io/HLAfreq/HLAfreq/HLAfreq.html#makeURL) for details. +``` +import HLAfreq +base_url = HLAfreq.makeURL("Uganda", locus="A") +aftab = HLAfreq.getAFdata(base_url) +``` + +After downloading the data, it must be filtered so that all studies +sum to allele frequency 1 (within tolerence). Then we must ensure +that all studies report alleles at the same resolution. +Finaly we can combine frequency estimates, for more details see +the [`combineAF()` api documentation](https://barinthusbio.github.io/HLAfreq/HLAfreq/HLAfreq.html#combineAF). +``` +aftab = HLAfreq.only_complete(aftab) +aftab = HLAfreq.decrease_resolution(aftab, 2) +caf = HLAfreq.combineAF(aftab) +``` + +To add confidence intervals to estimates see +[`examples/quickstart.py`](https://github.com/BarinthusBio/HLAfreq/blob/main/examples/quickstart.py). + +## Detailed examples +For more detailed walkthroughs see [HLAfreq/examples](https://barinthusbio.github.io/HLAfreq/HLAfreq/examples.html). + +- [Single country](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/single_country.html) download and combine +- [Multi-country](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/multi_country.html) download and combine, weight by population coverage +- [Using priors](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/working_with_priors.html) +- [Credible intervals](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/credible_intervals.html) + +## Docs +Full documentation at [HLAfreq/docs](https://BarinthusBio.github.io/HLAfreq/HLAfreq.html). +API documentation for functions are under the submodules on the left. +- `HLAfreq.HLAfreq` documents most functions, specifically download and combine +allele data. +- `HLAfreq.HLAfreq_pymc` is functions using pymc to acurately estimate credible intervals on allele frequency estimates. + +For help on specific functions view the docstring, `help(function_name)`. + +Run `pdoc -d google -o docs/ HLAfreq` to generate the +documentation in `./docs`. + + +## Community guidelines +Thank you for using `HLAfreq`! Contributions in any form +are immensely helpful: asking questions, answering issues, +and pull requests are all great. + +For full details see [CONTRIBUTING.md](https://github.com/BarinthusBio/HLAfreq/blob/main/CONTRIBUTING.md). In short, if the answer to +your question is not in the docs, open an [issue](https://github.com/BarinthusBio/HLAfreq/issues). If you'd like to improve `HLAfreq` create a fork and a pull request. + + + +## Citation +Wells, D. A., & McAuley, M. (2023). HLAfreq: Download and combine HLA allele frequency data. bioRxiv, 2023-09. https://doi.org/10.1101/2023.09.15.557761 diff --git a/code/__init__.py b/code/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/code/scapeAF.py b/code/scapeAF.py deleted file mode 100644 index 353b8a3..0000000 --- a/code/scapeAF.py +++ /dev/null @@ -1,96 +0,0 @@ -""" -Scrape Allele [allelefrequencies.net](www.allelefrequencies.net) -for HLA frequencies by population or larger region to calculate -the regional HLA frequencies e.g. global. - -The database can be searched based on url as described in -[automated access](http://www.allelefrequencies.net/extaccess.asp). -""" - -from bs4 import BeautifulSoup -import requests -import pandas as pd -import logging - -def parseAF(bs): - """Generate a dataframe from a given url - - Args: - bs (bs4.BeautifulSoup): BeautifulSoup object from allelefrequencies.net page - - Returns: - pd.DataFrame: Table of allele, allele frequency, samplesize, and population - """ - # Get the results table from the div `divGenDetail` - tab = bs.find('div', {'id': 'divGenDetail'}).find('table', {'class': 'tblNormal'}) - # Get the column headers from the first row of the table - columns = [ - 'line', 'allele', 'flag', 'population', '%individuals', - 'allele_freq', 'AF_graphic', 'sample_size', 'database', - 'distribution','haplotype_association', 'notes' - ] - rows =[] - for row in tab.find_all('tr'): - rows.append( - [td.get_text(strip=True) for td in row.find_all('td')] - ) - # Make dataframe of table rows - # skip the first row as it's `th` headers - df = pd.DataFrame(rows[1:], columns = columns) - # Drop unwanted columns - df = df[['allele', 'population', 'allele_freq', 'sample_size']] - return df - -def Npages(bs): - """How many pages of results are there? - - Args: - bs (bs4.BeautifulSoup): BS object of allelefrequencies.net results page - - Returns: - int: Total number of results pages - """ - # Get the table with number of pages - navtab = bs.find('div', {'id': 'divGenNavig'}).find('table', {'class': 'table10'}) - # Get cell with ' of ' in - pagesOfN = [td.get_text(strip=True) for td in navtab.find_all('td') if " of " in td.text] - # Check single cell returned - assert len(pagesOfN) == 1, "divGenNavig should contain 1 of not %s" %len(pagesOfN) - # Get total number of pages - N = pagesOfN[0].split("of ")[1] - N = int(N) - return N - -def getAFdata(base_url): - """Get all allele frequency data from a search base url. Iterates over all - pages regardless of which page is based. - - Args: - base_url (str): URL for base search - - Returns: - pd.DataFrame: allele frequency data parsed into a pandas dataframe - """ - # Get BS object from base search - bs = BeautifulSoup(requests.get(base_url).text, 'html.parser') - # How many pages of results - N = Npages(bs) - print("%s pages of results" %N) - # iterate over pages, parse and combine data from each - tabs = [] - for i in range(N): - # print (" Parsing page %s" %(i+1)) - print (" Parsing page %s" %(i+1), end="\r") - url = base_url + "page=" + str(i+1) - bs = BeautifulSoup(requests.get(url).text, 'html.parser') - tab = parseAF(bs) - tabs.append(tab) - tabs = pd.concat(tabs) - return tabs - - -url = "http://www.allelefrequencies.net/hla6006a.asp?hla_selection=A*01%3A01&hla_region=South+Asia" -base_url = "http://www.allelefrequencies.net/hla6006a.asp?hla_locus_type=Classical&hla_country=Thailand&hla_level=2&" - -aftab = getAFdata(base_url) -aftab diff --git 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+B*0723,B07 +B*0724,B07 +B*0725,B07 +B*0726,B07 +B*0727,Unclassified +B*0728,Unclassified +B*0729,Unclassified +B*0730,B07 +B*0731,B07 +B*0732,Unclassified +B*0733,B07 +B*0734,B07 +B*0735,B07 +B*0736,B07 +B*0737,B07 +B*0738,Unclassified +B*0739,B07 +B*0740,B07 +B*0741,B07 +B*0742,B07 +B*0743,B07 +B*0801,B08 +B*0802,B08 +B*0803,B08 +B*0804,Unclassified +B*0805,Unclassified +B*0806,Unclassified +B*0807,B08 +B*0808,B08 +B*0809,B08 +B*0810,Unclassified +B*0811,B08 +B*0812,B08 +B*0813,B08 +B*0814,Unclassified +B*0815,B08 +B*0816,B08 +B*0817,Unclassified +B*0818,B08 +B*0819,B08 +B*0820,B08 +B*0821,B08 +B*0822,B08 +B*0823,B08 +B*0824,B08 +B*0825,B08 +B*1301,Unclassified +B*1302,Unclassified +B*1303,Unclassified +B*1304,Unclassified +B*1306,Unclassified +B*1307,Unclassified +B*1308,Unclassified +B*1309,B62 +B*1310,Unclassified +B*1311,Unclassified +B*1312,Unclassified +B*1313,B62 +B*1401,B27 +B*1402,B27 +B*1403,B27 +B*1404,Unclassified +B*1405,B27 +B*1406,B27 +B*1407,B27 +B*1501,B62 +B*1502,B62 +B*1503,B27 +B*1504,B62 +B*1505,B62 +B*1506,Unclassified +B*1507,B62 +B*1508,B07 +B*1509,B27 +B*1510,B27 +B*1511,Unclassified +B*1512,B62 +B*1513,B62 +B*1514,B62 +B*1515,B62 +B*1516,B58 +B*1517,B58 +B*1518,B27 +B*1519,B62 +B*1520,B62 +B*1521,Unclassified +B*1523,B27 +B*1524,B62 +B*1525,B62 +B*1527,Unclassified +B*1528,B62 +B*1529,Unclassified +B*1530,B62 +B*1531,B62 +B*1532,Unclassified +B*1533,B62 +B*1534,B62 +B*1535,B62 +B*1536,Unclassified +B*1537,B27 +B*1538,B62 +B*1539,B62 +B*1540,B62 +B*1542,B62 +B*1543,Unclassified +B*1544,Unclassified +B*1545,B62 +B*1546,B44 +B*1547,B27 +B*1548,B62 +B*1549,B27 +B*1550,B62 +B*1551,B27 +B*1552,B27 +B*1553,B44 +B*1554,B27 +B*1555,B62 +B*1556,Unclassified +B*1557,Unclassified +B*1558,B62 +B*1560,B62 +B*1561,B27 +B*1562,B27 +B*1563,B62 +B*1564,Unclassified +B*1565,B62 +B*1566,Unclassified +B*1567,B58 +B*1568,B27 +B*1569,B27 +B*1570,B62 +B*1571,Unclassified +B*1572,B27 +B*1573,B62 +B*1574,B27 +B*1575,B62 +B*1576,Unclassified +B*1577,Unclassified +B*1578,B62 +B*1580,B27 +B*1581,B62 +B*1582,B62 +B*1583,B62 +B*1584,Unclassified +B*1585,B62 +B*1586,B62 +B*1587,Unclassified +B*1588,B62 +B*1589,Unclassified +B*1590,B27 +B*1591,B27 +B*1592,B62 +B*1593,B27 +B*1595,B58 +B*1596,B62 +B*1597,B62 +B*1598,B27 +B*1599,B27 +B*1801,B44 +B*1802,B44 +B*1803,B44 +B*1804,Unclassified +B*1805,B44 +B*1806,B44 +B*1807,Unclassified +B*1808,Unclassified +B*1809,Unclassified +B*1810,B44 +B*1811,B44 +B*1812,Unclassified +B*1813,B44 +B*1814,B44 +B*1815,B44 +B*1818,Unclassified +B*1819,B44 +B*1820,B44 +B*2701,B27 +B*2702,B27 +B*2703,B27 +B*2704,B27 +B*2705,B27 +B*2706,B27 +B*2707,B27 +B*2708,Unclassified +B*2709,B27 +B*2710,B27 +B*2711,B27 +B*2712,Unclassified +B*2713,B27 +B*2714,B27 +B*2715,B27 +B*2716,Unclassified +B*2717,B27 +B*2718,Unclassified +B*2719,B27 +B*2720,B27 +B*2721,B27 +B*2723,Unclassified +B*2724,B27 +B*2725,B27 +B*2726,Unclassified +B*2727,B27 +B*2728,B27 +B*2729,Unclassified +B*2730,B27 +B*3501,B07 +B*3502,B07 +B*3503,B07 +B*3504,B07 +B*3505,B07 +B*3506,B07 +B*3507,B07 +B*3508,B07 +B*3509,B07 +B*3510,Unclassified +B*3511,B07 +B*3512,B07 +B*3513,Unclassified +B*3514,B07 +B*3515,B07 +B*3516,Unclassified +B*3517,B07 +B*3518,B07 +B*3519,Unclassified +B*3520,Unclassified +B*3521,B07 +B*3522,B07 +B*3523,Unclassified +B*3524,B07 +B*3525,Unclassified +B*3526,B27 +B*3527,Unclassified +B*3528,B62 +B*3529,B07 +B*3530,B07 +B*3531,B07 +B*3532,B07 +B*3533,B07 +B*3534,B07 +B*3535,B07 +B*3536,B07 +B*3537,B07 +B*3538,B07 +B*3539,B07 +B*3540,B07 +B*3541,B07 +B*3542,B07 +B*3543,B07 +B*3544,B07 +B*3545,B07 +B*3546,B07 +B*3547,Unclassified +B*3548,Unclassified +B*3549,Unclassified +B*3550,Unclassified +B*3551,B07 +B*3552,Unclassified +B*3553,B07 +B*3554,B07 +B*3555,B07 +B*3556,Unclassified +B*3557,B07 +B*3558,B07 +B*3560,B07 +B*3561,B07 +B*3701,B44 +B*3702,Unclassified +B*3704,B44 +B*3705,Unclassified +B*3706,Unclassified +B*3707,Unclassified +B*3708,Unclassified +B*3709,Unclassified +B*3801,B27 +B*3802,Unclassified +B*3803,Unclassified +B*3804,Unclassified +B*3805,B27 +B*3806,B07 +B*3807,B07 +B*3808,Unclassified +B*3809,B27 +B*3810,B27 +B*3811,B27 +B*3901,B27 +B*3902,B27 +B*3903,B27 +B*3904,B27 +B*3905,B27 +B*3906,B27 +B*3907,B27 +B*3908,B27 +B*3909,B27 +B*3910,B07 +B*3911,B27 +B*3912,Unclassified +B*3913,B27 +B*3914,B27 +B*3915,B27 +B*3916,B07 +B*3917,B07 +B*3918,B27 +B*3919,Unclassified +B*3920,Unclassified +B*3922,Unclassified +B*3923,B27 +B*3924,B27 +B*3926,B27 +B*3927,B27 +B*3928,B27 +B*3929,B27 +B*3930,B27 +B*3931,Unclassified +B*3932,B27 +B*3933,B27 +B*3934,B27 +B*4001,B44 +B*4002,B44 +B*4003,B44 +B*4004,B44 +B*4005,B44 +B*4006,B44 +B*4007,Unclassified +B*4008,Unclassified +B*4009,B44 +B*4010,B44 +B*4011,B44 +B*4012,B27 +B*4013,Unclassified +B*4014,B44 +B*4015,B44 +B*4016,B44 +B*4018,B44 +B*4019,B44 +B*4020,B44 +B*4021,B62 +B*4023,B44 +B*4024,B44 +B*4025,Unclassified +B*4026,B44 +B*4027,Unclassified +B*4028,B44 +B*4029,B44 +B*4030,B44 +B*4033,B44 +B*4034,B44 +B*4035,B44 +B*4036,B44 +B*4037,Unclassified +B*4038,B44 +B*4039,B44 +B*4040,B44 +B*4042,B44 +B*4043,B44 +B*4044,B44 +B*4045,B44 +B*4046,Unclassified +B*4047,B44 +B*4048,B44 +B*4049,B44 +B*4050,B44 +B*4051,B44 +B*4052,B44 +B*4053,B44 +B*4054,B44 +B*4055,B44 +B*4056,B44 +B*4057,B44 +B*4058,B44 +B*4059,B44 +B*4060,Unclassified +B*4061,Unclassified +B*4101,B44 +B*4102,B44 +B*4103,B44 +B*4104,B44 +B*4105,Unclassified +B*4106,B44 +B*4107,B44 +B*4201,B07 +B*4202,Unclassified +B*4204,B07 +B*4205,B07 +B*4206,B07 +B*4402,B44 +B*4403,B44 +B*4404,B44 +B*4405,B44 +B*4406,B07 +B*4407,B44 +B*4408,B62 +B*4409,Unclassified +B*4410,Unclassified +B*4411,Unclassified +B*4412,Unclassified +B*4413,B44 +B*4414,B44 +B*4415,Unclassified +B*4416,B44 +B*4417,Unclassified +B*4418,Unclassified +B*4420,B44 +B*4421,B44 +B*4422,B44 +B*4424,B44 +B*4425,B44 +B*4426,B44 +B*4427,B44 +B*4428,B44 +B*4429,B44 +B*4430,B44 +B*4431,B44 +B*4432,B44 +B*4433,B44 +B*4434,B44 +B*4435,B44 +B*4436,B44 +B*4437,B44 +B*4438,B44 +B*4439,B44 +B*4440,B27 +B*4441,B44 +B*4442,B44 +B*4501,B44 +B*4502,B44 +B*4503,B44 +B*4504,B44 +B*4505,B44 +B*4506,Unclassified +B*4507,B44 +B*4601,B62 +B*4602,B62 +B*4603,B62 +B*4604,B62 +B*4605,B62 +B*4701,Unclassified +B*4702,Unclassified +B*4703,Unclassified +B*4704,B44 +B*4705,B44 +B*4801,B27 +B*4802,B27 +B*4803,B27 +B*4804,B27 +B*4805,B27 +B*4806,Unclassified +B*4807,B27 +B*4808,B27 +B*4809,B27 +B*4810,B27 +B*4811,B27 +B*4812,B27 +B*4813,B27 +B*4901,Unclassified +B*4902,Unclassified +B*4903,Unclassified +B*4904,B44 +B*5001,B44 +B*5002,B44 +B*5004,B44 +B*5101,B07 +B*5102,B07 +B*5103,B07 +B*5104,B07 +B*5105,B07 +B*5106,B07 +B*5107,Unclassified +B*5108,B07 +B*5109,B07 +B*5110,B07 +B*5111,B07 +B*5112,B07 +B*5113,B07 +B*5114,B07 +B*5115,Unclassified +B*5116,B07 +B*5117,B07 +B*5118,B07 +B*5119,B07 +B*5120,B07 +B*5121,B07 +B*5122,Unclassified +B*5123,B07 +B*5124,B07 +B*5126,B07 +B*5128,B07 +B*5129,B07 +B*5130,B07 +B*5131,B07 +B*5132,B07 +B*5133,B07 +B*5134,B07 +B*5135,B07 +B*5136,B07 +B*5137,B07 +B*5138,B07 +B*5201,B62 +B*5202,B62 +B*5203,B62 +B*5204,B62 +B*5205,B62 +B*5206,Unclassified +B*5207,B62 +B*5208,B62 +B*5301,B07 +B*5302,B07 +B*5303,Unclassified +B*5304,B07 +B*5305,Unclassified +B*5306,B07 +B*5307,Unclassified +B*5308,B07 +B*5309,Unclassified +B*5310,B07 +B*5401,B07 +B*5402,Unclassified +B*5403,B07 +B*5404,B07 +B*5405,Unclassified +B*5406,B07 +B*5407,B07 +B*5501,B07 +B*5502,B07 +B*5503,B07 +B*5504,B07 +B*5505,B07 +B*5507,B07 +B*5508,B07 +B*5509,B07 +B*5510,B07 +B*5511,B07 +B*5512,Unclassified +B*5513,B07 +B*5514,B07 +B*5515,B07 +B*5516,Unclassified +B*5517,B07 +B*5518,B27 +B*5519,B07 +B*5601,B07 +B*5602,B07 +B*5603,B07 +B*5604,B07 +B*5605,B07 +B*5606,Unclassified +B*5607,Unclassified +B*5608,Unclassified +B*5609,B07 +B*5610,B07 +B*5611,B07 +B*5612,B07 +B*5613,B07 +B*5614,Unclassified +B*5615,B07 +B*5616,B07 +B*5701,B58 +B*5702,B58 +B*5703,B58 +B*5704,B58 +B*5705,B58 +B*5706,B58 +B*5707,B58 +B*5708,B58 +B*5709,B58 +B*5801,B58 +B*5802,B58 +B*5804,B58 +B*5805,B58 +B*5806,B58 +B*5807,B58 +B*5808,B58 +B*5809,B58 +B*5811,B58 +B*5901,Unclassified +B*6701,B07 +B*6702,Unclassified +B*7301,B27 +B*7801,B07 +B*7802,B07 +B*7803,Unclassified +B*7804,B07 +B*7805,B62 +B*8101,B07 +B*8102,B07 +B*8201,Unclassified +B*8202,Unclassified +B*8301,Unclassified +B*9501,Unclassified +B*9502,B62 +B*9503,B27 +B*9504,B62 diff --git a/data/example/countries.csv b/data/example/countries.csv new file mode 100644 index 0000000..130ab6e --- /dev/null +++ b/data/example/countries.csv @@ -0,0 +1,248 @@ +Region,Country,largeRegion +Central Asia,Afghanistan,Central Asia +Central Asia,Kazakhstan,Central Asia +Central Asia,Kyrgyzstan,Central Asia +Central Asia,Tajikistan,Central Asia +Central Asia,Turkmenistan,Central Asia +Central Asia,Uzbekistan,Central Asia +North-East Asia,Japan,East Asia +North-East Asia,Mongolia,East Asia +North-East Asia,North+Korea,East Asia +North-East Asia,Russia,East Asia +North-East Asia,South+Korea,East Asia +South Asia,Bangladesh,East Asia +South Asia,India,East Asia +South Asia,Pakistan,East Asia +South Asia,Sri+Lanka,East Asia +South-East Asia,Bhutan,East Asia +South-East Asia,Brunei,East Asia +South-East Asia,Cambodia,East Asia +South-East Asia,China,East Asia +South-East Asia,Hong+Kong,East Asia +South-East Asia,Laos,East Asia +South-East Asia,Macau,East Asia +South-East Asia,Malaysia,East Asia +South-East Asia,Myanmar,East Asia +South-East Asia,Nepal,East Asia +South-East Asia,Singapore,East Asia +South-East Asia,Taiwan,East Asia +South-East Asia,Thailand,East Asia +South-East Asia,Vietnam,East Asia +Western Asia,Armenia,Western Asia +Western Asia,Azerbaijan,Western Asia +Western Asia,Bahrain,Western Asia +Western Asia,Cyprus,Western Asia +Western Asia,Gaza,Western Asia +Western Asia,Georgia,Western Asia +Western Asia,Iran,Western Asia +Western Asia,Iraq,Western Asia +Western Asia,Israel,Western Asia +Western Asia,Jordan,Western Asia +Western Asia,Kuwait,Western Asia +Western Asia,Lebanon,Western Asia +Western Asia,Oman,Western Asia +Western Asia,Qatar,Western Asia +Western Asia,Saudi+Arabia,Western Asia +Western Asia,Syria,Western Asia +Western Asia,Turkey,Western Asia +Western Asia,United+Arab+Emirates,Western Asia +Western Asia,West+Bank,Western Asia +Western Asia,Yemen,Western Asia +Australia,Australia,Oceania +Europe,Albania,Europe +Europe,Andorra,Europe +Europe,Austria,Europe +Europe,Belarus,Europe +Europe,Belgium,Europe +Europe,Bosnia+and+Herzegovina,Europe +Europe,Bulgaria,Europe +Europe,Croatia,Europe +Europe,Czech+Republic,Europe +Europe,Denmark,Europe +Europe,England,Europe +Europe,Estonia,Europe +Europe,Faroe+Islands,Europe +Europe,Finland,Europe +Europe,France,Europe +Europe,Germany,Europe +Europe,Gibraltar,Europe +Europe,Greece,Europe +Europe,Hungary,Europe +Europe,Iceland,Europe +Europe,Ireland,Europe +Europe,Italy,Europe +Europe,Latvia,Europe +Europe,Liechtenstein,Europe +Europe,Lithuania,Europe +Europe,Luxembourg,Europe +Europe,Macedonia,Europe +Europe,Malta,Europe +Europe,Moldova,Europe +Europe,Monaco,Europe +Europe,Montenegro,Europe +Europe,Netherlands,Europe +Europe,Northern+Ireland,Europe +Europe,Norway,Europe +Europe,Poland,Europe +Europe,Portugal,Europe +Europe,Romania,Europe +Europe,San+Marino,Europe +Europe,Scotland,Europe +Europe,Serbia,Europe +Europe,Slovakia,Europe +Europe,Slovenia,Europe +Europe,Spain,Europe +Europe,Svalbard+and+Jan+Mayen+Islands,Europe +Europe,Sweden,Europe +Europe,Switzerland,Europe +Europe,Ukraine,Europe +Europe,United+Kingdom,Europe +Europe,Vatican,Europe +Europe,Wales,Europe +North America,Canada,America +North America,Greenland,America +North America,Mexico,America +North America,United+States,America +North Africa,Algeria,North Africa +North Africa,Chad,North Africa +North Africa,Djibouti,North Africa +North Africa,Egypt,North Africa +North Africa,Eritrea,North Africa +North Africa,Ethiopia,North Africa +North Africa,Libya,North Africa +North Africa,Mali,North Africa +North Africa,Mauritania,North Africa +North Africa,Morocco,North Africa +North Africa,Niger,North Africa +North Africa,Sudan,North Africa +North Africa,Tunisia,North Africa +North Africa,Western+Sahara,North Africa +Oceania,American+Samoa,Oceania +Oceania,Borneo,Oceania +Oceania,Bouvet+Island,Oceania +Oceania,British+Indian+Ocean+Territory,Oceania +Oceania,Christmas+Island,Oceania +Oceania,Cocos+Islands,Oceania +Oceania,Cook+Islands,Oceania +Oceania,East+Timor,Oceania +Oceania,Federal+States+of+Micronesia,Oceania +Oceania,Fiji,Oceania +Oceania,French+Polynesia,Oceania +Oceania,French+Southern+Territories,Oceania +Oceania,Guam,Oceania +Oceania,Heard+and+Mc+Donald+Islands,Oceania +Oceania,Indonesia,Oceania +Oceania,Kiribati,Oceania +Oceania,Madagascar,Oceania +Oceania,Maldives,Oceania +Oceania,Marshall+Islands,Oceania +Oceania,Nauru,Oceania +Oceania,New+Caledonia,Oceania +Oceania,New+Zealand,Oceania +Oceania,Niue,Oceania +Oceania,Norfolk+Island,Oceania +Oceania,Northern+Mariana+Islands,Oceania +Oceania,Palau,Oceania +Oceania,Papua+New+Guinea,Oceania +Oceania,Philippines,Oceania +Oceania,Pitcairn+Islands,Oceania +Oceania,Samoa,Oceania +Oceania,Solomon+Islands,Oceania +Oceania,Timor-Leste,Oceania +Oceania,Tokelau,Oceania +Oceania,Tonga,Oceania +Oceania,Tuvalu,Oceania +Oceania,Vanuatu,Oceania +Oceania,Wallis+and+Futuna+Islands,Oceania +South and Central America,Anguilla,America +South and Central America,Antigua+and+Barbuda,America +South and Central America,Argentina,America +South and Central America,Aruba,America +South and Central America,Bahamas,America +South and Central America,Barbados,America +South and Central America,Belice,America +South and Central America,Bermuda,America +South and Central America,Bolivia,America +South and Central America,Brazil,America +South and Central America,British+Virgin+Islands,America +South and Central America,Cayman+Islands,America +South and Central America,Chile,America +South and Central America,Colombia,America +South and Central America,Costa+Rica,America +South and Central America,Cuba,America +South and Central America,Dominica,America +South and Central America,Dominican+Republic,America +South and Central America,Ecuador,America +South and Central America,El+Salvador,America +South and Central America,Falkland+Islands,America +South and Central America,French+Guiana,America +South and Central America,Grenada,America +South and Central America,Guadeloupe,America +South and Central America,Guatemala,America +South and Central America,Guyana,America +South and Central America,Haiti,America +South and Central America,Honduras,America +South and Central America,Jamaica,America +South and Central America,Martinique,America +South and Central America,Montserrat,America +South and Central America,Netherlands+Antilles,America +South and Central America,Nicaragua,America +South and Central America,Panama,America +South and Central America,Paraguay,America +South and Central America,Peru,America +South and Central America,Puerto+Rico,America +South and Central America,Saint+Berthelemy,America +South and Central America,Saint+Kitts+and+Nevis,America +South and Central America,Saint+Lucia,America +South and Central America,Saint+Martin,America +South and Central America,Saint+Vincent+and+the+Grenadines,America +South and Central America,Sant+Pierre+and+Miquelon,America +South and Central America,South+Georgia+and+South+Sandwich+Islands,America +South and Central America,Suriname,America +South and Central America,Trinidad+and+Tobago,America +South and Central America,Turks+and+Caicos+Islands,America +South and Central America,United+States+Virgin+Islands,America +South and Central America,Uruguay,America +South and Central America,Venezuela,America +Sub-Saharan Africa,Angola,Sub-Saharan Africa +Sub-Saharan Africa,Benin,Sub-Saharan Africa +Sub-Saharan Africa,Botwsana,Sub-Saharan Africa +Sub-Saharan Africa,Burkina+Faso,Sub-Saharan Africa +Sub-Saharan Africa,Burundi,Sub-Saharan Africa +Sub-Saharan Africa,Cameroon,Sub-Saharan Africa +Sub-Saharan Africa,Cape+Verde,Sub-Saharan Africa +Sub-Saharan Africa,Central+African+Republic,Sub-Saharan Africa +Sub-Saharan Africa,Comoros,Sub-Saharan Africa +Sub-Saharan Africa,Congo,Sub-Saharan Africa +Sub-Saharan Africa,Cote+d+Ivoire,Sub-Saharan Africa +Sub-Saharan Africa,Democratic+Republic+of+the+Congo,Sub-Saharan Africa +Sub-Saharan Africa,Equatorial+Guinea,Sub-Saharan Africa +Sub-Saharan Africa,Gabon,Sub-Saharan Africa +Sub-Saharan Africa,Gambia,Sub-Saharan Africa +Sub-Saharan Africa,Ghana,Sub-Saharan Africa +Sub-Saharan Africa,Guinea,Sub-Saharan Africa +Sub-Saharan Africa,Guinea-Bissau,Sub-Saharan Africa +Sub-Saharan Africa,Kenya,Sub-Saharan Africa +Sub-Saharan Africa,Lesotho,Sub-Saharan Africa +Sub-Saharan Africa,Liberia,Sub-Saharan Africa +Sub-Saharan Africa,Malawi,Sub-Saharan Africa +Sub-Saharan Africa,Mauritius,Sub-Saharan Africa +Sub-Saharan Africa,Mayotte,Sub-Saharan Africa +Sub-Saharan Africa,Mozambique,Sub-Saharan Africa +Sub-Saharan Africa,Namibia,Sub-Saharan Africa +Sub-Saharan Africa,Nigeria,Sub-Saharan Africa +Sub-Saharan Africa,Reunion,Sub-Saharan Africa +Sub-Saharan Africa,Rwanda,Sub-Saharan Africa +Sub-Saharan Africa,Saint+Helena,Sub-Saharan Africa +Sub-Saharan Africa,Sao+Tome+and+Principe,Sub-Saharan Africa +Sub-Saharan Africa,Senegal,Sub-Saharan Africa +Sub-Saharan Africa,Seychelles,Sub-Saharan Africa +Sub-Saharan Africa,Sierra+Leone,Sub-Saharan Africa +Sub-Saharan Africa,Somalia,Sub-Saharan Africa +Sub-Saharan Africa,South+Africa,Sub-Saharan Africa +Sub-Saharan Africa,Swaziland,Sub-Saharan Africa +Sub-Saharan Africa,Tanzania,Sub-Saharan Africa +Sub-Saharan Africa,Togo,Sub-Saharan Africa +Sub-Saharan Africa,Uganda,Sub-Saharan Africa +Sub-Saharan Africa,Zambia,Sub-Saharan Africa +Sub-Saharan Africa,Zimbabwe,Sub-Saharan Africa diff --git a/docs/README.md b/docs/README.md new file mode 100644 index 0000000..a624c34 --- /dev/null +++ b/docs/README.md @@ -0,0 +1,7 @@ +# Documentation +`HLAfreq`'s documentation is hosted on a github-page [here]( +https://BarinthusBio.github.io/HLAfreq/HLAfreq.html). + +## Build instructions +Run `pdoc -d google -o docs/ HLAfreq` to generate the +documentation here. \ No newline at end of file diff --git a/envs/scrapeAF.yml b/envs/scrapeAF.yml new file mode 100644 index 0000000..0df8543 --- /dev/null +++ b/envs/scrapeAF.yml @@ -0,0 +1,102 @@ +name: scrapeAF +channels: + - conda-forge + - anaconda + - defaults +dependencies: + - _libgcc_mutex=0.1=main + - _openmp_mutex=5.1=1_gnu + - beautifulsoup4=4.11.1=py310h06a4308_0 + - blas=1.0=mkl + - bottleneck=1.3.4=py310h9102076_0 + - brotli=1.0.9=h166bdaf_7 + - brotli-bin=1.0.9=h166bdaf_7 + - brotlipy=0.7.0=py310h7f8727e_1002 + - bzip2=1.0.8=h7b6447c_0 + - ca-certificates=2022.4.26=h06a4308_0 + - certifi=2022.6.15=py310h06a4308_0 + - cffi=1.15.0=py310hd667e15_1 + - charset-normalizer=2.0.4=pyhd3eb1b0_0 + - cryptography=37.0.1=py310h9ce1e76_0 + - cycler=0.11.0=pyhd8ed1ab_0 + - dbus=1.13.6=he372182_0 + - expat=2.4.8=h27087fc_0 + - fontconfig=2.13.1=h6c09931_0 + - fonttools=4.25.0=pyhd3eb1b0_0 + - freetype=2.10.4=h0708190_1 + - giflib=5.2.1=h36c2ea0_2 + - glib=2.69.1=h4ff587b_1 + - gst-plugins-base=1.14.0=hbbd80ab_1 + - gstreamer=1.14.0=h28cd5cc_2 + - icu=58.2=hf484d3e_1000 + - idna=3.3=pyhd3eb1b0_0 + - intel-openmp=2021.4.0=h06a4308_3561 + - jpeg=9e=h166bdaf_1 + - kiwisolver=1.4.2=py310h295c915_0 + - lcms2=2.12=hddcbb42_0 + - ld_impl_linux-64=2.38=h1181459_1 + - libbrotlicommon=1.0.9=h166bdaf_7 + - libbrotlidec=1.0.9=h166bdaf_7 + - libbrotlienc=1.0.9=h166bdaf_7 + - libffi=3.3=he6710b0_2 + - libgcc-ng=11.2.0=h1234567_1 + - libgfortran-ng=7.5.0=ha8ba4b0_17 + - libgfortran4=7.5.0=ha8ba4b0_17 + - libgomp=11.2.0=h1234567_1 + - libpng=1.6.37=h21135ba_2 + - libstdcxx-ng=11.2.0=h1234567_1 + - libtiff=4.2.0=h85742a9_0 + - libuuid=1.0.3=h7f8727e_2 + - libwebp=1.2.2=h55f646e_0 + - libwebp-base=1.2.2=h7f98852_1 + - libxcb=1.13=h7f98852_1004 + - libxml2=2.9.14=h74e7548_0 + - lz4-c=1.9.3=h9c3ff4c_1 + - matplotlib=3.5.2=py310hff52083_0 + - matplotlib-base=3.5.2=py310h5701ce4_0 + - mkl=2021.4.0=h06a4308_640 + - mkl-service=2.4.0=py310h7f8727e_0 + - mkl_fft=1.3.1=py310hd6ae3a3_0 + - mkl_random=1.2.2=py310h00e6091_0 + - munkres=1.1.4=pyh9f0ad1d_0 + - ncurses=6.3=h7f8727e_2 + - numexpr=2.8.1=py310hcea2de6_2 + - numpy=1.22.3=py310hfa59a62_0 + - numpy-base=1.22.3=py310h9585f30_0 + - openssl=1.1.1o=h7f8727e_0 + - packaging=21.3=pyhd3eb1b0_0 + - pandas=1.4.2=py310h295c915_0 + - pcre=8.45=h9c3ff4c_0 + - pillow=9.2.0=py310hace64e9_1 + - pip=21.2.4=py310h06a4308_0 + - pthread-stubs=0.4=h36c2ea0_1001 + - pycparser=2.21=pyhd3eb1b0_0 + - pyopenssl=22.0.0=pyhd3eb1b0_0 + - pyparsing=3.0.4=pyhd3eb1b0_0 + - pyqt=5.9.2=py310h295c915_6 + - pysocks=1.7.1=py310h06a4308_0 + - python=3.10.4=h12debd9_0 + - python-dateutil=2.8.2=pyhd3eb1b0_0 + - python_abi=3.10=2_cp310 + - pytz=2022.1=py310h06a4308_0 + - qt=5.9.7=h5867ecd_1 + - readline=8.1.2=h7f8727e_1 + - requests=2.27.1=pyhd3eb1b0_0 + - scipy=1.7.3=py310hfa59a62_0 + - seaborn=0.11.2=pyhd3eb1b0_0 + - setuptools=61.2.0=py310h06a4308_0 + - sip=4.19.13=py310h295c915_0 + - six=1.16.0=pyhd3eb1b0_1 + - soupsieve=2.3.1=pyhd3eb1b0_0 + - sqlite=3.38.5=hc218d9a_0 + - tk=8.6.12=h1ccaba5_0 + - tornado=6.1=py310h7f8727e_0 + - tzdata=2022a=hda174b7_0 + - urllib3=1.26.9=py310h06a4308_0 + - wheel=0.37.1=pyhd3eb1b0_0 + - xorg-libxau=1.0.9=h7f98852_0 + - xorg-libxdmcp=1.1.3=h7f98852_0 + - xz=5.2.5=h7f8727e_1 + - zlib=1.2.12=h7f8727e_2 + - zstd=1.4.9=ha95c52a_0 +prefix: /home/dwells/miniconda3/envs/scrapeAF diff --git a/examples/CI_empirical_data.py b/examples/CI_empirical_data.py new file mode 100644 index 0000000..e8697d0 --- /dev/null +++ b/examples/CI_empirical_data.py @@ -0,0 +1,57 @@ +""" +CI empirical data +""" + +import HLAfreq +from HLAfreq import HLAfreq_pymc as HLAhdi +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt + +import pymc as pm +import numpy as np +import arviz as az +import pandas as pd +import scipy as sp + +# # +# Download data # +# # + +country = "Thailand" +locus = "DRB1" + +country = "Mongolia" +locus = "DQB1" + +base_url = HLAfreq.makeURL(country, locus=locus) +aftab = HLAfreq.getAFdata(base_url) +aftab = HLAfreq.only_complete(aftab) +HLAfreq.check_resolution(aftab) +aftab = HLAfreq.decrease_resolution(aftab, 2) +caf = HLAfreq.combineAF(aftab) + +# # +# Calculate CI # +# # + +hdi = HLAhdi.AFhdi(aftab) +# Add to caf +caf = pd.merge(caf, hdi, 'left', on='allele') +caf[['allele', 'allele_freq', 'post_mean', 'lo', 'hi']] + +# # +# Plot CI # +# # + +HLAfreq.plotAF(caf, AFtab=aftab, hdi=hdi, compound_mean=hdi) + +# # +# Access model directly # +# # + +c_array, allele_names = HLAhdi._make_c_array(aftab) +idata = HLAhdi._fit_Dirichlet_Multinomial(c_array) +idata.posterior.frac + +az.plot_trace(idata); plt.show() \ No newline at end of file diff --git a/examples/CI_simulated_data.py b/examples/CI_simulated_data.py new file mode 100644 index 0000000..3aeff5f --- /dev/null +++ b/examples/CI_simulated_data.py @@ -0,0 +1,187 @@ +""" +Estimate confidence intervals on simulated data +using pymc and pymc_env +""" + +import pymc as pm +import matplotlib.pyplot as plt +import numpy as np +import arviz as az +import pandas as pd +import scipy as sp +import HLAfreq +from HLAfreq import HLAfreq_pymc as HLAhdi + +def simulateAF(k, concentration, n, samplesize_lo=5, samplesize_hi=200): + """ Simulate allele frequency dataset for k alleles and n populations. + The global allele frequency is a random draw from a uniform Dirichlet. + This is used with the concentration parameter to define a new dirichlet. + Each of n populations is then an independent draw from this new Dirichlet. + The observed allele_counts then use these population allele frequencies to + define a multinomial distribution and take a random number of samples from it. + The range of posible sample size is between samplesize_lo and samplesize_hi. + """ + # Global AF + # Flat prior + # alpha = sp.stats.dirichlet(np.ones(k)).rvs() + + # prior with one high freq allele + alpha = np.ones(k) + # alpha[0] = 5*k + + alpha = sp.stats.dirichlet(alpha).rvs() + + alpha = alpha.reshape(-1) + # The Dirichlet distribution which populations are drawn from + dd = sp.stats.dirichlet(alpha*concentration) + # Population AF + popAF = dd.rvs(n) + sample_size = np.random.randint(samplesize_lo, samplesize_hi, size=n) + allele_counts = np.vstack([sp.stats.multinomial(n=samples, p=af).rvs() for samples,af in zip(sample_size, popAF)]) + return alpha, popAF, allele_counts + +def serialise_aftab(allele_counts): + aftab = pd.DataFrame(allele_counts) + aftab['sample_size'] = aftab.apply(sum, axis=1) + aftab['population'] = aftab.index + aftab = pd.melt(aftab, + id_vars=['population', 'sample_size'], + value_vars=range(allele_counts.shape[1]), + value_name='allele_count', + var_name="allele") + aftab['loci'] = "X" + aftab['allele_freq'] = aftab.allele_count/aftab.sample_size + aftab.allele = aftab.allele+1000 + aftab.population = aftab.population.astype(str) + aftab.allele = aftab.allele.astype(str) + return aftab + + +results = [] +for k in range(10, 110, 10): + for i in range(1): + print(f"{i} for k={k}") + alpha, popAF, allele_counts = simulateAF(k=k, concentration=100, n=5) + + # # Key data derived from simulated data + # # Number of alleles + # k = len(alpha) + # # Number of populations + # n = popAF.shape[0] + # # Sample size for each population + # sample_size = np.apply_along_axis(sum, 1, allele_counts) + + # # Define and fit model + # with pm.Model() as m1: + # frac = pm.Dirichlet('frac', a=np.ones(k)) + # conc = pm.Lognormal('conc', mu=1, sigma=1) + # y = pm.DirichletMultinomial('y', n=sample_size, a=frac*conc, shape=(n,k), observed=allele_counts) + + # with m1: + # idata1 = pm.sample() + + # Store results + # result = { + # 'lo': az.summary(idata1)[:k]['hdi_3%'], + # 'hi':az.summary(idata1)[:k]['hdi_97%'], + # 'alpha': alpha, + # 'popAF': popAF + # } + + aftab = serialise_aftab(allele_counts) + caf = HLAfreq.combineAF(aftab) + hdi = HLAhdi.AFhdi(aftab, prior=[1/k]*k) + caf = pd.merge(caf, hdi, how="left", on="allele") + + # Store results + result = { + 'lo': caf.lo, + 'hi': caf.hi, + 'post_mean': caf.post_mean, + 'allele_freq': caf.allele_freq, + 'alpha': alpha, + 'popAF': popAF, + 'k':k, + 'total_c': caf.c.sum() + } + + results.append(result) + +# View summary results +def alpha_in_hdi(result): + """What proportion of true global allele frequencies are in the estimated hdi?""" + in_hdi = (result['lo'] < result['alpha']) & (result['alpha'] < result['hi']) + aih = in_hdi.mean() + return aih + +def popAF_in_hdi(result): + """What proportion of true population allele frequencies are in the estimated hdi? + Note that the hdi applies to the global allele frequency.""" + in_hdi = np.apply_along_axis(lambda x: (result['lo']\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", 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alleleallele_freqlohipost_mean
0DQB1*02:010.1029650.0708850.1416140.107
1DQB1*02:020.0624760.0269280.0803780.052
2DQB1*03:010.2718810.2160310.3252080.274
3DQB1*03:020.0455320.0239160.0699790.044
4DQB1*03:030.1285280.0654840.1408240.102
5DQB1*03:040.0017520.0000790.0101150.004
6DQB1*03:130.0017520.0001170.0100070.004
7DQB1*04:010.0385270.0168780.0596780.038
8DQB1*04:020.0217800.0123360.0485230.031
9DQB1*05:010.0607910.0357180.090950.062
10DQB1*05:020.0397100.0200240.0659270.042
11DQB1*05:030.0204030.005550.0331670.018
12DQB1*05:040.0011700.0000590.0084480.004
13DQB1*05:420.0011700.0000950.0089460.004
14DQB1*06:010.0654090.036380.0913380.063
15DQB1*06:020.0712340.031620.0888360.061
16DQB1*06:030.0293250.0188840.0629210.04
17DQB1*06:040.0186740.0100620.043770.026
18DQB1*06:050.0011650.000050.0087320.004
19DQB1*06:070.0017430.0001120.0098190.004
20DQB1*06:080.0011650.0000120.0088810.004
21DQB1*06:090.0128480.0014860.0239080.012
\n", + "" + ], + "text/plain": [ + " allele allele_freq lo hi post_mean\n", + "0 DQB1*02:01 0.102965 0.070885 0.141614 0.107\n", + "1 DQB1*02:02 0.062476 0.026928 0.080378 0.052\n", + "2 DQB1*03:01 0.271881 0.216031 0.325208 0.274\n", + "3 DQB1*03:02 0.045532 0.023916 0.069979 0.044\n", + "4 DQB1*03:03 0.128528 0.065484 0.140824 0.102\n", + "5 DQB1*03:04 0.001752 0.000079 0.010115 0.004\n", + "6 DQB1*03:13 0.001752 0.000117 0.010007 0.004\n", + "7 DQB1*04:01 0.038527 0.016878 0.059678 0.038\n", + "8 DQB1*04:02 0.021780 0.012336 0.048523 0.031\n", + "9 DQB1*05:01 0.060791 0.035718 0.09095 0.062\n", + "10 DQB1*05:02 0.039710 0.020024 0.065927 0.042\n", + "11 DQB1*05:03 0.020403 0.00555 0.033167 0.018\n", + "12 DQB1*05:04 0.001170 0.000059 0.008448 0.004\n", + "13 DQB1*05:42 0.001170 0.000095 0.008946 0.004\n", + "14 DQB1*06:01 0.065409 0.03638 0.091338 0.063\n", + "15 DQB1*06:02 0.071234 0.03162 0.088836 0.061\n", + "16 DQB1*06:03 0.029325 0.018884 0.062921 0.04\n", + "17 DQB1*06:04 0.018674 0.010062 0.04377 0.026\n", + "18 DQB1*06:05 0.001165 0.00005 0.008732 0.004\n", + "19 DQB1*06:07 0.001743 0.000112 0.009819 0.004\n", + "20 DQB1*06:08 0.001165 0.000012 0.008881 0.004\n", + "21 DQB1*06:09 0.012848 0.001486 0.023908 0.012" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate high density intervals\n", + "hdi = HLAhdi.AFhdi(aftab, credible_interval=0.95)\n", + "# Add to the combined allele frequency dataset\n", + "caf = pd.merge(caf, hdi, how=\"left\", on=\"allele\")\n", + "caf[['allele', 'allele_freq', 'lo','hi','post_mean']]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "HLAfreq.plotAF(caf, aftab, hdi=hdi)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Above, we have calculated the 95% high density credible interval and added it to the combined allele frequency dataset. Note that by setting the `credible_interval` argument you can calculate any credible interval.\n", + "\n", + "This has also added a column `post_mean` which is the mean of the posterior distribution for allele frequency estimated by the variance model. In general this is very similar to the `allele_freq` estimated by default. The difference is that it takes account of the variances mentioned before. However, in some cases the difference can become large and a warning is produced. Below we discuss when this can happen and what to do about it." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Explaining differences between `allele_freq` and `post_mean`\n", + "`allele_freq` and `post_mean` are two different ways of estimating the average allele frequency for a set of studies. Because they are estimating the same thing they are very similar in most cases. However, in some situations they can diverge, in this section we discuss why that happens and what to do about it.\n", + "\n", + "In no particular order the main causes are:\n", + "- Inappropriate prior\n", + "- Heterogeneity in estimated frequency for a single allele\n", + "- Issues with model convergence\n", + "\n", + "## Inappropriate prior\n", + "Sometimes the `post_mean` and credible intervals are clearly too low. We have seen this when there are many alleles (usually >100) compared to the amount of data and many of these alleles are very rare. This is covered in more detail in the [working with priors example](https://github.com/BarinthusBio/HLAfreq/blob/main/examples/working_with_priors.ipynb). Fortunately the fix is quite simple; instead of the default prior (a vector of $1$ s) use a vector of $1/k$ s where $k$ is the number of alleles. In simulations this resolved this issue even in extreme cases. Alternatively the default estimate of `allele_freq` is far more robust to this issue." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# When k is the number of alleles\n", + "prior=[1/k]*k" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Heterogeneity in estimated frequency for a single allele\n", + "Below we calculate and plot the allele frequencies for DQB1 in Italy. DQB1*02:01 at the bottom of the plot shows that one study reports a much higher frequency than the others. This draws the `allele_freq` estimate (shown as a black open point) up and away from the other studies. This is analagous to an outlier skewing a mean. Whereas the credible intervals (the black horizontal line) and `post_mean` estimates remain centered on the majority of studies." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3 pages of results\n", + "Download complete\n", + "population loci\n", + "Italy pop 4 DQB1 0.574\n", + "Name: allele_freq, dtype: float64\n", + "1 studies have total allele frequency < 0.95\n", + "2 206\n", + "3 1\n", + "Name: allele, dtype: int64\n", + "Multiple resolutions in AFtab. Fix with decrease_resolution()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 11 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "WARNING: The default allele frequency estimate is outside of the CI estimated by the compound method for some alleles!\n", + "There are several possible reasons, see the credible intervals example: https://github.com/BarinthusBio/HLAfreq/blob/main/examples/credible_intervals.ipynb\n", + "If you have set `credible_interval` to < 0.95, this may be a non-issue.\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "base_url = HLAfreq.makeURL(\"Italy\", locus=\"DQB1\")\n", + "aftab = HLAfreq.getAFdata(base_url)\n", + "aftab = HLAfreq.only_complete(aftab)\n", + "HLAfreq.check_resolution(aftab)\n", + "aftab = HLAfreq.decrease_resolution(aftab, 2)\n", + "caf = HLAfreq.combineAF(aftab)\n", + "hdi = HLAhdi.AFhdi(aftab,credible_interval=0.95)\n", + "HLAfreq.plotAF(caf, aftab, hdi=hdi)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this case `allele_freq` and `post_mean` diverge because by modelling the sampling variance `post_mean` (and credible intervals) can better estimate the country allele frequency without being overly influenced by unusual studies.\n", + "\n", + "What to do about this difference depends on your study. The `post_mean` estimate is probably the better estimate of average allele frequency for these datasets but it is important to check these datasets to make sure they are relevent to your study population. Below we look at each study estimate for DQB1*02:01." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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allelelocipopulationallele_freqsample_size
0DQB1*02:01DQB1Germany DKMS - Italy minority0.18981159
17DQB1*02:01DQB1Italy Bergamo0.0910101
54DQB1*02:01DQB1Italy Central0.1730380
69DQB1*02:01DQB1Italy North pop 30.073097
102DQB1*02:01DQB1Italy Rome0.1200100
144DQB1*02:01DQB1Italy Sardinia pop20.59001129
159DQB1*02:01DQB1Italy pop 20.198053
171DQB1*02:01DQB1Italy pop 30.2300179
185DQB1*02:01DQB1Italy pop 50.0780975
\n", + "
" + ], + "text/plain": [ + " allele loci population allele_freq sample_size\n", + "0 DQB1*02:01 DQB1 Germany DKMS - Italy minority 0.1898 1159\n", + "17 DQB1*02:01 DQB1 Italy Bergamo 0.0910 101\n", + "54 DQB1*02:01 DQB1 Italy Central 0.1730 380\n", + "69 DQB1*02:01 DQB1 Italy North pop 3 0.0730 97\n", + "102 DQB1*02:01 DQB1 Italy Rome 0.1200 100\n", + "144 DQB1*02:01 DQB1 Italy Sardinia pop2 0.5900 1129\n", + "159 DQB1*02:01 DQB1 Italy pop 2 0.1980 53\n", + "171 DQB1*02:01 DQB1 Italy pop 3 0.2300 179\n", + "185 DQB1*02:01 DQB1 Italy pop 5 0.0780 975" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aftab[aftab.allele==\"DQB1*02:01\"]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The high frequency estimate comes from the island population of Sardinia rather than mainland Italy. Depending on your study question you might choose to remove some studies and recalculate estimates. Note that you should remove the entire study, not just the alleles with different frequencies. Another study you might remove is Germany DKMS-Italy minority, as these are registered bone marrow donors in Germany who assigned their origin as Italy. Details about how data was collected are available on [allelefrequencies.net](http://www.allelefrequencies.net) if you look up the population." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Issues with model convergence\n", + "If the model fails to converge the `post_mean` and credible interval estimates should not be used. Fortunately this appears to be rare and we have not observed it. However, if it does happen you could either use the default `allele_freq`, or dive into `pymc` to try and fit a better model.\n", + "\n", + "The following sections describe diagnosing convergence issues and details of the model itself." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model details\n", + "\n", + "This section describes the variance model in more detail as well as how to access the model and assess convergence.\n", + "\n", + "The variance model used to estiamte high posterior density interval and `post_mean` is a Marginalized Dirichlet-Multinomial Model in PyMc as described [here](https://docs.pymc.io/en/v3/pymc-examples/examples/mixture_models/dirichlet_mixture_of_multinomials.html).\n", + "\n", + "In brief, the global allele frequency is modelled as a Dirichlet distribution,\n", + "and each population (defined by `datasetID`) is a Dirichlet distribution draw from\n", + "the global Dirichlet distribution, and the observed allele count data of that\n", + "population is multinomial count data drawn from the population Dirichlet distribution.\n", + "\n", + "The observed allele frequencies are transformed into allele counts using `weights`.\n", + "The variability of population allele frequencies around the global mean is defined\n", + "by a latent, lognormal variable `conc`.\n", + "\n", + "## Fitting the model\n", + "If you suspect that the model is failing to converge you can fit the model and check it directly. The code to fit the model below is the same that `AFhdi()` uses internally. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 12 seconds.\n" + ] + } + ], + "source": [ + "# Format data and fit variance model\n", + "c_array, allele_names = HLAhdi._make_c_array(aftab)\n", + "idata = HLAhdi._fit_Dirichlet_Multinomial(c_array)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Validating the model\n", + "Once you have fit the model you can validate it as you would any other PyMC model, in particular I recommend [posterior predictive checks](https://www.pymc.io/projects/docs/en/stable/learn/core_notebooks/posterior_predictive.html) which can show that your estimates are being overly influenced by the prior as can happen with small datasets and large numbers of alleles. A basic overview is available [here](https://www.pymc.io/projects/docs/en/stable/learn/core_notebooks/pymc_overview.html#model-checking) and a more detailed check for biased parameters is described [here](https://www.pymc.io/projects/examples/en/latest/diagnostics_and_criticism/Diagnosing_biased_Inference_with_Divergences.html#diagnosing-with-divergences).\n", + "\n", + "Some basic checks are shown below. It's a good idea to check the `r_hat` values are close to 1. Higher `r_hat` values indicate that some chains have failed to converge and `pymc` will also give warnings for high values." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
frac[0]0.1440.0250.0950.1890.0000.0005064.02570.01.0
frac[1]0.0200.0080.0070.0340.0000.0004900.02553.01.0
frac[2]0.0030.0020.0000.0080.0000.0004228.02307.01.0
frac[3]0.2090.0300.1520.2640.0000.0004433.02760.01.0
frac[4]0.0720.0170.0420.1040.0000.0005285.02477.01.0
frac[5]0.0420.0110.0210.0630.0000.0004996.02143.01.0
frac[6]0.0150.0060.0050.0250.0000.0004635.02491.01.0
frac[7]0.0080.0040.0020.0150.0000.0004582.02966.01.0
frac[8]0.0020.0020.0000.0050.0000.0002501.01628.01.0
frac[9]0.0020.0020.0000.0040.0000.0002900.01691.01.0
frac[10]0.0020.0020.0000.0050.0000.0002636.01445.01.0
frac[11]0.0020.0020.0000.0050.0000.0003434.01832.01.0
frac[12]0.0020.0020.0000.0040.0000.0002833.01737.01.0
frac[13]0.0030.0020.0000.0070.0000.0004053.02244.01.0
frac[14]0.0020.0020.0000.0040.0000.0002968.01520.01.0
frac[15]0.0020.0020.0000.0050.0000.0002586.01530.01.0
frac[16]0.0030.0020.0000.0080.0000.0003245.01888.01.0
frac[17]0.0050.0030.0010.0110.0000.0003413.02071.01.0
frac[18]0.0400.0110.0210.0620.0000.0004816.02444.01.0
frac[19]0.0030.0020.0000.0070.0000.0003833.01695.01.0
frac[20]0.0890.0190.0550.1230.0000.0005406.02574.01.0
frac[21]0.0700.0160.0420.1010.0000.0005408.02315.01.0
frac[22]0.0520.0130.0290.0770.0000.0005539.02855.01.0
frac[23]0.0050.0030.0010.0100.0000.0003347.01889.01.0
frac[24]0.0270.0080.0120.0430.0000.0003708.02691.01.0
frac[25]0.0480.0120.0260.0710.0000.0005204.02544.01.0
frac[26]0.0490.0130.0260.0720.0000.0004751.02326.01.0
frac[27]0.0440.0120.0220.0660.0000.0004116.02295.01.0
frac[28]0.0030.0020.0000.0080.0000.0003708.02002.01.0
frac[29]0.0020.0020.0000.0040.0000.0002600.01636.01.0
frac[30]0.0020.0020.0000.0040.0000.0002956.01951.01.0
frac[31]0.0020.0020.0000.0040.0000.0003457.02407.01.0
frac[32]0.0120.0050.0040.0210.0000.0003938.02234.01.0
frac[33]0.0020.0020.0000.0050.0000.0002976.01941.01.0
frac[34]0.0020.0020.0000.0050.0000.0003412.01919.01.0
frac[35]0.0020.0020.0000.0040.0000.0002827.01542.01.0
frac[36]0.0020.0020.0000.0040.0000.0003072.01448.01.0
frac[37]0.0020.0020.0000.0040.0000.0002261.01217.01.0
frac[38]0.0020.0020.0000.0040.0000.0002664.01623.01.0
frac[39]0.0020.0020.0000.0050.0000.0003466.02163.01.0
frac[40]0.0020.0020.0000.0050.0000.0003012.01648.01.0
frac[41]0.0020.0020.0000.0040.0000.0003740.02475.01.0
frac[42]0.0020.0020.0000.0050.0000.0002703.01464.01.0
frac[43]0.0020.0020.0000.0050.0000.0003380.02648.01.0
conc19.3393.00113.98225.1180.0540.0383001.02386.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "frac[0] 0.144 0.025 0.095 0.189 0.000 0.000 5064.0 \n", + "frac[1] 0.020 0.008 0.007 0.034 0.000 0.000 4900.0 \n", + "frac[2] 0.003 0.002 0.000 0.008 0.000 0.000 4228.0 \n", + "frac[3] 0.209 0.030 0.152 0.264 0.000 0.000 4433.0 \n", + "frac[4] 0.072 0.017 0.042 0.104 0.000 0.000 5285.0 \n", + "frac[5] 0.042 0.011 0.021 0.063 0.000 0.000 4996.0 \n", + "frac[6] 0.015 0.006 0.005 0.025 0.000 0.000 4635.0 \n", + "frac[7] 0.008 0.004 0.002 0.015 0.000 0.000 4582.0 \n", + "frac[8] 0.002 0.002 0.000 0.005 0.000 0.000 2501.0 \n", + "frac[9] 0.002 0.002 0.000 0.004 0.000 0.000 2900.0 \n", + "frac[10] 0.002 0.002 0.000 0.005 0.000 0.000 2636.0 \n", + "frac[11] 0.002 0.002 0.000 0.005 0.000 0.000 3434.0 \n", + "frac[12] 0.002 0.002 0.000 0.004 0.000 0.000 2833.0 \n", + "frac[13] 0.003 0.002 0.000 0.007 0.000 0.000 4053.0 \n", + "frac[14] 0.002 0.002 0.000 0.004 0.000 0.000 2968.0 \n", + "frac[15] 0.002 0.002 0.000 0.005 0.000 0.000 2586.0 \n", + "frac[16] 0.003 0.002 0.000 0.008 0.000 0.000 3245.0 \n", + "frac[17] 0.005 0.003 0.001 0.011 0.000 0.000 3413.0 \n", + "frac[18] 0.040 0.011 0.021 0.062 0.000 0.000 4816.0 \n", + "frac[19] 0.003 0.002 0.000 0.007 0.000 0.000 3833.0 \n", + "frac[20] 0.089 0.019 0.055 0.123 0.000 0.000 5406.0 \n", + "frac[21] 0.070 0.016 0.042 0.101 0.000 0.000 5408.0 \n", + "frac[22] 0.052 0.013 0.029 0.077 0.000 0.000 5539.0 \n", + "frac[23] 0.005 0.003 0.001 0.010 0.000 0.000 3347.0 \n", + "frac[24] 0.027 0.008 0.012 0.043 0.000 0.000 3708.0 \n", + "frac[25] 0.048 0.012 0.026 0.071 0.000 0.000 5204.0 \n", + "frac[26] 0.049 0.013 0.026 0.072 0.000 0.000 4751.0 \n", + "frac[27] 0.044 0.012 0.022 0.066 0.000 0.000 4116.0 \n", + "frac[28] 0.003 0.002 0.000 0.008 0.000 0.000 3708.0 \n", + "frac[29] 0.002 0.002 0.000 0.004 0.000 0.000 2600.0 \n", + "frac[30] 0.002 0.002 0.000 0.004 0.000 0.000 2956.0 \n", + "frac[31] 0.002 0.002 0.000 0.004 0.000 0.000 3457.0 \n", + "frac[32] 0.012 0.005 0.004 0.021 0.000 0.000 3938.0 \n", + "frac[33] 0.002 0.002 0.000 0.005 0.000 0.000 2976.0 \n", + "frac[34] 0.002 0.002 0.000 0.005 0.000 0.000 3412.0 \n", + "frac[35] 0.002 0.002 0.000 0.004 0.000 0.000 2827.0 \n", + "frac[36] 0.002 0.002 0.000 0.004 0.000 0.000 3072.0 \n", + "frac[37] 0.002 0.002 0.000 0.004 0.000 0.000 2261.0 \n", + "frac[38] 0.002 0.002 0.000 0.004 0.000 0.000 2664.0 \n", + "frac[39] 0.002 0.002 0.000 0.005 0.000 0.000 3466.0 \n", + "frac[40] 0.002 0.002 0.000 0.005 0.000 0.000 3012.0 \n", + "frac[41] 0.002 0.002 0.000 0.004 0.000 0.000 3740.0 \n", + "frac[42] 0.002 0.002 0.000 0.005 0.000 0.000 2703.0 \n", + "frac[43] 0.002 0.002 0.000 0.005 0.000 0.000 3380.0 \n", + "conc 19.339 3.001 13.982 25.118 0.054 0.038 3001.0 \n", + "\n", + " ess_tail r_hat \n", + "frac[0] 2570.0 1.0 \n", + "frac[1] 2553.0 1.0 \n", + "frac[2] 2307.0 1.0 \n", + "frac[3] 2760.0 1.0 \n", + "frac[4] 2477.0 1.0 \n", + "frac[5] 2143.0 1.0 \n", + "frac[6] 2491.0 1.0 \n", + "frac[7] 2966.0 1.0 \n", + "frac[8] 1628.0 1.0 \n", + "frac[9] 1691.0 1.0 \n", + "frac[10] 1445.0 1.0 \n", + "frac[11] 1832.0 1.0 \n", + "frac[12] 1737.0 1.0 \n", + "frac[13] 2244.0 1.0 \n", + "frac[14] 1520.0 1.0 \n", + "frac[15] 1530.0 1.0 \n", + "frac[16] 1888.0 1.0 \n", + "frac[17] 2071.0 1.0 \n", + "frac[18] 2444.0 1.0 \n", + "frac[19] 1695.0 1.0 \n", + "frac[20] 2574.0 1.0 \n", + "frac[21] 2315.0 1.0 \n", + "frac[22] 2855.0 1.0 \n", + "frac[23] 1889.0 1.0 \n", + "frac[24] 2691.0 1.0 \n", + "frac[25] 2544.0 1.0 \n", + "frac[26] 2326.0 1.0 \n", + "frac[27] 2295.0 1.0 \n", + "frac[28] 2002.0 1.0 \n", + "frac[29] 1636.0 1.0 \n", + "frac[30] 1951.0 1.0 \n", + "frac[31] 2407.0 1.0 \n", + "frac[32] 2234.0 1.0 \n", + "frac[33] 1941.0 1.0 \n", + "frac[34] 1919.0 1.0 \n", + "frac[35] 1542.0 1.0 \n", + "frac[36] 1448.0 1.0 \n", + "frac[37] 1217.0 1.0 \n", + "frac[38] 1623.0 1.0 \n", + "frac[39] 2163.0 1.0 \n", + "frac[40] 1648.0 1.0 \n", + "frac[41] 2475.0 1.0 \n", + "frac[42] 1464.0 1.0 \n", + "frac[43] 2648.0 1.0 \n", + "conc 2386.0 1.0 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "az.summary(idata)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An energy plot can check that the sampler performed well, if it did the two distributions should be similar.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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And in the right hand plot we want to see no trends or evidence of chains getting stuck.\n", + "\n", + "With large numbers of alleles you may have to increase the max_subplots to see all alleles and avoid warnings." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/dwells/miniconda3/envs/hlafreq/lib/python3.10/site-packages/arviz/plots/traceplot.py:217: UserWarning: rcParams['plot.max_subplots'] (20) is smaller than the number of variables to plot (45), generating only 20 plots\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " 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XUn/LZ/jdm/7Ia/4GH/jNY1z3sRfQUqcGSgqFQrFfGN4Mw5vg2Nc97aLYyecprH6M5LJlNJx+2tO6b8UzB4kbE+9IZ457othXPLJrDIA3nrp8jnuiqIUSxIpnNOOlcb63+nvc2HEj8+rm8cXnf5E3H/lmGpINsfWy136Dwe/+gbKR4jdv+n/85/97B8va9m4glNASnLboNE5bdBqfOO0T7Mrs4oadN/D3nX/n43d8nMNbD+c9J7yH1x3+upquTlpdHSt+8mM63/Z2em8ssup1h7HkHx/kf970N/7tj31c9L9r+NV7noemqXJMCoVCsc/JDbo/zeLTL4jLZQBkufS07leh2J90jeWZ15iiWU3mK56hqCzTimckUkpu2HkDb/zbG7m181Y+espH+cdb/sF5x51XJYY7f/Rl+r75e0oyzSOfuZxvf+M9ey2Ga3FY62FcdPpF3HLuLXzvJd+jLlHHJQ9ewtl/OZurnryKglmo2ia5aBErrvwJ1sQkfY8fhrQdTn3oE3zz9Udx99YRrrhj+z7rn0KhUCgODKRpAih3acWzirU9k9y9dWT3KyoUByhKECueceSMHJ+957N86f4vcVjrYfzlDX/hY6d+rEoIO4bBIx/7AMWf/hWrNUXxv6/lA+9/LQl9/9z2CS3Bqw97Nde+7lp+9apfceKCE/nRmh/xmutew+83/x7DNmLr159wAku/9U0Ka9YzNPYqGHiStw9fwdufu5Ir7tjOnVuG9ks/FQqFQjE3SNNN0PiMEMRT/bD+L1DOxRZ3jOS4fm0fpq3ceRUhjip9tscM5gexHXuuu6FACWLFM4wdEzt4503v5M7uO/nccz/Hr1/9aw5vO7xqvZEtO3no7FfTcueD6EelWPaX23j+8098WvoohOB5S57Hla+8kv993f9yTPsxXPboZZzzt3O4o/uOWL3M1te9jvkf+iATN93HROItsOa3fPOQxzlpeSufunYtXWP5p6XPCoVCodj/SNObGE08AyLWpgbcn/m45a9rzPV6KltKECsUe0vBLPDE0BOsG1k3111RoASx4hnEXd138a6b30XezPOrV/2K95zwnqrkVU6pxJpvfp/+c9/E/PE+2l6Z4Khr72Te0qVz0ucTF5zIL87+BVeffTWNyUY+dden+Pfb/52OTEewzsJPfYrGl7yYwWtXU0i/kOStX+DqsxNomuDff/cEJVPNHioUCkUtBM+sXAtVLtOlTE0r7AFBwsuBYZXjy59Zp/yZh7K0AlC27IPCC2GiNDHXXVCgBLHiGcJ126/jU3d/iqPaj+JPb/gTpy8+Pfa5Uy4z8Ze/svblZ1P3u6tpWV7kkHMTLP32rYjG3ZdD2t+csfQM/vj6P/KlM77EhtENnHv9uVy++nIKZgGh6yy//HJSK1bQe2MGk0UsvuXfufLcI9kyOMUl12+c6+4rFAqFYl/guAN8oXul/iY63Z/Zgbnpz0wkvPIwlkoApnj6uWXDILdtfOqhY1JKtvWOYPU+MevJBuk45O65B2t09Cnvf1rKU+BYlO3y7tdV7HeUIFYc0EgpuXr91Vzy4CW8cNkLufrsq2P1fo3eXkZ+/BO2v/wVDH7lKwxJnflnGxx6tk7DRTdBy7I57H2chJbgnce+kxvffCNvOeotXLPpGt7y97fwYP+D6C0trPjplciyQe/qQ3DGenjhpkv5xMuP5I+P9fDnx3rmuvsKhUJxwOGXp3la2HCda8019kEoS9XA/AA0u+qeFbvSQuwhlSVz/6DOa4Dl7JmF2CmVyD/4II4R5mzpnSgytPUhBnZugOzg7NopFLGzOUob941BwnZqXNMdd7ol4BQHBEoQKw5ofrrup1zxxBW84fA3cMUrrqA+UY/R08PY1Vez663/xs6z/pXRn/6UJ5pW8P2XnMeL3jTIohWgvecGaF81192vSXtdO18986tc85prSOtpPvLPj/AfD/wHxoqFLPvedylt72Sg+4XIDdfxqXkP8aIjF/DV6zewZXBqrruuUCgUz3z2VnD4NWE77q76yHEkO4ZzOLUGvvujL08njjnXPVA801n/F+h9bL/vxujowBqfwOzrC5b5yb4cKcNneDcIb35qX0361BTEADWqkCjmBiWIFQcsV6+/mp+v+znnHvkWvjL/PCZ/8nM6znkjO//1bIYv/z5C1xl590f50Gu/yl9eeg5XHv2/NJOHC/4PFh49193fLacuOpU/veFPfOikD/H3nX/n3L+fy5bjmlj4qU8x9fB2xsdPR7vlC/z4lUla65N87HdPkC2pgYlCoVDUYiBTpG+yyPVr+8iXrf23oxouxF3jBTb2Z+gYnWUscDDQ9n6KA9BCPI31XTdztE5ufGaI+YOVTddD/5qn1ETnaJ57t+2+lNKsRaMfHrAfkZ7wFFpc3kg07xGbZV9DRbzHfTD7+oJcAT7TCmLFAYMSxIoDkj9u+SO/ufeHfHHrMZx/6aN0veWtjP785+htbSz+0pc44o7b+esHvs67p47geYcJ/pT6OmmnCO+5AZaePNfdnzVpPc1Fp1/E7177O9J6mvff+n5+ddoEja8+m+E7hsmNtdN+00f46b8dQ9d4gS9et165qSkUCoVH1GX60V3jPNY5DsBEwZhuk/0iPi0v+Y9pP/vfz60jj9GU6wRj3yQCM/v7sXP7uKKCWZrW1Xs6pONQ7uhARtx0i4bN9Wv7GMnu/zjPB6Z20FkaY9aibSZsE8Z2PqUm1vVOzvwcHYj4FuAKQRwK3Fm6YO/lO8KemqKwZi3F9Rviy2uM2/ZFuId0nCrxvS+Rto2TPziqnShBrDjguP/BP5L5yjf4+ZUOp1+3keSiRSz91jc56oH7OfSa39D4rnfx+fuG+fGdO7j4hAl+kL8YXdPgff+ApafMdff3ihMXnMif3vAnzjvuPH67+Xd89gW7kIcfQt99jZR37eI5G/6TL7z6GG56coBrHuqa6+4qFArFAY0204B2P0wq7un4OZjYPJAnOJ+mvhWeWEP+vnv3baNbboTNN+zRJkZnJ6VNmzG6vO9Ys8hk/zYAusf3v2trxiqyqdC/3/ezrzmgbmF/MiNSgcTt3/SCWOSLSKvCoyQQ0Hu2e2m7VUFkOe5Fsr8sxPkHHmTq1tv2S9sAxSeeIHvX3fut/f2Cn7k/t3vvhihKECsOGKyRETZ98iO0f+BrnLEN2t5zAUfcdiuHXvMb2s49l0R7O5mCybt/+Sh/W9vPL0/byYc7P+1mkX7/LbDwmLk+hKdEfaKeLz7/i/ziX3/BhCjwyVcNUEoIuh86DPPha/lQ88P86/GL+eZNm1jTrdL0KxSKZz6m7XD/9lFy+9jF+eku1zJrURAI4YrlB6TL9HTs+77K/Xy9bEfutoRhYGnzRA1dD5IeXINml9knVlvFfse37gstfo9KXyDXeFAbVm+m8Nh08c375rrXeh/ti5btTGYftDI95vAwsBex1IXxPfbQ2GfkvczgU30zr1eBEsSKA4LMjTex4/Wvx7zjXu54SQtLb7me5V+4mNQhhwTr9IwXeMvPHmBtzzi3nXofr9z8VcQhZ8IH/nnAJtDaG85cdibXvfE6Tjn5LL78lhL5QpHOhw7B+dvn+MErGljSWseFf1jDRP4Z5sqkUCieNq688kpWrVpFXV0dZ5xxBo8++ui061511VW8+MUvpr29nfb2ds4666wZ158NfZPFWSWYGsmWGcuX2bqXSQOnG6jN6Lo8l+Kzqr/+30+9T3YmQ+bGm7DGx59yWy7V5zBbMikY1jSf7sUenibz4gM7Rrl14yDm8DC5e++tvV9/mX9/WGUEIGbrZruvOKBMrrvngOqtf+4qXaZnsBADWGNjtdvZ02sxzfqG5e43UdWvAxfHkXs/ztx5J+y4fd92aD/zzLkyimcljmEw8B+X0P+5z9HdbnPJR5p5/Xf+l0XLjoytt2Vwirf87EGc3CiPHvoLjt7yM3jOe+H8v0J925z0fX/Skmrhey/5Hu9709f5r3OTlEYNNt3XSuN17+fnbz+ekVyZz/xp7Z5nNFUoFM96/vjHP/KZz3yGSy65hCeeeIJTTjmFV73qVQx7s/2V3H333bzzne/krrvu4qGHHmLlypWcffbZ9PXt2Qy7z3C2xGOd42wamLvM+DOWazkAXKYDGbEPu+LXTLWmuc61uzFNB2zTjcMFt1SNN7i9c8setD0b7Jmttk+9fVe8+7GwpfXrsaeySGMWMeZC83SUfFo0qi0lHaN5eifyKlfI3lLDZRp8C7Govt93d5730XXwBXFSD18UT2vJuL1g8+AUHSM5N5nr3pwHs7jHmxStImPFsd2vuB9QglgxZ1jj43RdcAGTf/oTW885mc+9vcQn3vhtDm87PLbemu4J3v7fD/MctvDPhi/TOvgQvP6H7j+/TuKzECEE5x59Ll+98M/8+R3L0AYED9wwzlEPf5VLXn8cd20d4Wf3PLWkGQqF4tnHD37wAz70oQ/xvve9j+OPP56f//znNDQ08Ktf/arm+r///e/52Mc+xqmnnsqxxx7L1VdfjeM43HHHHXu1f986W7b2s9iZqQ/WUxtsZgrmrEvd2dkssnt2uR2mjR3eF1brSgvn7sgOwoa/QnGy+rPt/4ThTeHftdbZFwQCZh+1N7bTPSafXffMflspic1QeOdRyH0rXZxCgfLO6u9uy3tudo7sm2RlTxcHknif1mU6uMFm2dd9fEyG5zKdTEzvuj2nZHpDV2OPouG+v21HPm39va/3Ph4ZeIRdmV1P+32lBLFiTjCHhum64N2Ut25j+JL389UTNvHek97PKw95ZWy9B3eMcv7VD/Hx5N/5mfUfJOqa4EN3wHPf9wyLudp7jmw/kou/dCOrP/gvzOvRufXX9/IK83refNpyvn/b1lmVRVAoFAcHhmHw+OOPc9ZZZwXLNE3jrLPO4qGHHppVG4VCAdM0mTdvXs3Py+UyU1NTsX9R9uTNvL+GPOZMFuJZfHc8sHOUrYPZWXnh5O+/H7lty550L8L0LtO2Y1O09tzKMusrUPRyUdTKRvw01UcNBMzursmu+9xEObtjYF188O4f46w6I6HnUej2nxPhGYj37cROYfVqSpu34JQrYiyfoUOaA0raOdWTQjL6d6XL9HQx/cHH4QcTeYOHO8b2Sqj5FuLoJT6gNHH3w7H66iPZMn2T4bsnU86QNbL7vRuW43p0bB7bTF9u7zyU9hYliBVPO64YvgBraIjkFZfyeecvnL7odD5x+idi692xeYhP//oOfp26nA8bv0Wc8Gb48N2w5KS56fgcUp+o572f/R8mPv0Ojtylcc93fs65Rz7JMUta+MT/rqFr7OBIi69QKGZmdHQU27ZZvHhxbPnixYsZHBycVRtf+MIXWLZsWUxUR/n2t79Na2tr8G/lypXBZ1JKVnfuqxjW2VNpw5tx0DqLkahvYJos7r6kyR4lhArKD+8+RnHN8Bru6r5rD9r2xcAs19cOAA8rf+JC0wEobd1K5sabqtfLDc2ywX2gMsrewF8IhACBs0/Fi5+JeLpGo/eu2M8qeTYTLgeSBXi3+IK3os/SlztVgni6dqqfzye6JxiaKlHIjLqTM8bsJ40sT6hniiajufJ+U8NSSgr7YDLrwZ1xa/GDfQ9wX+99T7ndPcEXx08XShArnlbsbJaej3wEe2yMJVf/nM9N/pK6RB3fe+n3SEa+nG/fNMTVv/89N6cu5rlshDdcAedeDenmOez93POij1xC4nMf5JQd0Pfly3j9SY+gafChax7b51laFQrFwcdll13Gtddey//93/9RV1dXc52LL76YTCYT/Ovp6Qk+ixpUn85xdOrh9dRtWV/7Q7MEpRruzzNYJf3kN/dt308eOMHJmd7NebiwZ/G6eyxc5PTuyrZ02Fjox9jPg9Kg5q93/OXtO9zls6it2jGSY6pUez3DduidKOzROale13eZtvf43DrSmWFA71srZa2lT5vJdcqY4q7uu+iaqnD3n8m7ogaDmdLuV9oDMjfeRHHDxr3aVk7XdyEYzpYw9zSMo8a10Cd3ub/k3AnG3onCtPdh0EzkWj+wY9Rret9f6B2TO7i75+59IopjzMGciIN7LUumvc/vsVooQax42nAMg95PXER5505WXPkT/tu8gx2TO7jsxZexqGFRsN4dmwZ48n+/wu8Sl9LW1o744B1uAq2DxEV6dxz1wc8y/wsf5MQuh5WX/pIzjv4zO0fH+axKsqVQHPQsWLAAXdcZGopb1IaGhliyZMmM215++eVcdtll3HbbbZx88snTrpdOp2lpaYn989lba1LGGGf14OppPzeHhrC33BePD43sr5SZQIz2R5ZHVtr2D9heo1bnDH1N6HvxfTObY4+sI20bp2wEi0vbtgXJnobyQ5FN9uyc7tb92E92I2snIALoKU/QVRpjV2n6BDd7O+FhWA7bhrLucQUWYk98plOAG2e7O9b3ZWqEDLntdI7mGZwq7dlEcTA34SfV8n5IZ4/1wAN9D3Bb557Vhw2jXJ+m+s+eaIolMbIM2HgdjGylJ7+FdRN37fY6P7EfykAanZ17t6E3BppucmOqWFkKaDor/QzLtIS3L/fefbxrgrsqk81Fn0HHQTMr48IjOyhlYOPf3FJFT5GJknst9i7UYgbmwEvAv4YPdYzxyK6xvRjf7tn6ShArnhaklAx8+SsUHn6YZZd9m42Havx20285/7jzOXPZmcF6963dROrat/EZ/U/YJ5yL/pF7YMmJc9jzA5NF7/ssh3z+fI4Ylpz7o/s5ceVP+ef29Xz/n1vnumsKhWIOSaVSPOc5z4klxPITZJ155pnTbvfd736XSy+9lFtuuYXnPve5e73/vR02bZtcz0hhBNupbcEprH6M3F3/rOEKGf6dMyciyyNM0+ZMJHUNpEPz1Pa92n7dyDo6Jjum/VxKSWH1arIPPA6ANTZOedt2ihtdy9jjQ4+H6053VjO98RjZ2Zz80R2w5SZ3EB64j1YL6ILjCvO0P/jfh2zsz7B5YIrhbDkQFcKzyGv1DUBcEOfLFtY0bun2dIPkGgN4Rzpu4qDe1bu3gpZzwUSBkHvuMj2reMtZWWL3nxDRvOOL3V+2JxgnOhk3BvZzD/YORzrc0XUHg/kaISDTlFWSNSZ9ZkV0Asv7KcQ07tfT0bualu474rHo0Rtqsgscyy1V9BTxJ3OezgzWeTPPzR03xybxomRvvx2ja3ZJB6P4gjj/NHk/KkGseFoY/81vmLrhBhZ+9jPo//pSvvLAVzis9TA+efong3VWP3QXR/7f63i+tpXia39E6q1XQbppDnt9YNP8vq9w2EVnsXzK4Qu/7OPE5h/z34/9jWsf7Z7rrikUijnkM5/5DFdddRW/+c1v2Lx5Mx/96EfJ5/O8733vA+Dd7343F198cbD+d77zHb761a/yq1/9ilWrVjE4OMjg4CC53J5nu53LcMOoVeip9iOhCRrz3bRMbYPR7bPaJt2xFWm5g7febC8bRzezcWwjG0Y3RHsZ/LBGx6oW75G7avfDsCOaCXwWWabzniXLKEQG9NUnq+gJ4qTQazTiu/xG9iwl9tTssnL78ZSOlBGXaU98epbiaFz27ZuH2Dw4vcAcyA1we9ftruCdBsMusX7yHkaH1rvHbVVaConfNDvvxI3gFYh9nFQr9JiO7C9yjwWLB5+Ezvtn3WzBLLBjYscedMPtSOy8+df7aa69LC0LO5PZ7Xr/3DTE35/soGyX2Taxrbod/36q8fw7UlK2y5jDw1gTE9OuF/8g+k7xrM/BOZrlfZEbQkLFfbR/XpT+NX06476nyu5zP5B3J1AqX75OqUxx/YbKzXaL7zI9W6SUTBnRd9CeefkoQazY7+QffoTh711O86tfzfwPfpDvrP4Ow4Vh/vNF/0ldwo1RW3/7bznhlrej6zrG+26j/vnvUS7Ss6DhQz/i8A8cy3zb4uu/K/N887d87YHLuGvr7JLnKBSKZx9vf/vbufzyy/mP//gPTj31VNauXcstt9wSJNrq7u5mYGAgWP9nP/sZhmHw1re+laVLlwb/Lr/88j3a72TBwJlmIDY85dYm3pcYdryWrMSh+YE7SYwO7dGAcPXgatYOr40tSyU0NMeLC5zlwDc12A9dnYAbV7mmZ4KdE510T800Sbn75Fp7PLidzXenXZ7xuPzrOFtnYWPHDnL33jdrUQze4L3CZXq6Y60s4RVdb9P4JgzboGs8y2A2z6iZq+p12XETT05YXgJK7xxNlCYYyA1QhW3gZdTyXKb3g8CITH7IqdDdP7gXzOKMEyTljg6cUinIRv7Y0GNsm9hGyZpdvGWla/2Gvgzr+jxRGol/fsriahbbF554gtx994cJx6Zbz7DIG+7x1enu+LFo2GEMbw2PAb//O60B7h99jMKjq8k/8OAe9z2QyNNlrI6sb42OBZNjUkrWlbqYMuPvvz29p3qzvWyfmHlyzr+mM00O7Q1ihmsYs0r3PgZb/7FP9ll53+3ubO3K7OL+3vvJBN4Ze3Z+970vjEIRwRofp+9znyN12CqWfeub3N1zN3/b8Tc+espHOXGB6wq97YYfcNLjX2dz8jiW//t1NC9YNredfiahadR99HccXn4l3ddn+PKfdH72mnv4xF0f4RepK3jBYavmuocKhWIOuPDCC7nwwgtrfnb33XfH/u7c23i9Ch7YMcqb57fX/OyhDtcaOp0ztj84nO0gcbI0yYP9D7KqdZW3XUhyZAgOP3T3jUiJlJKRghuHajom8+vnc3jr4a7LNJDSNfbE0iC8noznPbE+OEZCE3B4uM/Kn7GBXw0xu7tzkjfzbBjdwEl207RtVNH7mNu2ZePk8tSyA7vdm37f4/kSRqLMwuZ0YHGTlaWEdoNvCfZdpsMPZh7Qx7rl/f5E1zhTA9tYPF/jcHlIxQbQ2juEMC1Ihg081O+WWFratDRoKDzmMKnW3ujhyaKJlLI6ptufyIkeRKTW8Wx2ZU1MUNq0GXtigrVLy0yWJqlP1Hvbz66zldbEnSM5dKvASSmJ5p1/zTGh4y447EWQSM+q3b3BnpjE68xu1zUc9x7zDSq3bXINAG88dTnS9oV8dTtjTo5FeO+nUsadcJhuf7YN/WuYbF5Is3cNg0d2li7TRnc36cMPx8YmYxfoy2/ixPSSWR9nJU+OPAnA4a2Ho2u1n9jgmj6NLtMxT4OJzr1qo2TagefIdDzSMcYLjlww7ecTZfcdVHZ2n5CvFspCrNhvSCkZ+MpXcbJZVvzXf1FISr758Dc5bt5xfOjkDwGw8/pvc/TjX+eh1Jks++TttCgxvOekm0l+6I+sep1F83L4+E0Ob31sFx+543z+ufOJue6dQqE4iNjdOK8yMcreJ+FyLVnjpdDq4rvYSU0PhoPFtWsxhmpbpp0Ky99IYYQtY1u8fkVW3J3AtIponqgOKh9529Rv7iS9JRI/N122nhkG17sb3G4Z38JYcYzJ8qTf4Zn7GyG/voPcI2uDv52Sa33TfEvTDPveNDDllmcZ2wllL+a3UtjWQErYlHmQnZltYXx2IDJm3fUaCApUC/KRwgiJTIaWgdHQghjdz9h26F9TPVkhhLdevFOPDjzKprFNM/ZksmiyYzjLzpGKsIOJTncyopyNZUSWkTMtZ2GRll6MtcSdHJoVUsZcxQNrYsw1Vbo1c73rUlcaRuZG3Xj1CkaLozWTN8nKSR4pyW/ooDgwirmXYiWKJb34dj0U6JZjuJ4Y02Yn9yc7vN9HtiC3/zP4tC8XPz5ZyDBRmmDX4BN0Z+MeHkEJp93kFiht2szO4WyQIVlWeGQYe5ibQEgJVW7BcbQZYqVrvWulYZC58SbMsYpa8uVS3DthhtvRF+dRq3TZspnIG9Nn/a7g1o2D3LE5HoNcaeW+s/ef3Nt777Rt+PknZjoHM6EEsWK/MfmnP5O7804Wfe5zpI86iivXXsloaZRLXnAJSZGg86+XcMSay7gn9VKO/8R1tDareOG9Zt5h6O/7CytfmqH1+DRvv9/kI7fm+H93fZA/brx5rnunUCgOEqIu03FNKao+j7K3lo14nVZv0JvQA01j9PZR3F49mC85Jrf03EXnVGfVZ/myRcGwIla7SoFZ8ffAk6SmcYue3ugRFwzTtl2x6kzIvagyYOeLwQ7sXI7s7XdQ3rUrtPrMtHMpEY7pisn+de6yWQhiANMp05XdVeUyPZv6zBA/JbVsq36/e40JVg+uZsqoyEYdHWwXxl1RH2FrYYiNuR6Kpu2WXYp8NlocpTPTOWP/bO+4pkoVCYGyXjiTbVQdY65Y7aY8UTAYnqp2gfaTjnWXQnfvmbKLTxlT3Lz2ajLr/+SWIQM0TwL4+zKdMlZgvQ7jy6eTNI8OPFpToKzunODv6/pjy6zJHGuffIx/dv6zav0Ys5ggk17fosc7VOpiw+gGpkqZmu34Lr8ieiUjkwOjxXjd3fwjj2J6Anbj6EbvHPkxxLNPqrVpxwA93SM1JlYkj+U6d7u9T7ZkIgY3QO+j2DOFcEgHkFVi0pEO/9j1D7aOxxOv2rkc3WN5OjaEk3ZOuUzTYw+S6tk16/5BXHBvHphi52huryzhQT+oPAabnDF9Xgt/fS36Dq14rmdCCWLFfqG8axdDl11G44tfTPv557FpbBN/2PIH3nHMOzhh/gl0/u0brFr/Q/6ZPotTL/oTrc0Nc93lZz7LTkO883csPaWXBS9q55Xry3zhz/D9Bz7Pf63+2dOaZEGhUBycTPeWSYyNUL9x7QwCcTcNVK4mJaJkoG9xRZUkIrY1fbfCumAbgKwZP3r75iEGp0rxwfMeEoQZVr53KwRfwbB4vGuc7AyZVPfY/XFP0294zTt5V2TZY2NBE9GBdddYPvh93M5hOeVgY2m5QqrK9Xl3u/aFSrDd7ARxzbYim/uCuORZJH2rYng9prHUAziSnaVhOvND9EwU9irLtO4J/Kos2FbJFXJaMnaMUkoyXhxsdIvhbCkIN4h11Yu1DQSgR3rTLuyxao+I4fwwlCYYNrNQEWPsn5NNmQfZmH0kdr8J6d1/04jtaFZ4Kd3naSBTaTV22zMqhNxIYSRu7cwNgVHAkZJ1vRM19+e2VunaDgmRBCA7g2DyuxKGZ0QWT3eBveWT5cmIy3QYQ7y7cVVyoIfE9m6SNSY14ruR7CgOY9q1Ldx3bhlmYHSyapsYRh5t170wvAPjljswBwZwpMPG0Y1B7HGltZuJXor9m8hb4XNu9ruTGVopch1nOk7LAKsUE7CB+/NTiWWeYZejxVFu77o9VuvbvxeD+7c4AYPT1KavgRLEin2ONE36/9/n0erqWPaf38KRDpc+dCnz6+Zz4WkXsv0fP2HVuh/wz9RZPO+i39PaVDfXXX72cMTLEef+goUrNrH0nOWc0mvw9WvS/N8jV/LZu79A2d6z+C6FQqHYE6azADdsWU9ichxHShzDqM4oK6Yf/Uw36Exv70HvH0af9AfBDqnyGPWlgRkHU8UtuzC73WzLM4tN6bYzWxe8SD9DQTnzgDlfdi3RmcLuXUkz5Qw3d9w8fUmfYMQOxfXrcfL52uvtDilrWojX9kwGv2+z+hnedBt1WzbG9z2NcHIKhbA/hTwLt3YibHv6gXalhW8qj7Ti4iv4PdLH9FQZUTKZ7gYI3ZJnEMTeWnFH4j1TxL7LuWHZcWudb5UUgmkTZkk5+/1Fk1DZDonhCUqPuSW7xsw8PdmeGv2XsWWV+6r8y7WPh/HG05W6Gi33smZ4DRNG7fI7lazueYiH1t7k/uFYMNGJ7HwAw7Kx7BneBzXOTUJLgZRYsnpiKSp/HeK3VmWyKCklWwan3GOsuJfDewdMaTMWEcm1MB2DgZ23k3eKCMsmdmYrNhy1cmwrDrF5fPO07RmWQ2IoS+Hm25CmSXlzxbpmEYFAmxjEQVLu6GC8NE7XVBc7J11LqaiYLZO9j5G0pmLH6pdIchqiXpu1D7RklZAdd8PAutoeKk9BEM+UGGz7xHYM2yBn5JBSctvGQYazroAPnu09rOusBLFinzP2y19R2rCBpZd+g8TChfx525/ZMLaBzz//8/Q98HcOf/grPJJ8Hs+76Le0NSoxvM858S1wzo9pa3iMQ9+xkkPz8M3/SbHlsX/w7pvfW+UapFAoFPuK3VnSpIT8/Q+Qu88tJ5M1sjEXwIJhsa5nMh5rHBEOo49vInfPPTUGxW7cYmO+m+bhzTPKCWNoDKt3NNhm5oMJPx/OlsgU45mte7I9TJjVwtMXRNUG4tACumkgQ6ZguLuYRQyxX3d1pOjHK0vW5noiMaTuevb4GPmOToqbNgXbTVffOUZkrFzLCld5DOmhQRLjXl+c8Lhqkb3zLrJ33Q1Sondsp24qT3KyhkulrN6vMAy0nT0Ut/VE+lcLSXvnKA1PDhA6/PprimDJdP0MyupElU/FulNFgx3Duao42YnSBAUzrJ3sszOzmVt23RL+PdXN0PiUGyfsn7NyDlkIrcDT3ZJTJZOSacdWEhFBXBmv+Ui2g/UjcQtZremKuPDwrLl+sjPpTwq5W27sn+LGJ/sp9/XTePcTiHI4kWM6rhXUlhWTO15fi6aFGSmnVbe5k7oNO3HKoacBVsndnWOiW7UndPxY3Og7QCIhmol8mpM4OtTrJtOq2N6ndzzP1sEsg5m48SBmNXcka3LdPDK2EWOGmOiSN/mRcfzjCNuInXMpsby/ZxKBQkByOAfZAZyyQbljF6btsLpzhJGs+ywF7sLerm7b6Ho5+BZbwza4uePmMPbbvwc1EVr2g3sqMpUQPArhMfTn+rmz+07GS641X45uJWMVGYpa/SvuSWmaDEwWq3JJ1MI/57UmYJKa6xFgOiaOhKJp0zGajW23pyhBrNinlDs6GP3pT2l57WtpPussRouj/OiJH/HCZS9k5WgDq+7+JFsSx3L0x/9CW5Nyk95vnH4BnPNjGu2HOPyCZcxLN/KNazS0x7fwzhvfRcdkx1z3UKFQPAuZTmD6IaKW4wTxj1JKHht+kK58WKPylm3ruKf7UUZyERdDb4BWsA02juxicCj+/qp70q29GkT8TuUQo8Oz6+8Mgyfhf+oNUrvHC2wfjrtkrh9ZT1fZt0RUt+VUWgEjqxQN2x3sSUnvhHdOTBNzaDiy8vSi3ZIO/cZk4PlTNGyklBTzBZ7snaQ3ZzFWHOOJoSeqarZKKadNNhbtZq0Y4sol5lgmHPhKCdkhWP+XQHjE2HUvzQMzlLypdayemLcLJQpGnoHcQEWCZgn5UYRdii4EZoirnaFkTijKPVGIDD56sneCyaJBzrBi985D/Q9xd8/dgJsx188yPlTsC9YZHuxg/f2PsmNy2P3c70Ou0qJa4xzkhnlw7Sbu2jIcP76ICHR899EZMpWXpRWIrpoWYimRlsP61TuCaxr9vGN0ggljiHKPOzmh5WtcY2DKHOPGnTd5wkti2g7ZksWu0VDkiqInOqNWbm9XbZMbWDJ4d822p7PyRycHTNucXlxG3Wijh27bmP+8jVRXB3a0bdMib+Zj3h452xXxa4fXYjmRSbLIOrrnWeK7EovYaY73zfazetfwRgnCChCAxImU6MqWTHoKW/nTJs/SLtw+SLvsCWSdoakSa3smYm1myhWx1ppG32SRbMmccVazdzLPhr4MJdNmojSBaTtMWO67y8kN8cDUDh7PdWFJG0varB9ZH7g1S8eh9/obWXfnw2wbnr6uuI8jHXrGqyeZbu64OUimGE3S5gSTCkoQK+YY6TgMfPU/0OrrWfzlLwHwvdXfo2yXefuS85l343uZ0NpZ/OHraG9rm9vOHgx4orhu6j6OOa+V1NJlXPwng2MemeC8m89n9eDque6hQqF4ljHtWMQbozuxzLqu0Mibk8GygWIXk8YwZTscaPsDQsNzhyxYhWrLn6yw4hSqB1LVnXW87LkRIdS7mvpCH0ljEs0PMZlmYF0d7ydBWlDOgQDNKZOY3AW1XJyjSX5sB3syQ9myKQwMkX3kEbAd6HkURnfMyuJhGiZPdo/TM1HAKLjCsL/gsKHftTyW7bLbr7zrIWQOT4TJxnxrp4SBTDGwDsJ0SbUi51lCYXNXYO00bId1mza6bUz2VG+aHwm2d/c5ja1XSu7aeh0DnWHSJgnc23sva4bXVKzswPhO5o8+GnTNie6jFjWsThOT2Yo+hT8rRdhMYdoP7BxhNOfeO1Hr1tjdd5DI+/dU/NhjojO3sbrRXfeyYPSR4NoE/YhcK2G7z1PHeCF2DaN0lcZ4YvTJWBuVGJ2DaIOj1E9m3Z5FPBh2ZNfRnd9E2bSYLBhBvx3pYHvPZ6o8wUh+h2u5s+JurDVL6whBlQW/Fpk+NLuEn+aryg3ckcH29/Xex4bRDZGPI9bZYPs4flx2Y89m6sfCbZO9I6wfWU9H9kmGS12IqR7XEisdRif6Mdf+lWRpgkqqEwlG+lDhseEfS2+2N15HerwD6SVBq3R3ju7DN+O66wjk8CaY6IpNjtiOxCxkYv0IvAp8jxbHjnmxhCu6v9+8ZQ07R3LcutH1VlnXOxlMckTfFY8ZOxlzsvRM9dCR2cX6vgwT2RKmJUkN9FIY8krdDQ6SufEmhFEdzieRjI5Xx88Dgci2HCvor2lbWI5k+jRwM6MEsWKfMXHttRQff5zFX/4Sifnzeaj/IW7edTNvPfwCWv76/2gnS+K8/2XBYlVa6Wnj9AvgTT8jOfogJ7zRQJ5wEh+/Mcer73L48K0f4saOG+e6hwqF4lnE9LPz3oDLjg4K3WRFcQuV+0Ob6nGTtUC1aArHvRWLowO9WbgITw3gjO/yRBpuHKN0aJ3czKLhB2go9iPHpzBHqwdltmPzz67qjLn1w+tg2y0gIWGV3KFZOer66Qm1SIyi3j1AYtBN7rW+b5LNA9nwAIuhFVeaJqkdvRRKWUYKI7HjbbhvHenhIXIly3NBhaLQ6RidomTZJIRO4fr/xhr33BvNaKyl285k0aR/ssgTnRN0j+c8zVbD6u2LIF0DJONpC8ObHOibKDBi1jE0VYLdlgOqYX2WvpukRXFwHRu77wn360icGu6yrqAHLSIkaiVO8tette+SaTO0/g5GcuXQQux42Xoj7tF2ZLAdOze2g5ZzxV85cm6jQnq44FqCHaQ7oI9Y1aNtTRqju03W5DcsnPg9XzAtxgoGG/oylD1RnL39dpydYRbh4YqwKd+y1pAZZv7QBuyM5wUhPIskTtBXS7rneMdojvGCSa5sU1cYIN95FRPlXhxH0j7xJMnJNUgp0YXuif9IkzMcUHFrJOmT46BnJoJztOmRW1k4/FDo2h593qOC1zuegfyAv2nNcyepmJDxfq8rVVjsvZrkU+YYI9knyWS6KThulvD01i7auzaxaNftsTYiuwn7WdFHYYbvqKhFeqzkvW+MAvQ9gex+GIjkJUDWOI+SmMs0kM8Nxva5vbufnq2PI4a7cUwTx5FYhnevei48eu8jwTbpns7KnTBUCu8j/7gsJz5JA6CZNpbtelFMlQoYls2WwdCVWl/r1kH3E3jpU5PhTsyC23opQ2vPHTRmd1X1I1jVMcOpUSHonSgoC7FibjH7+xm5/Ps0vuTFtLzhDZTtMt965FusaDyUZXc8ynPYRPZVV7DwyOfOdVcPPk59J7z9d+jj6zn5JV0YL30Zb7svw3tuaeRL936RXzz5i91/+SoUCsUsiNls/HGgZQXDtHu2DdPh1WaVju07Bcfa0Jwy+sAT0Ot5sdiV4la6MZjFibj1NvK7nCEpj+P4FlGvnI4Tj5krRVwgtV39FNZsqG6jptVYonnxc+6gbHo7opQRyVYIhZxuFdAznVElhdGxy7XkbO0g2TtMX9dGVg+urm1LEwSxlHXFIXRj3BWLtoM5lqGwpTN6qNEOoXsDf8u2KY/l0QenYlYfyzFYN3EXY7Z7jGZ9Ckc6dJBhZ2Gwut3dJNRxLY+Vkx2+ibeGEC8ZaFN5b7Xw877JArvG8rGkPrVKMUHEilXhyu54FlvTDt2jpXQTSkWzjYe7FbGsuumtXdQ/thlpGCT0GkI/0kZOltie3RE7hp6J2h4Ne5IwXDq2ayEU7vH0TbgC3SmVYUfntH3KFA3yZYuVa9cxf9swjufKLAJrNFXX0vaer+6xPE35TiadArpdpns8721bdBPoybg1Nl+2yBRNLNupGUdqTYbeFFrPEOn1jzE5MYDjOBQMi4RdCC2AFZv7kwOOdBBSYjt2ENcdvYa7E0zCiSd7k95zIQHNsdgeCGYJhuclkoiXsIri9tdzePY+79u4mvo1fQwOZymbrnuxj2mUGL33Dpy8ey4c038/uHWxY54w/jEBI8XRwIo8bubZmO0mY4aTH4bXTsOjm9n4t7u44cl+do24+8jKEjmnhMjNnJAwrVeHOgaxvpENF24apHHXUCyu3fHumZw5SdaYBECrc/MICcN755oF16U9049jFJDjUzQ/eDeiWPv5MB0z9kza0k1IZ1l7Xu9aCWLFU0ZKycDXvw7A0ksuQQjBr9b/iq6pLpZ1HsV7nJuYPPmDLDzzXXPc04OYY18L5/8Fke3m5OMewDrnDbxqzTgfv34eVz7+I77+0NdjsRgKhUKxN9Qaa5Y2bgwH9lIyUfBK4Dhh5lVhG4E1VEhcU5JZkTU0SnYAcoMQSUYUc++Nuv55jOXKlKbG6Bwcdi2YVFiJvJ9PGvF425mFXbgP27EwPVc+R+KWZ6noum1blKxijUG5+3dzdifp8igjGXegmhjNY2zegtHRAZNe3J9woCdSHieSzMmwS0FMcWtmM+3jT7gDeaFP22+3YxYiYtFt3jlMunsC23HoHi9QNC3KTpF0JsfkiGvFc2MiXeufGZu08CyC3nkbzxuBFcndsHbCsVjvapxzCSQGx0DKoM5v1hxnOOsdv2ODgKmSEUhVIygnE+5sPF9mqlaZKykpWzabBzLYjjvpUuleqxVGSGXz7v0s4Z6ee+iZ6kEf7IGxnUjbQvNKSGmO6dZphqrasTJidQXJSLZM264x6iYKNSeJavW14rCgkEHP9sUWFowZPCUG1kPvo2wayHD75iFEYH33jtXxa9q6k0cu3rUToXVQeiWPhHQoGhHreDmL07+m6mju3jrMbZuG6BiNxOPLsD0/w7QYzzBc6uTh7geC602ktapz5LXh4JA3bAYyRf7ZdWfwcS2jauwE+m7olXV+tajYlZF7U6LnKmKorch9lemlMd8d7sq3tgP3PfEQhmVjFk1GcgaGYzGaMzBth21bHuTRTfdR3O5mhpaORJ8YC6y/Esjd/0DsmIQjWT2yLuhX0bOclp2okAzlc8l7v5S852CXNcwGs5sxM8dkxCul8tw0J9qrPwtajV8PPVcCZLBXP7HfmNEfxNaLdBoAreyJfj8MxcgikcgJz6qcd999G/vj1QliyfcQSAcmRwd54PbbGBiK18LeHUoQK54yUzfeRP6ee1n4mc+QXL6crqkurlp/FW2lk/l+7k8UFpxM2znfnutuKg57CbznBkQ5y0mLrkd711t5yeYRPv3nBVy/+S984o5PkK+RLVWhUChmQ1d2DcXu+xBOXGw4xVIkuVFUtIZD2rqJbTC6vcIdMi5UfauqlBLp70NGrFhRS16hwNpf/wkjknTo/h2jPPyka+01LAeEazcSJYPGu59AH3MHX9FSLP4QuxInYqWSwFi+TF9xO+tK3Ugp0fy44Yp+bZ3YypbxLa51zDsnlnSYsjKxAXuvn0zGcS0eTrkcuscWp+JncnB98HtfYSebxzeTNcfBka4rpgTNH+5Np7P61pDofiAQcP5qhmMznC2xc9j9bli0rYvmrpHg7AhAK5rgWIzlykzk85QdLx7QGwDft32Edb0ZCr5YikxAuJb6qJXf/1FDEEtJsn+U9KZOJA4FK0tHbl1VzGPJdJCe1b3Py5wrg9Kxkp78FA93VAyWRbxftmcxdpMdeRd5aoDW9TezYv16kt5APW/mWT+6Hjs/4QoCxyThicW2yY20jrsJnBzpULYcTE/s6eUpurf+I9h9URqkp0q0dk+Ex2M7saRZAEU7x3BhODhR0XvVGetw6xzL0MNh00BFeTOPu3vuhskukJL2sTVodrlKCArbs7QWS1WTQtEJHcebbBHSRtfc7ebtGEHv3oCc7HZDETw073dzuhjn0Twb+kcYt12xbHj3UjHqhh55HwTLvImtsVwZw7LYOZKjb7LIuqBUmHQt3k54Z0nHiT8PnujWou8vKRnMlnmsa9xvJpwwyBRjExPlXbsoPLEm3DQ7iKg4b1Labt30ySyZovusCQHZsslUyaR7osBU2WZoqkyf5zXQu/4xJh/7M6JYYqpgYNmSx3YMMVEwiJREJvLwBH2PTwrGM1BDeP/4Cb+eyHeza7IDqyJTeEJLMB1BfHjVsXony2u8ZmZp/wBqhLhIGV6fnbl16HaZxNi2cF3HRnbeF8/QDuTG3PfTyPgIe4ISxIqnhDU+ztC3vkX9aafR/q53IqXkGw9eim0n+NrQNpqT0PCu30AiNdddVQAsPx3efwtoOsekrqHug+/gjI4hPv+HRazpeoj33fI+Rgp79hJRKBQKACu3jZ3Dq2ko9FZ95o97YgP4yIAnn88ynC0F1peoO21uspdC533YUjKSLbFzYAzGtlftI2oxKo+NM1Ew6PXcRn2rdHxQ5sZIal79ysTwNFmXowPIqTymYdCZ6QQgWzIiVjEZ/L9xclvYp8gxZ0oZ79jtIEZz2M6QKfVSmtgVrLfsye2Ioul6SUpck7NVgrGdYJa9cxQXgj7D2TLjxiChRUoGGW/zdpmMVazYRAY1O0XE+mXYDjs89/ZY1t3IRIWUTuBaO9i7i0f617Axv851AZVOrI+bBzx3ckC3y2i5ARjd7rrGOxXn0Aldl4NJD2+SJDEygZRgB8JPUjdeILm9J+ia2B7egxIZDPglkiF7ko7cptg5G8yUwnsz6LJ04zV9ob1pA7JcRnNMEiOTsfttZKrEeM7tz7z+O2kohNmltV1rKd93DYNjk1ieBVFYBfrWPhyss9GMJyCTSBqf6KVtQ19s+bap1Tw2+FhtC7F04yhbp7aCaVEXccOulCIFs0DPeJ6O0TxIi3S5uhyjZtvUj2Upr92BNTZO2bKplfyqHGRRtklqAr1QIpU3SPVMIJHYtkXWywDeNrmBVHki3oSUMfPtcLmLcScb3DuZksldmwcjxxJPqpUqj5MqDlMomQxny6zvmwQkS9ZvZ+m6bcE+Fm0YoL1zLNiubNkYpuk+V8DQUAdlu4RvDRcAjsX4ZCi4XEd5L2a9aMbuAWsoHnscuzTS77EkOTwQZpyO3JcAOOGzVvZijHdODqCVRrBNk6LpULbde2gsVwYB6fIEyXy/15j7vgmnFSOTBtPVU4+9k6U7MWkVKlZx0MenaNrVGVkWv6uCMJLoRIVjB5Mnsir0hUg4jGC41F39ubetKQ3qi0MkrWzgSZTatI3u/p2M9DzotSCQUpLwdm8Jh1LXYHWb06AEseIpMfSf38bJ51n6zUsRmsaNO2/m0aFHeMHwAl7pbEN/449g3uFz3U1FlIXHwPtvhcYFHFb+OS0XvouT+of4/DXz6B/q5LybzwuKuCsUCsXscTOcClk5/I4Q+SjqMg2QK9uRPyWUpyDTx0M7/8G24hCDnpuzld2GY7tiUQRuhLXLE9mOJF92LUZRdC+JTHJ9H/q2PnfctbsSPbaDtrOH7WvXBO/IbUNZcmWLciTueMZSTt4+ckUTXwUIIGHlyY6Fglg4krFtw9i+hVk6UJ50PytMxvfjW2Kq+u26MUqjgJCSncVhthYGeWBqR1xEBxa3+OZFwybnlBiwx6s/JDK54Vn664t9aFPbAcmUXQTpBKHAtrSCLMTuugPo+RFX4ENVArXOsZwbFywlQrqD6r7yRHCcdsQaJaSktXcSrWwE51T68a+OTaJjIGjXt8oZdjyr7ViuHMQtC8/6K6UTiPDsVI78zk7E8CSaYyCyQ9yzbZjOsdCryo9D1pwSdaVwYrn+ie0UN3ZQXxyoOoc1TzwSipNxwTgNsTvWvx2EoLx1G63dE5FY7OrrPeaHLlS0OW7lsaWDcBySRXcCZXxkgnsefRzL9q9huFWPOUjTwBTpbAFNE0jdc883HRwpeaj/IXaVQsG9cORBiFqjq+5fz3MCd51c2UISqbeMBKtM79gWtoxvYeHIQ7RlNgexzqmim0wqWTJIGHFLZyobXvcNvRN0bt8EmT5wLLbd9Tc6Bx6ssurWR+ohCy82u3Msj1YqxyelphOcERzp1MiJAGZk0id8BXplhDT3E1HDwioQJM0MKS+BmI3Ett2Jw3w5/n4FSE251v6gVrQ36VN5j1XVgJaS9JM7aO7toHXTfcHilqmdMVdpLVd2M+TjuVD77y/CuPMoHcNZBjJF9HyOhvtvQ8tHE+NF7m8BVsKNN8ZwxXpycJz6LcP0+M+aEN7kofunicQpxevGz4QSxIq9JnvXXUzdeCMLPv4x0kccQaac4esPfJv64gJ+UngQnvNeOPHcue6mohZtK11RvOBolo//kMWffCtHj47w/37ViDNZ5IJ/XKDKMikUij1CoiGkqI7BQ0YG7lHrgVM11s97A1izZxinbED3Q8FgzS9hI5AMGlNUEh2kp0vDwd4Cq7AMB37CK/Ui8gbD4wWGsmVkjRGRRLpxyrYVJNCxiuXYGgA9dtxtT+IKk+niHDf2uv0TjpsBGmA4X0LI0F3TEgLDj510nCrj3JbBDuq2DtdMQOXjINFGNpLN5xgtF2K1UKMYQ2M1JxRMbLqs0Vj5oKDes6TKAl4ftTRKJ7AO9Ra20VuoqIUcta5NTGB0dgZJeAYnvYRQ0j1HGSfPqJUPDt6J3WMSsz4ZP9Oe6EiNZEl2DdC+1RXeJd8F2etXclc/yb5Jb9zuC3wHTDue+AzYMZzzrNslRH6EyUIpKK8UXBQv7pb40qokbNUaOL5Adj0YbJsc7Km+NhEhJgwTLZOLJDCS9HsZrYV0J4SGpsqUbSfmqpx1PHfyQLi49BoTDNmTCMd1mR4wM2zq2cK88bU05Pu83brtJI0sDaVRGoezLNzagx5RMJplM2JmmTKmqp6DBaPh+MKPh3W3smkuuOIu6oIbTc4kpQMDa2FoIx2THQBohRKZ0SnSxgR1xSHS5QmEtNyJCcdCj5TvCT0PJLpT8nfgtmNO0WuP0WOG3iIJ4btSRye9oJgvE6gvKRFafEKtsiyUsC3qezej25UlhiRDZibcKnAj9kSy5nqSuC7e00y3ee82KWUgPI3JIlopIjCFoH2Xex4mjCH8EmM2TnwSU4JTKQ+laxG28jtIbb8fgJFcmYQVKSlnOdRvGqJu51h0IxwpmTLH6M1vi52Tsl2mczRH/2QRPesevz7utWcblEa7yJU8t3JHoln+M2bEnpfSum0YdsnNJ+g42J4XhiVkLNHe7lCCWLFX2Lkcg1/7OuljjmH+Bz4AwAeuv5SynOIXUz3oi46DV182x71UzEjjAnjPDXDImSwcvIIVF72ew6bG+PRVGvNyLXzknx/hH7v+sft2FAqFAtxZ/Egt0NggPhBzocVKDm5EVCVwkSSKZeyeEYpbeyq2ia4180CnMeuWBykaFraUiLFJEiNDQbZZTcRbKRezML5zemNcfgRR9gbE4ai/whruyye33dCCWpHAySoyb+xxkuYkulMm4Q3FrAqRhxCB6IwN7Lxfs5s70TMl9LxbDzZdGAA7YhEJYnQlu1bfRKZoMpQtUbLi4gygtKM7SBoUPQafwFJdgZCu5SpqhxQRq1OtjL61rp1hlblv9d95tHsbBauA8N1iHdeN247EbAPIiU6WDtzhTr74Fm4I7rPQMOpayKPHBaBZJsV160h1DZLqm8IfvAc4MhBJ7nUUXo1TbzLAke7AHE9ke5uuHV7Lk6Vu9LJF0qs5LCGeVKzGGak04NoToUdD3c6t1WcsEvtZ/9gW6p/YgjAKblNRTwcp2TI4xViuRNdYgZ6JYrCvPns8OCdDxkA4bSWhIMskjUJgLS0aOe+4Qys/QGO+mzrf08FzkRfSuwyGRdExaz6/6fIY6bIrnKRpEj0BKW8f/jUXCKIx5bXun4Zt/YjNXe4kDA71xUHS5XESVp7+6/9KaueuyCnxzp1lI4PY+rDNolMm54TJsnQgZUzSNrmJpDkV7H0sWwoyJyOhP5elI9PBdHVw53X1s3DtbbT2rwmWedNysfUq0y1IT2gLXyDXOBe+S7ZNfEJm4dqwprWIvHuDbaXv2RCcnNg+fcaGe8ln3Os15rii1Q+BkEhyJYt80cR0HPSMn7DQfTZGc2UmjCGGKkJp7u29l3RxjPbxNQjHjJ8Fs0jX4BC2I8k6ORbs6GHJkx1eH53YJKCczLJ96C7qxyYpmjbdY27/TOHUvPemQwlixV4xfPnlWCMjLP3WtxDJJN+56za2FG7jnFI9pxg5eOv/QLJ+rrup2B11LXDeX+DY19E++DMOu/DlrCxkuOi/86zKreLz936e/9nwPzUtBwqFQhFFL1tsyYwyangubJMTWLks5ZGhWJZp3SrweOcIY7vWUzewJdaGn7lYQuD2KgKrVmQQ5IkU4dixLMvB57aNI20sRzJeMNC6B6nftjHWhjt4liTNDPXFoZjLtOFZaq1EM0hJZuft5MruQEsmag+dhARheOJIuhmjkbiZU70Y3XzZYiqbZ5vZjzDG4/1BBm63AA2jecqmV5rKseNiLPKzbusI2DYThR2kC8PBefbsSm4srAwFZbZUW6T44rlWVu3ag3yvR5KIxRLqSoNsKPVSmBgne9PNaIV8xVYhlmMzZuYYK4/TM56la7KfjSNbEMLtizaUQbMtHOkEg34Axl2Lr+aYsZI6gYgIfpFMDoa1U32auwcpdHWGm01OIR2HMduLXXWIWXullPQbveQ9i6KUMkhAtqEvE1jeh4pDGI7Fgi1DzNvhWsvHc+WqskpCgNQFobCN3wf25t7Y35VIy4SeRyA/hjBMKE4ECdiigjjerru8bMUnaCQwPL4tknPJ3aYp1xObwPL77R5/OFng5y/XrUIkOZIIRUvFZIAh3euZMjKM5gwqJyP8bMq+IB7JluIicIas73k7R8mLLffFvJaPh0sER2RaRDMv+1S6JuvSJmF5eQaMfFDWTHe88w7oO7pZu+5BpsoZeiYy9E6EkzD+TtMFN3OyZscnAIQVEXiSYGKibBco2IZ3PcOQkGj3XLdo/xAkcmCyov+R81qR68D/6UQsxFkvpKDSo2FqYAfFyYoY6chE1HCuzMhUkYl83IreM5qj7E/AOV79bQ/TNqkrujG+CTOPFwNTxajlT5r691O8LFbesGjvGaJ9ZzepbJ6C5yYto4nyZoESxIo9Jv/oo0xe+0fmv/991J94AndsGeA3275Pq0zxpaGtiNddDouOnetuKmZLsg7+7Tdw2vk0D/6aIz5+JkusAhdeNcTxU6fxg8d/wH8+8p9BynyFQqGoxYLtrqtjd3kXlmOQf+ghrvvFf3H95ocJR9uSlqlttGS2M7mxi5YtwzQPjNC2a8wTvrJqEOMLYjtmGfEoT1Ee73UtXxH67XF6ClsBt66wIyW6MUbejogzKRnNRlwKNRHEwz1hdKB1DyKFhgTuz+xgp+Een2+tHZoqQoVYSY8XKGzpornHt755eIK4b7xAxhuw5eyKbNFAhzXIoD2JjoZwHMojeSzHZMuWBxga7YsdvGk75Mpxix2OhZA2TXk3g7AvbhzHt7bVIIghdmvuNmV3Va3iIBFWPAO1O3ivLCcUJqF6aOvDSCkDd8joWv5utxWG6ClPULTccym8PgsgPVUi1TVBqmsnViAIfFEQERS2TbJgxM6k6YswIXAi5yHYRko2jK4P/p7auY3t5gATTo5d1jADkwXyZSOwpZmyRNkxGLPdSRHhSKQXh5meygUiRB/PMm9NNKGXmySpsiSNlN7kj5T05YdqaN6INVrGj1cfzWANu0JC+Bl2paRUtrAdyYgMwwmE4wSu363dYyQKBpsHp5gqxWNrF2/ppurucNxnMTYR4X8UzjwEeleTJslsN7qouEYVz/MTRgc7LPdZmiqZkdJYXjteP3xR5kgZy0LcNFVRFo241XjCqVUto1okCi9J2HC2RG6km8jtFSOVLSK8BFftHcO0bwyvryiHLsP+YfaPjDGUKcYS+Oklk3TWK6mlaTGL7IIne2na4Cd/koF1dufUFu7ObAXd9RQJhW4ojPsnw/deYngSOodJDU6FbUUOSPcmQqRZ9p5d9/pG6wdPlSoywdc6fVX4E3SVExWV97ykZIX9fbx7Ascr2VW0J7wEgCK2PlIGGfKDcA8nbvnNly1SpUmEtEiWjHjyrtnrYSWIFXuGUyox8NWvkjz0EBZceCHbhrJ86qYr0ev6+dpoP40n/hucet5cd1Oxp+gJOOcn8PyP0Dj4B476xAtYIEw+/qttnDT2Eq7dei2fvvvT3qBFoVAoqhF2OGDzf8v7lhUz57rFSQkCdKfkuiBLaOsdJjVVIulZFwThgFtKGVhkRu3I4DMyQM6WrNgAE9wyNuAOqnvtMQbtSaYya9mRfczrIWAWqsZLE/lQKIixyQprm7cL28F0nCoR7nfCGstQN14gHRmsUlnnXYIeSQgGUPIEVk6G2baRkp0THeSMbNC+byLK5A0KhuWdq2C0SDSu0f+k0uJTc6DouEIxXR4PPm4anGLxuj4m+nZRuvePsdWFlPSXdrnte1totkNz7yRYDqJkYjmSAbOThnwfmu1bbsLJkbIfMx2xkPltC9sVwZplhGWuIkcJkDSnmLcjIlAqEqNVHmZwm4j4skkn74qDVMKzmEHWS0q0o7SL3tzWWGt63oAJ12JWP5kNPkkO1M5UXnNc7khG/v5XnhzYEF/DcbDsaEkgSaF/LFCedRt2YpYMOkayDOQmsR1J32SR0WyZXNkiRxijqjlWcH/Vj+eZv30EISXbhiKxn9MgkK7rugTNrLQqS8Ls3+G10cqZIARA+qKrxtGPR0TrWN5gLFsZVxuWNnMnScLnPWm45zhXtmLea025TpJmdem0SoInxTKDe7FYttg1lq+aKACom8ixYLtbpiuVC/sZxND77UrALtOS3U5daRgzJogtfHfuWPI+iWsYNSrCKggt4Y5nIfYFcdB/TzAmRQIciZgaxpGgWZFM/RG0SPy47hSD9m3vfnePyT0i3c6TKkfiqCvPS9SiXzJZvK6PBVuHK1aR7n0cnC9Jd64TcENr3ImahFuDudSP6VTfAxU79X7Y7rmQ4dlvyA/RUOhHs21wbEzHoW+igFUrs/U0KEGs2CNGfvxjzK5ull56KROW4L3X/BMx7xZeXHY4K70YXv+D6TN1Kg5shIDXfAee/2Hqe67h6E++gLaUxoW/Wc0pva/mnp57+OCtH2S8NE1pEoVCcZAjK36GNGa20TYZH/gHoteziLTvGmPFY5tYsnFXsJYlq2uxAtSt7iYxHnVDdSL/D0l5ybVKskxJGm5CGz+2tgLhSLJe3Gc44POsE/kyTb7lxbKhnEdzzNgeE57rtr9lW9d42IzjDt41f1KA6thBI5JQS0qHtEh68bjBUrdHJSNwjwVXl+SKoaU4mjjLdZmuLomyOttJdC2AsmMyUOpg0BoJ3E4bPeGU6++JrO1bLiVImCwYjGTL2NKhfiBDw1ieVKaIMEy29o5Qv/ZmNGmSMjMVMcUySJYkvHjp8Nz4YgtquXA73t3TUOgnWSgF7VX2sRI5wz0qZHgvNvdngrUm7Uny9mS8HVtSXPtPb8PwSqb1FBWHGPS3ksmCQckw0QrFeLIzCeNmISi/01DoZ+dj2xFD4XevZVtkZIFC2cCoCC2ITuI05nrDRmfEU2YVi3yLfWpwPJiYAvd+asz3uJ9HDti19ko0ETnXTqV9PE7/ZJGusdCt2V83sFxKGUuiJnHdZIezZQYzxYqtpju8uHC1pcP2fGgVl8STZlVsTKLsJXeK3lkyepcJLMfBLLrHUV/sj8WNO5rwQhiIeQZXll+Kuv/blg35Mum+DAkrj3BkTISPFiYZLLqhA7rQvAk+h0h0RPy8REqq+XsqOmVMaYXnR7pCO10apjHfFRxnc1+ll0dEXOdrC1kpKvdffY2kV8gKagvXAWscYWZiZcGyxZIrdKWfo8CtMS0cE82yQdoUDQvLdiiUqycapkMJYsWsKa7fwPj//Jq2d7wd/bTn8OHfPs5Uw59JCYMvjY4h3nYNpJvnupuKp4IQ8JrvwvM+SF3H/3DMJ19Ac1Mdn/jjnZy04xy2TmzlgpsvoHuqRr04hUJxkBMKJRlYd9yY2mDQHLGadJkj7qA7Iu7wLUren6a0awriSkQw/IsMUaVDOu8KOSfoW9RBME5yMMuiDQPgyNDK4rlM12+K1LN0HBI7HqdtciNN2VAopsxJACas6phmbIOR/CiNuV2kjElvYO0fl/T6GLGm+P21ZTCQNC0Hw3ZIjGZJd4QDxEzRIGd67swybC9wmY4KYo+yY1IwrKDWKcCAMYlW6HGtpbWInLi2XWPohpsIx89c3G+Po3uWLikEOA6N2V2kDS+5lNDZ2J8JrUZOZFgtQ5fLfNlismgEx5O04hMN2AZOaTJMjuQdW0maQWKyCaeizJbnKu9/LmPiL3K+vIRpviUwcNP2rXOBbpAI6dAyOEhLZmuQHXy6+NbKc1oou9eyP1NwRXjUBVxKMnYpiMdMeRbRykzAloxnB9ZqJEvTrTJMe8dXUpHcKeJDbDgWthGWtXLMsnuPyvgxi7EChuW4ibAcwLTcOP/ddcGOTAZ5Px0vDt53LfdxkIGbtmFZdFthiavZIKXElg6JkhmrzTtzWazw3Jj+xJUMJx8cKSk7RUYmc7FScAFBEj/JkBVmvPb9tGtN4BQMi/HeSSYLfky024b/Lhst92I4RWzpBG7mcREcb7XSwpzq7qB/ZJfnHRF0iELZCv5MmDmKpl8zPWSs2MW4F0KCHb/vgok6ES/BV8tq77+Pg4mByMxQURpkvOc2aebcePWyxch4jn5vMtSRbpiF7t37mm0jHYeEpmFLh1INy/t0KEGsmBWOYTDw5S+TWLSIhZ/9LF+6bj3rxu5HNG3gwvFxVpz9bVhy0lx3U7EvEAJeezk89wOkt13FMZ88k6Z5bXz6bzdywvo3kSlnOf/m81k3sm6ue6pQKA4kPEtCw+iUF/9l05jvIW2Mk7MMHOm4NUhn8CLyB322dDAdizEr7yadqcCvQ1s0rZjVMW6Jk7G4Y5/eSImkKEXPLVSzHTRfKPoDZm8XI3aGnFmifuswi9f1sXBbZ1U7/eXJKgEwOrSeh1f/OLbc1kUQ3xnZRfCXQCDssHTRaLbkDY4dEpNh7LPlWY4imwY/pWXR+ngPzTviCXEA+jIF+jKhW3fOrnABn8HtND1V8sprhYK6LCPu5rYv1hwahFs/VAqN0vZuSr4bo5Tog5MAFEwTw7PCTRRML1uxpORYZKfWRY5LQn4Ut2W3fymvTM+oE8bOGtIi6xSR3ompK/TH+i+A0shOyA0TjsVlVXZdCWhlMzLhEp4aIR2Wb37cT1kOgDPeEVhso0St/xDZRNqUDDN2/YSUTBWrXXdlQq+yOEcvke8SGxce+qzlsI9fqxknnAiYkkXWlnZiecdh+1mnZXxqocGry6wJ94zpj3cht/UHrsjCdqibqDFhFMOfIApv5KKdi33ul+NxHId+e6LqGBMli6qHMIIjJYmiSdR3fjo3ayllzMU+WJ9w+ZTMkTSznsCLT55A6PYskYybk0HfROVEi4z0Q4JpVffJ8sJF3IkIf3LJE+aRyRsAwwnfEyJmOpYku3dUHbuQuALY619zdjvZ7nVV74L+4vZwWUV+mWzJzzUgqyZxqrD98yWr1rGq3t3STVbXMeqFDzhunLbnOi6RNA1PkMjmg/U7jGFmixLEilkxcsUVlLdtY+k3vs4fNoxx3bqdLD7kbxxbNjj/kFe5NYcVzx58Ufyc95Ha9HOO/tSLqVuymE/d+GeOfey1NCSa+OCtH+TO7jvnuqcKheIAomE0R1v3MEQGQwkrT5c1Qq89RsIMB7aBC2ENesxx1uZ72LJ1A4nhSnc9GM26VpOJgi8cwoFlhxkmqIlbXV3K0sSwnap4wayXUEazHHQjbkn0+5lxPFdWb0E0prAW/nbDxXysli8STGGxNTFGZhqLrMATOaUMTHSi+4LV8QbiMREcscRELJ56roSsOA9IiVNllQ/rvvrHZFXV8Iz/nS6Pudm5a/XddhPfaF59UHAtxExM4V+Jur4MeBMP/ROFiKAz0a08tpZCSsmEkw9Fl22BWaxZhqqSLdkO0mO5mp8JaTGVL0E5G9teavFhsVMosGRjL00jE7Gd5cpWUG87uvv+THxSITnN/VFa0AK4Fs7esXzgou32bSYJ64nFGvVVa1mIU9lqC3H9+FRV5udo22E/4i7CWsRTY7C4K/g9luAsECdQ8iaYnKHJ4PPWnklauyfQK1xZpeOwNtfDlBOK5eCeldBb2hFY2R0pKfrH6t2zeRk/zw2jueA85u08dmRCwkHi6ML1TJluci56T9S6Ho77DnC87aXEKyMVeaoim6UnCkF8bnTyQ7MdHEmQHC+6b60ykan33ilH7rvAG0f67z8ZZnp2bFcE+2EJQdkmdztzWhdx7yikpOwYJKzw/eSfLyGd8D1TMQHki/jKLM9Roe8v75zcSL8dhgLk/UnJqtCVkGTBIK25/atV1g3caQIhoWRPf4yVKEGs2C35Rx9l/Ff/Q/u73sn2VSdx6Y2bOPGo28g5U3zNbCTxhh+quOFnI5oGr/sBnHoeybX/xTFffD2pQw/lE//4PYfd8zIOazmKT931KX6/+fdz3VOFQnEAEFoZHKR0GB2/1/vEXW74sWrCLyviuHF2tYIuJWgFk1T/FLVjSCsH7+7fNk5gFfT/roVEeiVfqtFsB82yMRzLdamsGHPFai3rtYdRUanpIOkYzTM0FVprUrkypuG6y05jl/L6IqEwGrfC2EYkgZlLrVYm7Bx5p0xEvwNusqiBySKOlIzZWUYKORwJ9oy1cr0yM1SdjpoIxy0lY0qTrAzjPJ1InVThhPHREhkM2BvzfbRNPOlauCNtRhM5OdR2Mw07IFiwdRhRmYXbQ5O1r70Tsfa2do3Tl3Uze6ezeb8HASlj0t1VZFmlQ377zlFq4aTcYkVl00Q4NunIvVFJ0XG9K/wyUAXDCtyUJWB594IWcX/XvWescXiq6tjnd/SzcEcPuyUqYIgL7qi40QsRMSohaxcCt+K8YZGNJORK+O6/FYLe8TwNxp1ccE84OF6dXlf8bDX7WGvsim3nnwdTVrvG+jHBw8YgwxG36u2lYUbtQpV1uxam43gTWbXX9C3EQUhGpDyaGXUltyWaYwRC0yeZNzAj59UvkxZsV0PwWV69Z/9ziavPS5bDwFQYjy6kTUOh151okpUCW2JFngFRca2ldLN199hjQbI/M9lMqW4REoluF0ma3iROxXsj+u6r8rdwbBrzXSRKw6RyBfRiydu/20bPeIHEcJb6jUOkpkpxz5fInZyayuFnQI+++9xJKhnGYsw4uRRHCWLFjNjZLP1f/CKpQw8l+bFP8vHfP8GyBd10iwc5L1/mhLddq+KGn81oGrzhR3DMa0nc/1WOveSdJI86mo/dcQ2L/3EKZy55KZc9ehnffPibsfpyCoXi4EU4FtKxwK4e5GvD4+AlRJHSjT8VMeul+8OwHcq+RcqqLRZcWRq3cvqDaHAHefY0MZ0z9t9ySJRtuu0RHCQTRjFmiRgvlGMioz6px7aPj+G8sjXSqbK4irJR5aIbfCa9pFszDOjktH+5v4872WCgW5VlGihQYsLJsWF8kL7J4m7PVX2x30sktnvcJDeSvoj1R3NMt55wpJuBe2nF0ZSlUWGb905FbhjbcejPFINtZhI1OVl0a/4iQ5dRXOECrpCJujhHr0fdZJE63+IrvaRbNS5HYyRj82yH35rnim/aFroZtwRG+ymBPnuMPnvcTaqEZChToC/bDbgWsuLgVpLmFIlyGNsatgX9+a04mXXo3vOYMiZpG4oLy3R5LLB4R7f1k2pB6JKdzuVoGenx1pHU7wq9BITjWvSb0gnAdb+Onl/N9oVjJMmbtJE45A0LUeE3Irx1/KUlaSKB5t5JFmweQi+Mzkr0xMpGShi0/PJZte/5kuUK4Ym8UXOiyD0vOo6IO9MLwqzefuxv+KlrwRW470ggvL+Alp5JWrf3RJ4PJ3YtdcMOaos7QaiC2zfdEZRy5Vhf3H46aLZNQ7GPhnx/2BkJTvRZDkS0/x6VQQiEFexL4D9tTbkumnJe0q2K91oYQyxjmaqFAzgGAknCyKMbZmwrgHS2QLpzAoBE2arObu3R2OEmi7Mjk5MgSRrZsA9SVvVtJpQgVszI0De/iTU8wpLvfIdP/30rY/k8bfN+yRLb4sJXfB8WHj3XXVTsb/QEvPVXsPIM9Nsu4phvfRj9hJP497t/Q+NflvG2I9/DH7f+kY/d/jGmjKndt6dQKJ6l+INCm1RxpGo5QGHcXV7bpgCuwVVSMu0gltG0zLCubHSryEA4XZ7ALWsSt0vELcShwLQ8N0MzWT2hWy8lSc9lr7PczeMTfWQKcYui7/4sbIeEHu6vUCOJi2U74ZhduvGV4IrUaV02kUFyHsOGsfLMtqxohtyEV+pK88xXjlMtOAFK3oA4iU7WKDFR2n1ZPc0xZyX6NMsdjAaWMyBlZuOurZ4gllAlagatDAInttjP2pspmjye62anFXfX9t04c0taaogkieaUY+sCTBXNWLxuVQyxd30WNSSDxFn7Av/a2tImUYrcWyI+CeJft7I0wXFYvulRGvM9TI5tmaHt0GkvYeVImlMxka15brC7tY9K6dVbDjoDwKFPPFoRGxr/XUgZ3uNuLa+wb9411Dy32qZ8F+0T65HSIV+2AsEX2V2QV8C3ekskDWN5dMOifrQHzZx5IkdEJsn87YVwJ7FEjXhvn5I3UVE5MRMcs3QLU1nYgTv3zO7uniVZSurK4fvRv68axvPUjWaC8+lPBvgkCn4oQniO/P01DWSoG84iIyWUgvZtx/VmiMxECRzSpTBRoIjEi/vr1EZgV2SE1ioFccTKHFiR/TYjng2tfcNV+6mfDEMc/DJ8wZ6jz4XjUDKtuLeOxAt5kBiWQ6Js1QwjmA4liBXTkrnhBjLX/50FH/soV43Uce+2Ec4/5ho6KPGVFa+m4bhz5rqLiqeLZD2881qYfxT63z/AsZd9EnH68/jAfb8l/8sinzvtEh4beozzbjpPZaBWKA5awkFa+9gTwdLoQGbAnnCTHcWsGBIn4Q5Q9RoW04m8EcbFRfcWGRjqdpGmfDdOZJgvpEM6GQ5zXMuMu/6InfG6W72/xrE8yYqkRpWGBnMGy4MZGWRbjiRTNBFWKKb8Q3SwYwmZoqRLI0HPcmUbYzeJttMRS4w/CPWPt2RZ1HIx95PWSGDMziBLuxd8daXhwNI4E6LS6olGQiSwpM24E1pUS7aNaTvUFwcq2pX+f4CbcdaKGBXBrZGcKBjVY/fKUyrdJGzReGffK8GszJBbKYg1V6IlCyMkzXjt3lpzGalpStBUIoRfq9eOxeYiwxI/VduMTNA87F7nWkm37FQCsyFVNRmQMiZqt7ebqQ3dtOOCInDTDftbKQArxZi7//HICoJ6kaJRJiJrSESNeNbgHeEJ4oaUVwItMoHQtnWYBVtqx7HH+iXicscO3lXTC6axGa6ln/naRlKURuxMOpHnykdGZhWms0oHV8SfbHMqxa0IJlI0M0wcBZAomqFBtOKaJMoGrZ3jJCsm9UTkeUuUTBav7w+utyWjWQeCqQl3AqDynM3wLhQSEl6WeD++HNznLlkyoOI6RO+nukztOu/gns/RbDn2/EpA80NnpKR+vLAnHtNKECtqU96+nYH/uISG5z+fjS97E1fcsZ3PHXE319lbeE1yES85+wdz3UXF0019G1xwHTS0o/31PI793hfRznwh73nwD3T94Em+/+KfMWVM8a6b38XqwdVz3VuFQvG0Ex2wTD/QlKFdEPAEsWdl3d0gPdpGLSuGI52IUKlIJoWoil2sJYgTnpXXaE7HyrJEdh4zcVfWE66VhKdhYzd4Lq/C76Csnb0WqsWW72K5J+k6NOkeb+Uhn5w8FCRBreGcU6BoZ6kfrp2Aam+olUzKt/6Ne55EEneyY7JgUJJGXLhJYuV6BASJtISAdKZE41CWlr4MlfdBrTuo6qr7lqrKD6osxO5ETTI7XrH8qQ2fheYnY7LR7PjkwcJt1TWfZ0P0XhJC0CDSsc+N5jR7SlRECemK66iIbBqYqq79LcJnwpBW7KaVAnQ00k4ito3wRVPsDSBJlydom9zIIWZn8Ny07wqvhZ+NfCYSVp5UxWSG4SnNSutmlGiWaw2Y35gKP5Tuc1ystI56Zdoq8Ze5yZ6q19AEpHSBlE5wzZPFMg2jkfrMQvPOj0TLrAci93EqWbEnGDtqIQBtPYPUTRap97J7572EcLJG+IM/OZOVRQqyxsRXjRfQdO9sx8/w7tWCd9+bcdd1ALM+SZUbQg1ikxfSiawbblP5VJZn8ACoRAliRRV2Lk/vRZ9Eb2pCu+RbfOovGzh//ibukX+nTST40pv+uGffyopnD81L4IK/AaD9+Z0c+4OvY734Ffzbw3/miUuu5xdnXcPC+oV8+LYPc9326+a2rwqF4mkllj11MjvtejpaLCZXc8oxoVrLylSNrExuCvgummEm1Mrss/H9hFlmjaZQLGje0MhKJaglmEWFoK/leWrrddXbefsOreCzFzt2on7W6/poUGMCAHShxQbls7H47g1SF1jpUPgIzy7rx6JWxmb6fZK6Rl2mSEt/pJyOiNiphKCt0y2dFW0/bKi6dFLVKo5dU9TWR9qTQsPRUtO0qVdNhOwJYd1Yu8ptN+raPdMdUvMzL9hWRPbh42jVx6sZNqf01jiHEYLs6IGFuNKTICJhBSxsros9E1Gru/+8aZYdr1FrRwVx6ALrljKSNEav856Y/XDvb1Ehd4zACjt9W9FSWXUJLYiLBmgYzaPXKo0VK3NV3baUTk0LsUC4kySeETVh5r2s1ZFtheaWs5Iw5mRjlnov6XLsveQn/GvID8bu35Llu1DX8AiZ5nS4t5UIQzz8e8GyEXbc+d6O5FTwk8XptkH7xEaIiPCEXSBh5pC6FtZdn6FOfDQsRDNzwXsreh+lzQK6Pbs8B1Xt79VWimctUkoGvvIVjO5uFn3/+1x4SxdnOGtYnPopW9Ipvvbiy2hrWDDX3VTMJfOPgPP+BLkhxJ/P48Qr/pPiy1/Fax/5P+76zE/4xVn/w5nLzuSSBy/he6u/F09moVAonrXoTok6z0VZ7x2Zdj3XthsZxJTHgsRCVYmUZmijaFqxzzW0eGIoKWtYWiNbyHCAbtUlmVrR5lrRNHcQL3Vt2hjfmIW74jMn2YiVaKzqr5CSOl2jPdFAk6ib4ei8TwIBIyin5pFvPGRPNDSa1GoO+JNSq8pSvTekRTL4vdLzu2jaWHXJWBZud9gb1niudFf2B9mOFlrypRfHKnDL7ZSt+PeJ1KuzgE9ndY+i2V49Xb0ucNcHaIlYAfMNhwSeACJyHzSLeqQWT6S2p/guvI60gwkCn6j7+55YiIO2vfNYKYilHv9bM2waRnMkJ2uX/fIpetercSSHPk2So9j+vZ+BMBLVn9UPZtAsByvRhKMl0bySYvFYX1fH6YZN4+ZB6kbzaKYdF9izPD3VlkNfEE8/PskHFtLqaOvGkRzUmFCRmoas4TLt48cQVyKE20cHiVY2SRtjXr8FzXUJ8o2HINFj11RzrNDVOOgpFBqWIxGB103Sql33uda9NaO1XUT2JKE+obFo4yDJghFMODSkExTnu+8+R3PDGgASllverDQVivy60rA7/aG7Rw5uwreRbO0JOiHDSSytnK2eyBOQQJKw9s7TRQliRYzxX/+G7C23sOhzn+P7A/W09N3Lx+t+yNUtTbz5sNfy0sNfPdddVBwILH8O/NtvYGAd4v8+xGk/+i5TZ72Blz5yI7f8+9f4/kt+yAXHX8A1m67horsuImfsO1c8hUJxYCKkTUudKyhklSNliJslNT7wyi9yk1tVDjx3tkzv5mlUCImk0F1Tid+fimQ6QIV1RgKu1cXRdIrzGzGa0u7AVA/FqM/U8lZyS936sTONGycKJhItJhLdskLSs9xpbrsRC3UlCU1QWN4OQH0qwfymFA3pFBJo1RsYzc0ijhdqJg3SpECrYaXS99DiuURvi+yrettiIj6hIBBYOEGc4rSnsPKcSIl/HTLFeFIv3bSrBvEtWgMQt/pXIf2s0wKzIRT2RMtoCXcCJVFxbA1HHuF/jBOZFKjk8MRiSq31wT0TJYwhduIxxDNRcZxV50+IULpFM2v561dYiBduHvSsc+56KTGNpTg6GTAwRSm9MPaxQWhpdDNTu5tMHD7fbVfXgomyqozEQmO7NcyIOex1W8SEmoPuCvG8QWPPJAu2DsddsGv3uIqokJSALdxTlPBcqXdv7Zc1PUH8DizUW70FgpxTJuMUavbOwqmqL2ynEu4xedbfhs5+/J0JBHrEDVsggokk4ZexAxKlcHLQ0ZJYyabwek9Tb7mmIK4xgSYh8gyG7SQTenBd63SNRc111Cd18oubseqS2InopJFwJxEq29Y073Lu/kpadUnqUylkUyq2tj/pJjVRNQm0JyhBrAjI3n03w9/7Hs2vfjX3n3oWA4/8lR/V/ZCLFy9iUeNi/t+/fGWuu6g4kDj6bHj9f8H2WxH/+BzP/9FlDL/qLTx39a3c9P7P8NnTPsslZ17Cg30PcsE/LqAv1zfXPVYoFPuRuoiY8OVWQlRb0gpOOVLKw1u2oJHhE5Z4461wuNOYbOUQPT4A94nqA6MpTQKd+rpwQDR69DJkfcodcHrM2xHWhXVds71CL556dTThJvrVRNwiAhQXNGG1NFTtu+ZgWoTZpN1M1p5lSPgDL0myxgjMd9durksEA//G9gbqjz2EuqT7t24lq+KCE1qNXkgZJJmJL3dqWogFAjPZQrF+cfU2NYju0R9v65FhZVHK2ChTQ2BJq8oiGrbnWYUrLICiUotEXSSrEu9Ao1bHqsTi2gLG35fvni1EXCxUmLr9iQP/WBtEHTKRdJfUEJ3x4xExV+9Yu0HGZBtdyiBWuRKJJLuslfEjFgSTSMX6JTMcGEF9XVHRpqNX97VpcApdaCzUW1mmz6vZZGFe6O0gbImVbEQKHUdLUapbGLgW26kEfokkACep4+gaCyXBRJmQkoQWlS1xkRX93S+VJexIKTXbqUh8Fp7dwvxGRo+dxb0rw+e70YvRnY0grhZbEWut93syoVOSBiN2Jp58W7jTKjYOoiJm3E5Hnhov8ZTvDi1E/D0kEJS9CSXNNvGTw2mIivkS4d7LQnj3evS8el4xIhoe4P4+rSDG9bzwtxVSEp1f8T0o/MfBTulVtaHbzSSJCqu6jPZxdxm6E1oYRx1Z1Z+8tDURvD8hfMZmixLECgBKW7fS/5nPUnfCCeQ//SXW/t8P+Hnqh/znipX064LvvvRymlOq3rCigue8B176BXjiN4j7LuclP/wmXa99Oyc8dge3vufjvOWwN/Lf//rfDBeGeddNKtmWQvFsRlsVDqj9ure1ZuyzssiAiJdocwe5oip+2EnUk9ISHJlcWnOfvpXDSWgkhIYh7WBgJTVw6hMzxglKERHA+BYLERl0+8vdn1p9PdllrVSOPavb1dD8NtLu+sKRCAlJkfDcQUXVtro/YIwINaGB01gHQmA0pzE8i2JuSUsw6NOEqM7QLSVpqZOstPw5MrAct0dchItNh1JOh9dQIz7AnA5dCDQhWKy3cVgyFCR5K1pWyh2UB5YuAbaWIt+4PNphkmaWuojV1Ui14IjkHqUtEZp7L/j7tr044OjkTHifibjAqtyR7Tr4+5dlgdbs3i9CYNcnGT9iegEmgCMS04hXr8GCVUBYDtOp90CM6KGV0NFmjvn1jZmliHCuT+okUtO7ebdqDTUnrwAKjcuC3zXbYXl7PfnGlRQalsXWk1pc2KRFsubkx+6uZTRgolasvqjILCx1DSvRiFWfjMWvAkGppgJh7XA/f4GAaevcxvorHRLG1IyCLXzP1bZe23oKgYYlqz0arMiEnYRY4inhT7x4tvPo+zRlTgZxtaHnSZya4QO+aI3c9/49VfmutJO6m5Hf3zCIIfYFpC+EQ8EeHkt4LXS7RFpLMk9rxtZDzw1HF5Ftq/NaRynMb0RIC7shGfvcSXjhB7oeXO/2xhTJGhNAM6EEsQJrZISej34UraWFed//AU/8/vNcov2Saw9/LrfoZT55+qc4ddGpc91NxYHKyy6GU8+Hu76FWPsHXv2Dr7Hptedx2OP3cPe7P8rzFpzGH173B9rT7Xzotg/x202/rZmFVaFQPLMpHX4czuIVQJihVSBiosuncuAqhagqeeOu17Cbvbr70U2bpNDjY1Zhu4Ocad437uDPc1XUBVMtR7uDeiJueN66fpzpkc3tFNsbYu+w2gP8cGiYSCahoT0YCKdFwrV+Aa1aI+NHhnk5/AGvANrqk7TWJ70++kNiEcQ/OonQLVvT3I5EXXglsmqQlxA6OA4pJIua60jG3Gije3fXXaHPr3nuiKyXTHiW7Iqsxmhx66sGNLTV01KXpDGVwNHr8IehrrCXpMtjpCLHYEuBlWiKNSujqrpmr8JJDDPZSrF+KeX0/JiYqE/ooaVViDAeWoOJw+YHn2neJEZg9VzYCkn3mhit9ZRaItZTb6XDE4tZqS9wLV8i3Gt+cWhUCM+0my13pm9EKdx/YU3t6uNeqS8IPhKO12FPdNcldZrrksjE3sY9C8rpdvc32yEddSuPCiBNxM5VZamjYItY1ukKC31EBPv/dz8P10mUrXBbCbYniGpNfKX1BCmRqC4VJON9r+pjrb8r3b0Jp3iCqxw5lriF1J00cq3e8XachEZpcTN2S50XYxwVxPFfKicYo3G0WkT9+lZT6bvRx47fsxBrrmU4OglWeQ4zh4afSV0P2gTJ4elFQW/ibw4XW7Zi624yQFe4u58Gierw7hnvNmnMh9nVnRrv7HJbPROnLkUm9Nj71z9WR7lMK54KTqFAz8cvxJ7MsOIH36b/2vfwTuM67j/6zfxAjPPSFS/l3Se8e667qTiQEQLe8EM48iy44SLYcTtv+f6XWf2697B0zQM8eP6HWJlewu9f93teccgr+O7q7/LF+75I0ap2dVMoFM9cZF0jCD+GOBTEiRrZbZEwtaINADvRSKFppbd+RQKbyOBpqd4e/B7YHSWYyVayS1vQG5tjIzJNOqAJ2mWdt8v4oLitc9y1EONaKqxEAwiBpkXEuYByej62Z107uXUpL6g/BnDFVi2EdKhPNJP0BmrN6QR2op55O0ZJFE0Smh6cn2at3q0d6xF1OV7QUkfaFzERYeWXH5KaIOkNUuuSnpUpKjakRHPCU2KsXMiqxCLPQlzTkRcQ9J9ypBdLvXs3Up9VyYVoFQJI17TQ8o4rhOzGFHVJ3RUHmkZz0h1wJyKTIX5JIjupY6WT/sZVe6+cVAHXah4VYrae9raNW7t1pJcJ3L3WSc+aVWm1dwWCE8b8zmvFrmti6IQVFJY0k/KuT0ITLGyqQyDQhEZa8wR2pK3oGU96n7fWJwMpUW6tziTuiyrpZSB223G3mJSFwCIWcw+VUUEJac3dh0yExx/NsC2Tu7M4h/e6VnXfhEKo0kI8nctqomriK/zbwsaKCEKJxNHS/pxQTYxmN0FdrYzjJ7QsrnKHdiSBWzm4t0dl23ota3mFWBRuBz13aBF7PwEYeiRbuNBC0Vgp3DVBcUUrVlMaISHrZa/2xWTQBqLqWPy2qfhs5Njl4cEBTkpn7KiFXukt75nUNfKNKzCTYYx7Zd/cyRj3vEa9ZoSEhYnmwKOlsl+JkoX7jgwns+JTY177mlbzwlYK4nI6nDSUWoXLtHdfS11DFxqTh85D6O7ZtmbwiqhECeKDGGma9H7yU5Q2bmT5lz+Oddt7OTy/jhuO/QLfSPUzv34+33rRt6q+5BSKKvSkm2Rr8Qnwx3cjBtZx3ve+wF2v+wBt6x7l8fPeT72l8f2Xfp9Pnv5J/rHrH7z7H++mN9s71z1XKBT7imQa4zDXsjbp5JFi+hl7IUUgBGWizh04afGEOvnGFVhNTSxoc61wjVpYysgfxEmgnG7HrE8hjj4stg+pSeYnGoNkQZL4INN1l/RjiL3vOW+gLLWgEAhS6NhJnSV6G0kt4Qpm6bpBxo4p3DMLksvRNMGi5joa0onAQiNwz0nacwNOijBWGCIWIE0QD9Kr1oRS09A1WNRcR6rCou0fi58oa2pFG6S8OE7LZkVyPsvTbfH20FwBkkxgLG1mfnNqWhWSEolIztvaK6WSWqTT7nA+HXEPHTl2BS3JRQCkk1rQ+2BSQAh3IsCJT5L4xxgVxOX0fJyERn5xczCwlRWWyKgg9ttoS7QjhWupd92b4xZL3SyjSRv8OtAIhhe/BCeVAiFY2h73YPDdvRuCgXjtc5MkwSH6QlrqEkFvZsyOLQQ2DvVJPbD8ognmNaWCfsViPD3bpUSQQHBS86EVMcRhIiKhV4sGsz5Jdpkrgv1MxuX0PMxEa2SdNHV6Q7g/z0Lsu2xPN3aMCuLKZE9GRdypxE0SFbcRQ1vzAhoa2gAotdYxdPxyjJZ4uScBpLVEINYckXRLafku0+GcV9WzpVfIIwn4TuupwELuiX89iYZGo1ZHo94YrJPUo/ebPm34gfRCDsLT5a49r+n4mMwVSIqHuvkUom7Htfpsp5Ne2/4BSqyGlPee8z0oqvsjnIpEhCIMcyg3uu9fIR2Q4LQsD3pXVYtd4O0n3IcA0gktVv5LaoIVqeocEblS/D5wNJ1CwzKMllVomsCOKGIZWIgjIRGel4Ruzd4bUSmdgxTpOPR/6cvk77uPpR84m8ZNXyRTNPnOyh/w55YtTJYn+fErfkxruvYMuEJRRboJ3vVnaJwPv/839EwXH/jOp7nhtR+ifsManjzvvTj5PB886YP87Kyf0Z/r5x03vYP7eu+b654rFIp9gZbEXjgPqy5SjqemTQPPsuKtExmkQeiGCOAk09Q95xioD8Wwrddh1lW78qYjsbJjRy+iNdHAMQ1LgrY1NIp18ZhPiebFEAc7RyBiibikEDiewNEANEGTVhdpN45wbIQWz9lsJxuQCIzmZWiJBPO1Zg5LLQoE1NhRCz2xHpGY0QaCEXu4t5ZkY7XhNGr5kxJNgtlcR3F+I8IfiFoWTVodC5OuC68/cA/HmILGuiS6mD7V0Ep9QST2r6Kv/v41ERN5bfUp9EgpnrpUC5rQaalLktDD2siBNVYT7uBZTtMPzRV8Zn0yZvEU/k5F1eph3xxJc6KdxpXHcFLdYdRrqdA6HJ2gkK61LrB2au4EhvQMtoEAFYLFrSt5zvxlLG+tZ0lLPYfMa0QKWTMgUiBJCB2Z8i3J1fHzUaRnjoy7G4cHGZwhQSRZnHs8GhqaHi+BVXuKIdpBEXhFCM+xwky2YKTcMeGh8xtwdDfKPDgiLw+AW+5MxPoaJV3luj39TIBbCzp8nxTr3VwCCS1B2q/1LQTSe14rW0pplbnTNcqWjZ1KxOJeY5MlQgTiMhSNEhxJe2OKVi8ruXBsFjWlcbREcH+kE+4ERSqhxZ5NqYXTR7Zez/Lkkshn7rU6sWElunAnSA5NLKROb6y2CQfW/BpiNjY95Yte/2dwFMG1rxWiIhxJs1Y7TEVqGmOH+TH/Eqd1FY6nEapa8pPGxe4B4YVoxAWxXsM92s+k3SB8ES4p1S3Crl+A0bQk9rwX5zWQOaQ9Uhkg7M+eBOcpQXwQIqVk6LLLmLrhBhadtYy2qV/yiHMcH2v6AYWjt7JmZA3fftG3OWbeMXPdVcUzjebFcP51bvH1372VtJHhoss+wR9f8xH0zRvY9K53Y09O8sLlL+Ta11/LssZlfOyOj/HjNT9W9YoVimc6XsbQ+ECrwnLgfWYm2oJl6Yi1I+rK6LaZqsqoDGA21MUXiLhFyqpPojkGWjT7shA0JJo5JBGxSIhwcNiQSjBvZRvGqnZyXrynr61c12oBmivgF4pW2pK+KI8fY5tWX7UMLUG+6VBIpLFWnoIQgjotiRAaEoHVkGJ+alF8K68UCy1Lg93kG5dTTs1DCtcdWRcaUhcRd9jIYNfPMu27NQaC2I7tp73BFYN2mPIq+Dzlu2Qn4sPF+BWeRrCK+KBbIIJauAJYnj4EgUDXRVV74J57R9OrTqVVl8BsTLmDbeFbiEQw+m0OPAmidkURSxp1TP1iWucdhbPykLhVMRDxkYXeQNu9VcLznNRFEMsogEa9noZkkrQn+rXKdioEoiYEdpPr7iuFqHLJjW3iXR+jIRRSZn2q9spSsizZSlq4kzYaAjQ9Jhga9IjokbKqbjaEYqZWCL4uBI6uR9zTZZCdXDjSs6jWlhi6JpgXlMTSkALmN6Zob0wF1uP5mvv8OZrr4hvmcnKfUzQtiGkl4qbdWOcKxgV6Mwv01opz7q6TWd5GcV4DDSmdpnSC5Q2tFRZhQcL7u7DAPS9JXUPPlEhq4RSfkW5Hb2jHSjQG66f1BPOb0tSnqt23/e2sxpWko3G0QrAo2UyzXseS9EraEwtY1tpAGCYReYaExgK9BUdz+x62HMv5DnhltIL3W/V18CdI3Mk/99zUTRZZoLUEMfXRZ0GK8FkUEmT9vKD9qjeAdO+BVGTyQ8MLR4lO2ukCzZl+QsTxw1wi58uqX0gpMrFpJ3VK7Q2YDSkEboZrIaZ9K02LEsQHIaNX/pSJa37LvJMc2het53+a/50PWF/gBS/s5aZdf+fCUy/klYe+cq67qXimsuAoeOcfIdMD//sOGoTJZ7/1UX71qo/h7NjO1vPejTU+zsrmlfz2tb/lrUe/lV88+Qs+cvtHGCuO7b59hUJxQOKOnbQwkQvVg4xwUK5hJd3B5qqWxaHwjPwfBFoiVSPBiiC/xBej3mfewCylp4IBvHCMMPOyEOQWNyOEFqu3Gs0yndAE9akE5uLmSPmdUGAKvEGdp7M0v51g3OXFDItUbNDn2gOdYA3Zshwr0ei254teoFlvici3iBjW61wrteMmpCn6WX81jaPSS6qEVkok0DUdKR2EE4pSXxCLXKGWSSfoo8SdmJDA4tY6N7FX5fp+9t4FTWF/PXzruowcG3gZf2OZbd3PRWR7/3q4xyeQfvbbyP4zK9voPvX55JtWAppniXZXeE7q8ECcRK3TUgjmaWE8Y3NdkrBub1S0UnU+fSthfSIBQufMI+azvL2B+U3pQMClElFrqd99QUKrHcMYWnQjkxCR+7xU57qS24lGSnWLkEJQTDbT0BRJMKYJnNa6oNv+iRISmvV6L7Gd646LlohZiBORBGiuBbiGePDvG+/PlBafhHISofu2JgTl+nbvA+lZpgVGqq3m8dutqzBSbZiJJkCgaxpJTSOl69h6OpjcCp+j8DlGusLQamrw+uEKx/K845jfmGZVYhFtWhNtejwZm3eHYTSlcXQ3C3xDKkG9lqySk/7+C/MbESctpT6ZQCsYsfasRAM0LAonrgCEjp5ITyvFHF2jOTGP6Pl2EprrjSEdElqKtkRb7L0Qa0wTtGmN4E8MVFCX1Fg1r5WzDj+C45IrwmcgNuMkgr4AWKkk2WVt4ceahu5niI48Cy0NSRY111OsX0yx5XjqhsZCq3TFAQvp7zM+IZaoFMSahrBnlqL5xhXokcR6mhb3GvB3kV/YwoIXHk3zAvfd2pZo2CNRrATxQcboz65k9Cc/oe3wPItePp//PvaXfH3kJfzbywf5/faf84bD38CHT/7wXHdT8UznkDPg3Kuh51H46wdpq9O5+Bsf4Cdnf5RyZxfb33k+5tAwaT3NJWdewrde9C3WDa/jbTe8jSeGnpjr3isUir0lcDt1//SzTc9vdAfgxfmN1CfdeqUIQV1So70hxap5tZKvQFNdnSuIK0Sx7+7oL820HMPgkpch6toihjInsBQYDSnK9e4gKp3QI5mv3c46kXjUKu2HCCzEtbxA/UWOCC1WfqKbcA1ZYwvvfEUH+9FVogNKQWCNbEzpgGsVTmo65uLw3EkhqBcpLCGxpY1tOTi+u6Rvnc3kqo9BCJK+SBKCpNeXhBA1XFxD7LpqsWx5Vjq85GShvq2MywwFV2gB1EOrlhDYyWpX2GzzERipVqxEA47QQ1ddPFtZRAmHv7rXT0NzE1l58cnuv7Dtw+sXVycW8oRhU12Ck1bOo60hSUtdCl0IUnWuMG5IxWPBfbT58zg+ubJquZCS5a31/EuinSavk5XZhwHmNaZoaWgAza3hnNZ1Dl/QyPzGFK31ycAzwD/LtpbEj4Nv0BtJiyTz9WYQOmhuKIDUNIjGW1bUqXUPWmI0pCjMb2Ti0KWxffgU5oXJmDQ0bzJDuHWDvefFn6hYkW7zhJwvOHVXLEcFl+5mWV6QmB+TUTEBFbGCm0vmM3b0IlL1jYBDc0sreiTTsGyuRyN8B0VjtWVCI/u8Q+KHLAQNyQQty+IWY8uzZgurRgkp6dCaCMM3rPoF0LYSGhdUrVuoX8L48iNJJRLEBLGXZC6YG5HSm8irtPwSTFJoFaXU3FeFoDGVoD6lc0rbkdSLFH6N32iSQIBFeiuL6pegiwSa7dC25PCwsbZoHH5k17qG1FyX7yOTp8DWrYEXQNQ9fllbffi+jl7fuiSN6VDIJvz3wwyCuOGUk2lNLaXBj10XIHT3niin52Pr9eE9oenUtzTS7uWmWJJoQ6tlGp8GJYgPIsau+E9GrvgJrasKLPnE+dx4xu/4zhMar3reCH/rvYIXL38xX3/h16eN+1Ao9ojj3gCv+S5suRFu+CSLmlJ85avv4fKzPkaxf4Cd552H2dcHwDlHnMPvX/d7GpINvP/W9/PrDb9WpZkUimckYf3Xtvp51GvuYNK31OYXN9NclyC3aB4SSGia63YZjHNlMIbShOC45fOpqyXIgq8pycjRh2An6rETjehC80oVVa8fiFoIyg1JBLkj5rvWs2DM6P6yVG8nqaUDC7L0YjiLph/eEQ4GHS2FUbcQM9lErmkVlQKjZBeCdQn27eJbGSucxT03x3BZc12S+Y0pVi1wLURS06j/lxMwl7dFJgzcgbQUAsOx0KSkhJugZkxESrRUfM0v1ObRePSL6XneCRy/tMV1kZZy2kzBwWn1S/xE++5nQxaClOYKZgloMrw3hBD4npJH1y8JNtek5QkpHSkE5eZmUl6W4SZRx8r0IRiee6/UBAidBW31COlgNqTceFlRPRiP9jCdcONK9WzGFVuBd4HGEfULvXPpLivWL4mJ+rqVp8Xb1hKYp5+Esaylan8Nxx2K1lgfWKyjTMw7jXRSR0iL4qqFZJe0gyNj3gt+nxa3uZbZolMKdqFrGo1JPSKI8e69QxHSfXY0kWBFYhFpLeHGPgOjxy0mv6gJtPgzUpncyj02QX5lm5vpm/C5kIkE5vKF1C86ipTwyur4z70QwWSXFpkZm5doIiUSbomxpvqKx8N7XyQaODa1jBY9FNrSs5zGJ01AKxogdKwgS7ffVOjSPNV2HAi3XFXs+Lzfa0XhJnSBffwSFjTWkfAt6po7yVdLECOhPe2679p6Pa1+KIdWnT3BSjZipFu8pFwRQexZiJMCbzLD8Uo0hXHglX1vqatOqiU8SzuIMA4/cJl2/84uayUhErRoDbTXL6ROb0CzbJJegsByuj12/0d3Hs31kJ6YQAN0b2Il2sW6hMa8xpS3NDzL8xrSsdrFbr8E1NfjePd92ruf/bJnyUSK1tTC4FzOb0wHGsVMNrv1kyvmEV/UchRH1C9AF4JDUtE65zOjBPHBgGMz/o0PMvyz39JyhGTpj37FxpO/wOf/to1jj+jk0fwVnLLwFL7/su8HpQAUin3CGR+Gl10Ma34Lt17MofMa+OrF7+TSl32M3Mg4He86H6OrC4Cj24/m2tdfy1mHnsX3H/8+n7zrk2TKmTk+AIVCMVtcY6fGIamFLNDmMX/+8poOa/nnH0LmkMXuIFN4A+0gFk2S8EqyNaQSHD3vcOY3pVkSKUnjZmUNhy+l1nh9Vz0iOIWeCCxVfvKaOBqa7lpsKj9boDfjl9EJRF3kcz0iXgoNy7ATdZTTC7CTza5lJmLdDSaaA40gXBdiIWgNyi5pQd8B0nqKtB5JUCZgUXO9N1h2F/gTDaFV07euupa/qMv0mQsOjcUdRn+ktTTOYnfw6Ao1d3lC6LQlwphoI9kWO0fCcWsda0C+cVWwvLkuQUuinkPEPBLoLNRbY+La9Xx1d9Kgp2LnXlru9dAl5Oe3ITz3TStRT6H1hFhct5VogITG0PGHM7lqnisEE+4x2sm423pUsAoETekwoRXAomZXeJuNKbKL2wHXRd2Pp2xPNCBal5PSUhF1JrEXtGItaKy+t/xr6U3o+C6qtl6PFXHntdubyS1tQziSOvzrHVNBJNAwZJlKgthx4dVr9gVpRStNL3husCy/sImWk46mIZnAaEojGxsqXPxD9Ijb98KWOvccSUkimeKQxuPRPKEdjVcVtnTvv0gPomdeHrsM+fyTYsfn/z+97ASEY2KsWsLI8UsAjWatMr5ZYhy+NBB9sUzHy04P1jLq5iOEcMs4CXe7KPFycFHxJphXnybllQSSEk6edwxCD/vRWp9kRXs9Tl0KS0tj6/UcesTxYeywVruUlfQmACXhc+kKYo26hMai5jTNdUl0bwZARI7P7Zrbx7qUK7zHjqrO0Byb2/C9Q/x9JXVWNh/mLkumsB0LzbZpFHWUW+pwPLd4Dddd3S9bpglBW0N43yfHRnAjIGrfN0khqEvozGsOhbsmQD9kIaXW8N53Ehry+KPZdfoLmVrehgCMVJsbr0y8dFc6odOQ0mlMxV3hI4H2IAQtiTqa9fqa3z0zoQTxs53JbiY+/VKG/vAAzce3s+wP9zKy5IV86JrHaJ6/kYH0VZy88GR+dtbPqE9U18BTKJ4yL/0CvOAieOTncMc3OHZJC1/53Ll85SUfZ2oqz67zL6C8YwcAjclGvveS73Hx8y/mvr77ePuNb2fD6IY5PgCFQjEbjp93PGcf9ipoOR6t/f+zd97xcRRnA35293pX78Wy5S73jgvFYFroYHoNLdSYFofQQoIh9C8Qegu9JEAAx2AMDsXG3QZX3LskW7J6ubbfH3tVulOxZUuy5+FndLc7Ozszu7c777xtCI3GxLiTEhUwBHIW65SwD5+uoQzFpwnELmMyBqMm7EYHddImqnWWTGot0RqA6NQ6KkiBKLOyFNKSRE2LJVBtWVQ5ekfVk6MkIwXy8mqBjoMa4nAZQ1IOusJTkRN7xO5jRJPDU7awIKrIEv0HDsFuCqeF0gfNmgPF+jh7RdWpSApGRdO+OCKiwQaDaGUZM5EC32WvX8sbG5gM97OnouhiR+PNz7SjGsKBjrwJZrwp2thrEZibdCRY0qdSOTAdtU+OJpyiLWqY9ToGmnIwOxMpNKTjlC3NzRelYO7fcLWqLKG4fTQaEzE0+vEYzaFJt19zHg01QpUkPHo7pPalzpkUCrKkJDnw52VQlxJhSh7jThx4wlEMy48wbQ0uXEgSFTlp+PQKKpCkc9LLnEpeILK5SWeib9IA7RhdIM9xpM9nsDpZwqNYUJNdVGW7qE+yUJmTQGVWAqpJSxGk2MzIgQWbplGmU+2m0Dl66NICeZMhzRIMKKSiRlpPSGHxKXSfyRJKUQGKwxUuJ0sYevSgcXAGFXmJ+PIy8KU0F6zC1Wrj7zQZsBl1SD5fSDCTRk8h3ZiMS7KGA8/5o6NhBwU7CCzU6BV0SWEzY1WWcOnMOHUWnDYLBQl6VJ2CX68F7bLb+xPZMwAsJiIjqgfTmhEVVVpCUgwhd41QUUnCZlSa3dNqhDZWQQlJSH7FiC57KHKEC7FRpyDlp9MwsACQqHL2RTKFYwAE722TFB34LDKwmXdABjVZzpDAqdjMZLlM5OsrQJLiau0BFF30Yk6K3USmo/kcPqQhjky5FeyvQU+CIZ0EXQpW2Ux9ohW7WTO5txr01FpzqXT1xS/rsBgUJEkL/pZszAqcOrww2XQxSALSnUaMusiMAzKJZgc+vbatLsVGfYIFvcmK22GjLsXOvuE5+GUDqgRmfThVlS4iqJbN5AqPZ5OUXFHLSFL4md8WhEB8uKKqsOI9Km6bRPGXe7EN70PWu9/SaEni6n8upkr/LQ0JbzA0dQjPTX4Oq755hEGBoEOQJDj+zzDyt/DDE/DdowzPS2T6Tb/hjvHXU1HnYcsll9KwenWguMSF/S7krZPeAuCS/17C22veFibUAkEXR0ZBJ+uot2TgV4xUJvSn2l4Ys2w/+wgGmQsZaM5GJ0WmQAkjSRIETPki54aNxgQkCXYN7Muuor7RbWg6iZSDAZ6CPr7RGjQAvyMHn2IKndupM5OpJIQLKIYok+m+6Q58g/vQ0G8gctHRNIwcEGh7k3NHpgEJKRQD/tBBq15HBhKB/LWSRKLViCsQ9VlFRZZkUoOBe9AEYltGLnmGDNKVhNC4NfRLg8wUDJKmbQ1OBCVJwhNMgyVrQlpwoB1jBoTaYVSaTAdlGU9BWFiMOTlH0xCrRj2yNSycOyUraYGUTtgs0FObQHtdPYOnJk3vwB7wCwyeuawwhT390qjrn49XZ8Ge1jMgTIUjGYcqIBDUCTShNGKHosioiU6cERq9sJmsFPpudNhxWYyh+yHSUiF8jIwkSdiU6HOYEgsgdQBYkkKbY2mIvYoJJImGJKv2N9FCXYqDIQPysQ3tgzErJTDpl7R8y0EBJrIqnZkh4y+kMFv7LaVYUsMKzyY5fVWJkA9xUGMmmU3NTKRtpmR8Zj3IEol2E+kZWj9kUzo+2UChTvMb9quEf5tRGv6AxtFoxFxQAHodHrNRE4p9/uYpfYJWDZKE6spDrw8H6EqwGMg1JoV+uzp7KhISbkMiuwcUgSSjRFhKhOM1xfH7D/tcQGpf+iQUBPyXw/ePIyJCtyUgVIWDWAXyAgf2NyQPBL0h+t4APOlJEWmQmmpmtbYFrQv8sh6nPhWTwYlF0e4Fv9UQCkqnyBKGtETs48eAV3NtyE6wRkfJBywBqwalSR5ik14JuV7ECiSlkxX0wUBZocUSBYNiwpLeD9B8/xMsBrJHT8KeFs4y49VZsSlGvMlOkMAakYtakXTUptqjzpist2GSAn7Swd+qpEeWZfSKDps+kXpzBg2OJO0aOXKxKNrzQg4FyJPIsThDbTYrNnRScDEv/Kzy6By4TUkgyXj09lDfzb1zUJJdePv0bDYW8RAC8eFIXTl8eDmVT97K7h9NWMeMJOu1D1D1BqZ9sIx1nreRUz5lct5knp/8PBZ97JxjAkGHIUlw0qMw+EL45i8w7+9M6p3C7VdP4dZx17HPr7D18iuoX7EidMiA5AF88JsPmJg1kYcXPsy0udOocld1YicEAkFLNBVGVUVPgsPRrNwoew+Msik0g5QkOTpIlhQxsQuV0Y5NsvbGpzfQmOjEYzU3S78UFiiCqh6FUHAfJXZWZDlCUwmQYXASykkLyLIOtzFBy+srSdiMOgZkO0MRkJuqTauKBgPgcYUFskiBWPL7Nd83AJ2OyQkDGKTP0yb+khzwMQzj83vDbUXCMnIE/qGDA20PCCYWA4W5A5FUVdM4BgRiGYlGhzZGQRNtACUzJWoGL0UGAQpdCxVjVnJoXDWNdHRfZb8/pBz1ywb8kp5MJYEMoysshAYm6j69NqFO7tOTvH79kYKBnYJ90CuoOgWv2YQx0YbUK0vTSMYJxuUPCCOyN+jTHd22PrpMso09tGMiTdYByeQCRYGEfKSGCNVfxJioAZNZSW6+sCEhgbFJFOMYGuKg6acuQkD06m2kO80oloB/fVDrHeG7qZeiBViXK5GR517NwOQidLIuHCYqQvMXGTG7+e8guj6T0R4KlpZqN6ILfE4zZJNh7RteOEAlLaB5jIyYrdMZSLEbNVNruxV3UQE+gyZYyg3e8MJLE1RJ80XVRdzjVqMOa/98DBlJ2gC7cskefirehB6gM2nBmGyaT2llZgoV/TSBWZZkkm0GzAY5EKCryblkBXRmbIm9sLtSQ/JwjxRbyOJkYOpgzJY0/AYloOEODJckh9YaZElCCkQYj6rfoGd0xuiobUFhzWKwk6VPwG7pSZ05E59iQicbyHMMQpKUcC5ggucI/F4tYS1vit2kpV8CslxmTYgPLhoYbHhTrFqAsGC7jLZwMC9HwHImcIJ+pnyGGnow3NAzyse/evREGnprC3oDbD0pOO08Ukcfh2QK5BcOpOTK6jmFcSMuIM8RXuCUAmOjBdELD35/Syb5hsTQ93pzOvWWdO05K0lIqPgUIw32PMoThyBZUih0jKCpKJ9t1Bb86voNonboaKw67V0SipaPFiSu3pZHReIwLcd8wGTekJqAoTAbYvhax0MIxIcbG7+F58ZR9dVsdi1MxDJmDNnPv4Sk1/PAF0v4Zt+j6BN/4JL+l/DYpMcw6Uyt1ykQdASyDKf9HQacBV/9Cb57lFOLMrjp4mO4cfR17NNZ2HrFldQtWhQ6xGFw8NQxT3HnyDuZu30uUz+byqqyVZ3XB4FAEJew4BLWtGS5whM8k14mWW8lWa+lWglqsiRJihY6mtUX1uyZZTP7cjOQFDnKhzdULnCMXqcLmEwHhGAJ/LIWQCkYdCt4HoMh2kKqiViDSS8FNMRhzHpdzNytAIkZqVQfdSwGR/j96nXaKM/P1BIb+fzUWnNwO/KRLC4MBE0Pm4jrBh2y0YC3MBwN16y3aGOli+hDSh9ILsRrTg2PQYQp4whTL4YbemoT++As32iI6qhkD+f1jNyhT0kICwnIuHQJ2KXwNfWE/J+1yW5lwsBm4xHWyuoYn3MM/fqOwpCWCHH8D92qh/JBhXjyM9AiewcdIQNXIChgB4S4Ic7+9LQNIU+XHlWPLMkRppZS+P+uHKSknto4KnoS+o7UehBYBBmZrKW18pjCUbfDQ9NcWxre3nxbvwwXLrMBtzWTCtdAKlwDqDenRVnlhSI0B/pn1uvIcjijqlIkBdliQRdKQyVp6ltZ1nw7g52TNN9PKWBy608NaLAjfFqHmweiKFrO34JkK46MXiFhT0YTxoN3oh/Nd7gg2RpOYQYMTClidI8kQoHlALfFjNuaBnorKJqfbGm/3NC4+IN+xgHtZnH/YGRjCUOSE8ViCpVNsGrpvnxmCw6LnryMEWTnHIvHbNEimyOhoOAw6ZHTelNvTiO4NuDV2bS0VRE20WqKi9AvWJa09JCZw5CSe6La0qgpSMVtMdOQ6Qj1x6TXkWAzkGo3agKx0Q6uHBwB03X0OpLMSRFJ4sKn1Mk6LDkTqbdmo9OH61TjpOFSggf6feGNUjiVl1EnYzdpJvz15kwMOgONBcn4DDrNYsaehZRYACandiZLIjuzT8Grs2kLbAHzZr2kRPyOZNDpQr7uFtlIrlOLiG4IXKPgb0zuMxiHwUF6QkQ0aklqHlRLZ0TWm7UbRw76zJtQpUAkbUnCH7LkCCz+RFgvhH+l4cU7X2Iyfkvk4qJWb6PdSuWIUZgUU+gZL1kSI8pFtaxVhEB8uOBpgFnT4c0zqN5lZef8RCzDhpPz3D+QTSb+/NXXfFR8Owb7OqaPms6dI++M6wwvEBw0FB2c9VJYUzznAS4clcMVZ47m+lHXUGFPZNvV11Dzw4+hQyRJ4pL+l/DGSW/gU31cMvMS3l37rjChFgi6GMH5shrwESNobhnY7jAZyE2yBHZFan+1fKaNxkSqc1wYg6ZxTd5RKTYjIJFsygKJmAKxI5CjNysjk/yAmaoSMMNTJZkBmU5spmhtmcHiCEQnDmyIEHZyk6zYTQZ8eiUifUt0uaB5q07SYzHoGFOQwulDstAH0rV4clKpHliAKsvaXFT1g6TDZ0kO+Dz6Q/WFzixpvpX2SUfhC6S3SbakUODoEdUEo07WzMrNiexLHwtoQa78EeaTOklBLymaQBOYhMqKFNVPOVL7FbyOkZ9lCVBJ0CWSpnNpxYp6UZ9sw6yPPcmP1BB7dTZUFQw9xyBZEkNRdCMJjqNT50RFi2Cr3T4yqOEgXP7ARLvBYSM/Jw1Xn4HY9Amk6bXJcJLVQJo9erFfJbxAgGLQBMCAP3V+US96JGnmqUgSoxNzGeKagDtgfRDl2xtpvRCqXGtZ06CkkiyTZDfRK9WmCaeyDpcpRzP/jBBQNa9XORQYzW7S4QqZ9KpMzJ4YVR6gtymNHNmBKksRFgUBk2kkFAkaevfFl5kOSFFplvakH40SrE8xQM6oiMWJgPm4JJEgW+mtZKIPLCoE++wyJWDSWwK/q2AftLRO9UlJYEsDswsAj8WIGgjkVmvJpsaeC45sJCQyMxLIcISF4KixC2yTjRZ0k6cgSwpWozN0PgltkQDAZTWQk2AhLbAAVe0opN6SRWG6I3TNJGQq8hJxB9OtSdpiiKbpd1BnyWLbsNG4M51gSycYEs9pCqToCo6fYqDAHNvfWiL6vggumqSYckg2Zmq/MUXBbtQWBoK/G7fBGQ7wpYYjWeszM5FS+kBCnrZLkUPa3TRLOn3NGZoVAgqSKz3i3BFB1XzB6Hjh66+GBjG+DGDT20g35YMss33kAJTsbG2HKbwYJqFZzwTjK2jjo0MqOAYpfQBICmqESbkcEdEdCMdOUMP3ryEiVoR1eG9iCrQeDwBeo55e9mH0d40LtynidyLHOrYFhER0OFD8C7x4NPz0D2ocZ7HjSzfmoiKyn38eyWTi9lkv8OGuOzEb/Lxx4utc2O/Czm6x4EhG0cHpz8LIq+GHJ+G/d/K7ST0494QhXDPsaipTMtlx/fVUf/NN1GGDUgbx4W8+5KjMo3howUPc8d0d1Lib59MUCASdQygtSyA4k+Rxh/boA5PXTIMrsEkKKdV0ZguyBD7Fgj/JESobms70Ow3Q0g5ZjToSkwcyJuW4pvpUAGz2DHr2nIJisqMLCH+ZLs08W5WUqElSaMLqspHpspGdqAnrkWlyjDoFX6oLn1EfnvQB9D2V7ARzlJl4oiGTMdl9sBsC/rN2Mw19UnD3yERRFExGFz0dfZG8YRNoSQm3qKFvf+gZ0HLqzZhkPaDiMmpjlmpOCaQ+gYJUB9kJZnSKTIEjn14JvQJmuSoSMv6g5iZiiIIaGtCEtSgtp6zj6N6p2iJC1LhK0YI6gF6HmpXGoIIUClPt6CNSVgH4c9LQJzmRrAFT28JjMGb0JycjAV1KIK1RDIVqhsvCCSl9sMoWxqRO1rSoAYFYJTzNVwMCYK5zEINOuwqdSxufoNBr0ivkJIZdwaRI1V3onGrY9DI4FgYbkjkhdFwoB3Lk4mtMDbG2X980srAshYSOgbb+9HWMIcfajwsHTYkq5pAtqBL4DOHjpajFiub3uTm5N2mG5Ggf4sCgqgG/ZyIXHSJz+cp6ZCVaAA5rkMN97aPPIkGxIYe0gGFtcNgkOmCRISn0d46j0RUQQv1BwS564aXRkIAsSySaEklxGDEHcmo3xaf6QAWdZIgZX8CvWEK5gv34SXOYkCSJo3OODpXJSAjcA4FnTUOChX29gsJseGFDkiTqrNn4ZR2ezFHgyAw/W4J/FJksWxa9Rh3frK0hYlkJoC2UWQOLSKqiYDHqKEy1B/oODab0sEm9GtYQW4YPhx65oWtTN6Z3yAReJ8sUmFOQkdg5tDfyhNHNrRYAW6OiLa5ZIwTZoDI64p6Itn/RMCrh31DQ7aFXetgFRvNC0SKzhxcLJSS9GVkfHvuIAQJJYnyPfPKTrCTZjfRIttIjRdP+Wow6LZ93cNxMxpjB8Kw27fla57KFTiFJMr3T7FGLqO1NISsE4u6M3wc/Pg0vHQsNFdQMnMGO15di6tePnJdeZK9Uw+kfXcGXJc/gkvsw85x/MzRtSGe3WiDQTGlOfhSOugUWvoj072uYfnw+Jx7VhyuLrqAiu4AdN99C1cyZUYc5jU7+79j/4/YRtzNn6xymfj6VteVrO6kTAoEgkmDKIL9B08IMy7IjWbSJkV6WGWzNJj8QqTeYq9TQMwfbmFGAFBLi9IG/DcMDKVR0htCkUD9qKKrJjKLITSZbTQmno9FJsiZw6JWoSZLdpMNp1uMyG8lLsoZyEyuRmhNJQg359UVMGvUmhucl8pvBmSGtlSwpuEwJEYdK+JxmkGWSrAZyUhPJSbCD1xOoTQ1pnhwmHQOLCpBStAmnbtBoemaOBlsavVy9mNDzOAyKESVR04KmOy2kB3w7+yb0pndCb01TqKqaxjHkB9xkjKSwENh0u9OiJ9kW6XOnBgRSQjmRVUnC1yMLfWYystlFSiB4VlaCOZTGaF/GSCxHnxxhnm0jL9mOJSUpVK8S49KZ9DpSjVakgJas0deIhIQiBXxmQ3PugKbSkIpZH5FeJeDfbW9iASBLErXJruYnVFrKbx0WvEMprYzhXMPRGmJiyUHaGAfGu19KKkZFu16RbgQANtmERbZQ3jMZt0vL0SuZjHgTLc0CwIUPSkVN7h8dPThwfUKLTbISFoSbaAOD6ZKamqH7AwKtP027z/KSLOG+SVEVaIdH1KuXjRCwDgmnASM60m9gcSXNmsbkvOPJsmVji3JZ0E7i9rkDWndD6LROs55km4mEXqPZmzoupCGOtNyw6C1kuEwh6xAAdGYaTGnUm7PwKSZtwc0QiIgecKMIp25q3tWjc44GWSHFkkqKLQ3b8D7UFWWE+xf4ax09Gv34sE9xTIEsEAVbcoXdIFRJiqkhBpD7REeZz3KZsdjMOAcPClxTCVWnQzaEg4RFLtwl9JtE78QeoNdpftZE3FJNA+nFIMPck562IaHx0Csyhv4DQvuDwc78EfepLMkY8vO1L5JEuimfBEOadj1kiXRLCkNSB6NICklWIzajthiX7gzEOgjmO24yfMEzZPXMYdfg3tQnhE3RJaRmliqyFD8YYCxiJ8oSdH32rINPb4QdC6H/GdSmX8KOm+/A0Ksn2S+9wH+Kv+avPz1Cg9dDL92lvH/+NIzxzJoEgs5AkmDyA1qUztn3IVVu56Fz38SvwhXSJTwvvwu334G/0Y3rzDMiDpO4bMBlDE4ZzB3f3cFFX1zE9NHTOaf3OZ3XF4FAgCFgludNTsNdW0PKoP7saUyj1rQcy7LimBNEXYoL2WwOTF40wUcXiCzqtzYPiJJkM4EXEiz6mAZxmjJQm0xFZWOVNbNHKUIIUlLt2Hv1QK/ThSbXEBSI/YAUYUocMmyOjwSK0xn5NfxZkshLS0DZUxYy+QNN8wTQO80BDjOVu2VqR+XSo/8IpKR+oXqsjiT8xxwdWmCgidAOYNDJeALSmRpnsisF0zoF/toUIzW+xihNY1TLJYkknY1knReDrKMh4nz0mMjAhkp6mVKxKAb6pJtZsrWcOmsOOOzN1yuCk2ZVRZFlkmwm/CY9qIE+JeSCm5BQ0OhtRJY0QcunghrjCkhIyLJEYaqdqmIJiyF6nmPUycg+ifIeWfhSE3Au1ayKZEluvigQ2TfCglzIZDqlT0SxcLmjkgfh8+qgJHxdAycJjWWG0wJxDJq0YNE6vAYFj8MA5bWaFl4vA77YB4F2L0e0I8/Wj1XmvaiSrFkDqH5USQ7kV47uqxIyodY6FxKQDXoaRo3EULWOgmQbiVYDJsWEl+j7OWyCHX2RVV0TQVurPBzISQ77hOsVPSmWFFKjOhWw2rCkYqkswSzlhpX7kkRmghmfwUS9rNPMtGO0IRiIKqSllhUqXYNp8K3AbXCiz0rDE5J8pcBlaqIRDp8Ui95CffD3oSgoZiOqOXrRBUCXlIhc7262PWp8As8fyZEUce2ksBWAP/p6N3VttBp0FJx9LKT0gFUrtMWqgEAf1OBHDr0nowepmfVs3lvLnpSxAKSv/WfovPEI7kk15QbaES7rzczGt20bAIpiAFUTiMNXQ8I+aAi19mIs81diVCyattkaiOQvK8iSzNjMsahp2iKZ06IPtT8rwQKKXjtnjCYqsoLeasLnCY9VU40+gLv3KbD7P3H72BShIe5u+Dzw3aPw/Hgo3whnv0JtznVsv/kODLm5eB7/I1fNv4V7591LbXUqR5lm8NGFtwlhWNA1kSRNSzz1Tdj9M7pXJ/O3CXouOqYf1/S7iO0FReyePp3yd95pduiQ1CF8eOqHjM4YzQPzH+C+effR6GvshE4IBIIoZJnGHoXIBgOyogOdDhktz2Y0QdNZTXDwB3wwDbKOBlMqjf7mv+dkq5HTBmc20wJGEtT1qIGovbIU9iHWjR4emux6U6x4ctK0gEURE0+dJLM3eRQN5lTyHLk4jI5Aa1UwJ4A9PeYZAWwTxsfcDoS1OBEm01FaSimcQzXW4oFstUZM1COnb9o2o04BFVwWPf6Ypr3hssEJboEphf7WTM2PO3QiBRyZIctmWZLIMLhCgb+QJDx6hxZAJ7EHFiWsnSpMszEkxxWtvW+m5NQ2DM9LpHeaHVL7gSsnQvsa9mNNcxhRJB26CN/Cnrah5Fmjg3dlJZhRIaSlBuif7qBXqk0z6Q6QotgpSilq4jMtxfzsD2ntgul65Ig2hss5DTYS9IEI3BLYhvbGlJcWLXC3oKny+wmYOYf9qCWLQ7sOEUGCIjEPHoR1wgR0Oj02xUiS1UhKWlrA7zkgWqg+bCYDJr0WSMll0eOTtUUmXUhwDYxLVgGulCx69Apr/4ItHp42nBx7TnTwo4CA6LCErz2AqgtriLX/Iq0VNOEtMvVVPIyKgUFJozEEAyY1aZUi6cK/2Tj1qBFa6mAZv6xHZ4o0+225jmAAMCKvZe8pkDEooq0RpvctCJkAqt6A0rMntnHjQveVKsnhMWkpNoolIEQ7MkNtjszNHOyCLzMcMd6rs2I36QN+ywGLhZClRcsLQpFErpc5zXrqBo/ElJONTh8IvhW5/ChJEdcmohJnDvQ7BSVBE4LNjoSwewlwdOIAhtvykCI09rEkYqVJtO9MlzmwsCFFjb/UzqDBQiDuTuxaBi8dowUj6n863LCQmsoMtl93PUpuDh/fNISp3/+WlaUbqN95HqenPchzU4+PCm8vEHRJ+v0GrvwveN3IrxzH3Tm/cPMpRdzQ7wI29B5OyZ8fpPTxx1H90RoCl8nFM8c9w+8G/46P13/MZf+9jF01uzqpEwLBkU2syWDQl9E/NA/rMVOa7Q9pZyTwBcwjDZKCV2ehwVcfVXugQm3CJEVsiz6hNsmVgmKVloYICRqNySgOJ4orOl2ONh0N16VIMkV9+9BvyFHoZQMDk/pjkc3kKMmQ2APyxxObJgJwE2FG0jcR4lWiNNahiNhtIYaGOM1hRMKPRacLafDssrYIUWfJAntGyIQwODqyJGGQlOgJP4A5Icr3NqTcDW0LbAikOQniMBnIa+qH3HSSHZzQBvsg68KBrrSzoKowPms8k3LHMDw3BateR6Kiad9tehcuQ0qwJKBN0kf2SCbRGhbQLEYdOlnGqIuYJEtSjGBs0fuDZNv7Y5ItyBFJgYOfIifyoXRJkiYUKVYTxpzIqN3R52iKFg1dItNpDvk+S3ojpPSDOJN6fXY2is3G5MT+9DKn4jTr6T1uKB6TlgsYGST8+IJtV/1YC8ZRk9Bfqz+o4Q2ZDiskZvcl0WELBenyObIgeyQmnYkkc3J0AwL3y9G9U6JMVdXg58h3dZMFh7BiNNbiTrAiNRQ4M5aMppnRS6TqHQxK7BdzjCLNj6WA/jIv0cqw1Ih7VmrWvGjSAgsvckS/jHbQhRf3+mQ6KEixRQuC8ZAklF6FyNawmXiiIZ0cU2KzNkMTDbHeAr1P0M4faHzwORj8D8DbtwcABkXGq9Osb/SBBaWoYHZxUmMF2xn9PfxxULaLiYUpmPQKimJAUlX8qj9UJLLNzUyWdXqMBT2wHX10lDUNgEUxYoxIZScRiEzeBJ2sCy/W5CUwINPBiLxEFFmK+v3GfUfEQUhK3YHaMvjsFnjxGKjdCxe8B2e/TM3iVWy//nqqM11cf3oJb+7+FLtnAuXrfs/vx17AjLMGhRzhBYIuT+ZQuPZ/WiqEj6/hhpq/88AZ/fh9v/P4sehoyl56mZ3TbsPf0BB1mCzJXD/kep457hm2VW9j6udTmbdrXid1QiA4gonxuglqaSWjAcmVE4o+G9gZOjDJlBiaGFtzsjEpVgocvWOcI6yhixQeI036JAC9VRM0rKlIkoRXNuDVWeIGWomcxCnIZLnMuPJzkBQZU04+I50DcSpNNdzx+w0gpQ6A7FGhFDvBc0i5+REnjhaI5ZxRkDFYCyrUEjE0xEk2I73SnCSYzCS5hpJrKkAnKaQ5TDgLj4KknhCIWC0bNc2OY9xADJnJmAcPiaq+pyOfUfYeYS1WYLvVoI+eSMfTrAW1yZEEr3fGYEjpC/awH6bLlIDDYAvI2oFoywY7adY0ZElmqD2HoekpYZPcJlUCcRf/g/6Z9eZ0fAat/8bCXjHLRuIwp5Fmzo/uRdA8PaAVtxlsRKjcoq9nE5JiuABE1qvIUigQnBTLvzmqeKBVEX2WFYVEaw4eQyKy3ozbmEBt4gDNqsGcELFIpOUCJrU/JPeO6lewGwCq0R6KcKxtjigTNCeXooUQf8BtQjXoQlHK1Sb3SyhIVuCvEgiK1vReiqkrDdR1XJ9M+qbbGWHPI9uaEask+CJMaoOm2HYjFn04WFRQsxjSsjatIySzBxaG/M3N9hMmTSRjWFF029VY4aBo1sdMl5lzBh4VCiSI2txk2uey401PCjQneiwtOl1gkap53ZP6pHB0n3R0skxuooUJhSkYdREZpgPX8Ji+qfRKsdI71U48Ip+viiyRYDWALKMoemqsPXAbE7AGtOktLeqFrrktRsq6SA2vBFLmEPYGzLwBHObmwrHTrEUBNwRN0SMXt+K2IjZCIO7K+Lyw8CX4+zBY9haMuxFuWAh9TqLi66/YdsMNbE2Fm07fS2bacPTFd7Jny8k8d8F4bjimV7sjrAkEnY49HS79FCbcBkte58IVl/P+mXae7n86b484i6ovv2Tb5VfgLS9vdujE7Im8f8r7pFpSuf7r63n5l5dFaibBEcuzzz5Lfn4+JpOJ0aNHs3DhwrhlV61axdlnn01+fj6SJPHUU0/t1zljTYT8atAXN6CKMbkAovNxShJFyYMBqLPl4Rk6BctxV2A3hE0b8QV883SG4CFRBKO0anNDGXRG1LyxYElGRiIr0UxRllMTSkOmioFJLmrU+zKYE1S2WnGcdBKKzcrw/ETNFDgOWS4zPZOjNc8E+hwpbDtPPQX7IM0s1ahTkHTRpsoGezroTHh8TfxRmxIRDTlyMOSkAnBkYXT0ptbZF59iIifBwuAclzYySS58g/sgmQLjKMuYCzKRrdFt75NQiF2J0E6GYi9JIEvEikrbrO/BQwM5dQ0FBdoGnQHSB0aVyXfkc1SGFpCouVCibbGPG0zNyKOidrXlCR88TXnScKqOvhD7MUdj6tMnooCMISOp2XGhezSG6S3A5LzJjM0cq91PgfvPmJ8dtxFjeyYxZUBTc/tgPxStiuA7S9e2ED/B+9aQmYwsK2Rb+pBtH4Quayh9spIZ1icfeh2nZXcgPF6KLGmaxqaRsSPrbmFLTP9rNEG+YWABDUM0QdsvG0PCs9dqimozgG38UViGDYqoIOK+UZttChEVAC7Oez6WyXQslHj+8xBaeDLk56M47OgzM5sf73Bg7NUrcHT75t0mnUyqM0I4DGqIA4tFkiTRMKSQxr55zQ/OHEpmspNhuZq1hG74YBp754bmPRaDDqdFD9ZkdLaw9URIaxvom8OkJ8VuwhHhF20YMABPctjKIVakcyQJRVLwBXzMe5iSGTAgHO16fPZ4+iT2iT7E1A4z5uRCvIHFxOP6pdEzJRBVOmIxtOniCqBp0mmiDW8DQiDuiqgqrPkMnhsHM2/XNGfXz4cT/oLXYOHr1x9kx8238Guajw9/N4Bjc//KDz+egl3J5OPfHcVJRXFWywSC7oCig+PuhYv/BfX7GP7l2Xw37DsWDprAQ6Mvo2bVGrZMPZ/GTZuaHZrjyOGtk9/i5B4n8/TSp7n121tFaibBEcf777/PtGnTuO+++1i6dCmDBw9mypQplJaWxixfV1dHQUEBDz/8MOnpsSfsbSHWZFAN+AmH9BKZQ6HgaHw6a/iYQBAggEZzKl5H88mfPsWllbdqppsenyZoW/Q68hKt0RrikApE0+hISOgUGaNOiWnSqKJGa4hjlNEUMFLMybeKFrwpoYk/Zb1XM/kOmtf6A5PdDKeZolEDSe+djxw5QZQkDIGcrx5/KwJxcqSGM2LcFQM4s1EDGqcqV1/ofWKofi2ytdTcWrIFzSaEI/nKgai8Lfo6AkSYNUoGA85TT0GX1FzojERSmqf+idqvUyKicmuTd11kR9y12l9bKpg0Idzcvw/u3PDEXnK5osxVtY0y5p5ZOCdFm3+H/LtjpF0CTUusD6TGkiQJ5/GTMOY0mX8FLSJ8bhRZ0vx5Y6DKWhAhv9cHSEiygi9J64OSkBDzmCDO8YMwF2SG2hbU/OWn2KLS2GhdCZvKRxHx3WPUzHf9Tcykg0VkSY4ysU+xR9/3vmQXamI2+xKH4tVZQgfqC4pQJIUsW1aorOJyaebhgOJsmvIr7Eu+P8hWS9x9vRJ6oVf0ARP6CK11vLosFmwTJ4YsK+KeMyqVURuJfN4EBeLAgleOPYcMWwapltRAnRG1OrORc0YhyZqAqEtJwZuZHJ0eDqDgaOh5LKAJ/+5+fXD2yCCmqXoAfW4uDX3C/uSxjE2Nffpgzs3HnZJCsj4ZRZJJLiwM7XcYHNiNDnITLaGYD3KLAnH8EbMZddH3bNPbN6Thl6DwBOj3myiXj7YgBOKuhKrCxm/g5cnw/sXahTz/XbjkY3xJPfl80+c89KdjyXjkHXbk22iY8TeKd13PO9/pOGNIFp/dOJ5+GY7WzyMQdAd6TYYbfoJhl5Cw7FlmGf/A+HFWfj/uWvaVV7H5/AuondfcNNqsM/PQ+IeYPmo63+34jgu+uICNFRs7oQMCQefwxBNPcPXVV3PFFVfQv39/nn/+eSwWC6+++mrM8iNHjuTRRx/l/PPPx9jKhK8lYk1cozTEQZPSgFArhf7XxGIzxjZTXjqOsQOR7JpQFfRzTLEbSbEboyZIUZNGv1+b6MgREyYVEnSWqGPkiOmQsr9ToybdDwrASYFUU141HEwrZeRQLMOaCGCSEjLFbVUgBtAFrlWMcQ+aFmfYTWAMa3/DWrfYmrCJ2ROZkD0BmgSuUdWgJoYWJ9IhIjSPbbbUCdbbtHyM/g3OcTGpd0q0gGkO+GFmDtMWBgBDbg6NPSK0erHmx3KE4JusTeh9iikUERhDhO93rAl2hOl/s4WFxAJtESihR4wTR1QR8JVU/X7NdFSnMKTfMfQ694pmvpbxCGltlda1y00FYn1WFoa8PEy9C/GYktiVeQKqLRz/2TZpIvIQzZ9WIjpCd4rNRGFq8B4L1+sN+T8HtOcYGOiaGHIhCBFI3aOYjVqe6gChezWiqBrrQREHY8+eEWWj9/VO6M3xeccTNuGOuL8D6COCqLWV/RLeI48JRpkOLiLIeoamDg09F5rWH3LDiDA3bun3JksSqsVCQmEWowoiLBayhmvP5cDiXdPFzViLnbLBgGnwYPonTMCmszfvS4AUu0kLntcagWPrhxVSP7xvK0VlbLqECD/zCE2xogOdMeBC0fbrIdIudQX8Plj9Kfz4FOxeoUViO+M5GDQVvyTx1ZYv+ceKfzDwy41c8q2f+lED+eXsu3n+k10kWd28cMnwuGY4AkG3xuSE3zwNA89GnnkH1+26mzMGjuZOy1lcNP9L/FddTeodt5F0xRVNgilIXNjvQvol9eO2ubdxwRcX8OBRDzIlv3lQH4HgcMLtdrNkyRKmT58e2ibLMpMnT2b+/Pkdco7GxkYaG8MRoKuqquKW9ak+zWy4afSaAGExNbBPDU/WoyZhuWO1qKGByX6SzciQHBcetTainmAKm8DEEFULgiNJIT9GbQKpkmdKItWWxlLAaXCyp25PaL+uHdFXI0/edNI4JnMM1e7qUHRer9/b9Mgm9cihXMitmky3gt+mTUAznZF+z1J4Atns3NoWzSeWkLZVMhk0c2KdCZat156zshQ96balQk1pzPraRXByjz+qfsvgQTRWrY82a5clnE1T3+SOAb8X9NG+3pHCX0w/3pD/pl/zmU3IQ12+E4D6foOw1PqguKVgjRG2vU0FYknSfLdbwRcQCi1mC7WALTGdNGvTwFwtE0q7E/iNtCScNdX4SYqCuSgcuVuVo9OaKXY7kj+wkCXRLAhblIYueI5AIKvGnqkY9hjwOeIIRU3cJ5r1K2JTvjMfv7NpPSrH5B7TLPpwdJ5prRKX0RWzcrs+ib2eMpLNqQxO6wP8RF9LBta8ybHb3AbMhpatLrSIz018kkPfYwu+LVYX+dyLW0arW5bArNdBcEHJkqhpkltoaiyC5uYh6/Qm1yDYJtukiciW+Bp7AHLHIO1ejt9fRWuC7PCko6msDz8jE02JVDRUhBYOQNMq90lvgyAeQAjEnUnNHlj2Jix5DSq2QXIfOP0fUHQufkXHN9u+4dnlz7Jh33puWOBi0rd+ysYczW0FZ1Ayfyfnj8xh+sn9mr8UBILDjR4T4bofYenrpH/7EG84FzLvpLGs+K6AIX97lH3Lf6HnIw8hm6MnQkNTh/LBbz7gtrm3cfv/bueXPb9w6/Bb0bXgNyUQdGf27t2Lz+cjLS16Mp2WlsbatWs75BwzZszggQceaLY9Zp5hSQdIGOVY7ykVKcZMS4lln+fMarbJatBTEZDLwwK1GtaUoBLKjmlNCLcxMHlL1ts4If8EdHI4hctQa85+aHliqLTRTAYdBgf7GvYBLQjEsk4T5CQZYyAwTbq1PYvcMTTEikJDfi8sIwoiioVzKYf6mNgDyjfHqFIJlTP3zEItqUY16GP7EuZP0P5unRmzdW2O5BBHQ6zPSEc/tDBqe8x4oYo+pG2MJDK4aO80W7P94fOGhZOJhSn4VJUfN0BJ4vEMTNyCb19FbEHfkQVlGzUNW+WOuN2LR/8MB2X2RHy7IS09iwxXFgmFQ9pdT1Brq+paEcSI8xsLELrGTS0eAnePhNxcII5xyPjcwXikHIxlP2FOsCDVxjth7DlsWO8uaRWrmqlz2PQ+fDazrnnAu6a/4/7OcYzOaOqOoZVx6pMosk5ieFo6dpOeSjTXCYOufRYzEhINg3phVuwYdmpRkH+UUzBt/jWqDKD50TcGBiV3DGz7KXwPNtXgx1lUi1yIiHzuxUOWJPzBaPZtWOSLPC4WwXgLEdHa4tQntRooDqMdMgfDjh9aLgc4zHoq6z2hgHl9E/tS4CyIEogBElsKZNcEMSs81Pi8sPUHLUjW6k+1QCE9JsGJD0Pvk1Alif/t+B/PLn+WteVr6W0t4JUlw7F/u5D/9Z3AI2knMzrdwQsn9WsxwIdAcNih6GDkb2HgOUg//YNxC15g3PgKlqwpxPLVLBb9sprCvz9F4sDoFAzJ5mRenvIyTyx+gjdWv8Hq8tU8OvFRkswt+7MJBILYTJ8+nWnTpoW+V1VVkZOTE9OsLt2aTpE9jyxVia8hlqSoXcHJus/fiiglNf8ciGmtfQ4KUFnDUV2aP68syeHtkhRaHAsKxC1NJltDiuOHGzxHXIFY0QcEYglFVjgh/4Tm2q5YtGAaqSo6PFm56JssjISUmcHvmcM0c8mmNO2LqmrpXDKHQMny6KBa++njGYkhJxskCatRh9ngIy89wv0r0ik82Lz2+AYGiloMutiLHXKEhjhAgjV6Ym0dORJfTU3s422pUHROoK6IaXUggFxc+p0Ge9dh2bOOBLuNvbsD505Mbvm4OMiBfkiBXMCqLzpicWFCISV7KrUyLYyf2aBQ625+r0ZaF7S2aJTvzKd/UjKQDMnpsHs5jd7YOZUjFzF0iUl495YjmUyoNZ5AWyPK7ue9pkoSetmI0kyDHyygxRGwNvG53p/z+RIdqOYk2LkXkPBkZkcJxEGOyptMWUOZ9iUY+TokEEcLlsGFskZfdG72sO9zG1I+oT1b/YQ1xfFo5lERp1xQ/g0uljTVELfb5LyNJs6Ds13kJVqitPBNheFgjW1FCMSHAm8jbJsPq/8Da/4DtXu0B+XIq2HElZDcC1VV+WHnDzy7/FlWla0i35HPXwb+ibQ//wv7uoW82fcElk46i9dO7sek3ikigrTgyMXsgmP+iDTuJlj8GkOtf6chsYJtP6nsmnoOC6ZewVF33IzDHH446mU9d426i6LkIu6ffz/nfX4eTxz9BINTBndePwSCg0BycjKKolBSUhK1vaSk5IACZkViNBpj+hrHy0OcY06G+ormFalqSPg1KDI6WSYn0RIKlNSaQBwVwCZwaiUjC52vAajSNMR+vyakBGZuMjL69GR81duQjeGJeDAViy6uINqSNiUwKY2jAWlVIM4ZA3vWhnLOHogFi3nIYE1TWBpr7KRQPtJgep+4E9Ym45CbZEUxeLFmpFBbEvuQGKdrM+bBg6GhCp0sMyjTCZZIrWEM/8V2zIGCWqy491NIy9U8pY4zoImSDAZ0iXEEukjMCVC9G1L6aFZ/LaEzQHqR9m+3FgVeC0IXX7CxHjUOtb4+5r7QvFCvA7yonmiz+8KEQlYbd7bahaBfdqMnejyCPvGyJDcxRwa/wQYquP2NgCHapN7k0Ky8lsc5d8T9buhZgC4zC8VmRd2jCYtBAVxV1ej7NSFPG2tjx8XOaU+q0ma+0HE4vn8aP/3YfLvT6MRpbOIfHsdkOijsuYPR9kOlol3FWkMzkJECqbPbYCUQ53vT7d7+fbE59jZbSDMVFdG4dm3r5tJtoFdCL6rcVTiMDhRZIsnWBu2vSZhMdy5+P5Sthy3fw4Y5sOl/4KkFvRX6nAQDz4Kex4HehKqq/LRrPs8uf5YVe1aQbcvmjmH3Ub3che26BzHXlvPhidcw6eoL+Eu/NJFXWCAIYrTDUTejjLoG65r/kNX7RSr+s5H8d15h/ffvsG3qpYw98zLSkxJCh5xccDK9Enpx67e3cvmsy/nDyD9wXp/zxAKT4LDBYDAwfPhw5syZwxlnnAGA3+9nzpw53HjjjQf13HF/R3FMYVVZF3inSegUhSE5LjJt6SEh2Rsj52ckkYGweqekoGuQSRg5TJN9N88K+BAH8wWFg88YJ/8WQ8oHUYGBCl2FOA1OkuUN2iR7P4iXisakmMi0ZdLD2SP2gdYksB4Ve19LZA6BXcujNGyG7EDan9IYwockkeUyYzfqQlFf49KkLya9Qs80O3tC21vXpEco39qGFKfukD2u0mxTm6qVgn6O8QTi5hriIBMKU1q9D6NI7adpjK3t0/IGTX61fLTxO6dLSIA4UadlWcJu0tF7/Ah02zeiS27ehp4pNjbuaTnzQoJFz459zbcHBWLNjzzi/hhwJp5aN2wMp0N0+91ND4+PHHld5VCO2tDV0iRimt0XzuywZr414twwpgEDaFi1ikmDcqIXIhLyoXJH3GfacXnHxbTiiIplYjSgNrrbpvUMHtckqFaQoIa4aX7ypumHQHvexCOY/k4N2NLEQ2ly/ni/N50ske4wUehIR6mtbbaQpktIQDd2bOyDY9DSWCWaEpncXp/u1H6tlwkgBOIDxdsI+7ZC2QbYtQx2LIKdS6FRM0shoQcMvQh6HQ89JkQFe1hUvIhnlj3D0tKlZFgzOTfv92zc3JcvHv+R25e8i6zXoz7+LPeeNLGTOicQdAP0Jhh0Ho5B52G/+Fe2zZgOs1Yx8Nl/oCx4jAW9R6IUncXAiWdistjondCb9059j7u/v5u/LPgLP+/9mXvG3INJ1478eAJBF2batGlcdtlljBgxglGjRvHUU09RW1vLFVdcAcCll15KVlYWM2bMALRAXKtXrw593rlzJ8uXL8dms9GrV6+452lK/MlM7O1lSSOQM7xgsKAHJmRPwKKzUFqtTabboyE+tdex4aAyAcHHZXSBqtUVHVQLpPQBYAtrzCVJ0oIYtRbIKIZQZQ681+NpiCVJYkjqkJbr3R9cudq/GEwoTMHray7IyZKEyxLLtLAN6AzhiffByPEeL8q0wQppA7S+rq7QirZDIA4qw73x7qcYJtOhY2WpuZltS0hSu4VhgP5J/Um25eKM4QvbIgPOhFUfh74e2zdw/2bGdgkamOVkYJamlZyUM4k6T12zMj2SrZj0ChnO6HeiXw1EwEaKFhRlpZlWu9UAcvGIELTDUabbpwVtD/rUVPSpqc132NK0f3EICqjxUFGxTZyI2tCApz1NjmMynWhKpKerJ3lNUtIZdUZoDAjKgUNbmsvYjDrqicgLH4ema3vxNMSSJDG6IAl274RaWk3f1pURAnFT9m3VhFyfG3yN2uf6Cqgvh7pyqC/HX7OX0l8XYXOXYvXuC/vSyDrtoT3oXMgaATmjYkYXXLxrMfd/fT9b1a0kGFIYYr6KVWv68HqNl+s3fcCpv3yJ3Lc/uf/3JJ/8+CNr3n2XM888k48/1h565557Lro2Jm2Phdfr5cMPP8QX8C9RFIVzzz0XIOb2eOcK1hPZpqbbAN577z0WLFjA6NGjOf/880PlgttHjBiBoij4fD4WLtTMhkaNGoXBYIhqV9M6gxFTx44dyxlnnMFdd93Fhg0bOOecc1i6dCmbNm3iwgsv5KKLLopqR/B8Tfvn9Xp5++23eeedd+jVqxePP/44Op0uNCY+n4/Fixc3a68sy8yYMYPPPvusxevTtP5HHnmEf/3rX1Hfg3UEr7eviQ9Q0zbX1NRw1llnsXv3bsaNG8eECRNCY3yg1NTUcOaZZ1JSUsLvf/97LrjgghbvwchrH9n+4LiNHj2ac845J6oOoNk9dCBIqb3Je/Jf1F+xgu13TGPv97tI3baSnPJvaZx/O/9ThmAceh59x5/J08c+zUs/v8Szy59l/b71PHH0E2Tbsw/o/N2NWL9hQfdn6tSp7Nmzh3vvvZfi4mKGDBnCrFmzQoG2tm3bpuWTDbBr1y6GDh0a+v7YY4/x2GOPMWnSJObOnXvgDYoQooLP/n8v3kbPXj05ccjZoWLBfL1BDbHH13aB2Ov18tFHHwHavTwqbRSzPp1F2fqNjBs6NNSG0DFpA5rVt7+MSh3BXucekCQaGhq444478Pv9jBo1CiUgJDd9zwbb2dbfXLzfarz38Jf/+RegPYs/+ugjFixYwIQRAzl7sCvUpnajM6EGBAHJW8+7777brD2qyci7776Lz+fDUbaCGp/EsGFh4Sh4/YPv75PtDsaN0zRIXr+fhfPm4UdiTJ9To8cmpOmpAKIn6MExB3j00UcxmUz4fD4WzJtH8fIy9GO1tEvpDlNovNxud+j9/ehDf8YEMQXiSCLnLZHzmaZl9uf6KrJChkETVH1+Px9EjC3QbG4ChPr8+BVjMegNbT5/0/Fqa//8+PFYTSxfvpxFXiPnnndeaH/Q99ZpUpg3bx4WycLQqUPbNH8888wz+X7RWtyymSn9vKF7eM43c6hsVNm93EvuhrWMHTUSJKldY+z3+/jppwX8lFbByPFh5VKs+UrkeH+9dQvmklKOnXxcs3lPW8/vVxQ+nDkTjx8y/WorFp4SPp+Pb2d/ya5Vi1izaDsDqqpD10CSJHo6ejabC/805yd2eneyXlqPWTGTMSqDRFPYtL+mpoazz9aesf/617/onWJh1cxl/OLfyaisAXGFwLZqiEEby69nzcThLmXUmUWhOvfnt9Dagkd7noPtRcx+mvLCBGiojL9fMSJZElD8FvZYemMeegxKci8tUmNKPzDEt5P/ec/PPLvsWebtnofOZ0cq/w3bykaxR2fijAyJ85e9hWH1z7imTiXt7j/ijxetTSAQtIh50GAKP/sve19+mb3/eI5fy3qxb4CNAbmrSV4yjcbFd/KzcRCFWcfy+x638/LOFzj/i/N5ZMIjHJW1H6aLAkEX48Ybb4xrIt1UyM3Pz297rtgWiD+ZaR4UqSWCkUPboyFuisvo0kwaA/0aljGCKrkRi24/fdlamKiZTDacRhf6DvLRPngcoHZNMaKanTSY0vBZkqFyW9Ru+zFH45Nl+OQTACpcRexu1HNGYhvHPJR2qXXa40NclFTE0FQTGbYEVL+veYHIPMRdgXZqQf0Fk0FtruntaFRVpb6ogIoKP9YmbTQbFE4uymBn1Qg2rlqOjxjj3AJ7zTFSU0UGgDvEXk3uxETcbfEZ72Ak1YfXoKNKbZulQAIJ+CU/TpzoJT0j00aSbo//HJJlCZseaKTF+71pFPLWfm+SGieoVjdCCMRN+c3T2k2iM2qJ3RW9FgDLkqTl6dJb8Pl8fB1YiciZcC60shKxcNdSHlv4DGsqFyH5bDTsPQV/xWj62CSuOWcY47YsYd9DfwVZJv3RR3H+5lQA/N79NDkRCARIBgMpv/sd9smTKX7wL0gLFrF1S0/KrjqXKvda0nbPZcjmx2AzFCg5/CXDynVfX8cxaedz64gb6ZHkEL7FAkE7iGsy3ULQoliYA0F9XJaW/Vyjg2rFMekLTPpSbGmkxQgE1n6aTyJlgwH75OOQjMao/MxdjQMW92yaaWlZ8ggMigREC8Sy1Ro1b5EVHbl2GYOujYv7ocl06y1tezgViWx7dliTFOsW7CqT+KSeWvqm9kp/JgeYYpj9djB+1Q96HR5bjNRVgF6RSTZr5uLtFYhjEfMu2M93crbFz9Bc14E0Z79pU4sD/dKpbjxqy37k0YdJJEhhn/Lg+LeEP3i/++PnOm/6PG3t9xaylD3A35JB1iwdMm2ZB1TP/iAE4qYMOPOAq1BVlc17a3n/l//xxfZ/Uslq/F4bVJ7CUSmnMfnoLGp+nYezah9Dn/ucsh9+xDJyJJmPPIw+89DfBALB4Yypd2+yXn2F2Q8+SOZXs/E/9AwZxx9P8g0fUutS2L3wE/I2fMnHO5fyWJKTf/Ee6/79IcP2DofEKST3GERRtovBOS7SHMLPWCCIR9wFpPRBsGuptrDcWiolNG3TsX1Tm6dAaUJ7UhMd8OKWIwv2rgdrSszdsqnrPxt88n76DoOWa9ieBtUN2veD6EPclivV9uvZhna2IV3NISGxQBOIu+hCbA9nD0prS7ERWyCGcL5cXQeKF1LE//d3bBKNKtkJ7fTP3g/amjYoHorqw3+Q1eFqSCBum9JtYJaz1d9brT4Jm6dMUxweAHpFz5T8Ke3z2+8ghEDcQeyurGfehjJ+2LCHH3YsoMb8X3TWTUg+B0XWS7hy0AVMKMzEqFNw19Tw/evfk/7d9zSYTKTd8ycSzj+/9aTVAoFgv5Akicp+/agqLOTYmlr2vfoq1bNnY5s0icxrr8Vy2h3QUMmf1n/DiF8+4DHfSmZlLuB3+77i1HkSi/z9ecI/kA3mQSRk92VQTgJF2U6KspwktyX0v0BwBBBc3S9ItrF9X4QJp9kFPY/VPgcmYQotT8ZajYJM24Si+mAeXn3r9bWINbntEW27KH4pYsrX5+QWNUTNMGmpbezBVFUHQ2gL1Fmv67g0Ou05b6fTVUy242A32Dk6+2g+lD6MW0aRFbLlbCwceJqdKIKXaH+v1SG6xsH0SE5DdDoln82OXKdF925qjqwR3iYfuC1Hi/gJyBq+tgnEPVPiL4AEadA52eoYyShD21JRtURnCMMgBOL9wu9XKWmQ2VarsOTfK1myrYLNZZXoHCuwJM9DTd5Jgi6Ji/rczpWDzwtFoFR9Pio+/oQ9Tz1FZkkJ+/r3Z9gzf8cktMICwSFB1elIvPq3JF1yMfveeZfy119n64UXYho4kITzp+I4+WROLTqTCY2VPPTDPfyf9C2fJ5u5vWwrj1TMBy9UbbWzbFMPlvt78qa/J7us/cnKymVApoP+mU4GZjnIcpmFubXgiCN4zxdlOynKdrZYNs23hyJnwQGdry0aYndiIvaTTxa/x0hkXYvxTkLkjILtWqDLoCmk2aAwqkciekll9sqOb9pOWxE+Kb4me1LvFPZUt8csvR3XvQPz2e4XBpuWEielHxAjcW03wSm1/NtvK7kWHyUSmJUDERAP7e/eqrdyVNZR2A12/BFR3usGDsOgUxic7SLF3vIi+jr3wY1FENQQS+1ZEOskjDqZQ3UNhUDcCn6/ys6KelbvrmLN7iqWbatg2bZ9VDVoKyaJlZtIy15GWvpc6nwV9HIVcnH/Bzi14NTQSpHqdlP52WeUvfwK7s2bMQ0axJqTT6I2N5dRscK9CwSCg4pis5F8zdUkXnIxlZ9+yr5332P3n+6h5KEZWCdNxHH88Tw0cQan9lnKI4se4Xf+eo7vN5XbXYPJ3LOB8TuWMKHkM2TVCx4o25rImk2ZrPdn8T81m936PEzpfcjNyWVAlpMBmQ56JNvirAwLBEceEu3xA41ThxBy243a7zega6O23JULO5douVEjtDYZTjPegxTjxCu3bHrushjalDZKlQNRr9s6mS48Htqb8qijUXQw8GwQ8WMAMCiQaQ76IktN/raRTnhGOI3agoA/kAdJkSDVZaZPRgsWZRGpkho5QGuWVvBJ7dMQdyZTBhy6QIVHrECsqiqNXj/1bh/1Hu3f3upGdlXWs6uigR376vm1pJp1xdXUNGo3jSxBn3QHpxSlUbx3FuXGpWxXNrDT72VSxiQu7n8xo9JHhV7S3rIyKj/5hPJ/vom3pATTgAFk/d/TmI85hp8C6SEEAkHnIZvNJJx/Pq6pU2lYsYKKTz+l5us5VP93FpJeT+7gwbw8/Fi+Tynn7zu/5NTSxZxVeBa/PeYD0g1OKP4Fdi4hqWQl40rXMrb0RxSPZhZFMdTvNrBLTWKHmsISKQWvPRtDUh5JmT3Iyiskv6AXRmMnT8IEgm6KTBfx/exOKAZN8GorzlzYt/mg5Ret7F2I9dhjO77irOHsMy7CrWvd3BMAU8doNQXxyU20UFF/YFpJSWrdK9w6biySocmiSScunkkSjO6R2HIqIN0B+Pe3E7+kCdyqsY2/jU7kUC56HrEC8dX/XMLXa0ri7k+2GeiVauPcEdn0S3fQN92Oz7Cd/+2Yw+ebPqfEVIIFC+f1Po8L+l0QSpatut3UzJ9PxUf/ovrbb8HrxTJ2DJkPz8AyZgxSIIeaQCDoOkiShHnIEMxDhqDecw/1K1ZQ88031C1cxL5XXmOg18sLQG2ShfWud3nf9R7pBQMZWnQC2T1HoQw6EcXpRLHboa4U9qyB8s0Y920jtXQzCeVbGVazHHvtHC15/TbgJ/CrEuWyixpTGn57FuakXFwZPTAm5oAzB5xZYEsHkYJNIGiGGpga93TFSNki6BiyhkHGoINWvd9gODgByXRGqozCHa0rMTQ3ofVC8WiHD7EuMl1SNzIiUQuOYfeKfcAvB/U8PtnAbks/yBzaeuEjiCNWID57WBajeiRg1isY9QomvUKyzUCm00y604RJr9DgbWBp6VK+3/E5Ly+Yw+7a3egkHeMyxzHePZ5eUi/OH34+Uk0NVTNnUv31HGq++w5/TQ1KcjJJl1+G86yzMRb06OzuCgSCNiLJMpahQ7EM1V4W/ro66pcvp2HNGhp/XY/j1zXUrduKcckKfB+uYGuT42WbDcXhQHY5NSHZkYzi7Ik3KRGPy4liUqnx1VFeV06VuxxPXTGG2t0k1a4jsWQexjX1UfX5FBNqYk90KYWQXAhJvSCpUEvRYXYdmkERCLognoAPnFERge0OGpKkpZ8UCLoC7dUYBsp37XBlASyJNCqHRmvr1tm0WAKtcCS5eR2xAvFJRRlR31VVpbi2mFVly/nPttWs2LOC5aXLcfvdGBUjR2UexU1Db2Ji1gQMJZV8O/dlbFu/Yuu7H+Bevx4AJSUZx0knYZ98HNZx45AONKqlQCDodGSLBeu4cVjHjYvavq+ihFkL3mTess9o3LeXRLeBImM+veR00nxWlJoGfJUVuDdtxFtRga98H/jCuRl1QCIg2+3oMzLwp/bmV3sSpXozJfgo8TVSL9eQaSijoLiE3nsXkaV+hi4iv6PXnAxJvVCSC5ASCiCxh/YvoccBpz8QCLo6QYFYLwQ2geCwRj3AtEtdJpJ4N+LUQUeWhcVhLxB7/V7cPjdun5tKdyX7GvZR3lBORWMFxbXFbKvexvaq7Wyt3kplYyUAOklHX2chV6WczghPJnl7JfzfbqHh17coXn8//ro6egA+gwHd6FE4f/MbrKNHYSoqQhKmjQLBEUGCK40LptzO1BOmsbRkKbO2zOKFLV+xr3EDEhL9k/ozJmMM/ZP60zexL1nWTKiuwVtejq+sDG9ZGZ7iYjy7duHdvRvPzl04Vq3Eum8fkTYlqtVGbVIaK20jmal3UKaT8Zvc2K31pFv3kV9TSt72L0mXyqPSNdTLNvaZsqk2ZdBoTKbRmITHnIzXnIzP4MCvt+CRzWzcW41HMrJ7bzk5KQlaNFnxHBN0A3SBNEJCQywQHObsrzwrBOH95kjSDkM3EojrV62ifukyJL0OFAVJ0SHpdVru3sBnZBlJUZAUhaeW/52fy1filVT8EvhlUHyg96novWDwgckrkeVzMtlnI9mdRHJjBs5KD7o9FfhKV4Ffs+MvB5TkZIyFvXCdew66gp58v2M79enpnDt1asuO8gKB4LBGlmRGpI9gRPoIpo+azuqy1czfPZ/5u+bzxuo38Abyrlp0FgqcBWTYMsi0ZpKRl0FG/1ycxiJseht2g51kgx2zR8K3uxj39u14tu/AvWM79u07SNqxnZ6bfkZtaIg6v9diY6e9J79ah9Bo1OMxgKQ0YpJqsOuqcep/JUW3DKe+FkWngqQiySDJKpIEkwOfledvjqhV0sypZB3cvk4EnBF0SXon9tZ+N+ZkEZtDIDgSaG+uZiEQC9pIt5Hk6n76idJHH2tz+bMC/1qnHOQKFIcDJSEBfUY6usIB6DMy0GdmoM/Kxti7MMpJ3+v1Uv9h/MTkAoHgyESRFYpSiihKKeKaQdfg9rnZWLGRdfvWsa58HZurNrOxYiM/7PyBem99zDokJMw6MwbFgMFkQN9Hj76fHp2sQy/1wlUnkbTPS0KZG2elB2u1F1tVI7aqahxlHiyVjRgaw2bVfqACCxXEzzu6Ld/Eymv7Y5AlFFVFQkVRVWRA+fUDZMWAIinIkqz9leXo75KMIivoJB2yJKOTdaF9wc+qquJX/fhUX+ivz+9rtq3ZX3/4+4TsCaEAhgKBXtaT68jt7GYIBIJDRTsFYn16IG2PEIwFrdBtBOKESy7Bdc45qD4fqtcLXm/0Z68X1ecHvw/V5wOfL/zd69Py6Ol0yEYjktGIZDAim4woTieywyFMnQUCQYdjUAz0S+pHv6R+UdtVVaWysZLiumKq3dVUuauocddQ7a6m2lNNrbsWj98T/c8X+GvxUJboY0+BHz/+kFAZKUiqXi/6Bi/6eg+GBi/6ei/Geh+Kx4fk9yP5fMheFfx+VLeXvQ4/K2rXhY73q/5wY5etPMSjFp8US4oQiAUCgeBIYz8FWuPAgVSuXCkEYkGrdBuBWDYYoGleMYFAIOiGSJKEy+TCZXJ1aju8Xi8fBqxdXjj33JD7R1Cb26L2NoZ21+f3aX9jfJYkqZlGuZmWOYbWOfK7SXcQ0rMIBAKBoEtTn5amuUUaje3SEkuShCrcGgVtQNwlAoFAIIhCkiQUSUFBQY+I4CsQCASCzsPjdGI/8UQtbpCIFyA4CAg7YYGgE1i7di1Dhgzhqquu4rvvvuvs5ggEAoFAIDgIvP766xQWFqLX68nPz+/s5ggEghgIgVggOMQ0NjYyd+5cxowZw1133cWQIUM6u0kCgUAgEAg6mJKSEq6++mrGjx/Pt99+y8cff9zZTRIIBDEQJtMCwSGmrq4Ov9/PBRdcwN69e1m8eHGzMqqq4vV6kUQgCIFAIBAIuiUbNmzA6/VyySWXMH78+JhlVFXF4/FgEHFyBIJOQ2iIBYJDyEsvvcSiRYsAOPXUU7n88svZsGEDb775Jtdeey3ffPMN06ZNw263s2rVKurr63njjTe46667uOqqq/jd737HmWeeydq1a5vVXVVVxT/+8Q+ysrIwmUz06tWLu++++1B3USAQCASCI54rr7wyJAQfd9xxSJLE/fffT35+PpdffjkvvfQSvXv3Rq/X880331BVVcWNN95IUVERV1xxRYvv+82bN/PVV1/xyiuv4HK5xPteIDhAhIZYIDiEnH766ZSVlbF27VqeeOIJysvL+e6779izZw/ffvstBoOBc889lxNPPJENGzZQX1+P3+/nrLPOwuFwUFdXx88//8zYsWNZs2YNNpsNALfbzSeffILNZuPBBx+kd+/ebNmyhR9//LGTeywQCAQCwZHH3XffzZgxY7jhhht49tlnGTZsGNnZ2bz++uvMnj2b5cuX8+CDD5KUlERhYSHV1dV4vV7uvfde1qxZQ3V1NT///DMTJkzg/vvvD9W7ZcsWJk6cSGNjI2PGjOHOO+9k165d4n0vEBwAQiAWCA4hqampISG2b9++lJaWsnDhQkDT8D7++OM4HA6OPfZYKisr8fl8XHHFFaHjJUnigQceIDMzk3fffZerr74agNLSUnw+H/fddx+//e1vQ+lzrrzyykPcQ4FAIBAIBD179mT37t0A9O/fnzFjxoT2VVZWsmLFCpKTk6OOef7550Pp8Px+f+h9v2DBglCZBx98kMbGRs455xysVitHH300JpOJK6+8Eq+IwCwQ7BdCIBYIughjxozB4XA0275gwQJmzpxJcXExdXV1oe3r1q0Lfa6pqSE/Px+Xy3UomioQCAQCgWA/Oeqoo5oJwwAffPABjz32GKtWrYp63+/evTvkYzxnzhxOOeUUrFbrIWuvQHC4IwRigaCLkJqa2mzb0qVLeeaZZzjhhBM4++yzsdvtHH/88Zx22mk0NDSEynm9XvFyFAgEAoGgG5Cent5s22effcbUqVO58cYbOfbYY7FaraH3fWTQrbKyMrKysmhsbDzUzRYIDluEQCwQdBFiRZT+6aef6N+/P5dccgkAiqIwaNAgysvLo8rpdDpqa2sPSTsFAoFAIBDsP7He9++99x7HHnssTz75JB9++CFAzPd9cnIyu3btIikp6ZC0VSA4EjioArGqqoDmG3k44fV6Q6YsVVVVIX/Njj6+abkDOWesev1+PwCyLIeuUaztbW2fTqdrtg2gvr4et9tNfX19VLnI7Yqi4PP5cLvdoWO8Xm9Uu2LVGfxcVVWF2+2Oqjf4OVY7FEVp1r9gea/Xi9vtDu0LjkmwfU3bG6yntesTrN/n8wFQW1sbOl8w7ULT611fX48kSdTX14euyYsvvojP58Pj8VBVVRXSDm/dupWSkpIDvj+C1NTU4PV68fl8oXFsqY+x7tem49a0jqbXtiPaHYsD/c0erhyp4xK894LvKMGB0Z53fdNnf0fdd7HePZ1xbzc0NOB2u/H7/aF3BTR/z7a3XfF+q215Dx+K8W7annjziMjrDzSbF+zP2ATHPHhc8P3fUvs8Hk/U+zt4fGt9bm0sm543uFBdW1sb9dwJvr8jqaqqQpKkqPdk8H3v8/lCc5OJEyfy2WefceaZZ2I2m6Pa35YxjDVe+9u/9u6PVy7ePRzrPmrPfdLW301Lz47Wfl/tmSO3REu/jVj1BdvZ0pw9OI8LHuN2uzv8udieZ9OhPld73vWSehBnBDt27CAnJ+dgVS8QCAQCwX6zfft2srOzO7sZ3Z5NmzbRs2fPzm6GQCAQCATNaMu7/qAKxH6/n127dmG322OahxxKqqqqyMnJYfv27TEDF3VHDsc+weHfrw8++IDzzjuPzz//nAkTJgBQVFTE+PHjee6556KO8fv9/PWvf+Wtt96isrKSYcOGMWPGDC6++OJm5Tdt2sSDDz7It99+S11dHVlZWZx99tn86U9/OiT9Olyvl+hX96A9/VJVlerqajIzM5Fl+RC18PCloqKChIQEtm3bhtPp7OzmHBYcrr/TzqQzxvT777/n1FNPPWze95GIe7TjEWPasbTnXX9QBeKuRFVVFU6nk8rKysPmJjsc+wSiX90N0a/uheiXoKMRY9/xiDHteMSYdixiPDseMaadh1gaFwgEAoFAIBAIBALBEYkQiAUCgUAgEAgEAoFAcERyxAjERqOR++67D6PR2NlN6TAOxz6B6Fd3Q/SreyH6JehoxNh3PGJMOx4xph2LGM+OR4xp53HE+BALBAKBQCAQCAQCgUAQyRGjIRYIBAKBQCAQCAQCgSASIRALBF2YHTt2cPPNNzNu3DgsFguSJLFly5bObpZAIBAIBIIOQrzrBYLORQjEAkEXZsOGDbz//vu4XC4mTZrU2c0RCAQCgUDQwYh3vUDQuXQbgfjZZ58lPz8fk8nE6NGjWbhwYYvlP/zwQ/r27YvJZKKoqIiZM2dG7ZckKea/Rx99NFQmPz+/2f6HH3640/q1atUqzj777FC7nnrqqf2qs6GhgRtuuIGkpCRsNhtnn302JSUlXbZPM2bMYOTIkdjtdlJTUznjjDNYt25dVJmjjz662bW67rrrOqxPB6Nf999/f7M29+3bN6rMqFGjOOecc1iwYAHffPMNAHv27OnS/Yr1u5EkiRtuuCFUpqtdr5deeokJEyaQkJBAQkICkydPblZeVVXuvfdeMjIyMJvNTJ48mfXr10eVKS8v56KLLsLhcOByubjqqquoqanpsv3yeDzcddddFBUVYbVayczM5NJLL2XXrl1R9XS1Z2Fbrtfll1/erM0nnnhiVJlDcb2OBNr7fj5Sacu7rC3v523btnHKKadgsVhITU3ljjvuwOv1HsqudEkefvhhJEni1ltvDW3rLuM5ceJESkpKmDlzJlOnTj2k527Kzp07ufjii0lKSsJsNlNUVMTixYtD+7vKu7C74PP5uOeee+jRowdms5mePXvy4IMPEhnCSYxpF0DtBrz33nuqwWBQX331VXXVqlXq1VdfrbpcLrWkpCRm+R9//FFVFEX929/+pq5evVr905/+pOr1evWXX34Jldm9e3fUv1dffVWVJEnduHFjqExeXp765z//OapcTU1Np/Vr4cKF6u23366+++67anp6uvrkk0/uV53XXXedmpOTo86ZM0ddvHixOmbMGHXcuHFdtk9TpkxRX3vtNXXlypXq8uXL1ZNPPlnNzc2NuhaTJk1Sr7766qhrVVlZ2SF9Olj9uu+++9QBAwZEtXnPnj1RZSKv1X333acC6rBhw7p0v0pLS6P6NHv2bBVQv/3221CZrna9LrzwQvXZZ59Vly1bpq5Zs0a9/PLLVafTqe7YsSNU5uGHH1adTqf6ySefqCtWrFBPO+00tUePHmp9fX2ozIknnqgOHjxY/emnn9Tvv/9e7dWrl3rBBRd02X5VVFSokydPVt9//3117dq16vz589VRo0apw4cPj6qnqz0L23K9LrvsMvXEE0+ManN5eXlUPQf7eh0JtPfaHcm05V3W2vvZ6/WqAwcOVCdPnqwuW7ZMnTlzppqcnKxOnz69M7rUZVi4cKGan5+vDho0SL3llltC27vjeL722msqoG7evPmQn7u8vFzNy8tTL7/8cnXBggXqpk2b1C+//FLdsGFDqExXeBd2J/7617+qSUlJ6ueff65u3rxZ/fDDD1WbzaY+/fTToTJiTDufbiEQjxo1Sr3hhhtC330+n5qZmanOmDEjZvnzzjtPPeWUU6K2jR49Wr322mvjnuP0009Xjz322KhteXl5MSf8HUV7+9WWtrVWZ0VFharX69UPP/wwVGbNmjUqoM6fP/8AetO287dEW8e7tLRUBdT//e9/oW2TJk2Kegl2NAejX/fdd586ePDguMc1vVbBl2RHXStVPTTX65ZbblF79uyp+v3+0LaufL1UVZsk2e129Y033lBVVVX9fr+anp6uPvroo6EyFRUVqtFoVN99911VVVV19erVKqAuWrQoVOa///2vKkmSunPnzo7oVof3KxYLFy5UAXXr1q2hbV35Waiqsft12WWXqaeffnrcYw7F9ToSONBrdyTT9F3WlvfzzJkzVVmW1eLi4lCZ5557TnU4HGpjY+Oh7UAXobq6Wi0sLFRnz54d9W7pruPZmQLxXXfdpY4fPz7u/q7yLuxOnHLKKeqVV14Zte2ss85SL7roIlVVxZh2Fbq8ybTb7WbJkiVMnjw5tE2WZSZPnsz8+fNjHjN//vyo8gBTpkyJW76kpIQvvviCq666qtm+hx9+mKSkJIYOHcqjjz7aYWY0+9OvjqhzyZIleDyeqDJ9+/YlNzd3v8/bnvN3BJWVlQAkJiZGbX/77bdJTk5m4MCBTJ8+nbq6ug4538Hs1/r168nMzKSgoICLLrqIbdu2hfbFulYAmZmZHTKeh+J6ud1u3nrrLa688kokSYra15WvV11dHR6PJ3SPbd68meLi4qg6nU4no0ePDtU5f/58XC4XI0aMCJWZPHkysiyzYMGCLtmvWFRWViJJEi6XK2p7V34WxuvX3LlzSU1NpU+fPlx//fWUlZWF9h3s63UkcKie+YcrTd9lbXk/z58/n6KiItLS0kJlpkyZQlVVFatWrTqEre863HDDDZxyyinN3pViPNvPf/7zH0aMGMG5555LamoqQ4cO5aWXXgrt7wrvwu7GuHHjmDNnDr/++isAK1as4IcffuCkk04CxJh2FXSd3YDW2Lt3Lz6fL+phBZCWlsbatWtjHlNcXByzfHFxcczyb7zxBna7nbPOOitq+80338ywYcNITExk3rx5TJ8+nd27d/PEE08cQI809qdfHVFncXExBoOh2WS3pfHpyPMfKH6/n1tvvZWjjjqKgQMHhrZfeOGF5OXlkZmZyc8//8xdd93FunXr+Pe//33A5zxY/Ro9ejSvv/46ffr0Yffu3TzwwANMmDCBlStXYrfb416r5OTkA75WcGiu1yeffEJFRQWXX3551Paufr3uuusuMjMzQy+o4Hi39FwpLi4mNTU1ar9OpyMxMbHLXK+m/WpKQ0MDd911FxdccAEOhyO0vas/C2P168QTT+Sss86iR48ebNy4kT/+8Y+cdNJJzJ8/H0VRDvr1OhI4FM+Qw5VY77K2vJ/jzW+C+4403nvvPZYuXcqiRYua7RPj2X42bdrEc889x7Rp0/jjH//IokWLuPnmmzEYDFx22WVd4l3Y3fjDH/5AVVUVffv2RVEUfD4ff/3rX7nooouArjG/EHQDgfhQ8Oqrr3LRRRdhMpmitk+bNi30edCgQRgMBq699lpmzJiB0Wg81M0UoK0Er1y5kh9++CFq+zXXXBP6XFRUREZGBscddxwbN26kZ8+eh7qZbSK4Ogja/TV69Gjy8vL44IMPYlordEdeeeUVTjrpJDIzM6O2d+Xr9fDDD/Pee+8xd+7cZs+E7kxr/fJ4PJx33nmoqspzzz0Xta8rPwvj9ev8888PfS4qKmLQoEH07NmTuXPnctxxx3VGUwWCEPHeZYK2s337dm655RZmz559WD2rOxO/38+IESN46KGHABg6dCgrV67k+eef57LLLuvk1nVPPvjgA95++23eeecdBgwYwPLly7n11lvJzMwUY9qF6PIm08nJySiK0iwqYElJCenp6TGPSU9Pb3P577//nnXr1vHb3/621baMHj0ar9fbIbnh9qdfHVFneno6brebioqKDjtve85/INx44418/vnnfPvtt2RnZ7dYdvTo0YCWyuBAOdj9CuJyuejdu3eozfGu1d69ezvkvAe7X1u3buXrr79u828LOv96PfbYYzz88MN89dVXDBo0KLQ9eFxrv63S0tKo/V6vl/Ly8k6/XvH6FSQoDG/dupXZs2dHaYdj0VWeha31K5KCggKSk5Ojfl8H83odCRyqZ+PhRrx3WVvez/HmN8F9RxJLliyhtLSUYcOGodPp0Ol0/O9//+P//u//0Ol0pKWlifFsJxkZGfTv3z9qW79+/ULuXF3hXdjduOOOO/jDH/7A+eefT1FREZdccgm///3vmTFjBiDGtKvQ5QVig8HA8OHDmTNnTmib3+9nzpw5jB07NuYxY8eOjSoPMHv27JjlX3nlFYYPH87gwYNbbcvy5cuRZbmZ2cL+sD/96og6hw8fjl6vjyqzbt06tm3btt/nbc/59wdVVbnxxhv5+OOP+eabb+jRo0erxyxfvhzQHu4HysHqV1NqamrYuHFjqM2xrhXArl27OuS8B7tfr732GqmpqZxyyimtlu0K1+tvf/sbDz74ILNmzYry0wHo0aMH6enpUXVWVVWxYMGCUJ1jx46loqKCJUuWhMp88803+P3+kMDf1foFYWF4/fr1fP311yQlJbXalq7wLGytX03ZsWMHZWVloXvsYF+vI4FD9Ww8XGjtXdaW9/PYsWP55ZdfoibHwUWspoLM4c5xxx3HL7/8wvLly0P/RowYwUUXXRT6LMazfRx11FHNUoH9+uuv5OXlAV3jXdjdqKurQ5ajxS1FUfD7/YAY0y5DJwf1ahPvvfeeajQa1ddff11dvXq1es0116gulysUFfCSSy5R//CHP4TK//jjj6pOp1Mfe+wxdc2aNep9993XLO2SqqpqZWWlarFY1Oeee67ZOefNm6c++eST6vLly9WNGzeqb731lpqSkqJeeumlndavxsZGddmyZeqyZcvUjIwM9fbbb1eXLVumrl+/vs11qqqWhiA3N1f95ptv1MWLF6tjx45Vx44d22X7dP3116tOp1OdO3duVAqVuro6VVVVdcOGDeqf//xndfHixermzZvVTz/9VC0oKFAnTpzYIX06WP267bbb1Llz56qbN29Wf/zxR3Xy5MlqcnKyWlpaGipz3XXXqcnJyep9992nnnvuuSqg9ujRQ/3www+jog12pX6pqhZpNjc3V73rrruanbMrXq+HH35YNRgM6kcffRR1j1VXV0eVcblc6qeffqr+/PPP6umnnx4zLcLQoUPVBQsWqD/88INaWFjY4WmXOrJfbrdbPe2009Ts7Gx1+fLlUWWCEVa74rOwtX5VV1ert99+uzp//nx18+bN6tdff60OGzZMLSwsVBsaGkL1HOzrdSTQlneOQKO1d5mqtv5+DqYJOuGEE9Tly5ers2bNUlNSUo74tEtBmmYw6E7j+eGHH6offvihesMNN6iA+o9//KPD3vVtZeHChapOp1P/+te/quvXr1fffvtt1WKxqG+99VaoTFd4F3YnLrvsMjUrKyuUdunf//63mpycrN55552hMmJMO59uIRCrqqr+/e9/V3Nzc1WDwaCOGjVK/emnn0L7Jk2apF522WVR5T/44AO1d+/eqsFgUAcMGKB+8cUXzep84YUXVLPZrFZUVDTbt2TJEnX06NGq0+lUTSaT2q9fP/Whhx6Kmkwd6n5t3rw5lHYn8t+kSZPaXKeqqmp9fb36u9/9Tk1ISFAtFot65plnqrt37+6yfYq1H1Bfe+01VVVVddu2berEiRPVxMRE1Wg0qr169VLvuOOODs1rezD6NXXqVDUjI0M1GAxqVlaWOnXq1Khcf6qqXat4/W96z3eVfqmqqn755ZcqoK5bt67Z+bri9crLy4vZr/vuuy9Uxu/3q/fcc4+alpamGo1G9bjjjmvWv7KyMvWCCy5QbTab6nA41CuuuCJKqO5q/Yp3PYnIG90Vn4Wt9auurk494YQT1JSUFFWv16t5eXnq1Vdf3UxIOxTX60igtXeOQKO1d5mqtu39vGXLFvWkk05SzWazmpycrN52222qx+M5xL3pmjQViLvTeB7sd31b+eyzz9SBAweqRqNR7du3r/riiy9G7e8q78LuQlVVlXrLLbeoubm5qslkUgsKCtS77747Kq2XGNPOR1JVVT0wHbNAIBAIBAKBQCAQCATdjy7vQywQCAQCgUAgEAgEAsHBQAjEAoFAIBB0I5599lny8/MxmUyMHj2ahQsXtlj+ww8/pG/fvphMJoqKipg5c2azMmvWrOG0007D6XRitVoZOXJkKLKsQCAQCASHM0IgFggEAoGgm/D+++8zbdo07rvvPpYuXcrgwYOZMmVKs5QcQebNm8cFF1zAVVddxbJlyzjjjDM444wzWLlyZajMxo0bGT9+PH379mXu3Ln8/PPP3HPPPSK3q0AgEAiOCIQPsUAgEAgE3YTRo0czcuRInnnmGUBLc5STk8NNN93EH/7wh2blp06dSm1tLZ9//nlo25gxYxgyZAjPP/88AOeffz56vZ4333zz0HRCIBAIBIIuhO5gVu73+9m1axd2ux1Jkg7mqQQCgUAgaBOqqlJdXU1mZmaz/JBdGbfbzZIlS5g+fXpomyzLTJ48mfnz58c8Zv78+UybNi1q25QpU/jkk08A7T39xRdfcOeddzJlyhSWLVtGjx49mD59OmeccUbMOhsbG2lsbAx99/v9lJeXk5SUJN71AoFAIOgStOddf1AF4l27dpGTk3MwTyEQCAQCwX6xfft2srOzO7sZbWbv3r34fD7S0tKitqelpbF27dqYxxQXF8csX1xcDEBpaSk1NTU8/PDD/OUvf+GRRx5h1qxZnHXWWXz77bdMmjSpWZ0zZszggQce6KBeCQQCgUBw8GjLu/6gCsR2uz3UEIfDcTBPJRAIBAJBm6iqqiInJyf0jjqS8fv9AJx++un8/ve/B2DIkCHMmzeP559/PqZAPH369Citc2VlJbm5ueJdLxAIBIIuQ3ve9QdVIA6aTjkcDvGSFAgEAkGXoruZ9yYnJ6MoCiUlJVHbS0pKSE9Pj3lMenp6i+WTk5PR6XT0798/qky/fv344YcfYtZpNBoxGo3Ntot3vUAgEAi6Gm1513cf5ymBQCAQCI5gDAYDw4cPZ86cOaFtfr+fOXPmMHbs2JjHjB07Nqo8wOzZs0PlDQYDI0eOZN26dVFlfv31V/Ly8jq4BwKBQCAQdD0OqoZY0D1RPR7c27bhq6jAX1ePYrehJKegz8xA6kYBaAQCgeBwY9q0aVx22WWMGDGCUaNG8dRTT1FbW8sVV1wBwKWXXkpWVhYzZswA4JZbbmHSpEk8/vjjnHLKKbz33nssXryYF198MVTnHXfcwdSpU5k4cSLHHHMMs2bN4rPPPmPu3Lmd0UWBoO14G0FVQS9ShAkEgv1HCMQCANzbt1M1879Uz5lD45o1qB5PszKy1YppwACsE8ZjP+44jAUFoX3B7F3dzQRRIBAIuhNTp05lz5493HvvvRQXFzNkyBBmzZoVCpy1bdu2qGia48aN45133uFPf/oTf/zjHyksLOSTTz5h4MCBoTJnnnkmzz//PDNmzODmm2+mT58+/Otf/2L8+PGHvH8CQbtY85n2t+iczm2HQCDo1hzUPMRVVVU4nU4qKyuFX1EXpeHXX9n73HNUz/oSVBXz0KFYRo7E2Ls3uuQkZJMJX3UN3tISGtauo27pEhpXrQagrqAPi/qM5T+pg9hQC26vH1mCDKeZHslWjuqVzPH9U+mVKgLXCASCroN4N3UsYjwFncYvH2l/hUAsEAia0J53k9AQH6H4a2vZ8/dnKH/zTWSLhaRrryHh/PPRNwnM4vF5+H77t3zpm8fSwqXszd6L61iFMWtVjl6xkUn/XccYg4HtY0+g+LjTqXalsKuygbXFVTwyay2PzFrLxN4pXDuxgHE9RY5KgUAgEAgEAoFA0HUQAvERSMO6dey4+WY827aTcMH5pNx6K0qTlROPz8N7697j5V9epryhnERjCnJjXxpLLVQqdnZNNPLpqcXUrlnIhB8qOeqHz+n5/Rc4TjyJ5GuuxnTuBEqrG/j30p28+sNmLnp5AeN7JfOXMwaSn2ztpJ4LBAKBQCAQCAQCQRghEB9hVM2cya4/3o3idJL39ltYhg1rVmZR8SLun3c/26q3MTZjHPbG4/h0vgWr0cAtEwu4fFw+VqN263gme/j2jG958od/0GvOr5z0zZdUz5yJbdIkkq69husmDeOKo/L5YNF2Hv1yHSc89R33nNKPi8fkCW2xQCAQCAQCgUAg6FSEQHwEUf7PNyl56CEsI0eS9dST6JKSovZ7/B6eXPIkb65+k3xHPncPe5I3vjGyZncV5wzP5p5T+uO06MHrBp8HFD16Rc8J+ScwOW8yn435jNu/f5hJi+o5a+kSai68CPOI4SRecikXH3csJw7MYPq/f+aeT1exYHM5D589CJtR3IICgUAgEAgEAoGgcxDSyBHC3uefZ89TT2OfMoXMR/+GbDBE7a9oqOC2/93GwuKFXNj3Ilx7RjD//bmca9jFqb1qSN2zHZ7dAw1V4GvUDpIUMLvAmYPszOb0lL6MHn0Hf0j7hEuHLeVPZeMZ9PVWdt5yC7r0dBLOn8pz55zDaz0SeWTWOtYVV/PaFSPJTrAc+gERCAQCgUAgEAgERzwiyvQRQPk771Dy5wdxnnkmGX95EElRovZvrNjITXNupKS2mD/pe3DUhpWk+koAUGU9UlJPSOoFtjQwOcDoAFQt/19dGVRsh4ptULYe/F48sp5H8nrzPtUcnXEU9ytnUfveR9R+/z3o9TiOP55dE0/kt8v9GPQKr10+koFZzk4YGYFAcCQi3k0dixhPQachokwLBII4iCjTghCVX3xByYN/wTb5ODIe/HO0MKyqfLf8Ve78+e9YfB5eLy4l113KPH8RmYN/y+CjTkJK6QdKG28Tdy1sX4B+8/f8ac1/KHSXM0P9gZv1q3j2r8+RVjudivc/oPLjj7HNnMl7uXm8nz6Cq5+p4vnfHcvgHNdBGQOBQCAQCAQCgUAgiIXQEB/G1C1dytbLLscydCg5L72IbDRqO/w+1FWf8MaCh3lCV09/j49bGcrzW4rYRRVHFwABAABJREFUlTCSZy8ZTWHaAeYOVlXYuYRv5z/KHTWryPJ6eSHtONKP+zN+nY3qL79k3/sfUL9kCR5Fx7zsIYyedi1Dp4w/8I4LBAJBC4h3U8cixlPQaQgNsUAgiEN73k1CID5M8ZSUsPnsc1DsdvI/eB/FbteE1HUzafz6fv7MXv5jtzHF0Qej9xbeXlLFCf3TeGLqkA4PdLV001fc+MNdWDyNvFBeR8/xd8Coa0DR0/Drr+x68x32ffofLO56fEOG0+PWm7CMHiWiUAsEgoOCeDd1LGI8BZ2GEIgFAmisAZ0RFH1nt6RL0Z53k3yI2iQ4hKgeDztuvhm1vp7sZ5/RhOG96+Gts9n74cVcaXHzH7uNqwf8jq0l03h7SRU3H1fI8xcPPyhRn4cVnMAbv/kA1ZrCpalOls+9H16eDKVrMfXuTcGD95M9ew4fjTmHynUb2Hb55Wy/5loaN2/u8LYIBAKBQCAQCASHDb/Ogg1zOrsV3RohEB+G7HnmWRpW/EzGjIcw5uXA3IfhH2NZU7KU8wv6st5o5O4Rj/Dx3H78vKOSZy8cxrTjeyPLB08jW5hQyJunvkuiI5ers3P4X/0ueGEizHsG/H7S0hK46qk/Mv3s+3lrxNnULlvGptNOp/TJp1Dd7oPWLoFAIBAIujO+qqrObkLnc/CMHQWC7oG7prNb0K0RAvFhRt3ixZS9+CKuc8/FMawAXp0Cc2cwq+/RXJqejGJ08Kdh/+DRf+uprPfw7jVjOGVQxiFpW6Ytk3+e9E8KE/tyc4KF9wuGwVd3wzvnQl05mS4zr14znv/2mcTtv7kH40knU/bCC2w5/wIaNwltsUAgEAgEkXjLyqj57nvcW7Z0dlM6FyEQCwSCA0AIxIcRvupqdt15F4a8PNLOGgIvHo1v3xaeGHcxd9SvY2ByEdcWPs2d7+zBbtLx7+vHMSw34ZC2McGUwCtTXmFSziT+4t3JYyPOwrv5e01bvHMpvVJtvH7FSLb4DNyScyopf38Gz+7dbDn3XGq+//6QtlUgEAgEBwGft7NbcNjgr6sDtPf/EY3q7+wWCASCbowQiA8jSh5+GE9pKZlT+yF/egWVqb25oWgir+3+jgv6XsAkx93c/t5G+mU4+Nf148hPtnZKO806M08e/SQX97uYN8oW89vBkyiVJXjtZFj9KYOyXTx70TBW7ark7mIn+R9/jCE/n+3XXse+d9/tlDYLBAKBoAMoXQurPwFPQ2e3pF343W78Dd2rzUcUQiAWCAQHgBCIDxNqf1pA5b/+TdL4DMxbX2HD4HO4IMHIwr0/c//YB5DKz+T+/6xjcr803vntGJJsxk5tryIr3DXqLh6e8DBrqrdxbpqLeZl94YNL4fsnOLp3CvefNoAvV5Xw+LJy8t56E9uxx1D8wJ8pe/W1Tm27QCAQCPaTqh3aX2/3Ei6rv5pN9dciaE2XRQjEAoHgABAC8WGAv7GR4vvuxZBoIDllAXPGXMZFdStp9Ll56fhXmbukBy/8bxOXj8vnuYuHYzYond3kEKcUnMJ7p75HsiWVa5Uy7us9gopvH4RPb+TSkZlcPi6fF/63iY9W7iX7qadwnHIKpX/7G2WvvNLZTRcIBAKBQNAlED7EAoFg/xEC8WHA3meexr11G2lDinlu3PncWvIthQmFvHLCWzz+WQOfrdjF3Sf3477f9Ec5iJGk95cezh68ffLb/Lbot/zHW85pPXrynw0f43/3fP50Qh6Teqdw9ye/sHRnFZl/ewTHqadS+uhjVPzr353ddIFAIBAIBJ1NB2iI9zXsY+ammVQ2VnZAgwQCQXdCCMTdnMZfV1P2ymtYChqYPmUSz5fO4+zCs3ls/PPc/NZGFm4u5+nzh3D1xAIkqesJw0FMOhO3DLuFD37zAfnJ/bk7JYmzG1Yz952TeeqMfHISLFz75lJ2V7vJnPEQ1gkT2H3vvdT873+d3XSBQCAQCASdSQcIxHvq9wCwt37vAdclEAi6F0Ig7s54Gii97VJQ/PzhnFx+qFzPPWPu4Zr+d3HhS4v5taSaly4bwelDsjq7pW2mMKGQ1098nccmPYbfkcnvlX1c8+nx/Pbo3TR6PFz75hIakcl+6klMffuy87bbadwsUjIJBAJBd8fvF2av7UakG9LoQB9iVYypQHDEIQTi7orPS+3fzqFmfS0fTjSzywovT3mZYQknc85z89hb3chbV43mmD6pnd3SdiNLMlPyp/Dvc2fzSJ/LaPB5mLHqIdL6Psna2q+586MlSBYL2c/8HcloZMeNN+Grqe3sZgsEAoFgP/H6/Hz28y7WFld1dlME3REhxAoEggNACMTdFPXLP7H+818pToDlx+Tw1slvoff05LwX5uPxq7x/7VhG5Cd2djMPCEVWOHnM7Xxywms8tq+WpLpdmDL+xZza33P9Z4/TmGQn+6kncW/dyu7pfxCrugKBQNBN8fi05/f28vpObslBYN8WqCs/iCdQqXHXHHg1v3ykpcXqjnSghrgru5cJDlN8Hlj/NdRXdHZLjliEQNwdWfwaMz9+H+M+hYVn9eX1095me4mZC178CZtRx0fXjaVfhqOzW9lhKLmjmXL+p7y3t5aXKv2k69L4cd8bHPPBZF6Qf8D6+99RPftr9r31dmc3VSAQCAQtEWfdUg3s6IJxHw98sXXHYtj4Tcc0Jga7a4tZsWdFxwSDKll54HV0c8TiuuCQU7sXGiqgdHVnt4R9tW7q3N7ObsYhRwjE3Qx141z+8c0DJC0xUdw7id9Pe5/Fm+q5/PVF5CRa+Oi6seQlWTu7mR1PehHSZZ8xpqGe2eVr6b/vtzRW9eb1la9zluFl9ozoQcmjj9Kwbl1nt1QgEAgE7SQog3RJ5ZzP16HV1TZ6+XT5TqobPB1SX4NX06o3+ho7pD5B18Szaxe+KuFScFgSfPB1gcWY79bvYfbqks5uxiFHCMTdCHXfVh6fdQ1Vqy046mH0jBf4dm051765hH4ZDt6/ZiypDlNnN/PgkT4QLvsM2dvA297nySmdTGrV/RyTM5k/HLWNCqOPdTddh6+urrNbKhAIBIJYxBF41dDuricRqx0sEO+u1ATYHfs60jz8AMetC0zEBS1Tt3QZNd9939nNEBxU9uN3KH67HYIQiLsLXjcv/nsqn/kNnLpYwnXmmXzrS+SGt5cyKNvFm1eNwmnRd3YrDz5pA+Cyz9D5G/m35a94d5XTsPt8njnrn3xyYS66bcV8Mu0sqtxiFVUgEAi6HPFMpkMq4kPXlDbTwQLxwZq/HtGmvodJ3ysaKthTt6ezm9EhqKqKT0SObyMH8OA7TO79zkYIxN2E9z67nGd0tdy2NAmdpLDs2HO46d2lDMtL4I0rR+EwHQHCcJC0AXDZ5xjx8pnjYX7+eSmL1zl56JbPKP7NCPrP3cofnjqVpSVLO7ulAoFAIGgD/i4sDx8RE84joY/dgHm75rGoeFFnN6NDWLWris9/3tUl06mpbndnNyGaLmQy3ZXw+VW2lh2aLDJCIO4GzP3pCR6q/Jkza5IoXFTO3mNP4aY5uxlTkMTrV4zEZtR1dhMPPWn94bLPsCp+PrE+xHuzvmXexnKOefAl1JxMLvx4H9d9djnPrXgOfwdGnxQIBALBQSDkQ9z1ROKDNUftgl3txnTsRSqraeTT5TupaTzyggt1FNvKNfe1ribiNW7YQNVXs/E3NHR2U2KwP6PV1Ua441i9q4rl2ysorTr410oIxF2cDTvmc9eaVylSdVy9aSh+RcdN8mDGF6bw6uUjsRiOQGE4SFp/pMs/x2WQ+MD4Vx59ZyY76/zkP/IYSRU+/rg0l38s/we3/+926jzCr1ggEAi6KsEo011TRjx8J5xhjoQ+tp2dFZp/995qEahsf/F3UW2np0QLGKV2KYG4az75OptGr+au4j0EVgZCIO7CVNTv46Y5N2BT/TzW+z6qZ37JR3lH0bdfPi9eMhyTXunsJnY+qf2QLv+cBJPMy+p9PPDaxzCwiMTLL6fPNxv5i+UC5mybw+WzLqe4trizWysQCASCGPi7cpTpLjqxF0QgrlGX42BcEl9V1YH7yoci+HWhh82BmEyLe79DEAJxF8Wv+pk+81JK/W6e7nURpS/PolZnZM2k03jpshFCGI4ktS/Klf/FadbzcNUfeOLtT0m++SYM+fkMeHEuz417ih3VOzj/8/NZsWdFZ7dWIBAIBE0ITnLlLjJJ3VBaQ3ltwM/Q37FuNx06fe2oybCYVMfkYN2OqteLv74jo4x3PYJ3VGsC7PqSatYVV7dan6+ykprvvse9ceMBNqwr3+uHkcm0zwveLuar3QJCIO6ivLn4aX6o2cIflDQ8DUdjmP8d3w05geevP/rI9BlujZTeGH87C5PJxPVbbuHf38wl46G/4tmxg4L35vH2KW9jM9i4ctaVfL31685urUAgEOw3zz77LPn5+ZhMJkaPHs3ChQtbLP/hhx/St29fTCYTRUVFzJw5M27Z6667DkmSeOqppzq41S3T1YJqrdpVyffrA9F+u/QEuqM4EvrYMocy5VfN3LlUz/nmkJ2vMwgKwq3dWat3V7G2uPXMIMEFBF9l5YE2rV14y8poWLv2IJ/lMIwyvW4mrPmP9tnv0wTkLowQiLsgq/au4qnVr3J8vZth4/7Buocepdpk4+JH78JlMXR287ouST2xXvMlkt7C5IW/Za2nksRLL2XfW2+R9ute3j75bQYkD+C2/93GB+s+6OzWCgQCQbt5//33mTZtGvfddx9Lly5l8ODBTJkyhdLS0pjl582bxwUXXMBVV13FsmXLOOOMMzjjjDNYuXJls7Iff/wxP/30E5mZmQe7G3j27MWza1fo+36nXfrlI9ixpOMaFoODlc6oK+ZcjqTB20Cjr7v40HbsNTrYMoa/obuMa8uoqtoN0321zz+jdv5PNG44QK10W+l2Y9kCvgjt8JrPYPUnndaUtiAE4i5GnaeOO7/+HSleL9P6/o4Hn5nL4OJ1JF97DWnpiZ3dvC6PlFSA5ZovaVSs9PrvRfhPHI0+L5ddd/8Ju9/Ai8e/yMTsiTz404M8u/zZbvggFwgERzJPPPEEV199NVdccQX9+/fn+eefx2Kx8Oqrr8Ys//TTT3PiiSdyxx130K9fPx588EGGDRvGM888E1Vu586d3HTTTbz99tvo9Qc/jV/d4qXULV0W+h7WEO+HkLhvMwCq34+/q6VTOQR0iGAd4134zbZvmLN1zoHX3Y05GIsWageb4MejbtEiKj//Inrjms9g74YWj1tbvrbNgUhrf/iRqi/iW5xAN5PxyjaCu0nfty+Ayu0H97xNhPM91VqU8wZPW3Kgd4MB9ndt7TAIgbjL8fdFj7K9oYy/qqlcv2Iwpy3+FDU5hfwrL+3spnUbTKk98F/2BRXYsH96Ia7rL8CzfTt7nnoKk87Ek0c/ydmFZ/P8iud5YP4DeLvBD1UgEAjcbjdLlixh8uTJoW2yLDN58mTmz58f85j58+dHlQeYMmVKVHm/388ll1zCHXfcwYABA1ptR2NjI1VVVVH/2o/a5FsgyvQByB91ixZT/dXs/a8gHh08oz8oAkIHym3dcqG4O7b5IOMpiWE14m2E3cvjHlPtrmZTxSaWlS6LWyaSjjRf/rWkdT/iSNw7dhzY4kLTh43XDbuWwZbvm5et2tV8WztYtm0f+2rbslin3cdbArl3K+o8B3TelqhoqOC7Hd91iznwoQgtIQTiLsSSkiW8vf4jLqyu4wvpJkw/L6Xf3s1k3HgDstHY2c3rVmTmFVJx3ifsUZ1YVvwBx2nHUf7PN6lbsgSdrOO+sfdx3eDr+Nf6f/H7ub+n3nt4B7cQCATdn7179+Lz+UhLS4vanpaWRnFx7Cj6xcXFrZZ/5JFH0Ol03HzzzW1qx4wZM3A6naF/OTk57exJczrCh9i7Z88BtyMmEcJWpFYbAE+DJmR0e8J9/O/m/7KoeFEntqXzOajidTcQ3tUOHIG21rVmdxVeX9sEXE9JKfXLV9D4668x91fWe9heHkfLHRj/7dXb8fgiBc5AO30da2Xi9vrZVl7Hgs3l8Qs1uSfadYvs5/20dt9aatw1VLn3Z0Gz/aiqyuyts9lRvaPjK/f7YNtP4Nn/ubwQiLsI9d567p17B9keD+Otv+H1X03cuXMu+pwcXGef1dnN65YM6t+fzb/5gJ2+RBIMH6BPT2b3H+/GX1+PJEncMOQG7hlzD9/t+I5rvrqGysZDG6hBIBAIOpslS5bw9NNP8/rrryO1cRl++vTpVFZWhv5t337g5oRBrWRb2xATnxu2L0Ddt/WA2xNFxIQz0u8ZgLWfa2aoTfDX16O2Yr7doVqPqp2xtVi1e2FPbKGhJfbUHaTFhYNG1xUyfVVVeMvKOrsZhxna9fbX1MTcO3ddKUu37Yt7dJ23jjXla/ll7y8HpXVB2m1tsV/C7YHd+w3eQ5OP2YeKx+dhTfmajq+8aidU7oDi/b+eQiDuIjy/7Fm2Nezhj7UGrlp/NL+3FGPbsp7kG36HdAj8uQ5Xjh0xiMXHvMk2KYWU/htwb93Knqf/L7T/vD7n8fikx1ldtppL/3spu2t2d2JrBQKBID7JyckoikJJSUnU9pKSEtLT02Mek56e3mL577//ntLSUnJzc9HpdOh0OrZu3cptt91Gfn5+zDqNRiMOhyPqX3uoWdpcQFNV0LsrkdS2+MzFwROY2JVt3v86YrEfk9TqOd9Q/c23HdsOwN/YiHtrhMAfbFv9Ps3csymb5kLxz61X3EIfq93V+NUO8Hv1eTs8hdXBpiMWLWq++57a+T+FN3QDDXFHsj/d3V5e16IJdXBe3NqiU7wG+VU/qCpu/8GLObC0ZCn/3fzftjaqyV+NQ2EqvLx0+cE/CR1rddC88qCJ0f6LtUIg7gJsrtzMP1e/yVnVNbyx7zJ6pSVyyuL/YCgowPmb33R287o9FxwznNkjX2ZbUgquwjrK33g9yuxtct5kXjzhRfbU7+Hi/17Mr/vav5ouEAgEBxuDwcDw4cOZMycc6Mjv9zNnzhzGjh0b85ixY8dGlQeYPXt2qPwll1zCzz//zPLly0P/MjMzueOOO/jyyy87vA+qquKra66R8HsbSS39AfvetvkuBqnyNlAZcnkJTIoihK4fN+xlQ2nLvomqquLzx5+s7a9PreqN7Zt3IBPD+iVLqP9lJf66ugNqWzxi1ff9ju9ZXbb6wCtf/QlsOrxTDbWJI0wgjked2xtX6F26bR9rdrchFVMHB9HzVdeh+g5gUS6C4trYbiwxKQlE/d8vBXHH3k/Wmq1k7fgi6jla56lrlyb5xw172VPTpPyBBE5sjdCC3f7XLQTiTkZVVR6e92fMfi9HVfdikVzE3zP34Vm/npSbbkRSlM5u4mHBjaeO5qtRr7B+YDZ6i5fdv78+NKEAGJ42nH+e+E8kJC7/7+VHvP+UQCDomkybNo2XXnqJN954gzVr1nD99ddTW1vLFVdcAcCll17K9OnTQ+VvueUWZs2axeOPP87atWu5//77Wbx4MTfeeCMASUlJDBw4MOqfXq8nPT2dPn36dHwHvLEnm6pf265riG/mGIsfqtbzY1V01NzI+eHemkZW7Wo+sfb6/HyztoR9tW7mbyrj85938enyndQ2xhBiu5AAo3o0n0e1BQF+P2sGwEtsDW5FY0XHnKa+lXrctZo/YHs52AsDVbuhsX1Bn7ocXeg+BliwubyZ0NvmFgZzHO+HQKyqKtSVIzXxN1W9XmpWbKB+bQwLDDp+8SmK2r0Hr+52YqvepH2IiK0zd/tcvtnWtsUsT0kJ+3YWs7WsDn99Iw2rV2vpufZD2m/7Ee1LpRULIRB3MnO2zWFe6WJu2FfFX6ou4LEzB6C+9iLGPn2wT5nS2c07bJAkiWmnDGf+Uc+xfmQO7pIKiq8/I+rF2yuhF2+d/BapllSum30ds7cehGilAoFAcABMnTqVxx57jHvvvZchQ4awfPlyZs2aFQqctW3bNnbvDrt+jBs3jnfeeYcXX3yRwYMH89FHH/HJJ58wcODATml/PO2LGmc+4/G3I8pq8Ng2mOVW1nuobvCyencVe6ob2VKzkk01KyiPFQn2oOUhPhDUqD8dhS+OabTc1BRx47eaz15Hs+6/sHXefhwYfyD8jR0Q9Gzrj/BrB1lM+P1aKp/qdmgQD0P8B7KoE/xN7q82d98WKI22evBVasK5t6q2+XkOgPYJggFBv31RtdrVntBRcc6hyjrtgy/+s9fj8zBryyzKG5oHCqtbtBjLymVI5ZXUrtpM46bNNG4vDbXy4GiIhUDcran31vO3n/5C30Y3leUTmDR6FCM2LMK9eTMpt9yMJIvL05FIksSdpxTxy+nPsqVvJpULtrPvnt+E/c6AdGs6b5z0BgOTB3Lb3Nt4d+27ndhigUAgaM6NN97I1q1baWxsZMGCBYwePTq0b+7cubz++utR5c8991zWrVtHY2MjK1eu5OSTT26x/i1btnDrrbcehJaDGtQQN5mMxYoyvbFiI7O3zMbdxqivwYlWU+2p1FBP9Zw5+GrCE91g8K5gMyo9e6j2lAe2NZko7u+kuGIbrP4PAOWe2vYJ93VxItJGTPi8fi/VERFiD2jqHuijt60CcV2ZFtV1v0+nUrd0Wey0PTUlzbftJ56SUqpnf922COSVOzo8X2pMs/nQTbetQ8/VemO08/rqGqia9SX++q6XXaO1n5qKn9K60v0XgDz14TzDfjX0zGjcvJnaBQtiNCLi8/66TrR2WGSBhkrYMCe0rU29a+EE9W4fny7fyc6KFq515XbYtiD01R8UiFv4LVQ0VuD3+9lUsSm0bdaWWazauyr0Xd66G2+9thjVuK3k0PgQR4yYv7ER7962a96FxNWJvPzzy+xuKOPGska+TLiYP57Qi73PPoupqAjbMcd0dvMOSyRJ4s6T+lE87UVKk12UfrqR2qdO1gKSBHAanbxw/Ascm3ssDy14iP9b+n/dMy+jQCAQHGLq3S1rbOJriJtPAHfW7AQ0LbGnpJTqb76Nyjvqi7DwUVUVgovITZ7XhuKd+Osb8BaHNectTTSbPe7b+Pxv3LwZz86d4Q3Vu8HnxqP6+Kl6Uyh4TbPqvI3R2piaPbDxG9i7gbioKstLl7OseCn+OGbO+0NQQ6zI0e5aitSx7lv+2jo8u3ZRtyzCZ/xA3rNxjvVVVET9jcve9VC6Bso3tVyuvc2Kcb+rMT51NNurtrNiz4om59A+e0r2oXq9eHYfmiCi8S7r/lzuXTW72FixkbK6/TQxXvtFzOBz/qoqTRjd34YdCE3PV78PqT2LZy3cR9UNWj074qWgAi06fWU4U4AqBTXE7TNH9/v9bK2KjvC/pzpsnRFqZdOHr6rCruWau0QcWvcnb75AUvvjPGoXL2nluDBCIO4kdtbs5LWVr3BadQ2z687h4QvH0/CfT/Hs2EHKLbccWOoJQatcMbEXdQ8+T51sovjf22h4ZhKUrg3tN+lMPD7pcab2mcpLv7zEvfPubd/qvkAgEBxh7NxXx1eri9lbE8dE1e9DrY3tIxxrSufxe2DHIuS9G2hYtQp/XR1qhPlrs8jHMvhVlfXVO/H5fawrrkaurUGu0Xw/Zas1VDT4inW3KLAEN7RtgtywajV1y5Y3ry9wfFVjnEndms+izXE9gclrQ0XzshFzA82vV0VtjJ16pkVUtYlJZFhDvLmslrLq6PddlIa4QwSGwAJIpCVcR0Sy3l92r9D++tzsn7djHGKOVbS5e62nlpmbZlIRcb037NtwQKkg15SvQVX9sXuiaGMeS3vdkVo8qaEeffHO1gu24/yNvuDv/wDmyKFr0uRcZRu1rZEWJmqczy3RWBMWrtvAzJW7WR8I/OdXVep87pia75LaErZXtz3FnXffPtTa+EJmU+q99fj8PvxStMm06vFgXL0ZPOH7pa33SWSwwkjF0qfLd7J4S8AKpqECyjZobgRAbYMHtaY0qp7a8krce1pYBIkRZToyTlBbEAJxJ/H3JU8h+72cVGYjb/I19Ek0sve55zCPGI71qHGd3bwjgpOOGYz+nr/i3qdn55x63C8ci7p2Zmi/IivcPfpubhp6E59s+IRbvrmFOk/7fmACgUBwpFBZr02gqhvimNqVbQRfbKEn1lzT6/eC6kctWdV8J+CvD+d21SZoEiXuKrbUFvNzySY2Ll2FdflCdJUBITxikhk0lYzb1lba1uFERnANtrMlATEYpKahSjPNbg8+D6z8F6z+tJkfq0/1U1bdQM3CdciVYUG7mcl0W/DU4136Gb6KGDl4Y5m8Rg50e/uE2jEpnZoE9Tpg3USsm6dJO/fWaxP9XbXhPNK/7vuVN+a/x1crdwaq6QBz3aAVhizFbEdHY1m9AtPGdfg9YU2jp7j4gCzuvAEzXn3IYqGFC6SqeIr3x0/7AE2mf50F68MxaFo7zOPzhZ6dq+p2MbdyHd4Y/rtLSpbwy54YeXbjnKD2x3m4f/iuTU1WVZVvt33LstJlqEHrEJ8H1eej6suv0JXuw7Ct+Vi2R3nXVIhuZsatqlQ3eJi/eCHFy7/UAtkFsC5bQN1PLbhoiCjT3ZM1ZWv4YsssLq2sYpbjeq6cUEjF++/jLSkhVWiHDykDzz0V23W/w71Fx7pfklDfu5Darx8OvzgkiWsGXcMD4x5g3q55/Par37KvnVFQBQKBQAD4vahxBOJYOmJfK9GGfRvCUU9VVUWSZVRUJL8KqCi1+6E5JZbwcWAScbwgMnFf9VJs0++VOytZ3zRNTdByqbV5Q6SpaKTwXbsn6lx+VGSvD0t5JaZVm0PFZEnWyvj9bRcMyjZSu2ARNf/9d/N9/hgT2MgFgO0L23aOINt+glUxztPO6VRFnZu9O9ZHb4w006+pwd8OrVts2jB+7hrksvUY96w8wHM1P28we0lHpReKy/+zd95xkhzl+f9Wd0+ezely0p3iKWeRTQYTbaIx/gE2GIwTNsYYsHEEDA7YgG2STQ4SwQSRJAQo59Ppcg57m3dnZydPd1f9/qiOM7N3J4IP0Dx8xO3OVFdXVYd9n3rf93m9/v1nvjk+TvW++7GPLb/ZcapbK3gndGhouzIIEQZIjh/R55uJexuDY6NdLPf8/Dge4kcIEel3wdH3lqMeWbiy+2NsbkQJ6onmIgAz1RmUv9kgHVS9Hj0g/PHHWIvTEdWq2S6WU9EblY/IAdU5p/zI3On/DegS4jOAf7n3H+l3JZsWNvFbL/9NRL3G3H99mNx115G98sozPbxHHdb84RvpefazMR92ufnYpeRuexcTH3kJKlJi4YVbXsj7n/R+9hf288pvvZLx0s9AXbOLLrro4pcaKmKMqpZvlgljhPbwPI+UyeWIhVKYhkAZou3zU6HULJ4yZLpuuzx0fBFnWXLfcvgjJtSdPcQHZ8vM+SrYrUb9Kd1QtSAk9ORQgYGuzNBENIUJEw94pPOnQAz88cau0cn7nV8uFP+niIWqzcHZcjC8Ut2JXYfyD35I6ZYfnH6Hna5L5BkoVu1I/nz75oDp/KRRaR3O76/5SQjxUmOpc8j23H54+IbTI4deOLyf9z8+exBH2sj66dezDQc0CfVi4CFWHQjg7Qfm+P6ekPwa3nlkufMGRurIAub2vac48U9+r3/7yI0cLnfw7HY4h+Vthjlq+cgVpRT1vfu0enqzynihyoPHF6nby19P/wxuuULlzjvbwuW3VzrYtK0RKj/hhsAp34O1wkmFvBTQPHp0mS/bQ6YfKbqE+P8Yd0zcwZ3T9/HaQpGlK/+CLWM9LHzmM7jz84z84R+c6eE9KiGEYNU//D3Ziy9mzX0Fblh6IWMnvsuJ9z2WE/u2Be2esPYJfPTpH6XQKPCb3/pN9izsWb7TLrrooosuKDVLOiRUujgLi8uLaj0SB8fOL8ORW2MlghQqNPSl8iKtlifEyxln98/edXJRrWaZQ9OLHJmvcOxkQjUd0HAb7JrfFfHmLOMpCYy68LxhiRqfLIeEWMWbnhRz5Qbf3D6J3UbmVfD/QkrtaYnk9xrCgAXPY3ySciyd+oziQG2GcrMcksDlQqZbMFmscduBOY7MLe+dnWouMV356SlUA+ybLrH9+AKH58rIR0gIZpbqfGP7BE4refNSs4p1mx/smwnCZU+KlnMHubSu07F8kwquZ7uH08/bVsvUBPcxWZmE0nQ8tNpPXzidB9Y/j+tStascLB7iyNKR4OuFxjQVZ/HU/YAue3XkNlzleZ07nH+5dazv2tWRQBtVGzF7ioi/n8RDHGm/ZJ9aBMyt1EhUNCEMPOEdXhHu3ByN/fupf/962HsjM+NTmNv2Ui3V2kuMtRzf2LsHZ37hpOrLoce6Zb4dpi8QHC8dp+acWrE84Kwn8RBbs7uW/Q6lqD28XMREy/ux5dPTQZcQ/x9CKsk/3/2PrLYdhhpX86JnPgW3VGL+ox8j/6Qnkbn44jM9xEctjFSKNf/xIVLr17H1loe4deTtZOwC/Z95Gt/6zL8GyqkXj1zMJ5/5SZJGkv/37f/HvVP3nuGRd9FFF138/OLW8Vu558A3kPd/gco991M/0jmnL3R0xkVYbFfSODTZLpBSnsFVEqPS8I5XQbickB5LPEnpwkdW5jPSeHon2Umdy1ZpuJ3bnARHikdYbHTIqY0iCJkOjfi7D8fLMP24eZiHZjWhrDTaPTF1aVNwql7IObHwQ1OYkMjoX7xQxuZM4TTDboXO55Qu+2rT3DtxJ9ie4X6aolr+3+CyN26pJEvNuEjZvaUjfGPfbTROQfRi/Tq1tn5acXS+zHyl+Yg91AdmyzjS5t7JB5iP5LvjkbqGoyMdap5nT0Rzx0vzDO6bQVTbicaR4hFuPnozFbsCJ+6HI7dpIadHgrl9MN+uqB29r9xvfov6D74Ik9vaj+9w/zWPH0fZISlV/nykq59P2cCZ3gl1HX13pLyTA6UHH9m4lz99p1bhj48gPLzk1DvW130kT1zjxCy5Hz4ItoMCLKdCtryMd9PrufzgflI7dR65I5cPmVZKQbOMnD2Gsh3MY0dAKRoP7qP0vZtOPrBTpFboDRR/s63zplkUTdnk4dmHeWD6gZO2C/s+ed6xUVum3Nyyvfpfdg6ZfiTvyS4h/j/EjYdvZO/SQd6wUGLd8/+GhGmw8N//gywWGfmD3z/Tw3vUwxoYYN1/f5zE2BgrP/45Gld9gInceTxz/1/x3Xe/mK/ccwApFZv6NvGpZ32KVflVvOGmN3RJcRdddNHFyVBd0MQpmrva5n1oN1zGCzWOF2rUJjp7M5rHpsnsnMaoNjs4M1S78RfzEC+PNu9xi8dEljW5cdwIqTwJmWs9VzQcUinVbrR1ENWaKdXj3y0DZ36e0k03da5/e7LDleLW4n6O1OcQ3rzaQs6tlP7XruEUK9T2Hae+a/dJxxPt3/XKQ6njd8Peb/sjAqDpNqmfwsu0b+ledhU0gdo1v4vbxm+jHqn+UG+6nFis8fB4e6jvcobxLcdu4bbxWzsNOPhJKI+4dthEOBVst44QMF+PEuJ4m7ZLUp3HnDpKomZjnpj0JxB8Pb+kN5XKzTL4yuVqGcKn4r/M2WW9ZrUCau4kIfS2g+s6NCfnoRkh28ENFJ+Eu7hI7aHt1HZEPHiGScOtYjfr2itY866L59E2GzaiZfPi9PnL6YWU7OlUrucUJzlYm+Guibu8dj/expM9rT3PwlNm7l3aT9/CycKmNXzxOvdUVU2md+JW6pQf3BeM8WQjbQunVmrZA4T/3mldp6iz3Pul4TRiv6PUsssrbVurSZ8Ewo6/A077fvDH3A2Z/vmHLW3ef88/c36jSS7zbLaefwH2zAzz//3f9D7rmaTPO+9MD7ELwBoeZv2nPkli7VqW3vJ2xi78cyYu/n2eI2/m3G88n9f/2+e58+A8o9lRPva0j7G2dy2/d/PvdUlxF1100cUpcTLrRra1KFa1l6S1DErTC/eVFW08ZXZMaYOsJa9WtRhH8ejH5cfSZge25D374caxPk4iAOYbi1XbZaHaxIkYu+Uf/pCl2x/WxONUA4nCCwEVLWOr796DrDeQ5ZN7DDv1bHukaqCwE8NttHvYrbTXsBaE26p6C4kdvz9eQio4oQxCjk1foAuCMPebjt7E98d/eNIx19wyhYbeHPHFLZ1Y2LxG03kE8fdKkdpxmMb4zEkaSYwTM9TvOUk4Z8e+QXn3tQCw6zr/tuX8PkSn3PEOOxiJW+/HnCnosmOnIAKK+H16T+kwD5Q8T6Vc/v4y6k1c5SKSic7jbdUA8AW0IiG7rlBM1Y+wyxcGEyJ2341t28uq7S0CZuhc+VbIpk1zKvQeBnM62QaRgkrT0YS+GObIKqWVnYPfOwlSFY5oJfafgqjWqQ4Tke9NDBypWGqcXp61bDqI0yDtxZrNzPZd2BOnqD0d7eo0wuLrrh5nyvQ2y04y2do9e6E6f9KQ6ZP9jTj5LJfxSj+CS9YlxP9H+OqBrzLVmOW3F+pc/JK/BmDu3z+AchxG/viPz/DouojCGhlh/Sc/Qfqiizjxx28icXwMXn49m9IV/mXxj/jCx97H73zyPgqlBB992kdZnV/N7938e9w3dd+ZHnoXXXTRxS8kOqWt+bmXUY/t8fkq28cXqTYc3Jbw6lhnikekMGwJbfgPp0c7DG65MUdDpk9tPO6fLnFotszBOc97JELBn9rBE8hqleb4OEvf+76eT6c+Awed51ludfT4x5gmjwwRYiYVpmwG9WrDL0yaruTewzPY3rWxp2dwlyJeuMJhaLQoYTer4DYDD7GBeMQ5xD8uov1LqSK52BpGuYY1u0jj+PKEWCiFmFuMHetKxc6JYqzOakd410MIgVsr6s2c1o2bTrmarf1GibMwMJcqOp92mTUzFkvtH85q3ZOGL0zV4djgujRspJIYyYT2jju1lgobyz4U4Y/e0pe9mrzK/z7SxmgJZVb1RXZOxL269V27KN2zG6cQzkmdat2jmN4Jx+4Ofp0t1ZlYrAcbNJXbb28/puznop/6PFIqfrhvlsPR/PZTvHsmy5OR9Y+sBzBeqFJrPoLw/NMUYCiddjSH7q9QbcZqyosO94uf6xwQYrm8dJb/ecWucKyy3ObSI3sHHF86ruvVL/McPJLeuoT4/wBNt8kH7vk3Lq3X6V31mwyPrqCxfz+LX/oSgy9/Ocm1a8/0ELtogdnXx7r//jj9L3oRcx/6ECf+9auYr/gW6XWX86/JD/GCg+/g1//lRv7tu5P802P/g9X51bzh5jdw//T9Z3roXXTRRRdnBM4pyiSd1DzxDXHZCOpPhoQ4xHxVG2g1x419XmuUAwVahHdMm9dMG/ZKtRttlpHUh3b0tLV4w3zjK+JZmixP4C6jkOof7XuW3WXDWxX1nbt0mRpXaq/znm92FE1q3UEIeLJPMJbxGLbb6R0+8cpWtYVMC8FsqU6p1qTgGcoNx+XQzgNtucSz1Vm2L3rhkdU51KEfBSJohhARD3F0nD8hIT7F4d/bPc03Hm7xkEmpDzwpwWoPST00W+bATJnDJynror2zvodYcP/RAtvHF09j0OF9JSIbID4Mz3SPeYiVYqluB6Gx6Qf3hf37x87tb+urfcze/WRrQiwtA1u6/PD4D7lz4s5Iw3gftmsH3vBwoH75Hv+eFEiWj85I1ecwDtxEvno81m9hnxbyGm+EhFw5Ospix0SxzaPspyHIyHMWPeNS3d8Q0L+7xZaw6uh7rIOHeK42x42HbtQh6+jIj8Vqk+3ji4wXWrQOOsz1WPE4X919O/sLh9u+A+9WPMk1as3BFadJiOMq5ssTSN/jfPuRY3z0ga/EIlqWg2VYJ+23FYVmRPyuoxf+1P3M1+Z5eO5h9i7sDdv/BJtqXUL8f4DP7/4iC+4ir1hUXPbitwIw875/wsjnGX79757h0XWxHIxkkpV/+zeseOdfUbn1Vg79xu9Q3fhmePJf8UzzXm7JvY0Dd3+T5//7Qzyx9x2szK3kDTe9oXPh9C666KKLX3LcN/ujH/vYqB3jHr6V/912IiR50QjSiHdNRsKsv7zzJh5c2BV0ppRqC6dsOg1uOXYLewt7PUeVorLoC92oyLEtg5Mh6YiO1f+36jZ5cHYbx0qd66ueqq5x2W2wpzrFdHWGB6YfoO7nWjdLulzS5PbIkQJXOaGHTHkkRvmLcnKDUDgN/6DWQYZt/D4iZFVFXO5RA/zATJnjD+xk6f6oqA7cO3Uv47XQ61rbsSsIbzYwwnGeqn7yI8VJDOK67QbXwikUcAoFlssTjXajc4iJqUz7wz+lg9jvQwgWKvXYZ8vClZiLNf/Atq8NIUB4GyvBtVDcsmeG7+6ajp3DTyUo1mzuO7qghbxOB1IhleT+ylG+N79Nk++WmTX2h+HOPzz+Q44Wj8Y9xP6GSnFSRw4sk39sFnS6QMLWHuCkE3pa75y8k30Le0Hp/GcAa3YRZ48+d63psONEe8744cp2Dpa3RYYbPefpk67Yy8frY7KsN1UWG4ttzZdq7ZtirWc5PL/EbLnOzXuOe6XbVFtbidv54I5j1Nf4hL1A7Scu0xWedMbRNcordiU8Tyc0yyhPeV5IRdPtLAh2uuXnOnmiO53eV1p3pENt70Hc0k829y4h/hmj5tT4zwf+natrdTZd9Mck0jkqd91N+Yc/ZPh1r8Ps7z/TQ+ziFBh46UvZcMMNWEPDHH/9G5i4cQ73179MX98An078Pe/tvZ4PfucY8wdeTcbs53dv+l1vx6qLLrroogsN0WLctXhdPXLrODLi8fE9c6rjYX7IdK3pMLlQYakaMcRcN3B+piztqbI9T8dcbQ6FonxiG417vk5lJnxfK+9/PmS9TmPfPk8QrMVT6BnLthe6avseYikjIZft8PuXnsf4RKNAXdocKh4CFFVXkyHlOLjVllxCIXh49mH2zLeEPwZea9+7pVioL1B246GXPdN3LTuu4BTS8xNFCbG3wSAQ9JQOBKdzPEbozJ9cOdsplAIPsSnCkOkY4TtNT9fh4mEOzS8yX4nPzb86JyqHqdqtnrr4r5Xb76By+x0nJRwrJm9mYOGh0/bAUZlrr/WsJPpGXMY7p4L/C5DaP0FidvnyUiIQXnLDY1WHvPYIppfqKKVYrDYp1Zf3+IXiSLovV0k6EiGla+FGESWISimO1/X3xuIJ1MQ2bwkULBxhdqkehN1n9mgngvDF5nxvI1CuarLrX4GmG1YfLy8zD6WgZC/EPjhYmw0jSB6RE/H0G4tmlAgK6o6rQ+pbu4hsDCzVnY4E0PduK/T7qpPqdaQ1Ni4Fp8rRpbiS9cnydRWq7T2lIt5po0V4y9982D4eqcEuXS3wNbnDm6tiXwf1cv+MAKKpr5vp1GDnV0NhOE7u7W4tX+ZfT2kLakcnqOw4xCO8uDF0CfHPGB998FOUVJWXltJsftrrUFIy84//SGLVKgZe8RtnenhdnCbS55zNxi9+gaHX/y7Fb3yDg6/6MwoDv4+64rU8fel6HlzxD1xoLHF0x29Sb1j89ndfy+Fi53CYLrroootHH5YxVJSCqYfJzmxjSVY5UJ0PQhp9LGciRT12hisRNW2QCgXiB7dT3Xs7ZXc6QmA9g8wj56qkQzBVrcTIw3tZseMArdGKR2/5Mg/uugFn4oGIMI9HaD3yKVHUHZem7Y20eFyL8rRAqBbvka3Ha3kEx5E2wQCUorrrMOUH4qTDD8GdKvvqw5HvQIdbe7hr4i5+VIwfbzpVfNrjxgzMiIdYKW2kR0KmfQ9xIIDtjSNVO5kYVQiRsMKQ6YiHWHQojXW8UdDe5H3f7UjGds/v5uhCkSOz8TxZhUKg2L2wlw/c2UHYy28nJVTnUdX5Zb1RAKZbJ1sdx1tZpDqFN/vQD2DiwfA8EbJrIDQRKFc5XJ+j6CtqK0W54bBUs4NQWKMWIfr+5kH0XhcGIOIe4mW9aopKoxyk1VeaLotVu50414vw8A2osvYKLifUNN4odMxv99fR79eViqbyRfE8QbVqIWh/7552hWvhE1YjzH8Xnlq6QmFLyXihxlKtCSj2TnfIkybilfd+mHeqHKhNc3DxYMd2HeF6Y+7gIY6hNI2ozGIWC+TvvQ0xFz4PE4t1DsyU287kk9TYp7UwesCs28Hzddehee6ZvIe7Dt8UEwaLY/mZTFenqVc6qPTXFqG20Pk9FetPBbbs0fkKB2fLHJ6rhKHh3ibjrmOTPHi8AFJyrNA5jUApMCpNsnc8zNp7d5I7uh2kAwuHYo3UMlEju1pyy/0NznsPF8L65C2RAK2aASdDlxD/DFGxK3xq54d5TLXGJU/8KzAtlr75Teq7djHyx3+MkUqd6SF28QggkklG//AP2fS/XyV9/nlM/e0/cOR/jlC7+l/IOUU+VHkTXzzvAI3jr6FQsfmNb7ya40vLvcC66KKLLn65MFNqYDoVlHMaCqm+4VKagtm9mPUFdtnjHHKmOeH43pDQyL7/6AL7pksBIVt0q8zYoUE8cHQiMF6NUgOlFEvOAmW7EBjpKmLctppJiWqNRK3Bvuml2HezJx4EpWhKN/CmhCHTHjFWimMHdnK84Ie5tqhbez32lI7EjvNro1pCE4CmayMqM6haAQU4i+2GZcDJRNzwC3/0PIWdlHMjbcsNmwePL7JQbQ9vDEOmQ8PUD4NszWnNVsa1IvUpIEwjFNWK5hC3iGot2BUeroyzpzqpPUfu8t7M3qUwZFe5kmqlSXjPLDN/pVi68VswfwA5F+bZHl+sLltn2Pdana52tVQyCHuXSmr6IwSZhx7A3H+M/bVpDtdDknJ4rsy+mQi5a9nkaLXp/f6iOcRu6/VWClyH6eo0Pxr/EVWnEnasQs9+AI8IU54KjpcdiNb28nHGmwXan6A43Bby2Dw0SerARHTbpe0YQ+l6xYYZUbYOhhySm7oT6cVxSBULLFTC+7iV7J+oLeofagseyW2J9OgA2XB44FiBg7Hr4h8XOfLIrZhHfoS1tIDhNkkcuS/WptZsD6EWSvmJwsEkzT1Hgu+H986giOY/K5jZCUsnOo5VLPusw2xtitK9X27/4ugdWmysE5SChs3Q/XtJFyORCpFpB5uR0tG3mk8nlUJ4onnz7hLNaIk5wKjZKOmSahRIHW53GtnL1ItO12YwWkKxHemgUJiY+jghYoM8Ml+h2jz9+tNdQvwzxD/e9l/URIOXNYcZvuLXkPU6s//yr6QvuIDeZz/rTA+vix8TqU2bWPfxj7P6X/4ZZ2aGI296H1NLv45c/zSu3P8v3L/iM1wnX8VSvcrzvvRK7jl25EwPuYsuuuji/wQrpn5A7vB3Ae0luu/oQlA+qSMioYE+jrtzlO1CwPl847JUD9VE768coa5CspQq1yjVbVwpsea1EZuwi1jNYkfDdznHoGFXcBcjhmcHQZnAIJY+UZJYToXApGoR1/JPZbq+F8g7zvOcmYGH2NG1WmuLsQGqDj8bKnDVBidRSgXiVnV7uZq+mowWqnpeP5x+kGNLx2Ln80Omo5g+spsDN36HBS+3Vblh+3RjLiD3y0GYZkCSDERI2IUAp+EpU6ug9FNzOeGxCEw3nOPMfXvp2XYivk/g9x9FhChLPHKkdKmm6aVwIyfezakJVBTbZ7fz/WPf98TbItnXbifRtQ69RichBFJ1zr6Meojtlnq+lKdh8SiVZgWUouHWmXQXg69tN06ilmoNfR5vcwYFk8UKNdvFkSoWnl50anqTyHEptDzblYbexGlG6mArpXC8kkmx8mht09ZCeSISMr0ceY2uSG73Q9y6fzbyXQipJFOVKiiwTmyj5DQ56EzRpOVatN4nTRepFJOLYeh9MOyHHyL58K6YuNXI7B1kq8dJtuoIdNAkSN5zB+vu20HNLXO8dCw2Yn9esQ2d2N6X94uZjAx9uTvTe96cU4tiNbxUFYlCIBGVGgJFfi706vtRAPtL93OgqFM2XKfJ4fkK0rtm/rujKRsUZIUpZ7FtPFTnSdhFEnaxLfqhk0id4dbJ1E6QL8dDsR3pYDsKw7tnpxYq7NgXiubNl0/yd6cDuoT4Z4RCvcg3j3yKJ1WqXPOr7wUhmP/4x7EnJhj787d0DBPq4hcHQgh6n/lMNt34TQZf+ZsUbvgqBz98jOLoH5Cc3c1/zf417+x7OjZLvOrbv81Hbt++bG5PF1100cUvBTwPjnQd6rZLzVO8DYzmDu9A/71Yb9n9l1EPSQeDcLm3qeZpOpw01SiQaBa0t0u5AQkTCER5CtM7Z1R1emBxO+bxqJru8t4X32h1PaMuMI9PqbatsW9yiQePFQJCTNQ47GQEE3qIBSJiPEfb6n98cR3f+xztS6ACQlRXdXbM7Yg18VWmtXvSgUaZxPFp9s8vUC17hDjilUrVZ2D+QPsEI/MxUolAmCnuITao7fo25f0PaPLgj6F1QkC+fIxkqbOXzA4EdRSWU2No/r7Q6xkbU3R43hw7hI1GIZSkJGvUot5qJelZ2h+7P5qOpNxwmPTGKJHU7SVAxdTLE3Px/GCFYuXD+1F3b+t4ftny3Cj0feBIJ1jHNg+xp4CsAuE5xXF3LughGkpqu5L7DntlgyL5rRXbYaFqM1mscXiuEtwz0gsh3zOly4h5gwRg17z2OjacJv5VVB1IYScEKQUdImaLLWJR0f5aVZfj5/KeEamwhMF4vYBUiiXZkmPesn5GpQFzCx0jDcT2u0ns6+RdbdVJ0GOLfWTXSR/fTqoxT6M0zd7CzvZNHMLrFs7A/8X73LDCSJQOY5TNZvh+EILZ+nEK9SIPHCtQ7eC1ni3VKVSbNGxP5MvwArs7XLiqs6TTO2oLlMp6HV3vPdOwHQRGMOqO/98WqRM/R7reIcQbvWEShaMcXcZMSgyha04v3fXjV3rpsrKfEf7iO/9Mw3B4mbmF1FmPw56YYP7DH6H3Wc8ie+WVZ3p4XfyUYObzjL31rWy84XoSq1cx8W83cHzP47CzW/n1He/nI9YKrOQC//Lwn/HaT99GsXrqnbouuuiii19E+DVFTyzW+O7DxwPhFWMZdVnQZXtqtsP2etyzImU81M5HoRIJx/bJYcQe9n+erU4HTepune2z25mrz+tyRkDy+B30FLWYVjSPVKGC3EHDriEq7WG0fvNKvUGx6hmeKswNbByNC9uENE9hOZXw9yCn1lNvbng5xETDKcMfk40CQ3N3gduMqW23ngXCEOd01NuGnx8YtmytrASRkGnQpXpmdnqbCipc4EiThrRZLLeUM/JH5W3+V6UKVKbHGwUqjl5Xe3yc3fvHEfcdI3F0Oug4EANSiv3TJebKTZLNBayKDulNNgvxWUfGYzlemGv5ZOWqQmIX66cDhHKZdhcDQlltOpR2fofepX1YR7cFassPnyiya2IRsejnOirmGye8+UTGN1kKhuxfR6veRC4W28Zozi0gnZZ6w97PdiR6wW31EAdtO82n1YuqNy7KDSdCsvQ/mUIV13ZBKpK7jyCaTtA+IMgyUv7JQ7OjN9wLO1egOrBe4dgoR4eYSyWRymWyUEMB4x0UnX0YdoV0JJc9+rxFf9KhvC3nRAuOPXAs3n/6+CLieHg/+r0sC8dFCSMg1sHGjmp9ll1KNQfDbbJyx8FYj0s1m1JDX1MlJYnJcfJ33MLh+QoH56oslBsweyB4Bh0ldO75XETQztbvx9J3voMqTetNJkMwUTvA/sWD1J0Kt4/fR8N14psKkTmG7xb9c63ptuk6CLui3w1e6ShpGCTsEid2P+RtUCyz+dlpCVXke8Byym2fxRpG+pOVGla1gmmE74sfF11C/DPA4YUZ7l74Kk8rV7nmee8DYPq97wVg9M1/eiaH1sXPCOnzz2fD5z7Hine+k9qeAxz+5CyLuVdy9ZF7+VCxQjIzxR2Vf+SZ/34T9x89mVpgF1100cUvJoSUgQHTM3snpYb2JgqhPTSdPBl3H5xn58QSTVoM+kg4dNRDVq432zxmEIbP+mGvQT1VoOFqL0ahNEPu1m0Yx3Quo+F5pITjxAiRUorBhW2seviGjvP0T990XA59/0EaD+lQPp/41/eEua3HGwsc8xRihXLpXdrvCVsReNX8M2ce0sdJFE3XCcMJ/Xzd6rgmFOUZhN3w5qdCDh1BwyOcCdGJEEfm4v/rGfLpnVNkFjxPoVLgiT8JpxkP3Y541I67cxxtzKFcF+kJQk2X6l6EgKJhuxydrzBdCjczdpcmdD+Og9ilxY7MxUpsdDVpA4pdk0tMzpcw7PAeyZf1psNcuY4rZSTEWoYG/SlqSu+pTgVr23ZH1WtQ15sKqcac10Z7vvaNz0J9UZ9t20OB2nJVNth95H4yD+zFWFgMVY3B85rFSeCSrMXqsS6XCtocj2uR+EHYUULsKzYPLO6AynyEGMhlhcOark1h761IqcNktYfe8MrohIPpPTZPZrFEYnqB5LFCMIpg3KhwE8X7p+429aaStL1+Q5K1HLFc2nkPC3c+BEj2le7l4cUfMb1Uo9mxVJTC8kjQSGU/Q/P3trXILiyF53UUrut6nnQVDqVeZLxQpdSwqTQcxheqERItT5kKoNsphKsJsZwp4JZrkX2qcK4V2aDihWLHxuD9PFdpUKzZwbnTh/cjlNI1vwVYD4yTuy0swTa51GCu0sCVkWzvxaNIJXGWJqBwFNEsxXYMS54+Q9HtnFIRPA3eMUIqJpfqzJUbsbkIGU91UQrypUOkqgUvesVr17IGbeeLrsWyraJt48jfs5ve3bsxO7R/pOgS4p8B/vxb78IVLr81cDVixVYq99xD6VvfZvh1ryWxcuWZHl4XPyMIw2DgpS9h09e/Rvqii5j82E2cmPhVrnH6+afpaazMUeoDH+XFH76VD95yQEvUd9FFF138kkD4Ia+1OgfGb+NHJ24BwDR82tbu5arb7TnEAwfnSE9O0MlEWmrMck9zfwuBhUwtXj7ELHj5ZgIMuwpuE6OhCYoxNR87XrjR8GyFVJCpTbaoGam2n4RywXGR5ZpHOjzD0zMWbVdy37G9HCtNB55p/xz6eBknCx5ONBa5ZXEPh+crHCoWA2Jl+ATIacDcPn2cjI4r/LnpCV35CtZNVwZkIHnoAKKw5Hn6oNp0+ej9d9J0JUZEnAgFhbrk0FxFi+cgQ07Xwt6UhNoDD1C6X3vdjy9UOTynCa4fUt6IENqa3S68pkS4+THR1Gtge57u3IN3M7JrisRCldSe0AN/fKHG0YUqe+vaQy2iYkXCYKpYp1gvUbUrIF2SJ463nLTtBwDMO2/D3K3voSOF2wEwlI27OA4d8puVlFSrRbJzZahMIcYfpOFtJoS3RvwcE/YCxyt7go99raia7QQEF+D2/bMciihq+71ECbfruhhunZ7KMThya3iSelHfIwoSlSamX6pIwY7Zw2z/2sexDx1CKI9UuXUttrR0IjiTabuYss7UzKyu5Uy4SQPo8OsWsmK7DtnaFNnqic7e95b2jmyyVJrhSGMWIUSwiXUyMmWZHoVpTRNXkCrGS7dld03h3LefkLd7PyxNBO3myg2aUgbfOarF890yliOLh2lIx1s3CcJgseZQ3rY/GNTYnsNYc9rz/1DzCFJpT3V0yDGiF2zQRMpdKQAD03a1mv2x46AUrpc/IaWkqsLn6YHpB9hR2OO9H2SLarN39mVSQTQ/VcH9Gt1M6aT93PpWNJsuveXD5ErxFAqpVCCCGF3FW5cOcM/iPqaX6m157cF5laIhmxyyJ5goTwQpHgrlbca4ekNnmTGeLrqE+KeM2w4dZn/zZp5ZqXHRs96Nchym//4fSKxZw+CrX32mh9fF/wESY2Os+/jHGH3zn1K67V4OfS3DdZmn8vczszjJfZx19ud473d28ZpP3BvsBnbRRRdd/KJjxa5DiGIJc88R+o4t4njCS0ZQd/b0NgGT5Qa5Q2G5oKjBWLbj9W6lH+qpW3r/HzfispXDsHgcKrPBZ7F/WwzdqFCQb7pONUs4EQGwg6VtzJYO6zHoGNDQL+IZm8cLVZxtE2S3TZDZGYbvBvmBChaak0w14+VEfNjK4UBtlh2eUI8hdXi2QoeXRqYc5CGW6zYcv5vmzJ7YWmwfX2TPVAmhFNbUOMaRieDbQqVJySl0VGSdrXhjbVaxIqreqs14VdgzOmw1GhoZq2sb24TokPcows2BycUahWoTd++Neu5NTfDzRxawpsJ7YEousr8SKf2ktEe0rmzunt3Nrqkl7hjfwS1H7iJ5/Cip8SNhWxFu4nQK4fVRipCNwswJ6m6NY46fn+zdc44TeJSxG5jFOo1mKSA1RpwCRX6MEku9JrOlBoVKPKd+35QmeK6fNyzCsHgAx3Gx7DKGkjHCrsqzsDRO/vC3GDwwy/DeGfxcbf+5cgoFQOf5Kt/z14znOefLh0g15ijV7VB92iNa0idRkfnM1maxbN2HcPRGTLXp4Pj3hpII5WI5FZqyHqzIYs0mabbkBBNunllOlXTxEKXqHMXmfGw5E82iDp2WbqAMHijMo+/ZWNhuy+uo9e3k4OI4bljvuOU9UawWGG8U9IGuRGHgKpcHlo6HZbUAcyF8vmWrwJWCycYRSjLusVWxTZdws22pZmNP6Gc3yJ1WijnXfzYFM5XpYN1Ebb7jWzdYAn8vI0KaNbnUMQ2dQvVj/fjliNHaBIYjMaSL4fj3j+53urmkIz5a+ig5dfYtznO8UG0TwSrVHaaWdP33qlfCa6Y6rUUAATUzj5SKnqW9JOwwTUEpReNAB02DU6BLiH+KUErx9zf9PVJIfmfNM6B/HYUvfpHG3r2MvuXPumWWHkUQhsHQa17Dhs9/DpFOcfQjD/G4zKt5x2KFSXbyxIs/zR0HZnneB25j3zK19LrooosuftEgZgvBz7bUXg5DQPmhAy0Wp4qpRrdabULaGLYmutEQ6Z6laC1R0VLeJW6U6xYw5+pSSqLhGejNJirirYyGcSqIlXDxP1t0qhyrF4L21eY0s0v7IuNTvgnZ0YNoRHLwwhw9SckutLUFqDWcoGRJySvhY0gb6dmtvsp005FMLdVYHF+kWGmwd7pEqW5jLx6Nroju03aZdoocqx2gKZ0wh9a3hV0Xx/dMenPy1WNVaRYFmHuOQqXW2XEXtbL9vqNh1k078JQLt0MHlemA/NQcSaFq4ypF2S5gy86KsTNukcP2bOi1d8OQ2Im6Jkx122W8UMW1W4SZIgnUdmvI/jKoNppMN44z4errJkwznJvXXcNxScyUSe2434sCIOYTbJ25P2dXKs/z3r42rrRpNEs8PPcw01WdG+qHTM9Vazx8dC89B+7DfGg/ym7Jv29RHDebbuwM0rEDhWclhM4XPrEYGWB4j7iODL2I/vHeHKNYbCwGG0SJmTINT3CsXNc1kIVSpOtzpOuzzFQPBJtEjlS43j0yvP8YA8emvM0UrYRseekGc+UJ5utTsfUcmb6Vgbm7YXIb4U0d3ZABuRRRjY5u0ESIsomfo+tiN5vMlBs0OoRtC8cJNsP86+YoiYtkvBmmxqlkWEYqvDbeRsn8XurTNzEdUQAP1jQytk61eX2hNtX6vml5OM3W+ueRNnOVBofnW0orKRWK90WjZDo8suHeggra61WJe9bdyCZg2I/3rHsbcbEKbPNF7t1+JGjXVgKsuoD5g2/HxOFcJZl35mkcP0Z9z972wZ4CXUL8U8T/3LONqcTdPLfS4Kyn/A3O3Byz//p+ctddS89TnnKmh9fFGUDmggvY+IUvkLn8MiY+8GWeUP4N/rSZ4v7mbp57/geoNeo8/4O3862HOwuSdNFFF138IiFqZLqOy2DhIUxP8bY1TO/IXIVtpbs57nRQFZVNVj2kCWfoAYZkU4cfWqUGwpUdI/9ikc5RI8sLMS0VKxz/4UOdPR6R8TseSVqqNZkrN5CBYi/0L+4iV/HUhJVCKO2lLTWXsJ12Qh3/XfeTqUyQqU93DBWcLjWC8wfGs7RDw9MnX55irKsUC3N6c7XpeJ4w6bbl3RU8dd06Xl3hepHE0hFAMbBtIuaZXKzYhGai771VGCdmghziTvncslIPZx35Or3jGFn/b53bLsSklGy7JPumlzhY3sZErcXjo6KGcHjVjGiOaEvTw6WHkEqxe3KJcsPWimJeiPVxZy5Wxms5OI4bn5QnGrZYmeOo1AS8WLNpOpLa+K30Le5uXYbYL1pAyvX6boDTTl5S9VlmZ77H7oPfAbep6zPP7EDZdVwl+fKJneyfvYXcxH6EANlsnUdcTCo736Jy7Ym0+UQ3MV3SG0i+IzjiQfRLSRHxqTccyfRinHQ3XTs2T5+4BONQLsJ7HgXE1JwXqzoaILNYIlWu4nv9AJQgSDdrDcU+4ExyT/MAwhN68seL31opjN0nlokFiJIuTeX1Jklks6Ll5hQNO3gqynZFz8FLvY9uOchUpK5yS06yaBTpmdbezQW3HCGYej1Mp0qysYSK0TX/wniEuDX9ToVzAGJkOlZGvFQjff9xz4PvjdVro699a8h0fPPxxGKNJd977ocsK0VVNSh6Hm8RDEgF34dd6LVzou8S5b1fDk+Q2rXLOyYugIddQx24GWVXUd67VgEFWWbJWWK69OPZ011C/FNCqW7zyXvfgxCK153zcsgNMf2P/4iq1Rh7+zvaZOG7ePTA7O9n3Yc/zMBv/Abzn76BX7n/Cv7I3Mh3nHEes/ZvuXgMXv+ZB3jvd/Z084q76KKLX1y0MBDHE35SKCabi2wrH0MqRaXhe35dUDDhtgsNGrIZdNhKGIUjye+bwSjWYiaaaDm/92nwU8kLTV6qNmNtko1CWDvYewc7ymWXfZyKG3qHfAN8V2Mcq9rE9Miob0grJD/acyd7ilEvdgcoheHW6V/cienWWexQlkqokGwGRr3yyZ6KzDXiSTKNoA+JgoWDiHKD+fETlGWdmmpSkfqauErnShp2Fas2x8r7drUNczLiTdPKxOH4Gp440Iwsxo6Zt8vsvec+Xzc7PEYp6rakUKhqh6MrYfxeGvOhurhSCqcSJ1a+6m4rkuVQ/VspfHvcC5Vd/u/oQnOCasNmplT3SF44qwZ+aKwks7BnmR7CvpVSYGkP8a6Zh4nea66XHx4pjhV8F72fDWljVvXGijG3BzG5q6UMj6S/uItG2UshcJtIr9YvbgNXSRJTBUZ2ToW7JG12RLupHxNIs23w7gelJMKOb8TE1tMjxLbbZMnWG1kHZ8vMlWqcWKwx6RFjnd8cIYV+6HgHz6NAkCsdxHTrXn5rO8GLfuRIFWgPABTcMkecGealF1ZeqZOuznuHhqvfnq2/PBTaSys8suYT4hsP3ciCFw5slvS9XHYbnLDnmLNngym7Ua95dPmkL+Cn9JorSBV1BEhBhtGCvoe4d2kvPaV4/V2pFPPleuCDrbgtJaT8OfuLJqT3Po2+oiXmZBHDkSQiKSJKKabsWYqyGmzUtHQbIOo19zc0fMJbV8vUAJbhNbBcXR/acSViah63biNKVcRM+Pcgf+cPwLsvgyFMbUfihfhHwv9NT/Su7uoNOcNt1yk4GbqE+KeEd333dhbyO3lh1WX14/+Myp13svS1rzP02teS2rTxTA+vizMMkUiw4h1vZ8U730n5ttt50hcFb09dzfco0Z/+c153ieKDtxzkdZ+6L+YN6aKLLrr4RYEgThClHRpMc3YFpRRHPLXhuu0ikaFGU0sOItIJiEHUDsvMFAGF7SpmS42YUJNfikdGPIZh4KTqrBiroKd0iEzNy/H1awt75mYhZizqfxdlmaH9s/QdK+jyMITGb6I+S71FMKrVS5uwF1k5eXMH4uIZk96cJPHMVoHmfcpv2qxgN5stc9WrL6WCZhVz5wl27NjGDvsYDzWPUJHaWHSQWA/uw/CUn9uViDXpVhGXUnAeBXXbYbpY9/oLF+d4o8CsXcI3+OPrIHVIrFLg6pzS4+MhIbbmKzgPHUZE6qROeaHJrRg4FM8lD8YmQ1VlJeFoJU70K06RhqwQsCzf8STC65S0i5hOmc4I16k+N8P8rN5ksVx02Z1grnpN21whSsW0Q3qWDpIu7SbVWNBqz/VS7ByiZQ0bjmS6WA9qfDtKkp9awnBcMAyUMGMK4LoTgd1CbmacSN660wxqvC7VGoEIVzgGwpvf+2rnwh4KzWkabjXw7OmwaJtd87totJARv+SW8NTLRT3c+DAQZCKkT7QKthHdttArajebCE84bsopMhUJOa5u28/gET+cOkqIwc0k2gk3xDYhghD28GnDkQrZaHJ4rkzdO15U6igUFdlASBWGLiuwvWNbw8vdSDi74W0Its5VzzKaugCmDDeAlupNXTPY6+pEIx46HtSD9z5J29Os2X0XAI36JMniIf2Npe9XwwkFvJRSHHOmOGBPUm4j2nGkFmukF6rBcfFBLIOW7zO7JhnaNYExOYt7+ETbtRFexIdsOV6iKDWa1Bw3uF6GMBBK6vdv8QR9xd0Y8vRJcZcQ/xRwYKbMHUf+haSSvO6S30Uqi6l3/jXJ9esZeu3vnOnhdfFzhIGXvoR1H/0o9tQUl31wH+9JPoM7TIfdpT/jfY9b4pa9s/zah+7g+MLJX0RddNFFFz9vyFa1YqtEIZQksXe/JlKeR6zWdGIeTN+LFkPg1OjsYbCWagilDVSAptNugUkpw7y0oJ4t4PohmvqYxEIZkCBloOCsVNyYtF0ZDzNswSFnmgW7QqLabM/lW+Y40xMbap+7/n2pHilVI4BGhdUHv4rh1IP0XKGAfffSXAzFuhxXkquMU244TBQr3ixaNhp8w9ejCNZS/bSUWZVSQci4Tya1Mdo+lYCCKKj79XFV3DsnpMR2FSBjx0k0WfYxIzVxS9jtWhtWzSYThP96JEVFCLGS1DoQW9vV3jVhS1L7QkLuRMZS6SAw1orjU/upuw3qtkNCxcsqKbQXPDtbxvdNttb/BTDdBnXVJGEvacGplk0SEXje/LHr3/1Nkx8WI+JzAlwjSePEbKQHvauxu3Yi1m8t8nwp1wlGvvtEQaciBLOITAj97EilaMpmpLyOinl8jxSPxI4hMi0/WjK9Y1vg0W6rWivja+9KyVKLAKmoF8h47xsUsZJcMe939Jo6TWQqGQxtWe7mfeEig/JCUirKd99FebJAsarHIiYfRqKouzZCKiwRFv+JlROKnEh7XcN7NToGBSxmhrx2krpbDTe/IpipTlOXjVgYe2xtItoLyhtAbkY/P5b3PLiHplFedIPhX+/I/Sk6Lk74Ybnh0n90gb7jBW8McQ9xeEQnghvCrDSx/Iih1nrbKHLlo5iex1coGUbyKP2eDDZ/lL7WllNGze0BL03HWObvSCd0CfFPCKUUb//69yj0HuQlTZORq9/A/Ic/QvPoUVb89Tu7QlpdtCF3zdVs+OxnEIkEm977fT5ovIjdCZOPTv0tH3riIaaW6jzvg7dzz+FuveIuuujiFwuK0Ns7NH6QVLFOqeFiSxnxt4CuKhIxYgMj0XcBaENmKJekoZos2fMcrewKDLdWpWgivy9UmmFYaoQP+8rGUXXpsE6mQiiXuttke/NI3Mj0I1HbaULwe//RBdQywkxtgZoRddh4w7ix6HuIF2tNzF0HMQ6NB2e3Joukd03HQoerTYdkcyEMS4/k07bWiUV5OZPBGrTI1kSJt4emckKxH3/jYBlW4R83sVgLyGXgrfM9s9HxeJhuLrWRH0PapBrz3vkkVc+DPLRvht7xRSAkikZEVKs9wVx/XnNLOLQITwGqrmutJpqLnScVQapYI1GzcZRWwrWE2ZKvrjtOLdUBwWypEZts05VBjeimt1GjRbXiVC1US9a54SKIA/DHHiF/QiCNBIf2Teq6sf5YD00zsC1OiGO0w7Wh0YBaA5QLUsVEnfQ4/H8VrpTsnlz0SgjFsdzmUTTX3J4rxkaQq4xDJMTWnIsSeq2s7Mj4DeO0EKv+o9peEo6MCTClvciPasPhyFKRUrNBK4QXOi+VoiHt4Gh/Y8//2bVrpMvl2OSUUtSVowkxhrf14T1z3jslOldzbl/wFrEzibZ3g+3lsUunyXT9CHVlx0imEgbz9VlOOHMsSd9x0kI6XRn/vOOzpsBT8zacsL2U/ju4fctAKEWhOUW6Pkej1KL74G9utrwQFAQ1uwHMpfj6z1fC1BgFseOTzUWSzQX6irvD/rxQeNmycip6aD2exnG66BLinxDf2TlNofpB0krxmuveTuPQEeY//GF6n/scctdcc6aH18XPKVKbN7PhC58ntWkTQ+/+Iv9Texm2meAvT/wHf3f1jxjIJviNj97FF+89furOuuiiiy5+TqDNwbhCqpCKetP1dvE9IoXCqM1jOV5tSgU944uM7NYlQxqeKItpCAqyQqGpP3eRsVDUTvIcphvJQ41Vu+lUq1KPTwG5ynFPFKYZ8YZG2is90ORS5zA80xP8Ukrn0hY9g7WVM8oOhHip3qRuR5WofRIhqFabNKXDUnE2MLdbPS0Atuc9aUqHmmrG8u58Vee4qE18HdpN2fa2LhKqdf17Jt3SSevP+vdmJCQTPDLn/e5GFHCV0kSxteSQiNTbbTiSqaV2UhMQpohnrmZ3Tj+quSUmTS8P1FPRFq6kf88EveOLJOZLKKXaSuH4/RuySf+RBW8ukvlyE8NuIJRD0iO5se0F6bJY04a//+litLRXsBbSKwMVJcQu1LWAXN1xwvvd+9ecCj3nDRxmnSKOUmH+OSALldi95X8e/OxKUtt3Yu45jFAuzbrDQqQEjhVRgxcKivVmZNNCe4l9lWa/1FJ0Xjo3OX7iuLdcYatQYCt59Bhr790Z9hMZq0/Mm44ns6QUTVdiNhyMpsvozkkOFBeCtUvWNbn2N0xqjh1/ntHP/cDCNmbcRY67c8FmgKskieYSZVlnb32S4vjd5EsHYloFOp/aJ63x/PV0bZpc5Xjs3helsESYUK6O2u/wDhs8rIWhgrz2Nigqrfendxqjqt9P/htCtDzZAfw9QxlenzC/uX2zEQXHKrvJVseDDSofQzuOMLx7us2zrJRCzh2g6b2vjEpnj+2su0RdOhTcclDeLrqWYci0L8AVJf3+NkR0E/SR6zZ1CfFPgFrT5T3f+hoTvdP8phig/9wXMPEXb8Po7WXsrW8908Pr4ucc1sgI6z/5CfJPehLG+z/FR48/l00izdumvspLN/8P124a5M++tJ2/+8aurthWF1108QuDdqoWeioC74tUpKvHSEfqZGbnK164pqDpeUZMo5W+qhb308kNn9D4jXov4sRNiwhFCRVIN5rf59db1ebiwOHO+atJz0hUSrG7NMusGxLkWPsOsdd1W7JQKOhSVcFMtbFnNFyOubNMi1JY5gURkB6/FNOku0BRVjnmziIUuK4bnNvwvUYK0vVIbdJgSdrzNjXiHmG/P7FURhkRU1spHprZFhzdWziA4a13wwnrNwMkpksIqai4dY7aE5S9PD+ltBJwK9kXHe6o5WC4bjCX6WKN+LX2+lMKhMCVEkvlY460zEKV2tEjLMgy0+4i825IOP3Q3igZCDZ4pneRJkkCi7A3DbN0gnJziYbbYTxKkfNKLxbdKritXlcJM/MM7fdraPthssDiMay5MCT8mJxj3l6KEAqNuVK9zZMfVXWWro32kErq+3fg1lpIi4B00SdfyksxDu9Ty6liOnUSTpFMbZpssxq757XqdngP6OcoPH8DhwN2VBk4uiHgBJtmrd8pBQMLDwJguErnUQMT3saU6TaC6xPepwLTNGKbDpXqYWy3TE21CE+hSJePM+UWcJTkaH3BK6PlvyMUNceh4Ssdq3BWRqmB6UW5lGZ1WH6qWKP20H79VAuBIWVsYyRYbCBd1Nd1zl1qe4GIlt1A0RJintp9hKigXbLkbSC1RuTI+LNNdONCzzB+3k45I0BuuoRh25h2a8izPs+h+ixL0U1KFVJ1H0VZ4WhznqP2NMe8qgMlnxy7YRknhcKaLuE0tcJ3uDkRjZowgrl2Dv3ujC4h/gnwwVsO0JP9BD2u5JVP/icWPvEJ6g8/zIp3vANrYOBMD6+LXwAY2Sxr/u39DLzyN6l/5gbeff81PJsh/m3xfgayb+cV1wzx0dsO85pP3BuRt++iiy66+PlENGTQ+yCmUDzuziM9D5Z2WnrGZSxEOZDaImEYMYJQU83Ao3s6iJELpUC6sc/S9XmMRtRbp/8tbXuQ/NRSrI8okQ0+i7iogxq6TZdqI+r5bDcSadrMVuOhoWl7MfCOphfrnuiYwGl6Hh/TQCJpOC6FSvj3IKinqwhIOMDMoXlsqYMLU8Uambmydz2cwK/ieJ5jp63kUMTYlCrwMMdWXsSzP6Me6ZXbDzF0YDJsH/F8po4WgND71apIm16sk4qU8TFk51B0H1GPfTSHuBMZ9j83DIP5SpOJQp1Od1NVaRJxwg3J72Au1dbWz2F03SbRLOIoATWkg+3WmC893LIVA8N7Z8jNavKjFPG6r35f3lG2owJPuJJAsxIrueMgddi0N3/fQ67aQsfjHuyDHiGfcYvIhXmMpouh7CCvHiDtXQ8duSBj17pnaT89pSMkPO+wPbePDeVZzMhU6pGw3Jpscqx+MMrsOs5bKId0fQ5ViWxALbdx421y0PZtfCMHJUl6pbL8a7kgSxxwwlx8V6rgNKoRbtbEnglgZqnOwdkyzSCCofPGTXb/QVCK1GKkfreh59epHHcr4qQuvLe1uoFALJOqIaOpCUC6dCyo46z0RL3+vagTpbzcWy8Kx1PKNt06RDYCWpGfWgLfw98hZLrstkR0qKgnN5xTTWlxMomu5TzjLHDUmeHh+v7wHaHAOjxPcddR7/qFd7J/T0rXhkYp1vfpoEuIf0wcnqvw9Xu+xOH8Eq/KbyZljzD7b/9OzzOeQe8znn6mh9fFLxCEabLiL/6Csb94K9WbbuF1317J28W53NqY4p6l3+ONT4fbD8zxwg/dwdGW+oFddNHFow8f/OAH2bBhA+l0mquvvpp77rnnpO2vv/56zj33XNLpNBdeeCE33nhj8J1t27zlLW/hwgsvJJfLsWrVKl75ylcyMTHxY43tuDPfTjAioZO2cqirJlL64c9gNpwWcayw9i0CTDNuqmQKYbklEaG30jKWNX/mK00cV0LxeCyEMBZejQ5FFq6kGQnl9e3sunSo+KGnwWkj5/fJfYfzKyuqQOxg7jxIaTqe12lEDPrMQgWJwjJFIBhkNRzUYolyw8F2ZLiJYLSOBEBhOJK5cgPbkeSnS/SeKMbyBQHKTSdWPiV6vP/f4IFZ5jw1aoVAikSwMHHqqaK/eEJj4Ks5t+cQd/buZ+fKQU6oXovFju18RD32husG11cb9e3thXJDT94yAaX+taxGybpoN68VEqkktut6ZV+8z6P7BgjS9TkMFQ9b9r2mYV+gZPuY/evsKkXBq9GbxASlMNo8jKH3s1T3Svx0IMSVhkPDcXGl9LxpigYORiSXPOnnUreOB7CcJRJ2iXRtUjfwQskBbLdBqlGJLULoqVUsOTVv0yJMHfBL/zRVKLyXq4x7gkoh2q9W5ByR28l06yTsUvuzqJRfOjo42v/Pf/yKNZtyXV8bnbcfen9b6+jOyZKuuQwYTmcxVCGV3lAQItQhECLsK0bkI6IHHhIt1zie9WCEeeYnWZuO8AmxVKRnyqy/ZxvW7T/UBDkQPLPJ1KbIVcdPGotjeKS3/XkLIx7ciG5BJ1jlJj0TekPPUTKIyKi7jXAmzSrzlSbHpha9e0Wf1I3ctzISYZKwI2rqp0CXEP8YUErxV1/bwcDIDQy5kpc/+V+Z/Iu3YeRyrHjH28/08Lr4BcXgK1/Jmg/8O/U9e7n800t8OvEkEs0Knz7257z8KXuYK9d43gdv586D86furIsuuvilxBe+8AXe9KY38Vd/9Vc88MADXHzxxTz96U9nZmamY/s77riDl73sZbzmNa/hwQcf5PnPfz7Pf/7z2bFjBwDVapUHHniAd7zjHTzwwAN8+ctfZu/evTz3uc/9scbXVHZMrbdvfJGEp8oaGCxoA8ZWDlbdZnTPLJnZMCzSN6EChd2Wc2Tnyh2NKiXazeWorTm/1GCmWGG+tsQhezpmLAcEWyrMZRSGi/Umd3l1c8NujeDoNkXnlr59NNwaBbdd/Tg6Vu0FV8HPPtwg7FEEqTSqk0iXCn9vxOzpdpKi60LL2EAVCtOtkWwWSURErhSKw/YUU06hPfdx4UjbnI67sxxz50CGBmuxZseuaZRUKysdfG40HVZun2Dt+BRRtJKkKHLl8UBJ11NuAyXpm53RubBoj3PFE9USwitR1QI/pzXq6o1XLdZINOaZKj1M7cQURowrRY+Lq0/7kG33iSJ1ZAErfsFwOngAk6UGmx4qtlMgIdrG2InI2EpSrNnYUiFsfT5HuQjVOe866EspkuMFRnftINWYJ+Xl6GZbNusTEcXlVtRl/BxCqVgZrWIkyqHt/C3RArNuZ8JjOZVAnTgKqeIbTxFaTvyp1j+Xle8hjnSA5333Pqs7kZrYy5BQIRVKKPbUvQ0Er/wUUrUQXn3ehFPC8uod944vBmrqQilEKRJeLpancaWGHSvjGW4i6vtTBR5i7eUVSpIu+B5kT4Fa+qHHOp96OTIb89RHIFFY3hjnyw0K5SbVpn4OG6JlQyhybLQCgRV73vVnMzU/hUBSkjWOOwvB2ruuGzxbycbpi9N2CfGPge/snGZ+8jMczNi8YcXjqH7hW9S2bWPFO96ONTR0pofXxS8wep78ZNZ/6pPISgXr3+7lk4lf4xnlCl8+9t9ceOnnGOqr8psfu5vP3n3s1J110UUXv3T453/+Z37nd36HV73qVZx//vn853/+J9lslo9//OMd27///e/nGc94Bm9+85s577zz+Nu//Vsuu+wyPvCBDwDQ19fH9773PV784hdzzjnncM011/CBD3yA+++/n2PHfrz3TDRsF6W0ArMC35hxkSipw58NWwvRpEqh0aMMbYwJ5QcFQr58BNNtrwn8iKRTAuUYHZbn12aNefNcRXauJRLHM6BdFS095OVyRnxWchljGBWS2tx0ifRimYI8dbSPr6QaJcS2R46qqh6Gz3bwKkEoXNTIRqpdeMeUVZ1ZuYRQMLRvVhu+0eMVpGstSrLeFxJJWdWZk5HcTs9DM1duaBEttHdGob1+7knCnhteuLYykjEDP+kJOyVbVJ+DmtEdEF0r31uVahboL42TWSp6nzvBjZM2sqyw+smK06gIItoJj0SRqp1ANNxICag42XVky8K2/RTyI1ARlWANO0qIvYOsUqPduy01vTsdT2GwGVJ3dM52i5jXcjDrDompIgkvTH3CXeCYEwn990nMMoRYKWjIk5Nu16l0LLMFYLSE9pdUGOHRaSPLn9Ow2et9IL3HWXmBCwrLaKdChkeP5jzC7QuDBSkV9ZAQh4ERnsiWVLFNEP2lwkVQrOu64Upocpufic/T79J066Tr4bpakU0pYYeeaNWBEB+aLbFYazJXabRtuviYbCzR8MhyotLw8vajGwX6+kWvQ7JWY/jA0Y79+SM3Om1URn52laJW09fsiOz0fvHaxe75k2xYoa9nQzWD92+xWWV7ZZyKrHPImV72HK3oEuJHiFLd5q//90HU6C1scOGZw69k7oMfou95z6X3Wc8608Pr4pcAmQsvZMMXPo85PMzs+77OW41X8LdzBfbNP0h1+N1ccPY+/uIr23nn13bqEMAuuujiUYFms8n999/PU57ylOAzwzB4ylOewp133tnxmDvvvDPWHuDpT3/6su0BisUiQgj6+/s7ft9oNFhaWor9dzrw7RqpJA3XwVGuJ8ykQuEXIGqYWZGa7EZEVbWjmdfROxbx/yi/n0bLWULkp5bILLSQ1Y5GZcQ7G8xLLdtceSV18lNLDByZjalYx3sMIZXCdRV2JKTZVm7gSfbf/8pYZltAKTJJE2lGDN3I3wyfiFp1m4S9FCP0QrktnhlvTJE2jojPoeloz0ypg96FI53YtQkzUMMcYh3eGx7Te2JRt3kEopJRQpxoFjBkE0NqEmJI3yPmRkJCBf1mDqvFHDb971s8va3XtiA9b7RyY/ewUuF9UG22iBl1Gncg3NbuBXWi4fveytlStpEdoRTKELFrVGp0Jp+BN80jwjFqHfkxK1IYTvy5a9UJiJ7PvxUtR8bXI3LuhnJY5gnW87AX21SMTwetYncQ3TgLsv6DWshRJEwREyMzW+4HHXChYg93WO863GgDXeKplRCnF+sRL7q+TkIpRGu6QifZfCKieMFpfMm99vYCKDec9hWOjH26XGOupK+r4UjvEQvnobwNDd9LDfpdly0Ug+fRTVpIK56P3boNIlE4HUL243PVx0Yf8yUZCtCJzrem950KUjfiegUw6RY6n3cZdAnxI8Q/fnsvWxIf43gS3rTuxUy/9S9JrF7N2Dv+8kwPrYtfIiTXrGHDZz9D5tJLmXj/9Vwz9WxuGJ/l3EaNQ+JjnHfxl/jE3Q/zqv+5l2KtK7bVRRePBszNzeG6LmNjY7HPx8bGmJrq7DWbmpp6RO3r9TpvectbeNnLXkZvb2/HNu9617vo6+sL/lu7du0px64IDR6JpFx3kejc1jZ/VkBGJOmDoRchVo9zWW9sq5u0/Tvf49ipD6sDgehIcIP+jbZPW5s7aa083DPpiXQt47VpPVAhcVWcEEpkQNaaPiEW7YajUAoTQS5lxUObT0YuI+Oylsm9i3puDBFPxvT/FnU6w3hpnIayA4+WUqo9ZFip2PVKKS9SYPkRtyHqXRVSMnp4r+7BE0UCLXLld2oArpSYLZ62bMr0B3Va51WoWB/h2YLRBJ93gk8kpVIxL6irJEVZbfc4AnOlZiw9WEjlCa+FZ6k0HD3fkyAuRNYyrg7nPeUtJCXm4dmO100pcKQb8362whc0+2nAX4tAlUCqiDceAtLVMtp2Dy80bLcthxgIBOeauEGptda5JystczKE9laf5mZPtF343hLB8+SaadxEPmx/Eo+/X4LKdeP3hZ8DLqQCYbUd5+c9+2reKEU2k4i1MWN5HyIoj9RxS7HDDWJnk7gJk6rbDNYwFRHNayfELqL1O1dRa578nu+ELiF+BLj/6ALfuudejg3v5jKVZsuNBezpaVa/772Y+dyZHl4Xv2Qw+/pY99GPMPhbv0Xh6z/Cvu0CPrirwFuqMOtsZ+S8f+femR/wgg/dzuHWEL8uuuiii0cI27Z58YtfjFKK//iP/1i23Vvf+laKxWLw3/Hjp66XLhVBzquLwna1ByPR7GQwadNEKAkidCSIqPUf8fw4aW2UqQ6iRzG5mk5qz8CSigtr2bkkzXwq0q4DonZxzyo9x0gMZVokAVjcMER9VBuqWb9EzjLkoz2ndJlxtxLnQGU6/kVPwgBTaEPWb3sSWds221wpjGartzLKwNoVtk8F5RnaDdvVZD9+ungY8fIVVJdFdr4ShJemSo3Ag6aUFlAz3VrMQ2wAizWbVgrjr1hbXdUOnn1LmKDCMNuwrQr+DcTbVPx7/6zNwSzKMIJLaHlCchPugndftdJrgSMljpQ0UkPYiR6dp2oYbaH7p8oLbtvGOcWiNx3ZsXSYPpcis3sGsxgXmPLXoulK5j0l9ZPlgj8SNHrSJ/nWJ7zetVEKw/Mo6nnoFq2hvlFi5weB1B3ZMSTfX4u6agZk/mSbOErhlV1ygmfbP18nkggthNj7sS5rQck1hUCZKZ1761/RZd4bfgh/KxkPRdQUsmNushbwMu3wGUh7m30KyKcskpYRvI9kJHJlufsFvLxoLx3B9zjrPHN9jC+01QkJuxQqu3vPZmJ6KUjbeCToEuLTRNOR/PmXHuYJYx9n3jT408ZzKN34LUb+4A/IXHTRmR5eF7+kEMkkY2/9c9Z+7KO4lSZHb+zhqTfV+eJEmS35URKrPs185r953n98j9v2L5+P0UUXXfziY3h4GNM0mZ6O50VNT0+zYsWKjsesWLHitNr7ZPjo0aN873vfW9Y7DJBKpejt7Y39dyq4MjSipZJILzwx9KpFDD7Rtuff3ibyqYwqOJ8sFLON3GjYLYRBGSIWhtypz5CsRuiHb9QShlxKUyBbVLJ9mlfYOERpVV/Y5zJDj4eTd+ArHcJ7E4Ygn7LAEEgREoLGSTwnKvaz/q3/SDwMNSrwZEhQXv7lcrmKbefwQjFLDccLnQ0hWWYNHoGLWEhF37ECVs2OjF2veLK5SKY2rctOGdqQ94Ww2jyh0VvQ9wTSWUHcz+VtHWarF7IdKrguwjSYPW80eEb8vvywdtHuB0NBRDTJ0KGiphF45U4XQjpBGoHuV9FM9gdza4Ujl82WBwVuqb7s5sCPi/KK5d8xbnJ5AS+3RZivLpuBqFbTDeeRXogT+Oi8Y2kXft6+aYT3RSAr0EEtehkoITDdetBfeGjn4/IqGfvdf9YLqwb0EcIEBM0g7Fu1bYy0bRYu450WMrKB0D7yQPVeKAVmuPYJP3zaL2tlCBypWFgml9k/f8oydB638jb3lgkbXw6G4Ws8RKJDHlkXup9HfsijEx/6wQH6Fm/h1t4FXro0RuI/v0r2mmsY+u3XnOmhdfEoQP4xj2HT179G/4tfxMKuBO4XDP7taw/xh+tfgJHfjljzPl71xU/yqTuPnOmhdtFFFz8jJJNJLr/8cm6++ebgMyklN998M9dee23HY6699tpYe4Dvfe97sfY+Gd6/fz833XQTQz8FccikaZBOxMvQ+CaRi2TO1qrYPnF0ElGj1j8uFNWCFg+x/xki0kC0GYFRyBbhpNY83sDTYBix+sKduvQ9eH6+moERqwfsG9TKENp49jqxc8nAY2dnE6ck3p0RbyeFaPs4YWgzXhgChApCcluNYCNS+ifuxVEky82YwjTENw9MVzJz4UoW1w/6FVxwzUzYQ8tGQDWzCozwOpdaSl61R7t7rrlTGLf5VDy8U1oGmek6rpnGcnUuYnRthZK4npq1sUwN1/CeU7E165T7bWAwX27E1Itj4znJZQ3OYwqUZWJ7kQmdM0PBD8ZOmSahb1evs9VwUAhk7Ck49T2VasTDlxUKaYShsO1cRsU85c1c5LlSisVK09skaL+3T4enbLLGSLSE7Lr5NGvNIUbNvrb2zZ40Tqo9xBfC6I+A4Kp41m1Ndk45s4TJsNmjc6gjB/i5vP4mV3KpTuaop8wcaeeeqsCwiN9bnfKa/Y0+EyO22RWoyyNwDC9/1t+Ma3mGTwZFsuPnYlkPsf4uyGdWYFjt7eyc7td/tzlSaW98yxxNj1gnTAP8ecT0EFo82MIK6rRHkU6YZBJm8Gz+uFsvXUJ8Gnh4vMh/fX8Pq1Z+iWxN8GtfdjD7+lj9vvciOqjTddHFzwJmfz8r3/lONnzxiyTOOp+ZO1I88c2f53Nzj2dL7zDpNf/N3939N7zlK3cHOSJddNHFLxfe9KY38ZGPfIRPfOIT7N69m9e//vVUKhVe9apXAfDKV76St771rUH7P/zDP+Tb3/42//RP/8SePXt45zvfyX333ccb3/hGQJPhX//1X+e+++7jM5/5DK7rMjU1xdTUFM1mu/FxKiTL2tNkGNCbbje4DCGo06TmqSz7YkZRL680oiU/QsLbiRADMUOrLVxUiMBb1UzEjek2D4oRklgErDQH9O8dzplL+vmtKpiX432miOTXCoG0wtDfZjZcE9VCvE9XO6rNb+6N2zcw66kRUH4eoTacfY+Pber0Lss7Jr0YklJXKuzI+IRsX+9apC6v8Mi0MkRHr2TrOKWZJGmZCMLSNwlhkRFJHcbaYf5RPjxk9HQkVCmr3UOoTCPInTXdettgGqlehCBoE4Tle99fkFkN6Ps5Sog7CfUMGT0khEVOZNq+a59PnKr694lvS7pmy0BaYNkVhHTJpcxwvYTuzRCCRK2J/Qg9xK0bMbWeTcEARAdiJI2ThLIr7V0UgGtlw2MC9enOxNVHWiQxhMGAEU9DNAyTlJGkZ5k1dpMn7zeYT4eBO8neDust6Dfy5IxUzN0oHInlRZBkTINUqYFUfrhz2K7SWF5VXQGumYjtEkb90T58r7iICPcB1LznHAENwyfHZiSwXv90sifSwIhtesRmLhWiQ+y25ZR1JIHvGVdA5L3tH2FnEjqE23vHCLxIhpO4bYN3rxDLho33iAxrzeFwPP6zI/TGnz+7LiH+GaFuu7zpi9t4Sf+n+VFK8a5vD8DCIms+8AGs4eFTd9BFFz9lZC7cyvov3sDa978HM5tGffi7/MO7j/KuvRczlriXb8z9Kc/72CeYKv508nO66KKLnx+85CUv4X3vex9/+Zd/ySWXXMK2bdv49re/HQhnHTt2jMnJsE7lddddx2c/+1k+/OEPc/HFF3PDDTfw1a9+la1btwJw4sQJvva1rzE+Ps4ll1zCypUrg//uuOOORzQ210gHIi/9nkHrmmnsiNjLUD5FTzoRKj776roxUiNQwgzzLj20/h42D/PvWo37ASvLJmtUn8OIG82WIRjIRUi7H+pnam9vchnjPWqvNZM9+BQgmncc9RC7phlYafX+iEG/nDr0qaA6R2fmp7QQlmulUcBw7wa9JiIcT2ZWe8ii844F47Y4m33i3JpTnbQM8L3LRkhmY0a2gN5MIl5fWQgyCQvfYB808pquG1o/WXoDaPRlUIlQVEsJg5xI059r32Tx+6/0jaAMgeFIzzsdUeaNtJfCwrUyCCBn+UMV9GeTel6EhL13fHHZ0NKEsFhhDpAxkqy3RjwDvf2axu/Jlg0b71/DI8KuELHPIQwzBzBlE0PZ2qvmIZ0w6UknGMglGcgkOtYtPhkEMO6EofGavLaPI/j+JPetUFpcTKo4QfRnnSFOwpQwqKf182kJkzVWe3RKJmEGUQAdx2Od+jkyhdCbbh2E3PQ9Z8QFoTxYIoVK5LyxmuRNg75MgkTKIuXKeImsKHE+iS9cIXXIvgrDrTtxxWiqhYDg3tTjMjGFSVP4m1LevdfiIY6+V6Pf6FSVZSig6hyrYroNks3F4N0tULEokFjUtwhDp4NuhX72OiIIYYmETLfldRuxdV1rjrSf+ydAlxCfAv/8vX2Ys9t5cGA7r7/FoH/fHCv/7u/IbL3gTA+ti0cxhBDkn/5cNtx0D+teezmZ3gJnffl+/vODkr/5apmz9r6PF3z097lp96nFbrroootfLLzxjW/k6NGjNBoN7r77bq6++urgux/84Af8z//8T6z9i170Ivbu3Uuj0WDHjh08K1IicMOGDSilOv73xCc+8RGNSxpJFCYpkSBtaOIyOjxC37D2trlmOhICrYVUfA9ZPA/YaCOvy0GTJf8XEeRc+ucz0AbWmNmHIuxzftV59GzeHDOCorlvWogq/NYQIiCH+ryCWmYFdqKPpbpDef1wzKq1hImdS+KmrMBorA7ncTwPbMx4BOxEDxAnnstBh2hHPMui9XsTMfoYEtlR/JIkoSEpMISI50USXfvI5wJyHhEprh0IPk+KBP2ZJIWkpyotBA1HUsmtoZkMcz1zw3nSlslgNoXbty6cr89LvNBywxuBihDP6nCO4vmrwzkaCW3Ep+K5pIIw3LTel2NxxQaEK1HG8hEF0kx695dg42Aq6CmqPiwQQTj/coTYQJA3TibopNHqFY6P3yOe3j3SY2nyFSVInTx5Kh+SgYFskt6MhSkECcsIylh1Ol/0OvoY6kmAGYbCS6WCZ0p4fVimQTbhCSidYiPHxAiEm1wz5Y1DX4uUEd/QUBgoYVAdziOTFvKsNcF5ffSkE4z1dvYML60bxM6lOJn8WsoyWDOUp9GbCUKP/XSO0Msu6M22r3NGpCKeRwPhSkzDYDCrN3oyhWrwzPhrZueSHXOvfUgUyjRjWw7+e1BFn0XvnSgQWHUnGGteZNhgjWJhUfO9sN4mhgIsp0bCLqGUwk2FhDhHeK/6m0ydsJyHOPo9wGg+dZJNPRFhmNGoh2XaG+EaKtNfmfCaDhk9QXRAOpXwvu/kV4//3kiNcLroEuKT4J7DC3z81v08a9XH2fqAyePvtRl8zavpe86vnumhddEFACKRJvfHn2Ltu9/OWc9dYORil4uqed7wTcmHP3YbE3/yHP7rr99Js3h6dUK76KKLLn5cKGEgs2tZaw0HxoVpCNKWSSW3lprnCRJe+Q5hGkE4cyzfVICdiBKfzkZUeWUvlbWDbblpMXhf9RhZBlJjgRG4NDZM9dorwYzkSnpGWSZtaU9jpBtDQD4dMZhTOVxDG/vlukNF2IF13dt/Bcn0GqqDvmdJULpiLaXVYch2a46kP1Q30VkgqNVbbUQM0TaCInQOo1+XVs9l+TVyPTIeDKL9R2QkH1xefD6188eY29DnHR8a80pYlHMbmF1/ns5fRt8D2aSvRuuRX7R3zkB7fYTQIkdLXs6yNARCiMh9ITAR0MGIF0B/NglC0EznMVxJqlSnnh4JSFwUSphIw9Jk2suJbjOoBWxMjJEyU6ddGudka+yjSUupG58WeeSn2ewUotw+B8dKkfVz4oUAz4ucSlphfnsHOC1lchB67fORz2U0VADwt0kCYrgMCZIi4c3JCPJcfZrhb00kic9FxwUI6v0ZCuetRGXTwTexUUQ9iP44hMAY7I/1N2b2a9XvCJKWQdI0USIMmU7E6ueG23ThuPzTCTZmVwbnDjeywk2lYBPJG1tlpGdZD3FfJqGJqml5nlj/GQnb+IJmvod40Iu28Ul88G4VFjVP1MpX2FcQ1HBWQL0v3EjIGtEIFiMg8FGtB9CE96R3fFB3Wb+3Ez09sfn7YdthrW+vuef9VULE884Bwxfn8jYj/THq4wUDZl5vfAkwrHi/rSutFPSaOlzfsU6dxhCM4bRbPspQqDT5o88/yO/2f42J/Q1ecYuk97nPYfRP/uRMD62LLuIQAq78bZJvupmRxw2w+fHb2fD7V2A//0lsnHN4/Oe+wJ7rrmHvq1/D4le/irvUJcdddNHFzwBCYGfyyPUrQ7tVaPKmhBmQGTebYO7slVRW9wWhqa1KsXVPudo3VTuF2lVGe2gO9YQGepsNGvch9CaGcPJnUcmtDYw3Gck99M3Agf4Ma8zB2NFSwYgVhn6r7HCLARga22kzH8u9VN7a+Civ6GV0bAO9RiZC5oVn8HU2pLPJHNNbV4XjiY47csiAocfouDpzWHoLGIRwd+jeXNYUjLLj8OeMkUbmU0H+oExazJ63gqmtW4LDHDMTO5d/nZUKf5ZKaTosRJsglTI04Zjfoj08m/MrSZgma3xy0jLEpGnokkOWhZAKq2Zjpnqw0p08uJ4AmmGAa0e7aSMCvaRjwmOdUPPyjQ0BfUa2Yxs/5HfGLbYMX1AbzJIeG+Sq5GZM0/QIUbgerhE36puJfhwBKSPBOmtE3zfpAciPIJK9WGbnewjaCbFCRxgYCPq876Ih046SFNdpr3Iu5efIt5JHXzBL014TXRIKFXohm8rGEJAQrRs+mhRGozz8dYmhhYQbHjldZw2HE0ET7g3WaCzXVESfrYCoq8j/i2XTW9cPZklb3maON5ezMiN+x9FTB3NQxvIhvJZXJ9pXOW/PaQ4Jof9e6/HuKUMIkqYRvFssYVJOZKmnR7CtcAOxMtrjjUuT0tpge1lYTTYFtcwYKcuk3pdhaXU/AFutNcuMnnDMYSgFjaGelgYeO4/+EfA+D9+V8Ylb/qaaR5hTlhHcK9G1NBA4I+d63Ym2772JB+87s+1+Wx5dQtwBSinefMND9JUPYEzcym9+V2E94TGs+od/6IpodfHzixVb4XduQTz+T8ksfJvLer7Ope95GZ9742P51uWCqZ13Mfnnb2XfYx7L8df9Lotf/gpusXjqfrvooosuTguCmUvORw32BUZbc+MK8skcg8lImSeh822VaQSGi5OOE14nETXcxfLhfV5/0G6odz7ARAkT4anAVq4+T/+bW0s1u4FGaohV+WEGhtcgMlEypeiPiAQJQ1BYv5KFDauojPTrUGelUMLCNTMIYbDaE+XSzCDsqTLWg7F2NWNGf2xohuhMWAHqmdUUB88Pfi9eMIZAe3dkB6VXKZU2/oXOF84EntL2E4iI8vNyHmLQYYtZkSJhtOdzyqSJNAxGe1LBwXGSIehPjnJR/1nkkprgKaWN2oQwAm+yD2V6wkwpC6cny4q+PGsHswxlBtvG32tmWJsawDVNXCs+F0Mkor/qsRqaEAthgHQ98hXZ/LBCX68A8pPxTeQRMx627RMYV8FgKsNjhte3jdEQYb3s2Oeed1SYJoYwkIagmeyP+2cNi3LPBtaZI2y0xnASObLJHM3kIAYCmbH0QFO9GIbZMcd3KJ+iNtiZrEcF0dyEGSPEpjCo9+hUB0N4efWRZzGfsiIeRunN1cBRBnayN1ibmmpiGjoaYM3QRkwryWA+pYmRR1ajz3I1u5pqNgyZRwgafoQJkMzmsXovQHmq5umekyvj+xsuPhHzCbf0vKG9Vi625jFPsBHeDQaQNKxYfmurh1hFvcf+Z2YoACVRoddf0SF32dDvgmU88QHZM3RUhGPlQAiqtotrCMore3UIekRbAeLhw8LSZZr896oAmj0pRs0+Uq6BoUQsd33YDEmvkJH3mRCoRPv7oFMIuxIE905Mud0UqL502MYQpBMmJv754z0bbWW24uvk9qxCGAabEytZldnSNo7l0GV3HfCx2w5z6+5xfq/4QZ72XYPqRRs4698+iLBOL6epiy7OGBJpePI74Pfuho2PJ//Df+RvSt/m8c97LG957Rh//v9Mvnv5COX9e5n8i79g32Mfx7HXvpbFL30Zd3HxTI++iy66+AXGxEWbIh4eDWUI+pK9ZKwecimLkUQPV/SsRyhIJ60gLM5JtZKF0MhJWoLWUNmeXIr+TAIQnnBVqqNbJlAPjngriqtGqPV73t6BTUxuuYSJC8/G8LzQTtJg1ap+3PM2krhM576mSbXVJrXTSSojAxQ2rAJDIBTU00PgCUeNmn2MGL0x09DvwQsUjoxZntRDbCf7g3xMf2IjPWl608lYmLU/xsFc0vPQQSZlMZRbPjc5n0x0FBQyo2HZwmTAzLPKGsRaRp0WWh154S/5tMWGoTyjPTkyST0WqRQJYbDSD+uMjMFOhl4tZfWC0KTPEiLwZAFYhsGQL3pkGUjL83KaOld1OKU3JZKmEWwKOFYOZZpsSq0G5SJ6spHwV6j3Z7WTq0/fI1YjDHNOJAZIx8rVhErhCoVlCBKmQdoyYsJXxjLkRngeQX/qxX69QSNia69/ThoWpjBYnT2Hzf2bqadHEMKgfuHZ4XmEQHkbHJmegeDz5taVsXULzq8UKuV74gS1oZwWP/bO2SMynJ9cS+GcUdz+DElhYQiTnOe1ziYt+r2QWZ9smhgUBi5Cmil8mtGbTgSiUImzNlDcugbD2yAIlYWj9398E0wIEaQoALi5FbhmGsdTjk+aKQaNHlLevdmmNu+FCPs6AH7XxZpNXaTpMfNtfu/wJ59YhorgQrZvv6lIWHcwC29NJi45K+hL4oVMA0JJhvKpYNqGIZBmimzSQglBRrTUHxaQ9jZ5esye2Aaa7SoWouWevET9ypi+PtHQeyOZwDXTuMmEfhO5EjdlkU7lMI5PsTqXoNkbbuz0iRwjZp9+vygVengFyHya8a2XB6rPy8FXze4zs7ENhdpIPowQEWG0QGtvldx6Kr2bg3z7cFHivyorHY9BP010CXEL7jm8wLtv3M1/Tn6As26yGd+c47KPX4+ROrXQRRdd/NxgcBO89DPwu7fDlqdy7c4buPX4/Ty5N8V/P2GWl72iyPfe+jIGfuuVNI8cZfJtb9Pk+Ld/h8UvfQm3XDnTM+iiiy5+waBMKzAe4+HGkivXj/KE9ZewOtlHJpFg82iOnoj4jEyaFDYNMXfuGJXRXho9YZhoyjLpz6Zidk86ZTKYS7J5OK+9fR1KBIVlSLTHYmV/mrnzz2Zp9WigKI0QLK5ZjZNJY3uGvZPQJO2K9YMkBvQ4VlmDMVJzdv85jCYiHiyIGXnxGsy6Dm5epNlsrSQv0gghcBJ5Vg14IkpKi4xFDdy5c0YjnZ/E+92SA7hhKMeGwSxChWTDEqGKbqvvZqQnw6Av5hX5MhoQV+i/MPjZ8j3EkSH5wk8iYtjGI64N+tIpPQ8zFDSyDDMsURVBM9kXDiXVr0mIZeqw24j4Ucoy6PPyBKVp4CRS1DKrqKeG9OmVSV6kMb3J2Ik+lLCQpkHCTCAMEAM9gY84PZLDXtXD0BMuQQ31B+fxw1DrmXjIdmHgAmKmtDf/3kySgUgJK3MZ77/AI01minWPfyXNtD6nioQ2++RUeoTQMJKYwsK1skxe+WJEIvT8GpjgbQqQCnPWZS65rACS3LqGxtkrKF8wRmWsh+NXXoBpCno9wpo3sgzkhrCHcxhCsCmxhpWWJtt5MwVmEjvRSy2zwptrXCAPtBJ2OmEGmyzxfOsIEQ7+NbBT6VgT/+YcyHnvAiMMH04ZFoNmJKXBa5sWSdYnhzANwVhfu0p5IzWINBIYQrAmNdj+lAkRee69sVsWGxODnOV5XJV0SApNYF0z7R2m2zpmBpHpp5EaDnqQyGDTolVJOZ+yWHv5+RhPfgoit4ZVpo6IGDJ7WJscZGNylJwn5GZiYsbyy0WsDrG/KSATJpXRnmDDD0BYSaSRoNGTRaYtyiu8MOshfc+YtSaZSG1nAeQvvJBkIu2FTHvD97zhld7BIMS57T73rpEu6abbR0PF/XefD+Wtuf83xF9+O9GLTPR53u3orMPbZsjoARTSOL28/yi6hDiCE4s1/uATd/HeXR9lxd0T3LHV4KJPfhkznz/1wV108fOIFVvh1z8Of7KXxDPewx+khvjaxARXNZf4CNfzur5PMvWqATb+5QsZeu5jsA8fYPJtb2f/4x/HxNveRvWBB1sKvXfRRRdddIbvQWmkhkODN5GmKZsYQpC20oHlkhDaCxYlzs2eNG7KorSyH9/4TAmTwUSOTNJipMcPq7NYKbQBl7C88FcjGSNzWsAl4qEDVvVlueLitfFBRwyx4qYNTFx4Lk7EmBJCl3xZ1ZeJGfG5VJbR5GrvXF5bpeixtAGbSphtzPPsxCqGzB62JtexMHgJCyPXILI61NM109rwi4oGxVK0WjxePoMDVvk5g8JAev1o/qDCskvCYHW2FxCBx8hH0hOYal0PwwtxLa2M12kNQxk1HCvHYt8FbBnJB0SgGQk3TxsWCIHlkQBfPVd6waYCyFhhySLhTVDnQJq6tI1h6Sg9JZf1tirTQFomrpkEYXged4NRs4/6psF46SXT0EI+rhOE8gKoc0ZZNdLjeVrDuzMM6RdBXmJWpEBYCBXmGPtj92EnepAiEXh8E8IiLyJqv8LQpXcMT9HbExfyV9jP9QQo9p3N2rMv47xV/QCUrn0iztgayKaw1/qCddCTz5FNWWSj3M9c3qsvkybOcA8qEkWQTliYkZrIGZlFeiTdaNggBOtSG9i45jpEfiWrV6+lz9tQij4nyhCB+JcpBGsG8944oxsmkesewGDy4rOpZ0Yg3QeGgZnQ/SRMP8RekPA8qKvy/Yz0hfe15a1g3kiT90iqZYUpGu3FgkyGrDzGqjHv03BM0fBnIUCkLIbTvWS9iI1Gb56hjeeiDBPXVx33vcnKZXB0VVsJKv/ZXmcMkW6JuBD5HO7oCJaVDp6nhLDo61kTtBUIzlnZy2Amsglwkj2zjYlR0okwYkB4GgRu0qJy0Sps79q7/XoNrVJNq6j796oQkEzo0G+lyM2UIssnUJaJFbyvIpuhZqS8k4i8xSJ2ZWMgB+k+Bs0BNptjpMwE8QJL/vp7h3bwELuZYYS3Trp8W5cQ/9ioNV3e9u/f5K+/817O3buHL10nWP2uf2DVwLozPbQuuvjJkRuGa34XXvNd1r3pAB987D/ze/IiikLw+uZO/mLx8zSzX2TTYx9gw1Nn6VtTpPS1L3P05S/n0BOvYv6vfgfnnuthdi/IR1bjsIsuunh0QHl1IueGr6I5ejH0r4VUnobbjDcUADLY+o96B5qJXuqZ4cCDMJzsYcDKxsitk7bo3aSFX7JGEiUEdnqYmue968skqA+05Ev6xpT3q9lBpMswE9R7+nGGNkU+NMgmLdIJMzCmKyN50itWMrrRF58JO+9LrUQlkpoQ++sSpvMyPfYETqx+JrXsakBgmmG73MpzgrDSlJUgqo2US7WP1+31jFUvp66eHqXSc5Z/Vl06xSMeAsj5JXBawqP7k70oU+d1F9cOUB3O08ynMAC3J0l1NE6gg3xM79+l3i0gIJXWY7bTSarD/YEBuzLZz+b+zax+9q/R+8TrAg/PqNGP4QlqmYZBPmUyv3mM6oo+EDq0tJEawOnPYSQz+jgzoQlxhxBv2ZpDDPRlUozkM/SkE6QsAx2artuapolybAxTG9+t4meanOrfXcv3gBtYwmCDNcqQJ2Dml3eqZVYFBB+gcvkaQFDNrgqIsl93GXRYu4EWYQKdN+mH3QoUixuGPHVxn5haJHIDgWI3hoHh5V83zwqFkMzeUfKZDIYVzYFvX69GT5rFDUM4ygWnEWsxd0WYr+7nkvpea9mvr49K9mJmB4NQAj9GQ+Sz3hkFYARCbwDCjHuIswnLE9USOLTX9HWsnLZfxs5ny4Z1rPEiNnwxNstIcllyE2uyo5hrLqUwcAmgN3nWWyNBPfSYFxq92RPbVzEEZk8GZ2wQO5eMbYCE6RZ6nmYySfbc9QghsBM9TPavQA326XkYgmzSwA6UolOYQpBNWMydO0b1opVMnzcabB72BvWVo4Q5otCdjkSnJrKxa2SZJsOZ9tzp8xNrUIKgGnWPSCNHH4sTVZP3SKU0wpD2/kwCgudHMZCx2Dq2gSeu2MSmYX0NS31nU82uIzdb9pbHJ6sGCVpze2H+nNFIGxjKex50jxDPXLACN5/F6F+PO3ApOSPNplUXcGHPusD7Hy0ZB2BKvVFGMlJ+yfdCX7IFN5ehsm4QHmGaazcpFrDrDT79R3/PH/3oK1hJl3e9yGDTE5/KM7Y870wPrYsufvrI9JPY+lx+d+tzeepsgTd+8/18N/11blrTw6/2XcGfjJzPyvIsYzOHWbr3AIsPFZn5wm3MXn8rvetq9J+nyFx4AWLtlbDpibDuWkicvrR9F1108csKz5slBKaRAFOT1ZHMcEs7ob2Xngcum7RY2ZvGMgXuygsQZpJjE3NB64QwYyGVc+eMsXLDBhJ2mYyR4HZDIIQZlH1JWWaQk2gKQU8mQT7tl/3Rhphl+PWAI0ayZ/jHtvwG1gMHAIKwWzdlkbv6Ks6qNOGYNx///w1dssk0BOeO9VKXafY4ZU4s1liR9OqyRkOEEz5JNTANg4HeHOWJIk4mEXgsBnJJhvN6vPXUCAKJAK6+7DpundrRki/nGZ9SIRpNVMLAz2n0Z6qsODnKJ/JctGILO1K6XEtpdR/9h+cxhECaRhAO7Z69HrF0knSaVAL78nOolnvAXQjEugwhyCd7MCwLkUyyoXeMeaOgQ5kj+ZYq3U+zJ0Mt1YcSBovD11C1C1RWZ0ivvRax7SGoSbJNi6YAoaIcRyCtBDJCiOcv2oJ5dEqrJxs2SctgdS7DvEgwaXrhpqrJyr4MVcukaRg0o0sTIVDl3nXgVlhFFqrESvvU08Moy6RhDUFtNryj/OsSuPO1qrZ/D/rUsNmTRqAwDYHyNkjcfIrBwZUMylGW1q5k9fgsF0RCuKMQCFLeZofs70HYdehvceakeoECAIvrhzAcl9qwJovjjYLfUdinRzYsYSIj9+vS1jX05NaTeNB/PiMHeTzOHBihPLIJ9uzFtvIk3Dp+dXA//zPwIvtREaIljLqFDInsEJZRAq9+bz5lkRc6BD8pLFKb1lPds6CJ+lA/Yn5RewvXroBCAas/D24hsmYwmE9xwturMzBQUmEJk5nNI/SYQ/QdqZIYG4AZj/z1DbAusYlkKoWRSUEyRyMlaWZSXv6s3gAwDP1zJbc2CBk/aySHNLTImJ1oohx9nYeyCaq1+KXyRc6UlcU9ZwPGoXFEqQIozKE+mJgPVmpV3xZUcgdLdvi+zAgdrp9OuwjgguQ6FkUvBrNBm7SZBhwdrgwM55M42VEqhTGyHCEhLISA1S97PaXvfAMKR/SYzCSpxflQmd539BsCq2811PbEbwmhI3qgwUA+RSrhoiwXYeuNufmhi1m3YQjj6FRYpimdoueyLZjfnoqtS8IwOGusl92ZMpXcWuRAD1TC62kKA0tYFC/ZQH58O+7mFXCU08aj2kMsazUWPvc5HnzSU3nsD65Hnt3Lm18NtQtX8ZYnvOtMD6+LLn7mOGtkgBt/66/4y0s/iVm9iq8V7+VXDn6Wv+0ZpvSS/6L/3+9jww/3sumGz9D//GdSmh7g6LdyHP7vExQ+9d/Ij78Q3rMBPv1rsO2zUC+e6Sl10UUXZwhKGGQt7YUw/Rw5QzCQblcGBoUwBBtWrSKXy5NJmp4YkUXKMmnmwk02nZsmoGcFzUQPvoLpcCLvqd5CzuxjKLGypX4xkE6w7jFbSXpEwzc2LeF7F0JYQgvMbB7wRIpSPWwYu5TVqX5vKtpkGjb72o7VU1KACULnxSZMg6FEnqYdyWSOECmBQPWM0siMkcrqPo2kSWHjEM45Y1ya2kSf5+HyU1emzj2XwqWPByEwEhayJwxDB1jVp+dfWZoHVyL9uFkhgtqjsjXk0DADMaLYdJJ5nLGzWeo9B4DiqkuZvjh0FLTO3xCCLRsvZ33PVgDc4XOCeeoGBgiDvrNWM7R+C0LojQOBAf1rEUnthXK92rTZxJA+iWVi5HOQ0Wvk56NG+zYvWIuTTMYSn91MChGsd0C7sQyhQ6u9y5JNWazsy7QH7poGGS8ENp0e02NvreMLIEzmr/7V4Dqkz1lHbeuK9nb+eKMkPhfPOU0ODTC3eS219YOMGL30b1jJwKYVWIYIogda8axNz+Ks/rOoPOFS7EvPxTDay9UwsCH4sTI0EJDhKGK9C4NLcmsxhUFUMVhZJrXcSpSZoJ7ySx4p6hdtpjk6gLn5mcxt/TWaazd4+wACNxHmMvsREQIB/euwe3UKw5jVz7leTr5cu4Ly1jBn3Vugtl9XDWSDz5NDg+RSJsP5FH1nhXnearif1MVbyGxeg0rGN+7jpZ0MVLUe5MHaSOTmtaTXr0IIoUt6pVNkc6MYybiqsp1NxhSRr85swlCeFzMiMrglo8Pah3JJlGFgYpA2LB0B448XheuF4NvJQTAEcv1KSOu8aRG+SshsPRezpxfjMc9jRWaTnpHSKQ3phEEiYZLExDGzGHYYpeOkLPJmjlWZzTHtBWEYwfOzuWcD5w2dhzEwCvmxyDLpEOgRsy8ciAcr3fLuBVwzg53Un/siiAioDudwetZywZpB72+F3kxA6etiGHozU1oGtX7vGTEEuZTFlZc8i/xVL2T2wmfR6NVe8+HzrsJ43GsojlyHUpAYvoiFgYvbxnMyPGo8xLJaxVko4MzO0Nizh+q991L6wQ9Q1RrHBjeQf/mlfHDld6im83z8WZ8k8wiKOXfRxS8yhBC8+NILeM4F/8E/3XI7n9//Ub6w/xN85cAXefm5v8nrL3sVua2XseIfLmP07VWK3/wmi5/7PFP37GLm4WH6rljFgL2f1IHXg5mCLU+FS14OW54O5qPmFdNFF496bOq5hIH0BgDM3j5kI9tmyALa9nEaWpm5bxWYEnwfkte81tfD7HkrUJUUpq29nNojI2h4ysEACcPkotRGKskh3EQvx1ODwBTSMmik+lE9vZj58O+5TywtkaTFFwwILhp4Iqv7+2BmH9hVzh++gKIXaiiAs6wVKEuHKRpCsCK9EVM61NgZlpAxPNVgpWi01rAVcW+uSlisHYvUTB3azIqhcbJmAqucRg73Y1RmwdX91AZ72dx/LRculjsEwcLZIyMcKpYYdvupM4vMJjGX6gig10wzmBhjwTjcPiZhstIcYNL3oiltgMpcT6BOWw7CsUMj/9LkRm72PjUE9Kf7MUSDdbnzoXKX/txv73nOTMtCjQzA+DSmIQIi5gsurTaHKKVWk0utZq4x7jkRw5BXQxgoQ4vsILR7zejLoRZCNWgAYRkRkS/vQyVJeyWisqkkuFW0Cd7SbvNTmCkdYeXOg2xOrKScWQEcAWAkn2K23GhZw/BqJIf7kYthAm9P2kI08LhAvOatn1vsh6FfuXGI3v711A+dCNfOMCJhtJ1hCO8Z8XKffTR7UpRW9pEzTFwzg+nq9To/sZYNo2m2OUvgltv7i2wsRHOkk6aBa6RZfdETWVMPXZvuYC+5gR6GrfNJiX6OLVQ73p/ptWNQ98iolQHDBmz6zDxpkdSbRMP9yHwvNGY69uFmEl7EgwhyUf0YiPVDOcqJCkvoUmoiNYSRqSMG1vLY9Dnce+Bfw3kBk5edTZM8l+09pj3PQr8rcn7urGH6MRc6lz3dhxgaAhqkVg7DUgkME0PoNVJC6Jx8b+NtpZ/WYBisSvZzKGHRt3Yd03fvZGNiDBPBWLIXHJNt+fiaKTPFxKqns2riO8jVo9AA5fUrgOSqFZgVgUokaVz6GPjRw/pUkZSGRn4Ls6PXkmq6qKZNWfRSHcpiJHqwJhLUBnpBzHrHGZjCQq5fhSkMUmaHGt5CF1m2rR7MTAplChxvTAmRQHoh4ANGHtvIMpkaIGuUGDOHWPAiAZyBPOURwfB515GJ1FP35375+gFkw6Y3lcS2ksxEpBFB12RPDaymoRSTGy9n7cIUK7Y8lsklHbZ/+cgaXDfB0eYssLfDHdQZjxoP8cw//TMHn/IUjr7s5Uz99d9Qvfc+Dl32BN70uDcy+fqX88Wxb3MimeD9T/1PVuZXnrrDLrr4JUMmafL2pz+eW37rIzy55z3US5v4xJ7/4vGfeyrvveuDLNYXMbJZBl70IjZ86QY2fPEL9DzjmSzec4JDX7A5svNJFM1nII/dD59/Obz/Yvjhe6E0faan1kUXXfwfIGP1BwQkde3jqF1x7jKEWHBBYoDNuRVaDKsDRtPrkUkTfA+GMMglctq7kF0JKy8J2vqqtjKiSistXW8433sWbH4yDOl6lGHIdAePqJ/D6Kv2tuglaL4hPGKnSwldufp8Lll1gd+B/keIgFDo3N823yMbhnJctHoMvFJAfsgrVgrLEGTMBAoor1uHMOIbi4YwdC3UZbCpbxO9bhLSKWQuifBIuSEEPYkhlBdWPJBL6vJMaCJ1zYrQ9jFtFyEEMp1kRXoj5/Vey7WbwnzFa3o2sSk5SiMTekJF5FpnzZ7QYxpda6FzMp30IPX0GMK0AgPeJ8RpkWBFchWGMOhJDOpQ4ogIz+P7tnirGffxRb3v4AXwe97SywfOZnV2FDIDpEyDSzcMks94YfNRcTd/Dpl+7HQ4X+EpPCulSLV42J2+gYhquVb0HvUiFVYP5hnxFLyNhMlwLhWSWwGWsFhjDnFFz0bdxhBhCRo8QtzpGWpBTNU9QojtbBKn1astBL1GhsFUhnSP3oxJCgtWXEix77xgHOmR0LOrUGClWTOQ5bL1/WRTOpIjCkMIzhnrD3KcawPtHsPk6ADl/EZKgxf5SxAcK4UVLKMZKbGkhyzIXXct6U2rqJ83FswjOHeEwDeHz2Vp9cU0U8OU/E0c5WIl2qvFuIaBm07C5ReSu/IceowMlyU3MeTV3dXPvK67a7ieCNyg9mT3X3AW5jOuwjUSuEaKZmoIJQxGetNkkwZrBzJk/Jq5mUEya66APp3rLQPtAH0v5IwkA945E4Yfrp5EGRazI9cxM3qNnqdf2sqIPzMIMKzwXWp5xFWlh5BmmlomR/3s85lbvwVlmRiZFKXH/Ap2VteY7rMyPHnFVVhGAjXYi5lr0WAY2sIVT3hekNdbya+B7BAqYdJQejMz+7jr2HzZVay3Rhkyexg1+lif2sBAYoj+ZAYMQeW6C2mu6xAxZOroESLzGc2nSZgGrohvBpmDg4Fifm2wl8rjr8AYCDdJM1YO0SGf+VR41Lhven/12aQv3Io1OEjy7LN5z73zfOz2I/zBJS67l97Cfakk77n6HVyy4oozPdQuujijGOlJ8f5feyaTxSfy7ptv4ntTn+STe/+TT+/9OE9b96u88fJXs753PZmLLiJz0UWMveXPWPzqV1n83OeZ+ORezMEh+p/0ZPqTx0je8vfww3fD1l+Hx/wBjF1wpqfXRRdd/IygIiQt6RnLUW9VAKlYnx5CJSWFRAJlWRBmGer/9z2pUhtDFw2cg+hdyc6hHKMtYcIqoUmnvWIVhcRKmrLGBc4qlprDjCT6ITMA2UGvO0k6YTKWzwF1hID1ua0crewIx2cY0Ls6MF59+Gdc6tehwKYhuHTdAMWqzd7hp5Bb2gNVUFbCC6+WrBvK0d9MMF+NexQvWtOHEIILVjyHxX3a4C/UC4jBs0nWbIYTeb6fv5ZC7QTp/l4yY+cwWjrBTKkejCVKgvoyCQb640Zs1bP/ZTqBQCKzQyhl4XjXJmkYWinX0B7iXMqiJ21RqjsIV6s5i4RFwkiRNNMxAjSYyLFxcJD7E1uheHu4dIEHPBQjMjoQOjvRi51dheHWEOhwTstTDk4JC8eb26rMFraOKfpSfX66IJYwUUIgjWj4ebzOqv+pv9HQn+olsf7xHK/tpXbxFq0wLQysgR7I9XfmnIZB7dxLSFWnEV60k0QhB9ZDcU/QrHbeRQhv88T3Zl/Rs54bFx6GdGioD63oYWjlZibuKlCu6XURwmCNNUTO6uCNI7zGnUpTtTQMoCJR2ZXsKkT/5ljTranN4NR130ZYtqiSzDKUW8lM/SiGEOQe9zTscxMYx2/TB1opTAnDuRSlZYZhGRZZX+Tt3EsRex+gVh7EaB7zwmFh44XXkW0coDJxMDhubuQ6KulRVs7fzdqcS8/qMXYc2Mn0BWexosciC1iDg1irhpHT48GabBjOM3OMWOSFPXgOi5euBSVJ2kuac7p2sJEVhb+JYqfyWGkJVD0hMw0duqtjHCylvcVGMgn6MdSh+8JgatWTMIwRBvbuIp3PsKIvx2Rk4+SqlVeRyAxD6RAQIcSRer6udEHBqvwqkkPraBS98PLcEHbDQOZX4NpJ5EwFy9RpBX4YfV82xcaVF3C4uJJaZiVWcQ8KA4v4ZshlZ72U7P6v6VSFSDi3QFcBKPWcRcIuYV33NHrykfdJdhB6xlg/mGP/QjhsZRqsMgcoJYYYHV6HOLadslkCSggBQ4lhhvMLjKXTHAJIWlSGLmZp6QTDEZ5rrx7FLPdiDa4ClnQ6RSQMvTB4KUlhkNy4AWEYmAY4Eq34nrAY603Tl0lQrNlIFW58rhtsIfYnwaPGQ5y99FL6n/98rGsfw5/eMsnHbj/CG65Ksb/8Nm5NWfz1Jb/PM8998ZkeZhdd/NxgZV+G97/wOfzgFZ/iGX3/hF28lG8d+Rq/+uXn8LKvvY57J+9FKYXZ38/Q//t/bPrWjaz7+MfIXn4581/9IQc/eJDj48+n3PcC1O5vwn9cB595ERy5ra32XhdddPHLBSso2dLONJwlHaIpDIPcBRdSu3TL8h15hNgwLAQGI+euaTdychnKV16HMzxGeXQQe1UfViKpvR1uvD6xUoqtq/q4fL1XpgboSQyQs/oY88K9AVh/rVbJBvoeexGpzeEY65lofWBti+f6LqTv6heTueJyZDYXMJKkaZD0DONMRHk6IIuGgWlYGMJkKDPM6p7VrE71kzIspEiStwZxVgwzsu5sXn7R0zin73KCgQPkdC3UlKVzsPOPf1wQhtuX194/ZySPddFGSPchMzkKA5rQX5hb4+U1GjCwCWWmSJi61Iof/q3MMOy4lZOt2Pp4VvbFr4VAezjjubIti0UYui761pDausELOxUoYZATaS5dp4mkIQzWt2xMIGA00e+J9YBI+PVP416hq0afSNL3vHsG8pWrrmb94CYSZoLex1xK9vwNiLFzOw4VYHbzrzB+0Ut0fV+0oa0iOZUqkWTLyv5QECh6sJUKP8gMgpnE6s+TSVuM9mjPnBEIj3U+vxCCcwbPYXP/SZ4R4oTZHgzVhO1EL329OpfSFCZ9RpbHbljBRav7vQO9aAEri4Eg4XlmhQCx6mKuuvh8ZkYfy2LfBWBGojmif8MjP1qGFXhF12TPZfTiX6P8uGeCF3kphA5r7k3HvbUy1Y80U8yNPYaxS57B8MAQBgZuPoOzeiQeC+C9WxIrV7JuMMcV6wdj7xlheOHjhhlukkgXsn2Q6Q/mDLDaqwNe7j0bQwg2DOXYPJKnklvr9WWSMVOsMPoZ7tvklV0KSxFFN3sGV1yMfMLLEBuuRvTG79nhFmFBZVreBhD6PkEEkS75RJ6NfRsDkb+edALZ04u1cTPOdc9DCZOEN0e/D1cp+lI9pLPrKfV4KvmC4Hr6SJopEsIiEahMRwizmcS1csyOPgYjldXEvwUD+RSr+tNsHvNy0FMpsr1b2Zi/KLgHla/+XG8CWj09WKd0P266H8fKxZMATIOnPOsxXHzd04K1TXnXrmP9bq+/Z258Kk/d8FQSpsHjt3h1oZVCKV36Lqivfhp41HiIAaaKdV77qft4+ESRP3lyltvG/5i9luJvzv9tXnDJa38q53Ach+uvvx7Xy/cxTZMXvehFWC3y3/V6nTe/+c0AvPe97yWdTseOdV2Xe+65B4Brr72W5z//+bz1rW8N2luWxfXXXw/AC17wAr7yla8ABOfy+3ccnVNjWRbvete7+PrXvx5r54/5M5/5DJ/97GfZtGkTV155JQ8++CBXX301L33pS9vG3jrO++67L2gLBON60YteFPwebXvRRRdx/fXXI4TgS1/6Evll6jz752ntK/p7dNxXXXUVDzzwAFdccQWmV1KhdW0APv/5z3P33XfH2vnfffKTn+Rf//VfWbFiBV/+8peDsZ3sujqOE+tTSsnnP/95Nm/ezN///d/ztre9jQMHDvDyl7+c3/iN3wiOic6ldY1PtRan00f0++c85znL3j+nOv9ob5r3Pv9pvLXyRD5+58N8dvfn2e7exqu/+2qGkxt4xQUv4tfPeR59qT5y111H7rrrsKenWfzi9RS+8AXKt83RGFrPmqeczcCR2zD3PxtWX4F77Ru5fnsVJYzTWoMfdx266KKL/3skTIOrV15NsreJPPFA8LmUkv3797Nr/wNs3ryZa37n+ahj+2ABfqX/XL6PIOUZiN4BYEL6nC1YZ10Mc7d1PJ9rJrjzjjsgNc3gOVmUabJv3z4aJyRPfcbTg3a+5yAbEbIxhcXmnssAWD/ULjbEec8B6xDiwH4AVrR4YrMeIduyaoD+5AD/+KH3Ml2dZPMlq1GDPRxkmqJrMHftK5Gu5K6776K62+n8vhJCG8hOA4Uia/XwtA3PIGHov38PL1pcedU1nlcH3Nwo+x66h9WTM4z1rsLs7cUF7rrjDppDA4xdleHO3dvYd7jA8NjTyV/zJIyG3iQIKJRhQG4QueUa+hZ2MV+TCKm0EWuYCOUpA0eMf9d1+fpXv0yVBGqFCki467rcecft1N0GWWM/F09OkXrG1ZgX6vV1jCR33XYb1++DwRNlFjeM8Nhf+2M4/GGUkqQnq9TcWfquekJwrk5iUkPJfg40i1QuWElq1Wa+dMMn+VFmPdc95jEsrF9Jolrnlpu/T2nvg1y6Pgz9lVKy/XvbaTab/Om9tzFo1fnjtz2xJfi65XpgYhgWUkm27drB/x5/kItXmWzMaOK5eTTP/slF3b9S3HHHHfrn8yOhodkB1my6kt5kjYRpUXd0RISvVh3UulUKV7ocOnSIpWqZ0QsuYmN+Pd+648PcccftjI2N8YpXvAKAT/zPJwB4+rvfFBzvui4/OrSXodkFLhle4V03vX7nDg9yXWoUA8VnP/1J6oZk5W++jAS6NNbQ6BX807dv4aH5H3HhuhGcC56LZVkk80OsGspSWthPViT52te/hnVwjmsvvzwg9OECwze++mV2L1lcc/U1pMyMDmdu2Rhbn1/Pj2ZK1MePkhtawT333EuCNI97zLWQGyZTbzJ56CBZq8ZtRyBn5rj6JVdj6VNws1Fhzf59vHrFpcQlrsK8bABXCnY+dD/KTHH1c7Zy/trHsevwd1GuzdTUNDt37CC99gK+/6PbMNnOdVfpKNG7t82xprKPC9eOsnPHDmq1Mtbj15M89wJkosJdd9xB3ezh8S/+E4xagRgGNmBccC6VapoTX/keAI9xHCzL4rFrHstt47dxwbpB1k54Ksoj50LlfgbIcfRoiQ+85wMsZbNkz3s81117XXAfii1b+Mr13+DciQlGN43huJJvffMbHCkLMk6D4tReslsuw070YeVGcPJ1pA3vfve7EdLh3X/9djYPZ/nh1/eRyfUhByTSSGCsvFiv3+AmOD7R+gTEYKTSpC0z2ORTay/HkJdxx00/ormzzGPXmeCFW8tMigcfeojq+GEeuzEPmRG9qeKFQLe6RaIpFwhvg0Cp2LV1XZfPfe5z7C5aXHrlNZy3coCEYeI4Dl/84vU8tGix5XlPJX7U6eFR4yH++kMTPOP9P+LwbIU/f3aNG078IYex+fcLXscLrvyjMz28Lrr4ucdgLsmfPuVy7n7De/jbyz7HaOOVTC9K/vXB9/L4zz+J3/7WH/GD4z+g6TZJjI0x8vtvZOP3vsuRX3shdjbH7Bfu4sCXepmaezaNE/OYN/w/nnX4rzlr8Vawa6c8fxdddPGLg4RhMJQZIhtRHrUGB2B1mJY0nYmHcqaNBFetuJLLRy8PPlNeDnFilSZ7g5lBBiJhqADnjPVw2bp+LhlwuCS7iivzG4Iala2wpSYiaT9EtcVqumRtf/tBViow6DcM5rhgdfz8lmnwvEtWs7o/44lESRIi9Ez7RNK2Om/+9j77WeEvQmhBwnOeGR4fMfD9n1S6LxAmUr7YjEfyE6tXe40UaU9Ne0mmqfaPoRJJNvVczFnrnxCSFGFiZLMoFGLVRQyPrsWU2vulLMMTIIucu+MsvLF6EloKRT2XZuLii7CueBaJlV5+cn6M6cwWxqXOz7UEOjfcQzZhYAlAOmwczgWGdwxrrqBy5dMorF2NzCYCApRSDUbzKQbPWcPY1hdoA7dVVCuCukoy5faDZcWM8SvyG9raJs1EMPfpvj7sXBjirCO9PUIq21fHD9vesvkqRCLDhvRI8N3Y2jE2dNiE8S95LnV6uZCthF52KMWVH15DNmWhvPvEAPCeg6RhMpwZDPpJm+E8nnL+GI87awPXDW3lrNRwcL91QsJIkGi5ZEKAufUcqheujLXrGT03MsJ4maWkZbA6bZJoPdWaK1GDm5CWqT2oQchx2NCKzH10oA9LQDkxDEIEEQP2cI7Zs3qDhZbK32LSWJ9zWJ2RXq1nj8CZFlZPDzR1wHjTzJI0kx1rmlvr1+IO9bV93pvsZevwVjYOnx3ec1YaI6HvwSTpts2DKLKWDpXOeGkifiCOVIRZs0LAwDowE4Gafk/xEJet7WOkJ4VacRnVnrN41oUruGL9IGYyC70r4172Zc4vhvUmT6C3YBhcs3GQi/ojgnaGwN26Gbl2RYyYpowEa3rWeGrTeHXBI337Lbc8FVZfCrkRLlx/HlsSq9rGJIJ5q9hnAt9DrE4n9T6GX3pXymSxxt99YzfffHiSi9dZbN5yEx84+G3Otm3ed9Xb2XjxK870ELvo4hcKCdPghZdu4IWXvpkdJ17Lh++6nVtOfIM7nTu5e+ZmkkaOJ635FZ635ZlcMXoFi1u3srh1K8/ZupWlL3yBxa9/g0KjQWbr40iMHOXKxmfg374FV7warvxt/WLuoosufqHhh0yLCDHNXXcdzf/93+D3pqEN84tGLoIFrao7nBkG0wqNI9/e8Uqm/H/2zjvOjqps/N+5be/2TXaTbHohCSEQIJSE0JVIEJRioUgTEAVFQBQQUcoPFfFVXwsoLwhSpIkiIiUQEkJLI70n22u2797eZub8/pjby5Zke87380n23pkzZ55zZubOec7znOc5ZaIRXAZ3S7SefLuV7DGJSsWkMdnsTKNLRFx1sy3ZjLGPQdVVzPlZtLoCqYUTDzTcetHSrkVMxhIXwdouzICesayiKChZNkTAcDHEYgNsCOEw9odVTKOscYx38ulQkgV1HwAK3qmFHHvBNwCwTjNy0KpZdrJMxnnrRBETI0qWzU5+zjhor6Tw9GMJFRyLZcoRuAMdYMlmfHExemEuPgVK8yfR6i5KOLc5rv1GPlINS3xUYgUs2JjAJIqthVAwKaG9PkshubqxDtSsGArjtPO+wu6WHZi37jEK6SrHTini2ClFqR2WPxFvcAJ2oXPivHlQtQJQyBE+pozJxhnUsag2jPF2ZOQcvh5prp1isSTkwB1vy08ps3TeBLbujK3P9St2QMNqCk94mEwEZhyBqrqgqTzcOVYgxJFj55F3/nlYzFbotGMxGel4PAsnMWv8JKPDSo9JOJ9FgVK7TukJX0ptfxgzKlrEPho3+i81lYLiZ0reFAJ5M9DDwcNE/kSYtASq1wPQFBzHVyedQXYwRI7Zhhquw+rPJ0dJXXtZlDsezdmCrliiLuIAuj3RtTbZ/VsBFh1zDp7KjE1Ja6HPIQc37sT9Y6ZDewlQEbfGFLAXRT/mZ8fJYzJTU3CyUUd43W6OyY53rBWttTMaq0BPsg+aFLCaDPdrE1BgFShZJiNInjAs7y7ruGhwp2TiJ3mKTYlBpKYVTEO3jceF8VtYcO4X0D7rhK0VPa4mK8kSTMhSjd9XsyWqEGsisd/NihmV9MEDIw+yOZOfPmRUJifNOZ7m9R9RYCukenZ4EkNRMCkgwr7NumJB2O2YwoYOLbz9nHHHw7hj0cVWjqMo6rYdO2fErboQxV5IweXTYe9/sLfuxR9+fG2zZsGuXWSHJ2yS4xMoGEqyLpSMyxAyMWoVYndA5YmPKnniowqEpZkzF1dR5l1ObYOX610ebj73UexHnt9zRRKJJCPHTC7kj189H19wGf/dXsczm9+nwvcpy0MreLf2v2Sb8pmhz2CueRbnzjqXST//ORN+9CO6/vUaHS+9iG+nSkfeEYxfWEhRyx/I+vQPcMxX4JSbYdLCoW6eRCI5SKIKsTU1wm3UKhN2F52SPwUiqZSSBjjRhBtZSakQ88Yb0aPLV5KO0gI7E/JM0XMkYzPbWDJpSfT7f7Y29NQkQ7HrqktYg5gJh57N5LDwc/UxWEN6OKJ2+hGvKSsLLRBMOxA1xfThyJJqLLYsiIuaq+ZlYc0N54DOz8cx70iE2UyWqQsBBE1gNwmOLM1jQmFOJIMQANYJE8BspsheRLYlmzn2iVQqFnxCUJI/kVZ34rlt5piQZpPChXPPpNZvpHxRhRpVbYooNILepKFAd9JVZMY1YzoAMyYehTknj63bGgEn6Gra4yIIBKXZsyjKSrXCjc21MbekEP9+Hde82eTNLyKadDhdB1ssmM3po51Hi9iMvnYW54NDY3fe8Uw2qZw8bWzUgh+cPB13+wH85ibc1hKU4inAbkyKCUtkLas1G0WBmWPn4bXZjDXVx3wl7TltJlCyizLKNEFrjVpr4xXKYqUYuylESXYJ0+ZOxT9tHJ827I+Lbh1ZDw25WQXYk9pu9xUzQ5mWesJxRyGs+fj3fIrVZExI2aZPJ5BlTLqcMeWMtHIqioLNkoXNkibAkZLyISaHkj7QWAQzZiNQ55hpkBuLCJ5vT+8dErn2cwtnoue5obU+aplO8sxNwGcppFD3cMK8GVisZlSlKKpkZ1K6CsP3pTp+IiZlQsp+JbJUwmRGsdlQwtbS5F8He7K5HTARfjasuZhNMcHjZYm4yWf1cF/3hrwzTkf3GxOGBbYCTjziDDSXG3VscuMj3hgmwxUbH0IxkS59drIynA7FZoMjPk/nXjtKaxdzTzsBk924J6bkaJwya2wsinecCOUtHsaG1+j3hVGnEK+pquH3619gd1MzquKgaE4THtHAdqeJL/gC3OwJMevSl2HqoqEWVSIZNWTbzFx60gwuPelbVLRezmtbanh972raxQZ25+1jDzt445//5ZiSYzhzyhmcftHpzLnyCt7/1SMUb95Cx5oKOrRxZM8sprBqBQUb/4F5+rFw/FWw4GvRCLESiWT4M3dCfjQisZKkgOR+7nMEa96Hajci3iqjKAmBeiKWm8jRijXN4Dg7znU5jaLjmHdk9LNt2lQwm7FbmvGr/j62KEz+JOOfJcOAOw6PyKI+52gmU4sVEx2W+UwLW1PTYcrPR3O6IG5NcXQyQFGiXRNTShNdYr2EiB9Oi/BERLHFsFRlBbNQFOPaWCwWAvPno6thS2ZYQbKarHxu2ufA0YDNZAZdQ4u3dFtMmBSFyUcsgK4daGF3zAmFVg6EDHksiqVXrooKoFotqOE4HYqiMClvElsj7qc9KMSRfohGYY7TJKYXTGdmUR4bFdAtNkxZNkQ0b3CqcIqiwIRjUEtsgC/6vrlgwUTe2nEAALPFivushbjWbobKTnSLFe9RC8g7eWZCXRMXLqO8xYiafULJ0VjzXbFzAJTMIWv6Ngo7s5mab0sMVJWmj9JhP+EEFKsVZdUqFCKWMlPC37jGxT5HIgOXHEmTVki7nk9KpLTuMJli1v6wpd06ZTJ01obljZ3ryAKVJUeMZX11F1lWU6w1STdH7RETKRk7GaVVSdltJf1zFnFBN2EyXL7tiUsRbBYTU8bkUN/pTTwwEtl5zExOKvGxtmpndDJDT4rcpCpZOG0T0KecQjB7E3VTZnJC7jiSMWXQiK0mK6dNPI23Sx340k0Kmc1GKjibMUmgAPq4sah1nbizjPYdmR/izLnj2FrvTDhUifwY2HLJSr584X0mjGB9i6ePJddZk1bG3mIuLMScOu/UDUo0wN2RBSpRr/8475xek1tMyFaAjS4KcmLPilkxMqIkE/ld6PIGKeyjSjyiFeKgqlPR6mZfk4utdV18VNZKVVctebNfwjzGQnHWGOYXz+VM/2S+sPV1SsbMguv+AWNn9ly5RCI5KI4Yl8ed5x7Nj74wn+11V/CbV1exzdeK376f7b4ydrT9mce2Pka+tYCJs0qZNnsW3zrpLias3YfztddpWttOk3kyuVMc5H98P/nTfopl4fmw8CqYdvpQN08ikfTAURNT849GMGVnEzUZJAyOI2ZQY1tJ1mR08ximL5yI3unuVnGIHR/GXojIGQtKLK1L9rFG3tMztLnoadyXlx1d2uvg98lKfncyua3F2IPtxtduTpC9YAHWyZOxlJSk7DMpMTU6UoPFHMudG13TKVLbZS+Zz9QsP1WhXQnbs2bNBE94rbE1aYBqzcaqmEH3E4imwzLWZn75uEnAJFR1LmLPq2H5jOtZkl1CQVZBny0z8egRN1g9zcRBXL/n2sx0eWOeCPlqbDg71h6bQNWUpPoyCFfw5YsIVC83zjHr80DiWtQcaw6zC2fTSitNdBh1F43FXJB4r5cWxCZujig8Ak92eeKJssdgW3ojNl+n4d1gSRzUi7hJjewMCqG5pCTq/huhMKuQiXkTmWCfQCOJgZEi92u0brOVBi3zJHOO8GbcF5Uzci0SJrFinZtthpK8LI6bUsSEAjuojnChRA0ulGXFN6YApTVVMc+kEC+ZuIQyU1lG7wOASUX2FIU4utTBZEZMOZnQpuVGlPksC+NyVIhfNaEodNqnQVYezrlzM54n3mV38cxirHHeEwVZBRllVBQFJa8Y2xFHRE4Hdhuts+agb2sGwG5OXWcLhsU60o6IPp6sGJunTsJWV0/2lEmYtR6Wg6TB0o0F11RQgOZypyw/ECjGvCYgohM0Rn5pAMLR2eeMmUNhViFbW7aiC53jxh/HmIiHUBpE+F4XoVDGMmmPy8nBnJ8+bkM6RpxC/I0n11Hb4cUb1HD6Qqjh6YBsq5klRxRz3alnsGzBxYzLzUdpr4D/3gY1n8Cxl8MFv4Gs1LUhEomk/1EUhaMnFXD+pBDniSJmL/4J7+xq4b29lbSoOwjlVuDJrWC/dT/vr3+fAnsBJ9y+kLO8pzN/p5PQx1to2hikaSNkfbCWnHEryZmaxUlT51BfchJooQRrikQiGcGMnw/NO6NKj0kxM9UyjqwxBTCmoGc35fi8xLOXhj9VpBSzmtMPsu3Wnt2go/RiDXFCcUBBMCbHRkG2hda8VGVPsViwjk9M55RlMeEPaWkVcKvZFFOIlcwKsSg9loB5f3rBio+Iro1OrDyHfLOdA8JPga2I7sNoGYrwCRNOYHzOeHRNj1otuwu+lImAOTyAHTOj23LHTS1i6tgccrMs4SzGYA8Yymi8pVILBwQzF+RisY/DeuSRUF2dUp9iNncbzAiMgfwmZRMRrdqe7K7ZF7SwBTzpfpyUN4m97XuZkHUanXoGRSaNnDazjYXjF0Yzi8SXzbXkkm3J5sixR6Ycl8xxRSH8uqPHcsGiIoCoC2smZpSE19JqUV+PRPGif5WUvZYMKkq2JZuxSvdeY3ZLJGVRXB2R1FhZNiiaRlH2qZiFi1Omz6S6rhoR6Pv9Gm8gLi3svi+SKTg/tmyzYP5SinOqmdi1n/oejvNYSxK8XI8pDGEKadACwm6nwG5l3pSF6F8/DhE4uBSXud3c29nHHott2jSEY33KvpJcGyGzmUnjx4NL4+0On/EMTloIJUYQRZNiojS3lCxzFj7Vh0WxkGPNnC9YKygCQPd4MpaJMNYWN0FjNpN32mk9HhNhxI0m54zPY1JRNrk2M4U5NuZOyGNeaQEzinNiMxoBN6z+FXzyO2Pm8+LH4fgrhlZwieQwxqTAidPHsPiIcdz/5fnsaz6L93Ye4NU1e6kPejHnVGIpqmFDaD+rxYcwCfKvyucccQpnVNmZsr+D4Pa9dO4PAtVMzSun6Z8vY583B9tJZ2L35uHPL+5RDolEMvjkLDo5xaKVwvh5xr843HkzobAA8ksHULqDoAfFKaKgRrwwTQrMylU5fmohFrOJbdbeDVJPn11ChyeYsC1igLKaTZhNZuaPnc8eXg+fOHPgrrRkitNgtZNTMpdjswqw5YxnB809VlWaa1wjHZ00xsNeo5us1BSczKK81HWXCSKaTYblEcMFuFIdF83JGu+SGbFOKWYTuYsWpSqMPXDmnHG4/InHmMIeBkeVHoKBRYQnRZIUgVxrLl+c8UVe/exV4h1lA2EFtD0vr1dB3eIxm8yGK3w/Ehw7lrwvfMHw+AiTMXVVeK/xp/tnJz7HuKIolCqlNImmPss3JtfGGXPGkW9T2B6pL5xX137UfADylDzylDxOGH8CNUoNzbnzwGpHZBcDdb06T++9RXqoJ2880+aNxbI1dfIq+RTOuXOwL4w9u2YFsFnxTJ/Gly/5PLac7Khc7oD74OTppl2K2YyluBiS5k0UBIqiMHVMLljCYQUjHgFpJiJzrDn41J4zjGgFRQSmzcR+5JHdhCY0mJarkZNlxq+KPl+bEacQP3jRMZl3+h2w8W+w5o/gbYdjL4NzfwF5qX7/EolkaFAUhXmlBcwuyWFc62acIYWCI69kfVUnayracftaMWdXYR1Ty4q8Kl6f2ghTIX9pNku985i23cXcBhcT29y4llfB8irmAaZchcZ/PY392JPIWngqWUceSdbMmalBfSQSyaCSbPnsLY6i+TBtcveFJh4PzTsOqv4+Ea/d9TDQ6sjNRdcFY8aMQajGgNRu6d4NMR25WRYjqm0cEYtURPmbXjCdqLJxMBpoBvLO/xq6z0foIMb7tt7pPgdPUjvF+KPp1PPI8QtOKT2FIntRTPHtgxCLJi4ipCW6ZY7JtTEmNymKMoLjikJMGdOHtZDJ5E2AcUdCSc9WWwDPpInss9uZmNdLF1ClDxdhyskH5T3Zp3drVJ7kyMKxzybgyKRJBjupVv9M5J1xOmpHR/T72FxbwgSIYjZT+KULANJOjKgmO+JIYz/re6cQDwYnTBtDZauHMTlGf+tZWbE0ZnGECgowZ9n6pAgumriIDQc2MLvIsN4uPWpCD/4gvUBRoksUMgU1BMiz5dHua8erdu+ib7OYmXrCAky5uei9mNCyhKMQHn5BtQJuqP4Edv4L9rwBqh/mnAtn/RimnNjz8RKJZEgpsAq+fuIUrlg8AyEElW0e1la0s7aynU3Vnbg9rZhzqlFzq3mroJbgonpQBGbFwvHZx3Jmew6TNpUxq7EDtb6Kjt11iBdfNyo3m8iaOZ2s+cdgnzvXUJLnzsUyfny/zexKJJIYvYke2q+UzDb+9dHydyj09NshTCba8/M4YgB+YyZna1jMSoKLt9taQo5iMSJv9xPmggLMBQWowfRBwLpjSo5GtklEU6P0F9nHHkugogLz2PTusgpKNLpvAll5veqbkuzU9du9ZUKBnTE5qevcs487lmBVVeoBigKlC3p/AkXB05OXRRpEqBfPxRgj0vehPkPdPxfpXaZtGH1mNcEReannj7hN55DZpTaCEfypT9Gf+o0E1+x+xm41M39SQZ+9G3pDSXYJ58+KuW4nT8D1BU2xIsbOgvFzIeRHYMZrUbElrWmPMD1/OjWOmh6fuy8u6FsqTuMdpPd5Qm7kKMRdddC6F3xdhvW3bR8074KGzaCHjGiTJ1xrBN6ZeOxQSyuRSA4CRVE4YlweR4zL46pTjJd0k8PPtvouttZ1sbW2k821DahZtZhzqlmfU8Wm7P1wugqYGWedzQnKGM4+0MGC8mqym1wEuvbg+6AK5xux85gLC6PKcdaRcw1lec4cTDk9v3QlEklminN7l+bDI2x0N3RdMLkQT6DvytiAERevQBnC34kim+CLx5Qm5BDVFQtua0nfIgb3koPR6S0mKMnqo/t2LzDl5JC9oA9KZBgxZ9mAx5s4ZZaxZCdZabFNnYpt6tQBPXc6gmPGoGRlYR5TNODnspqtKZb1FDJYrKcyi7H5J1Br2YE9jb5vU2wcwRFkK4dgjR9glh41AVu63EKHG4piLMOwWMBeCNnFsM6IcG1LE5gsz5aXoIz3FxHvmd54FSQc1++SDBS7XoMV98W+Z4+F8UfBqd+HIz4PUxeHk9lLJJLRRGmhndLCUpYdXYqqqrzyj2o6gpOYc+LlVLZ72Xugg/U163BYajmQXc3y7DLeLQ5AsQ1LaBwzQ3ksCfr4Ymc1M1u9BLssuFwCX/1OPNu2oASMF7lQFCidCFOnY5o6DWXqNMzTZ2CdPh1zaSlWixlTOAG9ohg/tYoS96OrRL7HZsrjy8SPA5K3KRjRGDOlcJBIRgILphRy5NTM0UIjNOQczf5QiJO7KTNrXO+jgw4GWUccYeRTDf+VSIYzus1G3jnnYBmEwJM2k42QFkIIkTlXVAYLsRkzNlP3ym6WkjWsn7lDsaqOZL4w/QtG5PIeHEG6FhxD1uzZgyMURCcnRq+F+JivwfTTIbvIsAZnjxnABSoSiWS4YlKgJEuw9KjxWCwWVFXl1VcrEGIc55z/IA1OP5sa97CldROVrh3UhPZSluPguaICzNMmMM6XzZxQiMXBdhaH2pni0NE7rDR3FeFwdqKWObBv/owsVUUHQkDAZKEtu4i27ELa7IWxz9mFdGXl47Dl4sjKxWuxZ/hdEljQsKFiRcVGyMg7iAkVEzomzpg7gceuOcVILyN/2yQjkGljc3vlMh0yZ6MzsiwqitlM1pw5fT4uFB7sR6IdDwQFSgFmDiHisURyCJTmllLRVYHZZM6sHGVYQ5wVdqvPtfSve71k4IlE7B8IV+5DoSjbSoMjgD/UNw+jkaMQF042/kkkEkkaFAWK87KYUJTLCdNOB4ycxUII6lx1bGrexJaWLezp2MP6rko+1m3ARJgCYxQ7pbrC5GCA8YFOilSVYreguAvyusyY3VkUe9oZ5+3A7ARTo46SxiNQmEC3g7CDnqWj23U0u46epaFmCTQbhKwC1QYhmyBkg2D4b6gN/vp7BdVsImSxoVltaGYrGhZ0YUVgBt3EBCWbK22zjG26FV03o2tmhGZCV0FXFURQRQ+q6IEQIhBCD/8TgQC6P4juD5B1xCwmP/z/jOiPJiuYLH1OJzMgCAG6Clow/C9k/FUDxjpAmTpPMoJwWicQMOehWjLnZj5UppoGziVXzs1JemLumLlML5hOljkrs3IUCYSWdENlm+GcI8exvLz/XewlhyfFecbkozvQN0V95CjEEolEchAoisK0gmlMK5jGJXMuAUDVVepcdZR1llHtrKbR3cgBzwHK3Y1s8HfgDDphLDAtQ6VCId8HxU4o9AryvVDghXyfoMBH+LuJfJeJ/GYo8IGpjxPguqIDAUwiNRdlJbU9t9ssMJkFikUP/zW+mywCi0Vgrd0Kjzyb7kAjL6lijinJCduSPne3LfpXiSm2WhDUJGU3+XMmM8PXn4WjL+5LN0okQ4uiEDDnjVj7rSmy/ENqxpIMKIqC3dJTDt7Ib3rqfZR9KPmcJZIk8g7ShV0qxBKJ5LDDYrIws3AmMwtnpt2v6RquoAtH0IE75EbVVVRdJaSHCGkhVF1FURRMiim8FljBhMlYW6womBUzFpMl+tckFCwBFbM3gMkbwOwLoHh8mLx+8PpQvH4UXWDSBOi68U/TQQgUmy3unxXFZsNkt6PY7ZjsWZgsCiYLUcXXZNZRLAoKmhFwUFPDf0NGKoTo5zT7hJb+b8o23bDi9lhOC5fTDVdwa47x12w1/lps4e9x26Kfs1K3T5aZAySSwcRqNnHa7JKDHmRKJIDx+w3DL6e4ZNShKAoLJheGl+/03kosf+EkEokkCbPJTJG9iCJ70VCLIpFIJENKSV7WUIsgGelYsuDI88E6fKNFS0YPkaCMTqez18cMgwVjEolEIpFIestjjz3GjBkzsNvtLF68mA0bNnRb/tVXX2XevHnY7XYWLFjA22+/nbBfCMF9993HxIkTyc7OZunSpZSVlQ1kEyQSyeGGLUcuSpcMW6RCLJEMAc8++yw/+MEPuPrqq5k9iOHoJRLJyOaVV17hjjvu4P7772fz5s0cd9xxLFu2jJaWlrTl16xZwxVXXMENN9zAli1buPjii7n44ovZuXNntMyvf/1r/vjHP/L444+zfv16cnNzWbZsGX6/f7CaJZGMWp555hnmzJmD1WplxowZQy2ORCJJg1SIJZJBprm5mZtuuokjjzySe++9l1dffXWoRZJIJCOE3/3ud9x4441cd911zJ8/n8cff5ycnByefvrptOX/8Ic/cN5553HnnXdy1FFH8dBDD3HCCSfw6KOPAoZ1+Pe//z0//elPueiiizj22GN57rnnaGxs5PXXXx/Elkkko4/m5mZuvPFGTj/9dD744AP+/e9/D7VIEokkDVIhlkgGmfLyclRV5YwzzmDevHksXLgwpYwQgmAwOATSSSSS4UowGGTTpk0sXbo0us1kMrF06VLWrl2b9pi1a9cmlAdYtmxZtHxVVRVNTU0JZQoLC1m8eHHGOgOBAE6nM+GfRCJJJfK+v/rqqzn99NPl+14iGaZIhVgiGUSuv/56Tj/dyI/7i1/8gm984xv8v//3/5gxYwbf/OY3efLJJ5k7dy5Wq5VVq1bhdDq55ZZbWLBgAddddx3f/e53ueSSS9i7d29K3ZWVlVx55ZVMmDABu93OvHnzeOWVVwa7iRKJZIBoa2tD0zQmTJiQsH3ChAk0NTWlPaapqanb8pG/fanz4YcfprCwMPpv6tSBy4MrkYxU4t/355xzDoqi8MADD/TL+76qqor33nuPp556iqKiImbPns2999472E2USEYNMsq0RDKI3HvvvZxyyil873vf47rrrmPGjBlcc801PPfcc6xYsYKtW7fy0EMPUVxczJw5c3C5XKiqyn333ceePXtwuVxs376dJUuWsGPHjmi9VVVVnHrqqeTl5fHzn/+cI444goqKCl588cUhbK1EIhmN3HPPPdxxxx3R706nUyrFEkkS8e/7xx57jBNOOIEpU6bwzDPP9Ol9f8YZZ/DAAw9E662urubMM88kEAhwyimncNddd9HY2Minn346dI2VSEY4UiGWSAaRI444ggMHDgAwefJk5syZw5QpUwBwOBxs27aNkpKShGMef/xxVFXl1VdfRdd1HnzwQSZNmsTLL7/M5MmTAXjwwQcJBALs2LGD0lIjz9+ZZ55JXl7eILZOIpEMJCUlJZjNZpqbmxO2Nzc3R5/7ZEpLS7stH/nb3NzMxIkTE8ocf/zxaevMysoiK0um4pFIuiP+fT9//nxOOeWU6L6+vu/Xr18fLfPQQw8RCAT42te+Rm5uLmeffTZ2u53rr78eVe193lWJRBJDukxLJMOE0047LeXlCPCPf/yDU089lW9961tcddVVFBYW4vF42L9/f7TM+++/z4UXXphxUCyRSEY+NpuNE088kZUrV0a36brOypUrWbJkSdpjlixZklAeYMWKFdHyM2fOpLS0NKGM0+lk/fr1GeuUSCSHRl/f9xHFGmDlypVccMEF5ObmDqbIEsmoRlqIJZJhQjpl9r///S+XXXYZt9xyC5///OfJzc3lC1/4AhdeeGFCSpT29vaopVkikYxe7rjjDq699lpOOukkFi1axO9//3s8Hg/XXXcdANdccw2TJ0/m4YcfBuC2227jrLPO4re//S0XXHABL7/8Mhs3buSJJ54AQFEUbr/9dn7+858zZ84cZs6cyc9+9jMmTZrExRdfPFTNlEhGNX1934dCIWw2G2C87ydPnkwgEBhssSWSUcuAKsRCCIDDKgKlqqp4vV50XQeMCKBOpxOLJbGr/X5/NKqg0+kkGAwmHKtpWnS/z+eLlomUt1gseL3e6Pf4zxaLJVp/xH1G1/W05SIy+3w+VFUlGAzi8/mif9PJnk7OSFkg4RyR78llVVVFURScTme0rzL1ZXJd8d8zyW02m6N9n+6YdOUi+zRNQ1XVBNm6u66R/ovUqet6VKb4axvpI4/HE70HvF4vTqcTIUT0nPE8//zznHnmmTz44IPRdA0zZsygo6ODUCgUbVtxcTHV1dUJxyf3X3f3T/I17i+SZYg/T3f7+lLfwdQjObyJPCeRd9RI4rLLLqO1tZX77ruPpqYmjj/+eJYvXx4NilVbW4vJFHP+OvXUU3nxxRf56U9/yk9+8hPmzJnD66+/zjHHHBMtc9ddd+HxePj2t79NV1cXp59+OsuXL8dut/dKpr6865N/L/vrme3pfTFYvwuRd6+u69F3DJDwnjkYuTL9zvXmN3Ew+jtZnkxjoPjrDyTIdLC/5d2NpzLJFwqFCAaDUfl6E+W5N/du8nkj73uPx5Pwu9PX931kXBIMBhk7diw1NTWMHTs2oc3pzp+uD9P118G2r6/7M5XLdA9nGnP19j7p7XPT3W/HwY45+no/d/dspKsvImd3+obb7Y7qAZFr3d+/i335bRrsc/XlXa+IARwR1NfXy0AbEolEIhmW1NXVSc+KfqCyspIjjjhiqMWQSCQSiSSF3rzrB3TKdNKkSdTV1ZGfn4+iKAN5qhFFJCJnXV0dBQUFQy3OsOFw6ZePP/6YL33pS7z55pucccYZACxYsIDTTz+dv/zlLwlln376ae644w7uuOMOfvvb33LnnXfy/PPP4/P5uOCCC6Lla2pqOPvssykoKOCOO+5g5syZNDQ0sGbNGv70pz8NehsHi8PlnjkYZN+kJ9Ivu3fvZtKkSUMtzqggYqmqra2lsLBwiKUZHcjnt/8Zij49mPf9T37yExYtWsRnn33GX//612H7vpf3aP8j+7R/EULgcrl69a4fUIXYZDLJ2fduKCgokDd8GkZ7v0QCYeTm5kbbqSgKVqs1pd233norbW1tPPXUUwCsWbOGt99+m0suuSSh/IIFC9iwYQP33nsvDzzwAB6Ph6lTp3L55ZeP6r6MMNrvmUNB9k16Jk+enOBaLDl4Iv1YWFgo77V+Rj6//c9g9unBvO+ffvppfve733HyySePiPe9vEf7H9mn/UdvJ2kH1GVakh6n00lhYSEOh0Pe8HHIfsmM7Jv0yH7JjOyb9Mh+6X9kn/Y/sk/7H9mn/Yvsz/5H9unQIafHJRKJRCKRSCQSiURyWCIV4iEgKyuL+++/n6ysrKEWZVgh+yUzsm/SI/slM7Jv0iP7pf+Rfdr/yD7tf2Sf9i+yP/sf2adDh3SZlkgkEolEIpFIJBLJYYm0EEskEolEIpFIJBKJ5LBEKsQSyTDmn//8J1/96leZPn06OTk5zJs3j3vvvRe32z3UokkkEolEIukH5LteIhlapMu0RDKMOeWUU5g2bRoXXXQRU6ZMYcuWLTzwwAMcc8wxfPTRRzJtjEQikUgkIxz5rpdIhhapEEskw5jW1lbGjRuXsO25557j2muv5cMPP+TMM88cIskkEolEIpH0B/JdL5EMLXLKqR947LHHmDFjBna7ncWLF7Nhw4Zuy7/66qvMmzcPu93OggULePvttxP2v/baa5x77rkUFxejKApbt24dQOkHlv7sm1AoxN13382CBQvIzc1l0qRJXHPNNTQ2Ng50M/qd3vZL5AUZ3y8PPfQQAA0NDdFyDzzwAPPmzSM3N5cxY8awdOlS1q9fP/ANGQD6+3mK56abbkJRFH7/+9/3s9QDT3/3yze/+U0URUn4d9555w1kEwaMgbhn9uzZw4UXXkhhYSG5ubmcfPLJ1NbWDlQTRjR97f/DlYcffpiTTz6Z/Px8xo8fz8UXX8y+ffsSyvj9fr73ve9RXFxMXl4eX/3qV2lubk4oU1tbywUXXEBOTg7jx4/nzjvvRFXVwWzKsORXv/oViqJw++23R7eNlP5MVoYBTjrpJCDxXT8YNDQ0cNVVV1FcXEx2djYLFixg48aN0f1CCO677z4mTpxIdnY2S5cupaysLKGOjo4OrrzySgoKCigqKuKGG244bN2/NU3jZz/7GTNnziQ7O5sjjjiChx56iHh7pOzTYYCQHBIvv/yysNls4umnnxa7du0SN954oygqKhLNzc1py3/66afCbDaLX//612L37t3ipz/9qbBarWLHjh3RMs8995x48MEHxZNPPikAsWXLlkFqTf/S333T1dUlli5dKl555RWxd+9esXbtWrFo0SJx4oknDmazDplD7ZfzzjtPAOLVV1+NlnnhhRfEihUrREVFhdi5c6e44YYbREFBgWhpaRmsZvULA/E8RXjttdfEcccdJyZNmiT+93//d4Bb0r8MRL9ce+214rzzzhMHDhyI/uvo6BisJvUbA9E35eXlYuzYseLOO+8UmzdvFuXl5eI///lPxjoPZ/ra/4czy5YtE3/729/Ezp07xdatW8X5558vpk2bJtxud7TMTTfdJKZOnSpWrlwpNm7cKE455RRx6qmnRverqiqOOeYYsXTpUrFlyxbx9ttvi5KSEnHPPfcMRZOGDRs2bBAzZswQxx57rLjtttui20dyfz766KODPgbs6OgQ06dPF9/85jfF+vXrRWVlpXj33XdFeXl5tMyvfvUrUVhYKF5//XWxbds2ceGFF4qZM2cKn88XLXPeeeeJ4447Tqxbt058/PHHYvbs2eKKK64YtHYMJ37xi1+I4uJi8eabb4qqqirx6quviry8PPGHP/whWkb26dAjFeJDZNGiReJ73/te9LumaWLSpEni4YcfTlv+0ksvFRdccEHCtsWLF4vvfOc7KWWrqqpGtEI8kH0TYcOGDQIQNTU1/SP0IHAo/VJfXy9KSkpEYWFht/3icDgEIN5///3+FX6AGah7pr6+XkyePFns3LlTTJ8+fcQpxAPRL9dee6246KKLBkTewWQg+uayyy4TV1111cAIPMroa/9LYrS0tAhAfPjhh0IIY9LXarUmTHbu2bNHAGLt2rVCCCHefvttYTKZRFNTU7TMX/7yF1FQUCACgcDgNmCY4HK5xJw5c8SKFSvEWWedFVWIR3J/Rt7155133qCe9+677xann356xv26rovS0lLxP//zP9FtXV1dIisrS7z00ktCCCF2794tAPHZZ59Fy7zzzjtCURTR0NAwcMIPUy644AJx/fXXJ2z7yle+Iq688kohhOzT4YJ0mT4EgsEgmzZtYunSpdFtJpOJpUuXsnbt2rTHrF27NqE8wLJlyzKWH6kMVt84HA4URaGoqKhf5B5oDqVf3G43F110EVlZWVx//fUZyweDQZ544gkKCws57rjjBqQdA8FA3TO6rnP11Vdz5513cvTRRw+M8APIQD5Lq1evZvz48Rx55JHcfPPNtLe3938DBpCB6Btd13nrrbeYO3cuy5YtY/z48SxevJjXX399wNoxUjmY/pfEcDgcAIwdOxaATZs2EQqFEvpz3rx5TJs2Ldqfa9euZcGCBUyYMCFaZtmyZTidTnbt2jWI0g8fvve973HBBRekPNcjtT/j3/VPP/30oJ77jTfe4KSTTuLrX/8648ePZ+HChTz55JPR/VVVVTQ1NSX0aWFhIYsXL07o06KioqjLN8DSpUsxmUwjdinXoXDqqaeycuVK9u/fD8C2bdv45JNP+OIXvwjIPh0uSIX4EGhra0PTtIQfUoAJEybQ1NSU9pimpqY+lR+pDEbf+P1+7r77bq644goKCgr6R/AB5mD7ZcyYMVx00UVUVVXx3nvvMXv27JTyb775Jnl5edjtdv73f/+XFStWUFJSMmBt6W8G6p555JFHsFgs3Hrrrf0v9CAwUP1y3nnn8dxzz7Fy5UoeeeQRPvzwQ774xS+iaVr/N2KAGIi+aWlpwe1286tf/YrzzjuP9957j0suuYSvfOUrfPjhhwPTkBHKwfS/xEDXdW6//XZOO+00jjnmGMC4N202W8oEb3x/Zrp/I/sON15++WU2b97Mww8/nLJvJPan3+9PeNdPnDhxUM9fWVnJX/7yF+bMmcO7777LzTffzK233sqzzz4LxPqku2e+qamJ8ePHJ+y3WCyMHTv2sLxHf/zjH3P55Zczb948rFYrCxcu5Pbbb+fKK68EZJ8OFyxDLYBEcjCEQiEuvfRShBD85S9/GWpxBhQhBH/84x/Zv38/K1euZP78+axevTql3Oc+9zm2bt1KW1sbTz75JJdeeinr169P+RE9nNi0aRN/+MMf2Lx5M4qiDLU4w4rLL788+nnBggUce+yxHHHEEaxevZpzzjlnCCUbWnRdB+Ciiy7iBz/4AQDHH388a9as4fHHH+ess84aSvEko4Tvfe977Ny5k08++WSoRRmx1NXVcdttt7FixQrsdvtQi3PIRMY1GzZsiL7rBxtd1znppJP45S9/CcDChQvZuXMnjz/+ONdee+2gyzMa+Mc//sELL7zAiy++yNFHH83WrVu5/fbbmTRpkuzTYYS0EB8CJSUlmM3mlIiFzc3NlJaWpj2mtLS0T+VHKgPZN5GXRk1NDStWrBgx1mHoe7/ouo7VamXHjh288cYbLFq0KGP53NxcZs+ezSmnnMJTTz2FxWLhqaeeGrjG9DMDcc98/PHHtLS0MG3aNCwWCxaLhZqaGn74wx8yY8aMAWlHfzNYvzOzZs2ipKSE8vLyQxd6kBiIvikpKcFisaQMRo866igZZTqJg+l/Cdxyyy28+eabfPDBB0yZMiW6vbS0lGAwSFdXV0L5+P7MdP9G9h1ObNq0iZaWFk444YTo7/uHH37IH//4RywWCxMmTBgx/RlZ2rNixYqEd/1gM3HixG5/+yJ90t0zX1paSktLS8J+VVXp6Og47O5RgDvvvDNqJV6wYAFXX301P/jBD6JeDbJPhwdSIT4EbDYbJ554IitXroxu03WdlStXsmTJkrTHLFmyJKE8wIoVKzKWH6kMVN9ElOGysjLef/99iouLB6YBA0Rf++WWW27B5/Mxffp0srOzWbduHevWreO1115jwYIF3Z5L13UCgUC/t2GgGIh75uqrr2b79u1s3bo1+m/SpEnceeedvPvuuwPXmH5ksH5n6uvraW9vH3QXvUNhIPrGZrNx8sknp6TD2b9/P9OnT+/nFoxsDqb/D2eEENxyyy38+9//ZtWqVcycOTNh/4knnojVak3oz3379lFbWxvtzyVLlrBjx46EwXFkYngoLIpDyTnnnMOOHTsSft9POukkrrzyyujnkdKft9xyC6+88go//OEPE97169ato76+ftDkOO2007r97Zs5cyalpaUJfep0Olm/fn1Cn3Z1dbFp06ZomVWrVqHrOosXLx6EVgwvvF4vJlOiumU2m6PeSLJPhwlDHNRrxPPyyy+LrKws8cwzz4jdu3eLb3/726KoqCgasfDqq68WP/7xj6PlP/30U2GxWMRvfvMbsWfPHnH//fenpPxob28XW7ZsEW+99ZYAxMsvvyy2bNkiDhw4MOjtOxT6u2+CwaC48MILxZQpU8TWrVsT0sWMpOiafemX6dOnCyDtv5tvvlkIIYTb7Rb33HOPWLt2raiurhYbN24U1113ncjKyhI7d+4csnYeDAPxPCUzEqNM93e/uFwu8aMf/UisXbtWVFVViffff1+ccMIJYs6cOcLv9w9JGw+WgbhnXnvtNWG1WsUTTzwhysrKxJ/+9CdhNpvFxx9/POjtG+701P+SGDfffLMoLCwUq1evTnh/eb3eaJmbbrpJTJs2TaxatUps3LhRLFmyRCxZsiS6P5Im6NxzzxVbt24Vy5cvF+PGjRsWaYKGA/FRpoUYOf3Z3bv+/vvvHzQ5NmzYICwWi/jFL34hysrKxAsvvCBycnLE3//+92iZX/3qV6KoqEj85z//Edu3bxcXXXRR2hRBCxcuFOvXrxeffPKJmDNnzmGbIujaa68VkydPjqZdeu2110RJSYm46667omVknw49UiHuB/70pz+JadOmCZvNJhYtWiTWrVsX3XfWWWeJa6+9NqH8P/7xDzF37lxhs9nE0UcfLd56662E/X/729+G/Eexv+jPvomkoUr374MPPhikFvUP/dkvPp9PXHLJJWLSpEnCZrOJiRMnigsvvFBs2LBhsJrTr/T385TMSFSIhejffvF6veLcc88V48aNE1arVUyfPl3ceOONI1aJGYh75qmnnhKzZ88WdrtdHHfcceL1118f6GaMWLrrf0mMTO+vv/3tb9EyPp9PfPe73xVjxowROTk54pJLLkmZDK+urhZf/OIXRXZ2tigpKRE//OEPRSgUGuTWDE+SFWLZn33nv//9rzjmmGNEVlaWmDdvnnjiiScS9uu6Ln72s5+JCRMmiKysLHHOOeeIffv2JZRpb28XV1xxhcjLyxMFBQXiuuuuEy6XazCbMWxwOp3itttuE9OmTRN2u13MmjVL3HvvvQmGHNmnQ48ihBCDYYmWSCQSiUQikUgkEolkOCHXEEskEolEMoJ47LHHmDFjBna7ncWLF7Nhw4Zuy7/66qvMmzcPu93OggULePvtt6P7QqEQd999NwsWLCA3N5dJkyZxzTXX0NjYONDNkEgkEolkWCAVYolEIpFIRgivvPIKd9xxB/fffz+bN2/muOOOY9myZSkRSCOsWbOGK664ghtuuIEtW7Zw8cUXc/HFF7Nz507ACPiyefNmfvazn7F582Zee+019u3bx4UXXjiYzZJIJBKJZMiQLtMSiUQikYwQFi9ezMknn8yjjz4KGFGdp06dyve//31+/OMfp5S/7LLL8Hg8vPnmm9Ftp5xyCscffzyPP/542nN89tlnLFq0iJqaGqZNmzYwDZFIJBKJZJhgGcjKdV2nsbGR/Px8FEUZyFNJJBKJRNIrhBC4XC4mTZqUkg5jOBMMBtm0aRP33HNPdJvJZGLp0qWsXbs27TFr167ljjvuSNi2bNkyXn/99YzncTgcKIpCUVFRr+SS73qJRCKRDDf68q4fUIW4sbGRqVOnDuQpJBKJRCI5KOrq6pgyZcpQi9Fr2tra0DSNCRMmJGyfMGECe/fuTXtMU1NT2vJNTU1py/v9fu6++26uuOIKCgoK0pYJBAIJOc4bGhoOuxy4EolEIhkZ9OZdP6AKcX5+flSQTC9WiUQikUgGE6fTydSpU6PvKIlBKBTi0ksvRQjBX/7yl4zlHn74YR588MGU7fJdL5FIJJLhQl/e9QOqEEdcpwoKCuRLUiKRSCTDipHm3ltSUoLZbKa5uTlhe3NzM6WlpWmPKS0t7VX5iDJcU1PDqlWrun1n33PPPQlu2JFBh3zXSyQSiWS40Zt3/chZPCWRSCQSyWGMzWbjxBNPZOXKldFtuq6zcuVKlixZkvaYJUuWJJQHWLFiRUL5iDJcVlbG+++/T3FxcbdyZGVlRZVfqQRLJBKJZKQzoBZiiUQikUgk/ccdd9zBtddey0knncSiRYv4/e9/j8fj4brrrgPgmmuuYfLkyTz88MMA3HbbbZx11ln89re/5YILLuDll19m48aNPPHEE4ChDH/ta19j8+bNvPnmm2iaFl1fPHbsWGw229A0VCKRSCSSQUIqxH1FDcD2V2DbK3BgK+gajD8Kjr4YTroBsvKGWkKJRCKRjFIuu+wyWltbue+++2hqauL4449n+fLl0cBZtbW1CdE0Tz31VF588UV++tOf8pOf/IQ5c+bw+uuvc8wxxwBGQKw33ngDgOOPPz7hXB988AFnn332oLRL0nv8IY13dzWx5Ihixufbh1ociUQiGfEMaB5ip9NJYWEhDodjdLhUNW6F174NbftgwjEw43QwW6F+I9SuhbxS+NpTxnaJRCKRDEtG3btpiJH9Obg0Ofysr2pnUlE2J88YO9TiSCQSybCkL+8maSHuBqFpuD/+GO+69ajlW6FhPVnFdrK++AA5F1yHOT5HY/0meP1mePbLcPFf4LjLh0psiUQikUgkEolEIpH0AqkQZ8C3dSuN9/yEYFUVis2K1e5DKDk4q3XY+AT8/Emy5s4l56STyDnxBLJPPBHrjavglavg3zeBYoJjLx3qZkgkEolEIpFIJBKJJANSIU6Da9UHNNx2G5bSUqY8dCd5e+5FmTAXvvkmum7Bv2cP3s824t24Ecfrr9P5wgsAWCZOJPuYo8lWF2D/v9vIvmUspqOWDnFrJBKJRCKRjBYEA7bSTSKRSA5LpEKchG/HThpuvx37/PlM/dNvML98IeQWwZWvQlY+JiDnhBNwHjmJfefNZE/rfPTyKgr21FNa7WL89g3kNjuBIpQPbyH/C8sYd9sPsM2YMbQNk0gkEolEIpFIJBJJAlIhBlRN59OKdnZVNnPSQ7dgyiti2433UvLuXeR11cA334a88dQ4a3ij4g1W1qykwlEBgMVkodheTO7CXALHmmjxhrB5zBx5wMSFewIctWoFzhWrKL7um4y79VYUq3WIWyuRSCQSiUQikUgkEjjMFWJNFzy7pprHP6ygxRXg+l1vkt/ezM8+/30mrXqJy2xv8Uz+DXTW17F556Nsbd2KWTGzqHQRXz/y6ywcv5A5RXOwmmNKrqqr7OvYx/Lq5fxuzkvg9HP32nx48q/4tm5j8h9+j2WsjAopkUgkEonk4FGGWgCJRCIZJRy2CnFdh5dbXtrCtrouzphTwq8XFzHhvx9TdOmlvHrnVwk+tpjn84/i9/ZtaGUryBKlfGfB7Vw+/yJKsksy1msxWTi65GiOLjmam479Dn97+Uvcf04bX5hewDf/u42aK77B9Bf+jqUkcx0SiUQikUgkEolEIhl4TEMtwFDwWXUHFz76CVWtbh77xgk8d/0i5q54FSUri3G338Ynb93MpSXZ/DrPw5xxY/ly6Y/xVv6Av741lY0Vaq/Pk2vL45aL/s7LLU62zwnx/64w4W8+QO0N30JzewawhRKJRCKRSEYjQsbUkkh6hRCCgKoNtRiSEcBhpxCvr2znmqc2UJyXxX+/fzoXHDuRYHU1jv++Sc5lX+Wutbfz3UAZevZY/vi5P/KPL/+DXy67krdvPYvpxbnc9PdN/OH9MkRv30iFUzjy7J/xUk0V1tkTefgSgb+sjAM//Wnv65BIJBKJRCKJQ5E+0xJJt2yvd7B8ZxO6Lsfbku45rBTiDVUdXPfMZ0wdm83L3z6F6cW5AHQ88yzCauGW8e+xunULP/DCa197l89N+xxK+I0zoySXf960hEtPmsL/vr+fn/x7J6qm9+7EJ13PmAnH8nhtNcpJx/DC5024li+n49lnB6qpEolEIpFIJBLJYUtjlw8AXRqgJD1w2CjEla1ubnj2MyYXZfPijadQkpcFgOZy0fGff7N6vk4wK8RLjQe4/uxfYs3KS6nDajbxyFeP5dZz5vDShlpu+vsmfMFeuGKYzHD+b8h1NvBn2xHsXnoEm46y0fKb3+Lft7+/myqRSCQSiUTSJ1pcfvwh6V4qGT1E1GBFulNIeuCwUIgdvhDfem4jWRYTz1y/KKoMA3z0xIOY/EGqPz+Xl+obOXLyEpj3pYx1KYrCHV+Yyy8vWcCqvS1c+dd1OP2hnoWYejIcfxX56x7n0RPv4oULC3DZBQ33/Bih9n5dskQikUgkksOXgbJ1ra1oZ01F2wDVLpEMPtIwLOkto14h1nTBrS9toa7Dy+NXncjkouzovtW1HxD691s0zirk57OOY4y3E5Y93KuFOd9YPI3HrzqRnQ1OrvrrehzeXijFSx8ASzaTP/4DP1v2CI8vEwR376H9qacPoYUSiUQikUgkh47LLyfoJaMHEZ4+kjF7JD0x6hXiR5bv5cP9rfzi4gWcNCOW/3d/534ee/VOprbBsVd8C9v6J+CYr0DpMb2u+9yjS/m/a05kb5OLb/x1HZ2eYPcH5I2Ds+6C/cs51evjmK/cwKdHKbQ8+icCVVUH20SJRCKRSCSSg0YqDJLRiLytJb1lVCvE/9pUzxMfVXLdaTO49OSp0e0+1ccPV/+QM3cDVitjC6sg6Iaz7u7zOT535Hj+es1JlLe4ueLJdbS7A90fsOjbMPYIePdevr/gZlZ9dSZei07jfffJF5JEIpFIJJJeItdFSiS9QY6uJT0xahXiLbWd3PPvHZw+u4R7zz8qYd8fNv+B2q5qPr/PRt5pp2De8TdY8HUYd+RBnevMueP42zdPpqbdy+VPrKPF5c9c2GKDZb+A1j1Yt/6dH33hIZ79PPg/24jjX/86qPNLJBKJRCKRSCSSGFIRlvSWUakQN3b5+M7zm5hYaOfRbyzEYo41c1PzJl7Y8wK3mb6Aqa2TwlkhUH0HZR2O59TZJTxz3ck0dvm4/P/WccDhy1x47nkw62z44JecUDCTkq9+nZ3TFQ488ivU1tZDkkMikUgkEomkL0gHNcloRt7fkp4YdQqxyx/i+mc+wxfSeOrakyjKsUX3qbrKL9b/gsl5kzm3PAdTbg55vuVw7GVQMvuQz714VjHPf2sxre4Al/7fWuo6vOkLKgos+yX4u+DDX3P7iT/gHxeNJeTz0vTLhw9ZDolEIpFIJKMTubxKIukd8lmR9JZRpRCrms73XtxCeYub/7vqRGaPz0/Y/499/6Css4y7TvwRvtUfkTd3LCYCcOad/SbDCdPG8OK3TsHpU7n8iXVUt3nSF5xwNJx4HWx4gkJXC9csu5tXT1NwvfMOrtWr+00eiUQikUgkku6QaoNEIjmcGTUKsarp3PbKVj7a38ovv7KAU2eXJOz3hDz8edufOW3SaZziHI/a2kpezj447gooPqJfZVkwpZCXv30K/pDGpf+3lvIWd/qCn/sJWHPhvZ9ywawLKD//aBpKrRx44EE0dwZFWiKRSCQSiUQiOQwQQhyypVfIKR9JD4wKhdgX1LjlxS28tf0AP73gKC49aWpKmZf2voQj4ODWE27Fs3o1mBTySr1w5o8GRKajJhbwyndOAeDyJ9ayt8mZWii3BM6+G/Yvx1TxAT9cfBePLtNRm5to/cMfBkQuiUQikUgkh0jrfnA1D6kIigwyLTkMWLW3hTe2NQ61GJJRzohXiGvbvVz+xFre3d3EgxcezbfOmJVSxhPy8MyuZzh76tnML56P6/0V5IwLYl58BYydOWCyzR6fzyvfWYLNbOLSx9eyrrI9tdDJN4bTMP2Ek8Ydz8xTvsD7J9vo/Pvf8W3fPmCySSQSiUQiOUiatkP1x0MtRb8h11pKhivugDrUIkgOA0akQiyEoK7Dy2/e3ce5v/+QylYPf73mJK49dUba8hHr8M3H3UyosZHA/nLyJgXgjIGxDsczsySXf958KqWFdq55agNvbk+a5YqmYdoLm/7GD078AS+dqeAZk82Bn/4MEQoNuIwSiUQikUgOX6Q6LBnNyPkeSU+MOIX4uy9sYsED73HGrz/gz6vLWXrUBN7/4Vmcc9SEtOV9qo9ndz3L2VPC1uF3Xgcg/9wvwpjpgyLzpKJsXr3pVBZOK+L7L23hqU+qEgvMPQ9mfQ4++AXTrPl85bgreXRpkMD+/bQ//bdBkVEikUgkEsnwRw7uJRKJpH+xDLUAfWXB5CImFWYzrTiHL8yfwMTC7G7Lv1n5Jl2BLq5fcD0A7jdewlagYvvKfYMhbpTCbCvP3bCIO/6xjYfe3E1dh5efXnCUkSM5kobp8dPgw1/z7c/9mAsq/sP+hSaURx8l99QlZC9YMKjySiQSiUQiGb7IJcQSiUTSP4w4hfjms3sfEVoIwd93/52ji4/m+HHHozeV4y1rZcwZc6BwygBKmZ4si5k/Xb6QKUXZ/N9HlVS1efjTNxZSYLfChPmxNEwnXsfNx93Mw10P89emMdTfehsz//VPLGPHDrrMEolEIpFIRjfS6iyRSABW7mlmfL6dBVMKh1qUQWXEuUz3hbWNa6l0VHLV/KtQFAXvCw8gdIXcr940ZDKZTAr3nH8Uv/7asaypaOOrf15DbbvX2Pm5e6NpmC6deyklE2bw56/noXV00HDrbeh+/5DJLZFIJBKJRCKRSEYv7oBKZVuGdLGjmFGtED+/53nGZY9j2fRl0FmN55OPUCwmcs48d6hF49KTpvL3GxbT5g5w0WOfsL6yHXKLjTRMZe9irfqQH5z4Az7OrafmtovwbtpEw223yyBbEolEIpFI+hWZpzWMGhxqCSQSyRAwahXiSkclnzR8wuXzLsdqtsJHv8HTlEX2wuMx2e1DLR4Ai2cV8/r3TqM4L4urnlrPK5/VGmmYimfDu/fy+UlncOKEE/ll7mrGPnAv7g8/pP4HP0APBIZadIlEIpFIJJLRg6sJ9rwB7pahlkTSz8glAZKeGLUK8Yt7XiTLnMXX5n4NOipR171EoNNC7hlnD7VoCUwvzuW1757KabNLuPtfO3hoeTnaF4w0TMq6x7jzpDvp8Hfwypx2Sh+4H/fKVdR95yY0l2uoRZdIJBKJRDJEKIoMq9WveNvDfzuGVg6JRDLojEqF2BFw8EbFG3xp1pcYax9rWIdbcgDIPfXUIZYulQK7laeuPZkbTp/JU59UccPasYTmXQQfPMzR2PjSrC/x3O7nCHz5bCb9z//g3biRqq9+Df/u3UMtukQikUgkkhGOtKANH9rd0guwv5FLAiQ9MSoV4n+V/Quf6uPKo66E9grY9hIe9WjMRUXY5x811OKlxWxS+NmX5vPIVxfwaXkbV9R/Bc2aA298n9uO/z4Af9z8Rwq/dAHTn38OEQpRfdnldLzwAkK+ySQSiUQikUhGNHUdXj4pb6OuwzvUokgkhxWjTiEO6SFe3PMip0w8hTlj5sAHv0SYs/FUe8lZcgqKaXg3+bKTp/H3GxZT4c3hZ4GroHYtpbve4Jr51/Dfyv+yq20XOQsXMuvfr5F7+uk0P/Rz6m78NqGmpqEWXSKRSCSSIaHR3cjblW8T0kd/4Ek5Bz568QY1AHwhbYglGVr8IY3V+1rw91M/yGdG0hPDWzs8CN6veZ9mbzNXz78aDmyDnf8keMTVqM2tw9JdOh2LZxXzxi2nszF/Ke/rJ6K991NuGLeYYnsx/7PxfxBCYC4qYsqfH6P0gQfwbt5M5ZcvpOu1f0trsUQikUgOO/Z37gcgpI1+hVgySPg6oXa91KZ6IuCC+k392k91HV4cvhBVbZ5+q1Mi6Y5RpRALIXh+9/PMKJjB6ZNPh/cfhJxiPP45AOSNEIUYYOrYHP713dP4z/Sf0KQV4P/7Ddx89PVsat7E21VvA0ZAjTGXX8asN/6D/aijOPCTn1B/83cJtcgIiRKJRCI5fPCrfgBMyqga1vSdkA9UuQa1X6jbAI46CA6eUjYi17rWbYDOKmMCQSIZoYyqN8e21m3saNvB1fOvxlT9CVSshDN+hGfDZmzTp2OdPHmoRewT+XYrv7/uHN6f/zCF/gYmv/0axxQfyyMbHqHDH4uCaJsyhWnP/I0J996LZ906Kr98IY7/vimtxRKJRCI5LNCFDoxQheIgSRtjeu9bsOe/fa5LDhfSYLYZf+UEQ/eMgGjn8vaW9MSoUoif2/0chVmFfHnmBbDifiicijjuarwbNpB72sixDsdjNilce9ll7D7qdk73fsAJuy24Qm4e2fBIQjnFZGLs1Vcx6z+vk3XEETTeeScNt96K2t4+RJJLJBKJRCKRjFAsWcZfbfAV4uGvYsYTlnaAZ1X6az2x5NDxBlVaXP6hFqNfGTUKcYO7gZW1K7l07qVk73wNGjfDOffj27Mf3eMZMeuHM3HsZffROudS7vS+zpz2Wbxd9TYra1amlLNNn870559j/N134/7wIyq/9GWcy98dAoklEolEIhlcUjyjtNCQ5JXt8HfgDroH/bwHy+FkWe81EYVYHbyB/5Bb6gNu45npC1EL8cAK/+4uGTx2uLBqbwtrK0aXwW3UKMQv7HkBk2Li8hlfhPcfgOmnwYKv4fl0DZjN5CxePNQiHhqKwrjL/4xv+ud4rmsleb6x3P3RvTS6G1OLms0UX/dNZr7+b6xTp9Jw++20/PZ3CF0fAsElEolEctjgd0DjlrS7Im7Ng0rtOqhYBfrgWpfWNa7jo/qPBqRuqbwONOH+NUcU4uDQiTLY7F8Olav7eNDgWIgPBbmEsH/R9NHXn6NCIW71tvLqvle5YOYFjF/3pLGw/4u/BkXBs2YN2QsWYM7PH2oxDx2zlexv/B3rpBN4uW03aijAlf/5PkEt/Y911qxZzHjxBcZ84xu0P/kkDT/8IXpAroWRSCQSyQBR/Sm0V0AwMY9qUAuyvGo5lY7KwZXHF7YO98OAeFf7LmqdtYdcz3BE6gtpiAZoG/zOGdJluX5H38oPkoVYMrTsanTwn60NQy3GgDEqFOIndzyJKlRumngmfPYkLLoRSo9Bc7nw7dgx4t2lE8jKw3zt60ybfDKPtDXTpu7nkpfvRNXSz7wrFgsTfvZTJtzzY1zL36X+5u+i+0eX379EIpFIhhlJI3q/Zrx30nk19ScDaT2tcdSws23ngNXfWyLK6wiIZTRC6X3HNnma8Km+AZRlJDD8LcSSVPY1ufqU1qq8Jf0SkE5/J3XOuv4Sa8gY8Qpxg7uBV/e/yldnXcSUd+6F/Ilw9j0AeNevB00bsQG1MpKVj3LlPzl3xlJu7HJQq67iq3//GQE1vUuYoiiMvfZaJv3qYTzr1lF3881SKZZIJBKJpJ/RdDEig/+MFFVmZ8NgWKlE0t/MbG7ezJrGNf135ugpR9BsxwBY0vt7smek3N/douvQVt5vEw97m5xsr+865HrWNq5lR9uOQxdoiBnRCrEQgl+u/yU2k41vd7RDWxlc8jhkFwHgWbMGU04O2cceO7SCDgS2HJSvP8v3j/seF7o8VPIG33r6TjwBNeMhhRddxKRHHsG7bj2Nd90t1xRLJBKJZFQx1GsF11W2D3jwn0gLFS0ArsMr0FBF6xAEKuvhngoc7mmZlP63EEtjcxray+DAVugYuGUnh/OyyhGtEL9Z+SYf1X/ErRPPZPym52DJ92DmmdH9nk/XkHPKKShW6xBKOYAoCsrZd/PA+c9wpl9na9YKfvzkJXQ6M7tAFH75S0z4yU9wvfceLY88krGcRCKRSCSjh8EZYbe5B29AmXtgA1R/AlrmiXDJwTCCrLPDguG/hnhUKNiR6N/6wDzvmtuDa8X7WBu7d3/u9IzOIHMjViHe076Hh9Y9xKKieVy+5nkjqvQ590f3B+vrCdbUjD536TRYZ53JH67+iHPEWFbnV/Or506lpWJTxvJjr76KsdddR8ezz9H1+uuDJ6hEIpFIJANIxjXEgzAiHiyvq4gV3BSKWEsPvW1DbVkfXoT7QvTedbqvHHD4oq71us+H46230JzO6P07UOvDhRAItZ8VqkO0EOtCp8418tegjnREwFhKaensPp3SR2WtgyHOoDPiFGIhBCtrVnLDezcwxpLDI3s3YC6YBJc+BxZbtJznU2NNx6gKqNUNlpxifnftB1xUcApv5+v86P0r2PfuAxlTTYz/0Q/JWXIKTQ88iH/fvsEVViKRSCSSUYTa2Ynz7Xcwd3X2+dhQYyNqZ9+PU6Qlc+AIeuhJEY6fRAhpIbRepvbSdcGGqg7WVhqKh9rcDAKCdQOvFPo2bcK5/N0eywW0AKFe5yM+NAtxWWcZO1p30OxpPqjjhytqayv+ffuHWozeYzJUQmWQU9QNF0aUQvz87uc59aVTuX317Uw2ZfNs5T5K7GPg2jcgtyShrGfNGqyTJmGbMWNohB0CTIqJn1/yJN+b/SN22+xc0/gqf3/6DPS2spSyitnM5N/8BnNhIfW33ormHoJ1ORKJRCKR9COZo0z3o5UvjSVMazeUG7Oj74qtd/OW6CR+r07f5zMMfp3OoJMaZ00/1xpjQC3aATfsewda90VO1uMhK2pW8Gnjp306TbqYLwNtqA81daN0xp18Zc1KVtat7F2lh2ghjkSgV8UAuv4PgQOEZ/0GAmWp4+/hihJWiBkIT5fQ8A/kO3IUYk8b052tXJgznUeC2by0ZyOlpSfAt1ZC4ZSEokLT8KxbR+5pp6IchnkJbjrtWn5zxj/J8U/kEauLa177Mls+eCDlJrcUFzP59/9LqL6B5l8+PDTCSiQSiUQyHAh6Dz5gTdJYYyDTP40EPqn/hF1tu4ZajIMj1LtUNMnX2B3snWEh6og9jG4RtbWVQFVVwja914pReguxpgv+s7UhY7qeQyXU3ILaevDuuz7Vh6eX1/qwIPIbpvfzjRlwwd43jcDHA4g/pLGtrgv9IOUfOQpxwybOXP4g92x9h/P1bCyXPAHX/hdyi1OK+nftQnc4yD3ttCEQdHhw9uy5/Pnif1HUdhE15iyuqf0Xtz2/hMrGDQnlchYupOQ738Hx2mu4Vq0aImklEolE0lsee+wxZsyYgd1uZ/HixWzYsKHb8q+++irz5s3DbrezYMEC3n777YT9r732Gueeey7FxcUoisLWrVsPXcghGu2LzjojNUnKjl7IU/URNGzulyBVA9n8lLqHk2Y1SAxukwfmZN3VOtimHM/6Dfh3HeQERgYLcUgzFOrKHiKDp3P9740ty/vZZ3jWd//b1x0f1H7Ah3UfHvTx8RxwH8joYq4HAv2/bvsQ6U5pVPrbQhz0Gn/dLf1bbxK7Gh1Ut3toch6cNXrkKMRTF8O3V8OdFfCdD+G4y6L+7sl4Pv0UFIWcxYsHV8ZhxlETC/nb1T8m0PxLjumcxwbdzVfeu54HV95Gm68tWq7k5puwz5/PgZ/dh9rRMYQSSyQSiaQ7XnnlFe644w7uv/9+Nm/ezHHHHceyZctoaUk/2FizZg1XXHEFN9xwA1u2bOHiiy/m4osvZufOndEyHo+H008/nUdGQ+aBxs1GapKDQetlhOhutTHRc5FhyIiTd0Br7506erBu25HjoscPF0/Gg74JIgrxwAeVO+g+H8A7xhFwsKVlC3s69qTd71rxPu6PPh6w8x8MWrp+jGwTcg3x8Ca7CCYtTFkrnA73p59iP+YYLGPGDLxcw5zZ4/N49TtnU+u/mQl13+Eyn+D1upWc/89l/N+2/yOkhVCsViY98it0l4um+x8YapElEolEkoHf/e533HjjjVx33XXMnz+fxx9/nJycHJ5++um05f/whz9w3nnncQ/+1UsAAQAASURBVOedd3LUUUfx0EMPccIJJ/Doo49Gy1x99dXcd999LF26tB8lHW4aVl/k6b5s2uBJg6rUJEciHm59PfAMalTsfj5XSm3DZjbiIOXo430Y0vS066d7g9bf7rz9QKffiBtgUjKrVLrXO1jipFDpqKSsM9FdOW0/hu/DvliIR1N0+pGjEPcSze3Gt3XbYRNdujdML87lHzctoSt7Acub7uMlTyFnuLp4dOujXPrmpWxv3U7WnDmMu+02XCtW4FrZy0AKEolEIhk0gsEgmzZtSlBcTSYTS5cuZe3atWmPWbt2bYqiu2zZsozle0MgEMDpdCb8S2EYDZSEEFS1uXsxmO6dUvtuTc9RevUBVFIHpGtDfhS9t1GFh57BvbvSn+1grY69uX7dxb/RhT7MFJGeg2r59+2LrvddW9HO+3syB/eqbHWzqzHxNyX/01Vk79jc78tb+wOf6gMgx5ozpHJkuif2tu9NUYj1NGWjxw+TTtaDwUG9z0edQuz5dA2oKnlnnjHUogwrJhdl84/vLMFWWMqVTXfyM2U2jze14vG0cNXbV/Hrz35N3lWXk3XUUTT9/BfoHhloQCKRSIYTbW1taJrGhAkTErZPmDCBpqamtMc0NTX1qXxvePjhhyksLIz+mzp16kHXNRh0eIPsanCwv9nVuwP6YRAWUgXNB7mWrbc0Of3Gerl+kNe6/y1Km1b3XNDbMSwmOzRd0OrqpYv7ADFUgdPerX6X1XWrB6Dmg7UQ96wQB8rKo+t9O73Bbqvb0eBIu93i7DrkSQi/6h8wJWso06DtbHDwxrbGXpfPPDkoMqZrPXj63t9C13G9twL/jh2DcDaDUacQuz/4AHNREdnHHz/Uogw7xhfYefnbpzC+pJgzGr7LvKJF/LtsF1eMWcDzu5/n2hXXY7n7e6hNTbT+6dGeK5RIJBLJYcc999yDw+GI/qtLmz91iIJqpTlvxBoSCfLTm1r6jgIIlPC5Klrd1HV6D9o1tDvipavv7D9XTJPevaJCyA8Vq6B+Y7+d82DZXNvJmoo2XA1NiEMIAiSEoLLVnRRkSCQXOuj6054zuf44a3D8qUQwiG/HToSWqKAIIaJWyeFBWP7OKuh17uIYfVFyD+VSBLUgq2pXsbdjb2yjuxlcBz85GM9QRpavCAcuS6fsK/7U57o7I7AiRK87esDmxiK/2Y0HBugEqYwqhVhoGu6PPiLvrDNRzOahFmdYUpyXxUs3LmZWaTFn1H4L16QvcM/mN3ms9AvUumr5RvX9qBedQ8fzz+Pfkz5AgEQikUgGn5KSEsxmM83Nie6Gzc3NlJaWpj2mtLS0T+V7Q1ZWFgUFBQn/hguZx2e98lMNF+2hbIb98ZsjSrjuaoId/zRSjwwYhz4q7VUNeli57+p9fuH+tsa1BxrxaW5cfhWT24l3w/pDGqvUdfjY0eCgLCE1UC8tfQfZtIxRwpO2+8vKCNbUEKqvP7gT9ZV0brSaRqC8vPvrGHlu/A6oS436LICAmmp1PNj0OIl16Lj8SUq4GkiJFC8wFGKAVl9cqqbOaqj+pFfnUjs78axblzIBE1WEh95xIuUSam43Oet2Yq1LfAek7XshosebPAOTKqu/cQVdLK9eHp4gOjQL/ahSiH3bt6N1dJB39tlDLcqwpijHxt+/tZijp5ZwZtU11E39MmeufYpXSs5mrH0st8xei1aYy4EHHjikmVeJRCKR9B82m40TTzyRlXFxHnRdZ+XKlSxZsiTtMUuWLEkoD7BixYqM5fuLJk8TTZ7+sbz0D/0XVKv7Q5OO7Qpbz70Hn8FhbUU7u+PWVA5V2qWVdR9Q4etb3tf+tprVe/ex3/kZQoASCiHgkJZ4qeExTvfeA4Ov6Sjxpz3E69vma8MbSvQk6O1ERaC8Av/efT0o5XGKiDv1mfeHNHY2OPCHEpXUSKTjZFfj7tZPJ1Pe6mHV3qQI+3v+C/uX97qO3uLbtg21rR3dO3DW+VZva/p81p52Q9HvgZSfBr+xbMPckTghl24NcaJ7Qux52NfkYn1le6/O12/08v6sddai6zqt3oPPRx1hVCnE7tUfgsVC7umnD7Uow558u5Vnr1/EiTPGcXb5ZdTO+DpTP32MZ7PmMnniHP58hhf/tu10/fOfQy2qRCKRSMLccccdPPnkkzz77LPs2bOHm2++GY/Hw3XXXQfANddcwz333BMtf9ttt7F8+XJ++9vfsnfvXh544AE2btzILbfcEi3T0dHB1q1b2b17NwD79u1j69ath7TOeHPrdjY3b45+729LYbCuDt/OXSl198t5Djq1S4zIkP5QjWBCCFpcfspaXIZSveOfmIIZrM29cGUWQqRNr9gbMQNagH2+Xt4TdevBYUwG+IIa/9naQENXPysSAxbZu5fuov2lDkTaocTqFJpGsLq6X6rfcGADHzckpf0RAhEMpmxLoWUvNO8CrZt1pfHXQQjDUpymumDSpENEKTsUl+kU63AENXH9vhCiT4r2wdDX+8HhC1HVljiZ81nTZ3xU/xEAXd4g/lC43ys/MFzSeyBF0Y2kpxXJVu00JCjEsY97m5ypuX2FhkkL4A2qqAMRhGsI4hSMLoX4gw/IOfkkzPn5Qy3KiCDHZuGpb57ESTNK+Nz+S6iefQ1j1j/JX/USQp9bzM7pCg2/fkTmJpZIJJJhwmWXXcZvfvMb7rvvPo4//ni2bt3K8uXLo4GzamtrOXAgtu7q1FNP5cUXX+SJJ57guOOO45///Cevv/46xxxzTLTMG2+8wcKFC7ngggsAuPzyy1m4cCGPP/74IUjatwGN0PsWOde3bXtUYejNQFTpkzgHMRjLMNaODVAPboDnjl+DHFYwzd5m7L6WuDW/4bo7q3usL7C/DM+ataidnQchTR/b4GxECIEzrLTUd6Sud9Z1QVcPQZb6RZYwAS1Ag7uhh1JJF7O/1xB3E88oStfBXJ/MJKcK8+/Zg/O9FYhQvEKZRrDOagi6IdgHK3zZirSbI5ZgU1gxzdQP3amtQ7lOtyf6Ohm3el8L2+u7jI4IJU4WtbsDfLi/lQ+Srd89ypC0IewBoegimh4qbbnI9vBfpYd+Hte6nokH3mfV3hZ2NaYPgjbSGDUKcaCyisD+/eSf0595FEc/OTYLT3/zZE6YNoalu8+j8qibyNn0HH/ywPpvHIvwetn+4J1DLaZEIpFIwtxyyy3U1NQQCARYv349ixcvju5bvXo1zzzzTEL5r3/96+zbt49AIMDOnTs5//zzE/Z/85vfRAiR8u+BBx44ZFkb3Y3s69jXYznn2+/g3fDZQZ0jwUKcuVQvaurlGuJMdYWP86hdPQ7606HrIiVIVlA1BrRmkxKtTKCQ7YsLNtOHk+jhtYERV8reoOqqsf4yyRLv37MHPZDGjbMP8uw+4OTD/a2ZLX0ZOFgddVPTJra1bIuuJz0UDjricW+OG2ALmRqeNBNqL4O+6d2Uy7SmPkM7I89GJNJxX6IzZ1TkeuovXe3VhFF3DJiFuWkH7H0rwSX6k/I2INWqDqTvBF0nd/M6Qm2JrsPRgGy6YG1jLNVe2muTYCHuvj9twZhy3ftghX2gj/d/hyd4yHKMGoXY9e5yUBQKlp071KKMOHKzLPztukUcO6WIZdvPouK4H2Hf8SoPZims+9wEst9dw6b3/j7UYkokEolkhLG1ZSsVXRW9KhvJU9pX+t9qdPAu0wHdT7lrS1S37ks+4n3NLjbVdNLkiCmriUfHFOKDRlEM98lQ792XP6z/kPdr3k8YpKotrQQqKvGH3ewTxYwNTOOvjaIohA4cSFCiu7yGIhzSBsfy59f8CXL11jk6E+6ASrPTR5PDR5evd0p9d2N9IQBNQ7T2zTLYP/QkWN+Oy2gBjjwbGQp0p3dmNK4n7dBDakIMHHPLTmjcCoE0OdPT4A2qCZNTmtuN5uo+0JTTH2T1vpZe5DtPIhLlureTNC27Ye9bOOLuNyUYwOTzEti1K7FsVCFOUhbT6sMiY4C33pBpUqLNFUiv2KfBG1TR9J5/0YUQUXdyIQSbaztpqzsAQqDqKrvadhHqY8TzUaMQO99ZTs7JJ2MZN26oRRmR5GVZeOb6RRw1sYALNp9E9eIHyd37Nl87IZ/OIgsdP3+Yirb9Qy2mRCKRSIY5wQPtKL5Ey+FA5f6ERKUrdSilRPf0vsKDsxALQNdDCWftaRwY3y+RAV5GS0eCXJk+d49iMkF7OaIsMdBad9cnELVcxZXRurMYpleIg4EQBz5eh3f9+lS5uhcb4XdR2RmbWBkOjrNCCPY2Oanr9FHf5aO8JSlwkc+H3o0l3uR24VyxImUtr718L3p9ulRm/Ufa6y0EDtVHII01+GACrGZ6Ek1RhThSrhu/jvCubJs5/L13V961fje+bdui3+taOtF0vXtLdxwfl7WxqSZmBXWv/jBeqkQZw9/Lmt04fKEERfVgqXRvo9q9M/1OodPS0cnqfS20ubsPtBW9bkn9llZnFyT8kvaEW0/M6ZzpOm6s7WR/U++i7K/Y3czGVRvw78zQ9jB7m1y8u6sJv6oiAIvTSc7OLdjqa2j2NFLjrKGsq6xX54wwKhTiQEWF4S593rKhFmVEU2C38sx1i5gyJocvrzuK+rN+y5j6T5jy+UKmtOj84xffpN2XPtKcRCKRSCRC0/BVNGDflRgApj+suELTMgzkD7lqA+UglOc0WFQvhW2bMWsB9J4UiR4G+Im7DavIIVmITSbwdfZ4Xq2ri1BjY0ZhIgPttCku49erxp2mw+mlvNVNsMsRtzvsNttdk9QA9TtfYm9lLHJwxrmBHjio+/AgbwfXylW43l+Zsj1Sna2+GhEIonYkrhc2+Q4+anavEQK/qqVYMz91lvOJszyluH/PvqT1xol1xeNU/YT07pRC42JnSruUzoW6pyfz3V1N0Zzfkd8INS6WQqdf44AjQHJwqUxEg1n1gUP1qNbjZHOFOnCEMnvM+IKGfN5Aco7qpIJRl/hE4dI/B713mfbqAXaGamn2V3VbLoI/TdqtTHj27e8x/3CLy5gIiHiWmML3pskbs+L39VkfFQqx49//BouFgvPOG2pRRjxjc238/YbFFOZYueiT6TSd+xem2fcijrCybGUn9752E36192uPJBKJRHL4INTYmjUQ0F5hBOXpAx+XtaZEXxVC4HxnOf5daVx0eyWY6NnwG1e2r8SvL7QFu1AAa8gZN+jPMFruSSGOG9R1ekPsbHTQ2OXv03q/REHDwz5ddHuc+5NP8W7ekiRMnDIRccU0pVGIkyPaRk4TVpTjzxrpnm7XkWohVKGDPy711EDYiD1tfSp+0GuII+mGwn2oWNL04UBQtgLaw8qugF0NDrbUdqUUC2RQZjMqxHHoQvCJs4ytLVtjk1fhvyZXIwS9cRbicD90uchdvTntuvbohAndr8kPajq1kaBtkbX2cQq3UEzG+XqpEEePy2BJ9wZVKlvdESETZO0rkeNWhaNLZ8LhC9LuSbQI66FgUpT9pLojE3KmJIW4B1GVHgoEMRRtnxb7nU7XV/HbXIHurfO66Ftgxdg5SMwhH/3ct3pGvEIsQiG6Xv8P+Z/7HJaxY4danFFBaaGdv9+wGJNJ4Surx9H25WeYvaAVuw6LXt3NPR/fkzCTJZFIJBIJgIjkGjWbQAuBtw3ayqhx1vS6jg5P0Ii+mlCxMboJ1dWmnjNTgJjW/RA3uO92sOV39H5dbW8GWooCiJ7XEPc0AIzbHbE292o9Xls5qKlrEhVTRLFIVIh7N3ZMYyE2pVFkRcwalLCGuNvUPb0SICWwUV/GzzsbHCkTLRFMIQ94MlnkBsZBWwlPEMRb2dOdKaDq/GdrQ4/usT3id4DX8PKLPAs1Xa2srF2Jpqs9dGZ3Eyix7Vp4bOhwJUbyNml+TK4GAmtejwXVitTXYKyhFR1dQGoWJ2NbzzdI9wHdTT20IYzfCTv+SZa/NbHOpBOtrWhnR4ODkKbH3eNhRTzDOTIak8Llg3qGNcRCIEIqZdVtifevpqGtXol/Z2zdcMqZI89c8nNDZHNiZ4u4z/2BrgssqiHz1rqubsu+U/UOZa6eU8dB3M9Fkpjx2QQOOwux++NP0NraKPzqV4ZalFHFjJJcnr9hEZ6gxqUr8/Be+yLjFwRYslendfV7/Hbjb4daRIlEIpEMMyIKsUiyejW6G9MV70PFccpYkqUq7RpidzM0bY8eV+Pdw/qWVZmjC7fsJajpqLpObxSg9NYQwsfGBpk9Lr3sw8Azck6BKSktSpo6DmyFhqTBZd1nRj7T6Hn7OOiNlzUy0I5T5vRgELWtLbMVLo1CfLBryw3xRcpayKiVSVMTXbeBilY3rWFXy+TzKqLv6z4PWvbIh6j1LnUoHl9zJFhXTbuhWIR0PTH3azdyCCHA1ZzipRE5otlXRUAN4FV99HQ/RKLP72jdgSOQPtVOKDwZYm7enVa5Cja2JBjzEuhG6e12NUPS5A5pigrFhJ7p+Ai6DmXvAZAdzredtrgQKev8zW1dZHXj5utVvayqXUWdK3VteG9uI8+OSsz7qqPPkKIQXQ8dOhD7bU2+J0WGSah0964/qOL2q70SKp2ymXbbgW0Ude1K2Z6hUnxa37yJwofFeaqIOG+Cw0wh7nzpJSzjx5N3+ulDLcqoY15pAX+77mSanH6+8Z6FrAf+jq1Q57Z3dV7a/iwv7nlxqEWUSCQSyTAi4jKdrBB3e0xvAvbEDW68mzYn7Uoz8EkKntMVakcXAncow4BLV9le38XeA670g+ukRav++lYcn2yPyZ5iuRQoQsQFVcowOOtx4BknYtRc1k198ahJFsWumthxyZpk3Nf1le00O9NYs9KtIY5T5rzr1+NZt56MUab1NApxD00QQtDm7whXEOtjEZZnX1Ni1ODlVcvZ1LwJdr8Oe9/MXG+/BlnrG9HL2J3FvBu21XWxta7T+NJWDjv/lXqt4+mqhuYkpSTicaEZx5nTub4nHgBCENSD1Lnq2Ngcm2zZXt8VdVdWw9ferJjiui1eedejFuKoy3Q33ZswByNUXKHUKNE52zeRv+aDRFmTDhaRpQJ081ujp+ZkzuQyHf9RtFdi/3AF2ZU18WdPIBC2DsfnAk6SNjNCoHmN483bY4GiFKH1OK8VVYiTFeX4n5Iwa8rbqIi4gSMI1tZmVKijMsTV0O5rxxtKyjWe0esCnP5QdILKOGN6KlrdtCd5R8S8okXis6zrKA4X5tbUfu6JEa0Q+/ftw/Pxx4y5+ioUi2WoxRmVnDBtDE9cfRLlLW6u/wDG/uwB8rrgB59oPLLhV6yuWz3EEkokEolkuBC1EKcLtpTxoF4oHHFltK7EwU6ChThDVTkBw1XUp2Zwiw4r0OmCv7xd+Tb7OhNzKQfrw2lx0ijzkaBXVq8fbdMOAo2Z16aKln3RgXg6t9BEPTxyLiVxRx8UtrQu077E/mxy+lPyIRvE2ur1h3D4ggkWYs1hKCvxg+iIQqELjXZvbdjKCN7N4UmNbt1cYX/nfjY0b6RLTZUnkz2xxRu+Nt2kXeneehSWOeL+P0Au01ELdrIsSpL93+8n/9NVKO2pykWgo4xKf1uKu39AC9DkacqwnCC2VlPVMyjSHVVpjkusK6SHeLvybcodTbS4DIVNjViI49QLJd6jQxNRZSYS0CsiY43TWA6RfF27gi0IdA74Klnb+GmKWGa3M6Ge6B9fV0x0xWxM4gT7ln86vUE6SbnsrEw8f1qUbsp0f38F0ywTgaR1vlHvkSQyBC5Ld/urcb9llvY2fNt3ENiXIYd8+Ph8Zyz7zKbmTQk6ge7z4dq4C0Lp1w5/sLeFNRWx38Z4mbbWdRpWeEVhZ4Mjmpc5QkrMgbiDLZu3YN9VdXi5THc8/TSm3FzGXHbZUIsyqjl9Tgl/vOJ4NtV08qO22eSdezYnb4AzmkPctfqH7GrrpTuERCKRSEY1UYupuQ/Di95aiHUVQv6U0Vz8AFVr6sBf25xyeH7QcPFMt47P5Q/R4Y7bnma0WNlVmbA/ebClORyxw8L6qsVvDL41V6oyJzSNUPU+aN4J7ZUp7QBA17HWrMYW6Ah/Nfa7NQ+q6F36mFTi/VUFBNxQvrJ3g8c4+TaUt1De4k7j5ipoqGtO6cJmfzWtnip8IaMtkSiysXzA6c/vCRluwsmpgIQQvbtveiBqKUs6fajNgWv9blRn5ojP6WTu1Vp5AeOaP8Hm60gUgvSKunB0GTI2NaXs2+qsZq/3AK4kl+jPmj5jc/NmNJHGwte6L3oeTY9zkY0/t6eFrF1VhDpcafcH1AAH3MY1bArFnrd4C3Gke/I2rom1RdejEz+xNb/GB0/Ig5p0nd0hJzWeXbT7G9GE2u1dmlwfbfHKnAJVB8hdv79PrrQ9L/FPfmbTW1SjHt/duXYLo75kd2zftu0J3/c2OQEFJe7aRpXjlOpTreXxcic8vnFFlHBatfic4a5QB/XeRAXZHsg82ResrUP3+FHauzKWyYSmC7q8PU9eGIHS4tsvEKK7yYfMjFiF2L9vP44336Lo8sswFxQMtTijnvOOmcgvL1nAyr0t/OXYy1By87ntbRPj/F6+996NNLgbeq5EIpFIJKMXNRA/Ku215bLLE6DTG6TNnT7ojD+ksaaiDe3ADmNtbDeEKpsIpFGII0PSgJZqEVu1t4V9BzritvQsd/zgW/f7CdbWJewQGIM0IRLdiiP4tm/Hu2kLui8A6ZQWgKAbk7eDos4d4bqNgfJ+707KA9V9kjdKfBJYISDTmup0CIGtugPdH8yYz7XdHaRi+Qc4wpMB3kCQoKqjCZVcTz35zr04vYH4KjMT8pG8Hjl9aCDY1ejoU/7XbgfLQqA6DAVT96ROwHTHno49PZ9baNhCDvKdFeHv6ay4sY9VrZmVcjUauTuxjqjralr/XScICOnBaAGRRnGytHYa92dM8IRqdral5oqNWIgtiilFJhGuw6q6yPY2pKR8isgRr6SFwvdZZAIob/NeXKtXp2lU0nmStykmlM6wch+dSDlIy3+KcmmQ07mHLE9L2tulu6BgkfIBVaOsxc225ICCSXK6w9GalYQJoQwTSxnu3ZjLdEwuRQ9R4NiLKd6LJu7wSvc22gOpsSDs/hZI8rwJ1tYSKCsDRUEJpv+tMKs+JtW/YwR76yOp83Cx+7e7yYfuGJEKsdA0mh96CHN+PiXf/vZQi3PYcPmiadx93jxeLPfwyYU3ojbp/H6NHdXv4LvvXJcxyIJEIpFIRj+hukpEMH5gFDcgcR2A+g1pj/t4fyuVrW5q2r1ouiCkB3CGYjnvy1vctLsCuD3pFYOeLAHGoC88YMwwSEpY39rNQMpW0UDOmp2IiKKm6wg12bVWMRThcI7M5JQnALrbULiM1DDG/kyDZqvqxuY31kDrYcuuR4+zOmeUN3H7Hu8BPOEJgWBzR8r+njA5vVhb3PjK6mP9lVSFJ+Sh1ldGxPN85d5mttR1IoQgy9+FgkJ1e1yu0PDxKbqRrsPet+io3pH2mmlCwxPqCh8rKG9x83FZ5vWKyai6Snlnee8GzboKtevAUZ+wWQiBSVcZ27EVayhiSe25OpMzXE9EoenmGF0I1JCfMR1bMAe7epAzlpoq8kzoGdbMCqEj4vYZympc2WTruxDdrPWPNSDBQpymmK7q5FSvYmzH1tga4ogKk3T7W4MOcpo+AyGiyorZ40N3Z54g0L1edG86N3ARVcjRMvS7MPJ8b6zpSD4qpVz8x/h7yO4+QEA1JvDUtMsp0l/silY3uw84cfZyUqfF5Y9ZiMNW0iTREjck68lp6rQFHZg1Hzm+Az2UjEchx9sIrYmWY9/2HbES7V1p3abt/mYUdOis7tWZ0hFZghE5uKd0Ud0xIhXitj//Be/GjUz4yT2YCwuHWpzDipvOmsW3z5zFQ+5JNC7+HOqGEH+qsdLgaeQ7b12NK+gaahElEolEMgR4V76WNCKLsxZ31WZW3OIG4roQlLs2U+Xenr4spFpoejEI6qmEKcFKm9mF1VrXnLAmMrZGVkQtN5E6FF3PaCGOKBzxOkBQCxBKWtMZOXuWvzV8LpG0J5XdjQ5ak6ztIS1Elb+NHZ56/HqIFl9X2n6r8eyiyr0jZbtxyth1svtaMGmBFDn8mje8zdg+qfE9rEEHIOIGq3H9m+Y0npAHoat0eYM0NzXQ5Ehd913v3UutZzeqHooqampv0lGF2d2+mz3t+1hXa7ir2xMsuyLRBOU6YCjDtesS6hAIzJohW7avCYSeUeGJxxSN/t2N+2zcJ0tY2bZ6mkANYFE95HgbUp+nxs1GlOS4dFuZng0R/s+siTQ7gOTtYY+P5Pp8oUTvBi2sZJvCk0LJtHn8hqKo62iVFQg9KfesgMhTUdS1C4u/DYvm63VaLteqD/DsqEhsC2FvjXAqtO4sxK5AUgT7tOZmY2N7oBF/xDIanvRSVJXKVg+trkBSIKjMkY+Dmk6nN9gnTwQgwWU65pmSyUKcuD06GaGkKxv+LHTwdlLUmeoJIACrJ8CYrTWYA5lTdkUnuroLzpVJ9l4QnYKM/DbFydEV6KKis6LXdY0ohVjt6KD5V4/Q9thjFH7tqxReeOFQi3TYoSgK93xxHpeeNIXvl3yeQFExBWvH8YdOE/udldz09jXRNT8SiUQiOcxIcJlOv//tyrcp7yxPc4wxUAvq6Vyn463NMZdoz5o1acqmO7r7QZcSvyY3GnBI5d3yDWys6SAUGUQ7G6GrLm6kJwipOltqO6M5QkU4KFJ0kBYeLKttbTjefAs9EDCUOJEozabWj9ntSGxPYsAwPZrXOH4cW9nmTnA/9YY0atoNC7IIBtHc7jiXWCjzNdMQ6EobQbYr2IIzlH5dYNRF06SQ766iwFmGEIKQFuLj+o9j67NFbMAtEGQF2ozzR604ce2LlAv/dQVdfFj3IZWOKlTdWKudztIW0LzhWyyW6bm7AbWeZIJWdRVV19GFDkLHEgnEZQiTIF9Q06lsdaN3M2S2qB4KHfsSFB5HwNFLI0EaxThq8RMQtbYK2PcOBc4y7P5WdFcLnd5gTFxP+LrFRUvWM6xpjdx74/ZUYGloJXldvJIuGJOeqPCHNJ1djY4Eq1y66bDYd4E/FJ4Iau5AKy8jVB9ndddV9KQozCKquCWtOwaCcQHwcl2VmNt2U9a5H2+6ZQChoKGUibj7ONWcmnpc8n7NUFw1oVHv3cfqutU0BrsQJsV4KHU9qmTGd2F8VORkdtQb3pXdOFVn2NzdhEqkSLj/UiYR6eGcQMMmaNxKrqcm7bnsncZkgM0diPbLwRCNnt/T4aHYeyHmFh3u07jf48gnb8hLRdcoVIjbnnySslNPo+OZZxhz5ZVMfPDBoRbpsEVRFH55yQJOP24G9x79dQINB5i+fzH/64LdXWV8951vpoZel0gkEsnoJ2FwkzrCiQTxKesqSz0m8WOS5SiuTGdVNDKy2tGZNMjsxiKWXGc6ueNK1zpr2VlnWKpDmoDWvdFovtFz6lrayNRCxJSKiIXYVb4PVQ+hORz4g+F3ZIYosJ3+TsMtO6k/0nVr285VVG56F5+e6m7p/uRT3Ks/TBAsqqxqfQzMFbbAKooRNUwRIXRd0OprxRV00extwqQohhtk5HRJVcS7r8cT2RJRqjsDnT1a/k1hxUbTBds6P6DJV5mxrJqmnxWUBCuvLgT1gU7ebt0UtXQC1Hd66fAGaVdtHHAfiEaxFghMIZUJ2xqwOf2Yk6z7VY5KKrpiEz9B1agzpV3x3/fvxeyOKdHx0x+KEAlrt5tcXiq6OunwBqlzNxCKs5JFJ4Ay5YQ2WgxAVlmdYdOP90DQdQgkKvPJ1lw1GiXaQPP40V1GX6a4/ye1WdE0NE2jzeGLKWUtexDlK9OmI06OKiyEYEdDbJmeLeRAW/4KnpZdNIZdy+PPaN+yNXIk6IJ6Vz0p92Gc63EEzR9ARCJTO+qgcQtCDcQmcqKzPOFDNT2WBzd+gqFXuXH7plAqQjPiNvidsWMz6fgpVffiXCI+J3viJFEyqiaoqylPSg0X+2DeU41ta6qlGdI4I6TBFugw0qhFli1EYwOKcB0BApov/Ht6cIr5iFGIc085hfF33cXM/7xO6c9+itKXlA6SfsdiNvHHKxaSf9KJ/PXoL+H64BOOEdfwG5fGto49fOvtq+mI5A6USCQSyWGBiCgeGQZ+kaBWFlMsVaISN2iPt3TqIqKApakv7C4YUlXe3VaN059+7Z0QgpDQiAyS+hJNuaulFnvnPmyBTsPImy74S9gtOnYsQNhCrCda3bY0b2Zn207afe3sat3J1o6dhCJKqRrAFHaN7Qy0s7ZxLdWuukSxwvUZtcfqNelB9rdv4oOuvQSa2jFv2Rtds6d7vUntjikWei8VYoGgwxOIKVfx+YB1HVPYgilIb8mLnj/JWuV48624iYrE8gpKdK4g00B1TI2x1jFyn7QG6jKUjLNCReqPtkFg1gwlfFejkw8bjRQ3/ri+CQmVoFDRrPlsadnCxqZYDl5rOOhUTnv3nnH7m128s/MA/pDW7R1oikuxowtBi9MfdvUFhI4/btKj0WsEM/UGVGrcdezy1EXLxepIbyGOXsp4RVMILGGrn6ILcLfEH9GjBdC9ZT/6jliU7XjFSUHQlJTbutnpZ2t9F75I0CUR7pv481Q3Ye+Ki6Cd5oYxxQfK68YiHkXT2d6auiRDCD1F2fOufB/neyvCX7qMv0E/QmiM7dga81ZRjJ5MCHSVpruEtz1loqFHMvS7omvYWndAy67oxFrqxI8wgqgl9UtUb83kMh13eNKHtL+hHZ4AHo8nGtgu8nwlTI2pKjsbUn9DAzUNOJcv7/b2skbyT3sSvVf08BxGq6+WJn8VplCAFm9qNPbeMGIU4uwFCyi+/jrsRx451KJIwtitZp685iT2n34+H007gebHn2XRtJ/yx64A5Z37uebNb1DnyvyCkkgkEskoI+brSboRoRrODWs1WaPbCjt2kes2BtLxikskIFD8oF1ERkARpbV+D+MOfBAdiHm0YMKgdpe3kY9c+6L16kkWM80RcVdMtRD73MY+sx7I7FqYYoGLtVsRepzljahi4wm6owPY1pALFAjWb0FtMlIY+lW/kXuzMjF7g4ha/lL7tV0zBtmBpvBEdDB5LWRq++PdaZMHo22BBra2bAGgwxOkss1DVzjXbGMoNqjVhYgqxLrQo5HC88vbsNV0RM0/QhjRXyO2M7Qg+LuocuxISeVCpEyEpM436SoFjn3RNZSibT92f1tCO5NJF9E40m6z5kfVBQFVM6y4Apyaj63uOjxagPW+CrZ4y9DU1D4V3UQPjqexy1A0A2ri/eL2hyhvDitIrXvJbd1k1A00OX0ccMSUyJCusqprb/R75FpGlMhg9NrGW/MSz+dUfQTDE0TJnhUCQVZFOJhdOrOd3vMaaT1BcUolIYJx+Pne1xxnERcCU5zSb2pzUlJeH41Ll7bONJ4RkbJ27wEsQafhzRzemhoED5o8TbxT8x5bfXUpdUSJm0RBGFZjxRV+RpWwoqjr2D31KHoowfkj2m9NO2D/u2nl7StKmqUEFdXNONxt0fRfwtMB7laUriYsTbFAhWmvYjoX7LQu14n3jtUTRIlbvx9qbqGso4x2fzvJVLS6U9JK+curEWm8bNLSXm64pcdZ4YWIyacFvYQy3A89MWIUYsnwJN9u5ZnrF/Pvz19DedEU6u77H06a/wueanPhdDVw1VtXJsymSiQSiWQUk8HNOW4jkKgQ53jrsQUNRc6zchUTdqUGxcloPvB2IIAsizGcaQm5OBB0RMsfCOcfjneB9e/dS6CqimBdHe6PP8HcGRu4efVA1K3bpEQUWVNGT0R0keL2nJITVAio3xjdEG8tdYddsOs7PQlN9KsanqCa1AW9UEjSmn5iypMq4iyUmooQgrpOL8GkQapHNfpN1/Wo1UkLD8BrgnFRePWYQuwJ+vCEgxJZnX4szW5jfSoxbUYohmzuup0Em3bT5T9Ae6Ax5uIbdf2MuXYnD1Tt/laswS6soXCkbtcBcryGK2Uog/9lsoU4di6BIvSk/YI21ajbqfpQFBi/q4nQ7vKUOnpLggtx3Kn2NbtocviM88dFsRZC4A1ElATjWLeeaIXWE/bGix9ztRdJlsFKfxtl3uZwy5OtfnEW3eQJBCEMD4Vunun4j+n626gm7hxCGJZVkShHxGKfVHPi+dIscRBx34QQ6EKnuGMzE1o+jpb0BlWCkaBjQRVbVTvtfhebmzcDgg4tMZ9z2vMnuI6HFTNFAaFgC3RR0LqZQkdi+q3YT0J3z2/3z3YaQaKf4if0Plv7b3a1GZNrImI9FxpZe2PW+/jr0+BuSFUiU65f5mUQ2Z1e8qvaCaf/xfvZZ7iDLuqctYkFM3mPJLufx+9L1yfeOMVeJH7IuGa+F0iFWHLIlORl8ex3z+KJ879Po62Q6nt/w9xFv+X5lg4KfQ5ufO9bvLDnhR7XA0kkEolkZBNxmY4f5AY1HVWLH66C2RS37EkINKHjVZ3ofj82rz9cMnHw7NJ80TynEXQBlsZWCISI5PrxxuVXjZ4i+lcQKK/Av2s3usuwTJl8hlKqCo3toRq2hyMOm+PcjDO+voRGQvqaOMt4cuTTSKqigBaIWncyKQ6mYIi86rqY23jYEhIpbhIY6zy9iW6oGdddp0nxo2sqTl+QZqef2o70cT/8wZgSFpFZxLmwx8vvV/10hVqJqVcCfHHyhS2qasl4drfVsa+9M3MKnPhrny7nqC6iA3ARp7yFNB0trLgJIdjd6MQX1NIu1Y7IqCSt1Y63gCmAOazk651dmDpdVLW6aOiKWDp7sBCrAWjcGq8RpQ7ykyMtAwcc/qjXQ8RdNJQULMpoU9zkSyT4VpzlMNkjAjCWEHgTrXfGbRt/c6RZe9yLCZnYhEbiUoJ0k0QpKXJMFgRgiqzFjq7pFfE+IggEHb523OG0W+kUySp/Gzu88R4WAlXT6fIEqG4x+tNW34K11UOgqS1aTbfD1DjX9ZgSl7jPHI6foyS1P1lp7xOZXKYjHgJ6ZsFjgfMS1b1IcZ/mYVvLNjYe2BbdpwkNRRgTYS3OsAt9mraEpQDAHL5XE4oFXSkTMkaZRFnTPZse1cn+rt1pLdSb2razvWMNttpKsj7ZkCCfhnpwfYxUiCX9xIQCO3/9/lL+cv6tdKomKu75PaWL/4eXGg5wtmblVxt+xV0f3SVzFUskEsloJn4NcfhjbbuX2s6wwhXeZlbMCcc0ah20BuoJxg3649cQCyGoDbZT7kvMNasLgbm5k7EbdpGzzgjaEtBD7OuqTGt5iFc8EpWQmBLUEegKnzfRCkRC6UgdOpovkGZP2MomBJ90lbHRFYvUqgrN+Bz0pB3ICgFjapvIaW5FdMXn7NXDCpxxjKmqEfO+6gTlJX6Fars3yJbaTnQh0kaUNqwpqec36SGywq6tne+8TXa9sZbU5gxfwzgNNb1Cnxr8K8F1VxF0CjcHtE5s/nbGdmwlkDw2iLMQK0CHaijmJk0wbm89xTtjyo5LD5Df4MDq8eFXNbbUddLo8OELaZS1uNhY05F2Qj62SaDrAlN1Ixa/4R0gok1UsEYG+5pO9rYyAtXNbKxOjJGS5fRj8aaJbuzrgPZybL7mlF1CCDyqoZzFBclNvCeEMFIskapIJN+/AJ4dlYRaY2t/M60hVjrKSbz2IuEapbMQZ3SZzjSp01EWX8iQJ+mciceaEAhMCcHBjJRW9q790VqEgPWN62kPNhqyxrTSaE1OLXGiSEHgCS99CEaCZEV+HyLHh/PhRrDv350kX1z46Gi/iugugYiuZ9ZMWQnXp8XpZ3+zq1dBtXLauhhT05iyPYXIBFU3RaIKadKsUkQMXdfo8gVZU3kAhMCl+6gJ1hMIuWl3B+h0BzDvq8HsiPMKESL9fRCPFgRXC0owdW29ENCw9zOKunZF64v/C9AZbEJxVKG6mxPXiAPNvlYCmo+sumoIhRXg6ARdHwMFxiEVYkm/UVpo57E7LuBPX7yVLk+Qih8/ivnEn/O72gp+oBTzfu37fOU/X+HThk+HWlSJRCKRDACJlsiYQhNXwvg/aTAfCg8wm+ICoiQqssb+aFAh1Qd166N6txACJWwhDgmdCld11F068expBnJJ+m5ACxDwuTE1hxURRUk9SggcviBeXxDvhrWJljgBVnfAyH0a3tQScsYN2sJlfQ7SKxMCq+oh213Fx+79NGmd4eNi8mtohFzOqCxR4sSoa/cYLs8dNYio5SquqKYmfg/Xk+eqJCfQDkJH01WsYaU8qy281tOkxJQJVU21loVlStDr0FAE6El9bQ9HbNbCUbeFEKCrKO3lscA/cTVP3rwbqy8uzy6CcvcBctrcjN9fQyi8RrfLG4rqAKomUqxQCgqovugEg/D4UTqd5NV3pMgeixBs1G3xB6KyxgeEKy5rRdMFFa1uhPMACB3CEz9mNTWVWIfupi1QjzfU1Y2iFNtu7nBi7oxZ8hMO0UOghlAdbnxbtseVSfZeIOW7wx9iW31X4rORJg+xSLIap5NYjz7fOrQY63F1oeNUu/DpgbiZpPB/up6wLcWdNs1viEBPbjx6XEqyeAFFIBj1HGnXw5NLSdGxo3UFnAmHW1ub0rYxoIYIOR3kNzjiJgANIRXdiHygm7MS5Dng9OP0h7pVIyMTXcVVDeS1dHZTMlw+/mFPcP0IGb+NTTsR0fvO6MGNb/0Nb8ibcK29wbDSLAS+8NrooGrkE1dCKnh9ZFXsT3+umDDErlLsQnaoHspDB1I8FQ5UxiJOR7tQj/0+KkJH0UPQXsHEA+9jUY3fHk9EOdZ18rt2o/i7QMStIRbpJ/l6g1SIJf1KaaGd/737Ev5w4Q9pCwgqfvZXvLPv5PrKLbxsnklhViE3vX8TP1/3c5mvWCKRSEYRfi2Esy3ifhifsiOGua0Lk8ONJjRjnZ+qYq4w1k4KBLqeOoA3LMRJLpx+FyFNj1v7mmrRciVZFhChtC58EeIHsBUfv4ll+35MQRVQaHcHoi6sYERzbfcE2VzbwZ7OXbT4I+vzBLltDsZWtJHd5cYZcuP0BnEHVKJhfeLboodH0vFiAtZgV3Tdc7PWZShlQsdc20RuSxcIQbuWqhBv8cTWCXqDGhbVhcl1AK1+e1ztBp3etgQNORLEzBSxsqQNGJb4UbTt47OmzxJKxao0LEkO1YE7kttYSaxHCa/X1uMtWI468LbHOxkYZEhvFVVwlNTQaJPr30KPszZH6arDUrkJS9AJoSCisSVah6FyCXwhlbImV5wlMUmhTHN/N7Z1sLu2FefeD8AVm9xRYiGdotsi95uqB+LyNif2T/xngcBeFouyG1EkFAVoK4OAMaZyedw43OH11XHX0BfSEpSyyN8uT9glPK59ipp87QEh+KT+k4TvyTJGaXIQ2LILs6OTrmALHaFmGrSOxIkJIcJu+OG0UoQ9IBCE9CA7/eUEw/eHEhfJPOV0AirVZmqDrdF+iuww7SrHvLcqobAp8puhpMod2aJEr3nczvA9uq6shezy/eS0uTH5I8+KsexD1bVozuvosUE3prDnS/dpsFKpcG2J1p8qbNxvX9x+c80BGms66KjeitZWlSC7p7mBsq4yhIAcTx3jG95D0dIEoRIiIYNR4oREuI/TBJRTtHCO9fCu1nDkfDUh8rlAKDH1M7p+PdyGtkADkd9KLTIJpRoTQZ84y3H5Q+RX1lMXqMXsbkzon/j+9fhDsfzxvUAqxJJ+Z2JhNn+5+2L+etk91JlyqfnF3+mwXMncfSt5WSvh+qOv4x/7/sGF/76Qd6rekWuLJRKJZBRQ5m9mv68lZbvN6QMh6PAEse+sInvLfoQQvLGtkXU768KDGYEJgSnOlVp01UVTv8QPdGoDHehCp67TGxvEp5qWUshp3QZNMeuZLnSavc3Rd1BUIRYgTGEFxOEHBM1OP+2emGVyr++AMQDWDAtXQA/nJxYCiz/mktkYasHtU2lxBaIi6fFrVtO58gKGXVJJUAp1ITC1Oymsb0vUK9O9QpPW3olI/tq4srubttDoORDrj6g6Fk3ySUjT8ASTFNF4l+mgj1QMC2vkipX792MOquS0uQ0rkCk29DSF5bJWr4Ku2gQZ21RXeM24scHkcaOElfVQnMtqRHkTJgU9FCAr0B5pEAAWd2OiQqyrmPZtJ3d3E7auNmw11eiOsPXQZCSUFQg8AQ0FEafgxFzBnaHE9C8RbO1G9GtdYFjqol0SU5IiopjC/azralRR1MPPghCCrmALmh7KqJCn3vM6nSEPO6vW0bZ/Xbi+2LWrbHPjD2moEaus0I38rpE+jgvqpSRPPggdGrcZrrAZTh9QNdrCgc4IPwMmnxdNxPoh/nlVIhbiyIUK97sJHUeoBZ/mSwly5Q8aa3Pj15QmWkoT0SGcgiyufHT5QGxNcK+IW0OsZxlp40zhNfy6JugIetkbMHI6x3sO0LyLfNd+7P4WtIjcVR8BYHZ0onQlWqYj5LZ2EnAYngbpHvHomn4drEEn2V7jWQ6pOoXlbZS1uqhodYUVzrhV2GEPiBxPHYo/iFkPRD0lonVHf3hSf2RMfm/0m1v44o7RCFZvQiS4nqdq1EKAiP+d18NTZ+GiPs2Vsr48Ut6vqlS2ugl2uuMCJcZk1xEEVUFNu5c9B5wJuap7QirEkgFhbK6Nx+84n9dveJC1E+bT/PcPqK88A/PGf/CDmj28dN5zjM8Zz10f3cWN791IWWdZz5VKJBKJZNjjDqhhRVFg7vIxpqqNnFY3Xb4QkQGSFh6ot7tjVlyhCBRiAyW94TOo+sgoGx5g6gjqPA4ccR5G6Ve0hdc7Jrvu+rqin+tddRxwN+IIhS1L0YI62IwBrzXdutBwK7wiAHpSXlkRZ1YhaVApIlYPjai1ONmCkdQQT8BQAHNdFVj8ndFC+Q2dsUFjglU9nSXTKKPpgmaHP2o1yV73GSF3bDAeG2DGXB8r2zxG5GhDw4s/SfhjnAUz3HRLyJ1yPQrCFlhF1yJZmo3v0bRMQHt59EpqQmeHvw638MU8BQIqtnCAqUg5HRUiCrGikNW5j1xPXVyaHShq3QgC3KEuQnoA/F0oIeP+s7jcif1nMizEkavarMXcYuMnMqrcOxAI8tzVSS2NBEED4nIZm5TUIGrmSLoqXaXF28KBgCN6vwR0H25/PU5vZZzmmdir3kCiZc8TClIT6KBLj3Orjl9fnuTWX+jYjTXkwBYw1lg3B51G6ilNT7UQ+zrRuupxt1TiDyvLEWnM/iCm2iZ2dsTW9wuTCcXXwYTGVRQ4yzCHvTWChPtE11GEiAaaizwmlf42QGBWjCj0kYmPiC7q9IdodPjYVJO4hjtCSNdpcvgNpZ+Y14PQ9egNaoooxEHDemls7m52CWO9v9+49xShoWVlGZ/D+c994bzfiq5Hg50JAaqm0eEJ56r2NsYU4vBEX87OLVgqjIkgi+qNWkIBxlY3Urq7El3ohHSNWrUVl+4lGJ4UiuQjF0Bx22fY/U3h37vYtevS3CnLBYTqR+ghzI3N2HbXYAovQSjq3GHsVxS8IYdhnU/6LbF3OcnbvB6TM9nDU0EROl5/CN3flb4PI+eHFAtx8iQHQjMm1YQxORS5D6JeEXG+FEKPU+aFbnhBaAEKnGW9n+xAKsSSASTHZuHPN56B88cP8fT883Fsqqb8g9l43n+do9/5KS98/jHuX3I/ezv38rX/fo37Pr2PZk9q4AmJRCKRjAwE0OLyc6DLR7z1zhKIC3YS8qF3RFIrxQ3Ys6wkRmyGgK6yrmkV7QHDNc7jV/EEVDxBNTrAF6RJByMEeqeb7M9qMMW5Oserzlp0MC5S9kWsMha/mhoNN0zEjTlx7aVGXothlTBpISPvanh3RYsTb1ALu4UbG0OaSjDOkmj1+jCVV0TlCakxdT8WVViQ2xrL3Zq0WNdQbOO2+UMaG6uacQVCqLrAF2fxNTcnBssxGhZZfOvHH1IhbrDqCqjovqCxtpAkJQuwqu6oy7WImwwwRa9VEuF6azo9+EJxeZEx3Jztnd7oelZFTYwGreiCFl9dzGXaZEKEU+ooTg9qeO1zQ6iTJk8TFe4tjN9ThbWuDRG28Jl9fjCbYvWaTAlRnwOE4oL+6Hj9/rj2iZQGJXchwXAgpbgJhLgpBMAIbNTkbaTS34pOzJM329eE3XcAoQtaNQeqnhgwqMmZaJ33xy0RiKl3Rr/7QlpS/8budwWBR3XQFnLh8IWo7/SlKsRCIxQK0tDqZWfY6hY5vqCmBaW9K+FeEKbwScLuybZgFwC1aiudWiQPd7hfBMbkQX0rle52YyJNMaMIkTJFY7QlrBAKDUSi9TcQMo4IRiZJIpMpug81rDhZ/S6o/wxchkW1OegEXcPkTF3nHTtpLCq3ouvRoGtKknu0ElbiCF/nhrauhIlAlz99jlyTopDtO0CBc3/KPgG0hdwEhUqz5mBz0AgYqOixSNbmuqZo6eiyE7eXVt1JxPIe1Rlr1pDX8Ckmj5dardWIoh43kSdMCj7VYaRXCx9j8nmxub3YvMY6cJMnta+sISeKLhKWn0c+tmlOtLjnJsFCLIRxnwpjUkCJ8woRCKrUZrb4jYjTjrDyHo2wHZkAjLQt/CEr0IE15GZsbVLqp26QCrFkQDGZFH6wbB7n/eIufrL0dmrVXGo/KKHxH7vQ/7iUr+XP4a1L3uLa+dfyVuVbfOnfX+JPW/4k1xdLJBLJCCRq4dN0AiENDTDWCgpMkQG5sxHNUY+5o5Xc7ZuM4yKWufAAM6+5nU/b90ZdMNv8hitiKDzA9mp+qtRm3LoxMAs4mhH+OPc4IRAO4z1ijRvotoXcuCKWoaiVUWdHsAZXnPtfxGoYGfBaPT6scdZsw+UTirf+N0EftXjcxJTAEIqeqFB7gxqevVVUtbkJ6YaL625XbNA2fm8Vptp6lLi8wJGj9QRlKo4khV2LRLEO0+oOYPG1RQNOxaMkDwOFHrPeuFuxRtyPhSCk6nhDAt8BF0rYJba8xWXkKdaCkSsfk1oQXpMbkzGSDsk4d2y7quuUNbvDwXcMZdjU6aOwtoOxG/aQVdkevo9CWMI5gm2hLuyBuKjjSlx6rPI6/LuqUIVGldrCjvatmIN+xjbvx7ZrZ1SkvK4ycv0NMQXSpJC7oRpzY1e0GcS5THuaKyjsLGPqZ7tQa2LrteM6kErPjgSDY5WvLRo9Xde12OA9OojXYp/DiknMRi/w6D4cuheXnuSeLoyJjyyHj6yq9pT7AGIB3AIhLf29EymHmrC+PnL/aUI33NZ1ga+hjQk7YveqfX8d2Z3O9Oc1G7m749cIR/CIQFQBUyKWW1cjjlYPzZ0+I9Z0RMmJv1fiUIBcTx2FnbtJM82CCQWXX40uAzBHXLmFIMvTbPRd+N7sDHmw1jWRvbcFiyNR0UuI/h3dqFPvNbwaha6TVd6GKZIzOqwMKxiTKqFgIHq4OaDS6vTT+uFWNm2uNPrQ14IiVMzdZO8q6yrHHx89WQj8IoS+cxNV/jbK2h00+prRhcAVagOnMXloLqvF6jFS0DV2emkKt60p6KDOVWYsD4jITNxkk6Kg6BiW6KiHgWDCnipsbi8CPTVvceRQXVDla4mfkQEMb5pWtQPCFvR4C3F0rbLQKXAaruXRIFm6oE13YQs60BG4AxopiHiX6cTfuISJ2B6QCrFkUDjnqAn8+cFv8Nw3/x8vz/08HTW5lL/gpe32L5P34WPccdx3+e8l/+Wc6efwxPYnOP+183ll7ysZHzqJRCKRDC9iBkxjfeC+JidNLj8KAnNQY9zuJqOAAmLv/2fvvQMkOcqD719Vp8kzm/Pe7eUs6STdKUsggRCyZQmMgReTP4xtovFLkDFRBvQCBmxsg8EE2wSBZJKxCEIIEZRPOsXT6XLcnGZ3cnfX90f39Mzs7p1O+KQ7nfoHq5vprqmu1N311PPU8xwmtqPmaVR5nrMCLVPrnr1YO0Y57GuWhALb8WJjAkz4prN55e3N1ew8hcmaEyNwUYanhdCzxWBmO5Evs+XQTv+iiorjUnGL5FSJvfZocDzwfutPFjsf3U3zrgX2jU7PNH5fyERP1c65SjF0wIvVWyx7gkb9nlzNcciVPA1JvSbRC/3raYtFnaDQkD+eJtDx01RNKr32U1XvZA0/cB0b7dFdkCvglsus/tVP6Nx6gIo/AdecQu33uKh5ArQim83C4QegbkGiXgM5t5CqqgIVIOqckrt+/WaKNvtz0zjVBRRXoY/lPA2SU9Ugeeh2rqbhl6LBm61CsbW8BwWk7n2M9l07Ecrzij05W0IpRckt4QqB7TrsrAySU2Um8pV52mqAkuvvi/UXFsp7983zy6SAmcpEsO8Y4PH8YXYXPK3/4dkDQSxtt7po4NoNArRVmqDeXbgI/lVUXDcQVqtmo6k9E+ijOYTrayfrhCtXOVQc13fqViuTg0verS3wRHMHG2MP+2q+R3KHeCR3GHCxlU195tbQOK07DwTjt0Gmqw4T1104UrNSJGd2YpSmSE8/1rA3OTXxEKmpRxvaVszJxayGRlNzLDiqQ0sIyk7NeqNeUAoWm4RnYl1xXUTeG+ey7DDoTLCjuJuZysJm2QIbGWieFfpEvsH/gKsgObOLwtQw+WJNwG59fBg9VyJfsmHfYWRpnGjhEELVBPeFKDqleV7s86rESGWISbvAqDNNXpUoqBIFOxvUtNFRGxTq9oXvLY/6z1zQENhOkVGndv9WTdnrVmoAiE7PMlUeYcyes++5TmOetYs49SGhfMrlcaLTO8B1MUtTTLk5bN80WgHK7xfNKXlm6a7iwFTNhLyxjar5i2ARwitm9YHiPb/nhQ87CqFAHPKM0dsU49//4iKWvO/dvPOKa7m7bQ2jD8bZ+X//ndHXbaTtd9/h+k3v5zt/8B2WZ5bzd3f/HS/54Uu4df+t883hQkJCQkJOKsZmS3VaL8+EzvYn1lq5zqmT0JBTeUqzg+zLPca4M+MJR8r1Q27YRAtDaPlKg/Mkp25yM5WvOa5qNCn2EMUKrq8BMbJF0gcm/d9VKGdHmMyXwXYZGhmhZXxL7YdKoQ9NMjQz6Avari8oeJlP5stM5svB1KzeFLEuk/rs6va3eZ5bla/RcJVawBzbMwtcKBySYr6mzEvgTQJnSzb5kk3WzbOjcrghiTZ8hFi80zPMFLOowRFEvlE7pvwyR4vDpKce9+o5R/hRSqH5+0JFYXJ+/nM+KUD6oV1EdTILHCwOU5oYZ/vuIQ5N5hmZKTX0N3BE0/Wgees0xMI/blc9ZxfLRPzJddl2mMqXmS3azDgFDjMZpFMCKo4TmGZqJZvYQU9Q2FcaqmUOvnl2Y5kqtrcU4CpFyXYYmSniOAoxPkF58hC7H7iVHdsfrhu3rudUy8/HVi652ceJztY0sdWx4LqKyVyZ9P5qO8+Vxj3HdQ0OlFyXw1MFyk7j8sT+0iSzqtbf0i015qcUk/lyTYhSLrO+x/X+ex5EHx4PkkvbWWDLgv+vq+aNWYEn5O2sDCJm9zeEJ0sdnIJyhUjBM2euLoDVKRRRuCy6717/89HHRL2g6l3bxcwWiN1/EFFxmcyVGfYd500XyswUK+yzx5h2skyUhyhWbN/8unadQKsNdeGpagtPRddbdInn9tWc2lXrN+5Zrey2h9k2c3+Q574dDwCgLWhSPd9LelGVUcptEOKqV8r7WlGFajiOUmTzRYanCriqzrO762K7JQadSSo4SFVCcxp9J+hOnkhhGJQi78yglWzM2Tle/AHpKiZmyxzyw4PN7Z8dIz9m/75bKKkKj5cPsqsySN4pMpIfRg7XHB5axVFst9E7RHWMSbdSez4qF5GfrGtnf7Go3gLhGNGPOWVIyHFASsFrz1vMVad184+/PJ1v/+QO3vT491izZS9j9/8r8e5/pvecxfzrxc/jd0sW89nB23nnbe9kY2oJf913JRtiHWCXvdVEx3NoQrQJUt3QsRYi6RNdxZCQkJDnMP4033GxSuPBCr2om5ckjATTxSlc3wR0ys3haNIzi4u01CYxrmI6n6X1gQcpROPB5Bhq2rHqNev/AYj9dgvoseC7OVumiDfh1Csz7B6dpTmjYZSzKBUN0lnZEtbIIOgRL+alUnQ+sheHOFAz2a7qSxunyt6ZemFW1ZVLVDW9fhpHEUyoXeUibIWnp/Bj49Zr9JRi9+wYBXcKtOp7rtEcuTppnlVFZpwCRiWL8ie2MpsHEl7Z6jTS+XKWYWcKC5206zsK8rVDhbKNjotRmUG3NSq20yiZ4AmQ1ewiiLqJqvePzBXBdUkPDfmHFansE4z7pa9OZK1t+xjVJnD2F2BpwyWCdtCH5zvrUlJQ9LW5Ssraooio6xd3jmM15WmSHN+UP++WQXnWBKK+wwBzziJP/Qe3Upknk1Z8YclVtb3a5YpDctchtMP3M1LYh146hEy3YKJ8L9Y1M+opJ8eUmyNaqhtn1f2Sfr8YuTJ6Yf61cesEJ6WwHt2NuyodyGz146no1gQezc7j+Xb2aN02jLB0z3qi4BJJahTKFYZnCyAV8dxBjMclRbz7SxXz7HIKpEQUo9pE/j1ccSpk1VxP5IIZ3/FX3o8vWy1aZKqAenwvu5c4oMzgF9N2gcDfnm+BAuAi6hac8Ptd+VYW9UJhVWB1kK6LsC2MQU/LaWWLGIfHKdluMH6M8iTScdk3nmd4/KdsbGmmU/r3R11Iubl7iFGwpbyLPq2Ffv/ApDMbxPfVZwqoeJPXNnXet9XkNEZGp3nXGLPx/nn3mVM3gIVS5FRx3iJE1JSYxbFg00J1wcN1FUZlBs0pUcyVybd3gSZx/ZvV87rtPZuE8PwixPKHAcnOyiApEaU9B7pTQCobVxhYM42LZ7Li0LxzlFxbsr47541RoRRPTO2gZE/TtGuceH6EB/Uolj2LSM43h3bqNPtV66F4bj8oI8heG9+JbpsI5aKUGzi686xkQoE45CSnKW7yoT9cy8jFS/n6HRfyhVsf4KodN3Px/gfJ/dchxA//gyVdJb7SU+T25ZLPd9q8Kruby2dzvGNymj77CPsC2lbDyhfBupdC5/pntlIhISEhz3ECJzj+5KVmWljbi6ZLzRcaKv4RhZIC3c6jZfcDVpCfLFSQpRxNU3PDOXn5ZlWB0hEmPXO1E6Li0Lp9BFfozFQm0Q76Zn91grYKZEW3bv+hg2uwAJ4zmAYthqsawnMqakJfLbapi2HPeGn9OMS77WHaH4VcvA9p5zBzRRSeUylVtKEf9lWG6VigFEH+DcsEnnAULRwKShrIDVptsl0uexNblc+TS/hmo36/2K6LLusXIarTZu9L2bFRhSH0sVEw9SCMULXeVQ1z04HxwKkSqKCNFWDOlLAjBtJxcYSq/6VfNxc9NwIRHVmy502wXU1i15s3K7cW21mpwDy2vh+yxUrQ58JVaP60WYmaxrqKdP0oqXXnhKtAgrIrC2qtBd4e2Oo4sA5PA0YQfqhkuwzbIyyvLmS4FahUNWrVtplTp7qz0nFpeWIEYoeYFjXHSlXhTNoOVraEzhS2vX1e+XIlOzBPrebrefP1vmllG2XWnB6NzRZJFXN+G/rem2UZiFKPp2X3Kp2tFNhRzHLYmC9oJB/a6y0CALieKXd9K1bKRVz0xjBAol7r7cdNFjqggvG6ENWcR9yaOXA1LrX089RLNrPFRo2oUC6xwmFEfDW6PctQ3qYz0QdAPLuTRN7X4Pseq2uWCd6HKTfnC8Qw7ta2Vai6Mok5g7m6JUPMfXKpRsEQBRPOLM3VdHXtpNuzwciZdL1909X46bK6CKJARwsE4iD0VbCY1KjTz6oC7WT8dpk/3qsYuTKipXGszkutgPw4YnQGI1ei2nO5fJ5k3QJIlUFnEpcIAGN1voXq40Qr1yU+ux+9KFCxxjykEwrEIc8S2lMR3vOiVbzzshX8Zsfz+foDBxm8/Xectf8Bzht8hKYDs6y4R/KpFUvZuSHOV7q280eL0rx66TX82erXEDeTUJjw4hcOboU9v4E7Pg+//Sz0nweb3wyrr2qIexgSEhIS8vSglOeMJVqcpEgrcp4EY6MpfM1qLfxQdX+rcm1EnUCMq5DFcYzKXO1BLd+c4aI78wXgud+qez9dZTOTe4KM5otCSqHnKzTvHGO6vwlQKBcK/h7LqvldgG+aG+iJ6iek5Zk6XVvjuWpdtcoMRmUGJQRTsyVSqlZfszxFsXLAU4YJnch0AaYLVDqLnhZZBBcNfiN3H4IzDP9cTVvm4oJhQKWCkpJc2SHlLz4ETHua23IxT270EPVyv6DqKpiqWhUlPY/M+yqjlFSFgh0n5ovpAkFDO/kfY9OD1DPqZoME0ck80cnaPkHh2pjlSVC1/gKF47q+CWUj9XURvkm64ahqOGGado0xuaTVHxt1v65zmqYr4YXpkcITKuu72q22l6hp5KoOf+z5Ibn0Ypm02INjrgqOmSOzlGUmCDVWLWtVZHCVg5wZhHSmVrwGb+uN160SnRlGi9Rp6urMQxNDWejs9L1m+z/3r1i2XUwxf07UGEKr9tlVYCvb22Oqx6uZzRd2fEoVB025OKqCo7R5gkZ9jF4xN2xZQ4HqflMd20IwW/QERyU9gdgqeNFJbFfhKhuD+atXRexgucZVMJkr05yo3XcTsyVP7FIQH5mpXXv6oYZ8PGG6ZjJdv+BS/0EPzIkbBTLXVdhzFjjmIpTb4IV5dngvCbO+Tqq2976un7JunlLd4kA6agTCcCMKXWi4/j0ibIdIbhxzpohCq1sUXIgjCZj+Voq6xUVHKeYazAulkMUKsUMTlBuOO16M8royzv3t1tyBuqvVIgwkHx7ELVRQQgvCbfknQ5PpkGcfpi65dHUHl67uoPLyM3j0cJZ7do+x744tJO79LRsPPMSGx3fwD8DuriR3rfgOr1v9M656/jt51fqXIluXw7JL4cK/hsIkbP023PtluPG10LEeXvBhWHrpvJWvkJCQkJDjh1KKA84YKAu9UCE9OEODPc/MMEqLM5krUzanEIZvYic8EzflVDDtOmc2gdaCxgnyXBvYxtMUKw4xf9ZYKDueR9W631ilcVQxglAOkcFJ4mkvT3O2xHhRMOvaRAMPpfXhZOqFI0/E0LIHELINVymS2V3YFAPNh1K1SaJVmkQvG1SqihmlqJRtNFcG1TMqc5x0+Rzceif6sraGPbLB2yzQEDe2T71WSekyaM+GaWepJowacybPVSFEqEYz8LLj1rWJouJ48YrX2Y2Ze/pzN9CE2Xoc14URN0tCqQUn3prjlSd5OEtsbDY4Pp5bOB50ozre08wmhmaAJpTy6iTUAtJb1TGVXzclBcrx+iqIceq3q+0o8LWR3m+ql3Pn5du9fZyx03px5zqTUgrHtZFubS99TUivLWJUe7FqneBp9mshZuqJ7hmh3Z0J2qBSt2gkHE9z7OqC6g0oRyYXbkNA4VKoa+LSHI/kVUGrKsyKcgk5OwIqFaRx8fb5H5os0DpbpomFnRo5SlGqxtJ1HYyZItR2N6DwPNLP/aVAoVXyzOQ9795KaA32GcGWijkWGgBKk4g6p1KOmhuqrW4xYbDmMGrUHm+41w5PFVCtRjAGxLzwTt6/8YMTQHqOlturW1UgFsol5xYpztFwS6eMK2sCcL5iYxm1BYzMvknM2RIVI9VQx5q+1bNokHLh+a5QIIUWmOCXimU6hnZ6978QDRYk8zmyhri+/qK6gDZ3B7lSaLlygwm4l97hSWXXBZ7/SlHX3wIa3jZ1MaePgVAgDjnpMDTJ6X0ZTu/LwMXLUOpP2Due57G7H2LmF7fSdP+d/J/bZ+D2CUa+/UE+t+TTTKy+mv7zr+G0gTZO789gnfuXsPnP4bHvw63XwTdeCgMXweUfD02pQ0JCQp4mnDpT1JYnRmphd+qwXVXnUMmf5Ujh7YFEoTk1rVcgzIg5EnEdtUl3TTDOFiu4lRLxmPD2iiIo5iv1uudgEqsArS42b6HsILSahsaozCB9M03lqx49TbhDBNfXehdRypvE61JQlU0U1HkFdtHKWTTqzPpcRdlWsIC57tzaar6AXhXYZlSBlBsjKs3gF/Occc3bAEuDwGC7R54w5ss2OW3amykG+zbn92feb7tsuYzQa5NppXxtsL8/19N6OTWhc04FHeUifYPPeq3x0afgNSLZHMLJEpnIQbypTmu3QJxq10UXEt3VqVRDTYnGhZZGfZUIBFPhKnQ7j+tUAmdtVYQXcIdHCgeCppouVJCGg9LzRH1nUdHJPLOqiFWaQpBCUdsDztzPbm2c1lPvNGm2bDM8WaAqnkrHZShbpLunNo73juxYQHdaq2u5zrx0dk64mqo5fOB1vGIjykU0URvLRVWm6Fu1lirevmixgMnqpDsbjCKZq+4vbtQstj02xEx727xSRkqjwTNFCR1cKNK4WFKvJQ0c7mkCOWenXb1QVl2ImrcoVNXm+tcsOy6uU+exu+KSqzjzFiuqmOXa+Khuaah6GReOw6DjndfrhFfdnsU24g3Xn8zX6hiZLdf0o3XX1RoE4KMof5Tylqn8cpSmR0n4C06KRquLudRr9xdC1i3KuDDvvksOZlE96XnhkaTr4LhusGih/HIiBE07xyilLFRzDFxFZLqAUfDGdaUuHJVC+Cb41bLCgl7/j0AoEIec9AghGGiNM3DluXDluQDkhobZ9cOfUbzlJp7/8A6sB/6D4ne/wbbmRdzcthJx2kaWX7yJC9ddQf9b/hDu/3f41fXwrxfBxtfA8z8A8dYTXLOQkJCQU4tpV+EkrMAD6ULzRInw/1cTiJUQSNU4Sc0WK1i+CevCopjHkUJrOK6L49ZpRudMzmuxMGt7TeeGK6pSFdKVlAjfedGsm6OgSug6COlS3ffZODFV88rXIPC7njmwFDA/hE9jebUGs3Ev8SFnnGWyC4Do7gkKdd68nXqXX5UKHQ/6YaUSNSHGVkfXoLh+TOOq2fi8BQ4FomzT/sggoCPdCq6uIW3v6l7+GsLI4JppKIwuqNEHKGPjzGwHeua02ZFF4rla5vjwDI6hBWGqAGTgCbjWnq7rYCsXUwhUpYLCQglx5DAt9QsWShEpjqCykfnJEJTcCmP2LOnGkuI6hWAMJw97e1p1O4emCuQcF3u2SKfvOareGVRVcFnAYNyri/I8C8t6p3Ou59TLlb62WIp54+upMDcsUDFfYbZYgej8u1Io1RCWaCGqR4Vrz6tV1YlYcqQWY1oCut24z9qVGqYOOwsLh0eqv5KmGTRqD8FxFEpIhHKDezI6kZubQXD98UrOW1yxPWHfEgazuVKjMKxq/QZe/wZ5CG8Bam/eK69VaIyhHZTVLQYPPM+5VSO60LwYwcy/MyKGpFhxOVoQIaG8aOGpiMYYYJRngr22nj+HqsXK/L4Tyg0WBxdCLzvELY2qH/65ArFWdhCuu0DeDsZojrbD1b3eCuXf3GauhJkroXWm6XjYa4+S1QJA3i0TqS5eitqiVVDepxB2KRSIQ56VxDs72PDm17Dhza9hdmaCH333Ywzd/nNW7d/Hnzy2F/noT3G+LXk00cZtHYuIrl3Lyk2fZY34DcYDX4VHvg8Xvwc2/Rno8zfyh4SEhIQ8dVxTm2OyuMCkSlS1EHUmvdU4xHXHihXHE4jhqAqPYNIT/FMTuJw67bFwGsviOeXxo+tWBWLHxahM48qWBa+lRKP1to2NREOrRj2AwFkP0GAyXVdEynELM1c66oRt7qnEUHbBbT+uUuAqjMk8VX2bUJ65MnO05wCV2TJZQyMVMeaFc5mL5wm6+tcoPFfrKcu2Vw/hCfu2pXvauMCqWmHrMRDScza1kBmtoSFsB8fUg9/AMexyqktQ/ahVHGaxsX1Pw/GRGVwj1RjXtuqACoEqV1Ci6kH4CAKckLUyVYUeZ75gIPGE6tICe95d5ZAWEfKqHGjIJDJYBKo49VYLdWNmIS3//K/zxjconHKJ9kcGybcmGtMe7YZagPkCsadRTLoutjPHi7TyrgCew6qjIXyrivrcHRbS6tU7bKsuomkcqIwfNf+g6eT8R0i2WMHR4zhRZ57X5LnYSnGgNAHK8j0aK2/szGnyeYsOdQmkL/RWTaQjhan55fUFdIGDQkOo+e1nYVAOhHvVoG2NmTrFShl1tB5WClcIjKp/PLfxnlTSe8gdKdxpLH9ooUy9vGwXy9ChAgvsKMCxdHDmvxWE62CMFIJ7Yf6SJIg6x2dVTXXDWoSQweJRtZ4y3EMc8lwikWzm/7zx7zn4Jwf5zJbP8Nsnfs7pw1GumF1J615B0+6dpHfeAz+EnUAus4qm1jLp+z9BbNm/EX3V3yHWXhnuLw4JCQk5DtTvG1toTqWUZ8Lomfg2CrzuHGFpIZPLucyN9RkVJlBCoQJ5ULiqwbxVCeE75fEm2FUHTlXBuN7UsZyw0Ep2g4a2qoioXlm3Z1HKi0s7z8t0/WRzTn09wXVhjhRjdSHjWVyFaxlQZ/LpVm27F/hFseKQijQa0JbNTJ036KDAfodVta2NsUetmRLmdAEbcIUGqv76Na07QiJ8d2NH0lQKXGTZadjDKRriJy34o4A+2YKSY0y6s0y7ec8JFF4oHz16GKFq9a32iSF0nHIBR4+DEBhH2qtc5xO4Wv7p8sKCm3AVpTnjuOKWcd0SmtCIYQYhcXQh65xtqUDwLEbaiBQ9DWLVI/P8Xvc8JVcXNebeKwLFzh2PAxAbm8W2jj7lt/UY0ikjFxDCHFx0KYiZuuel279mspJncl5qheu4zJSOrEkESEZ0KNsLCMQLL6IFd1tVyBWeJUAlbmLkyiQjOjPFxrIH2mTNdxEnNE8I16SnOReCqcXNgebxSFRsF1OXVJSD5tggQfO1sKrev/ucxYv6msydYrZur3nOryRMxLTn1ErgEpdxZkSJSszEyDeOyZg0/bBqMyhRd5/VC8HiyAJxi0iQNzWUU+80sFpezwpEzPd17add+GnlaaU9D+fC1D2LHKGw521VUIzPlknM+b1AUbDnLlr4avJqmroYzaLxAVx/geBTbCyHW5mdm+CIhK53Q04ZepO9fOaSz/Aff3wTiQsv5INrHuSvr9rOT/7hMma//yUG//aT3P2CV7I1tZhdQ1FGHk6x7/slnnjFX7P/6k1kv/tV3OLRVwlDQkJCQp6EI8zE6i2JXU1gVGYDDYgSwhcOG92wLNVbUFDncfjIVOdGi6wWEiJCSVWoHHEPmaDoNDow6tGaFxTAKzGTXHvS/5knyNdrzAIZ1yl5ZZ2zB0/UCZTVtK70497W7bk+co1qtOopjEq2QVurAFzXX2SoHXTqvOHOzanQ5MeQra/HAovCVW+uVRNf6rzfgjcBrhbdnfP7oF1chStAkzq2v4d43nXqNNDxEX8/pyYDb9GNZaqvZu1bojiK7pdvWHh5uP6eZmGX0O2aw7JqGWLCQlYc8pSP6l3X0z75X/zfTs3WzGGr1gaSxr50fQdFmlPAKI5gCq0hPJWOVuccrV4T6+9ZVZ6LNkPMF2btiNFwT2kLaKVzdUJp/T20sLhUO1qfry4FjnLRpEDzx1i1LQyhBW0e5DJHNjwSlq4tuNahFroX6gTiIJ3wrFGK6Sgj67qIGvPbqDq+naBC3r9OdVwoGit7BEp2ndm6bzLtRE1vkaHOY3fgbKvO5L2KPIrSRY94lorKfy5IBI5pYEfm7/rW63SZdY8W35zD75+6us6lNWrREXfrBOLauaq1TLVJCtHGQG9PuofYdkF4z43pQmUBDbpa4BnrLYm40sTRaqG8Klq0cfHscBZLVNtjvoZYCK3BRD02nltwcedIPKs0xLZtc+ONNwLwspe9DF3Xj3gO4MYbb8RxHBzH4b777mPz5s284hWvwLZt3v3udwNw3XXXce211/LrX/8aIQQXXnghn/3sZ4lEIvOu/c1vfpNvfOMbOI6DUoqxsTEuuOACPvvZz6LresP1i8UiL33pS7Ftu+Z9Tgg0TeMVr3gFptlopus4Dvfccw9SSq677jo+8IEPYPuxdqWUnHnmmTzwwAOcddZZANx3332cddZZaJqGpmn84R/+Iddeey22beO6Lnv27GHp0qWcc845QZprrrmGm266ibvvvrvht0dry2uuuYbvf//7C7b58e7D+jQ33HADd955JwCbNm1asKxHymtV8yo+c8lneHzscT7+k4/z4x0/5nt8j5VNK3nhm17I83pfxdhkhh8+sIfB237NpXt+yqr9+8h98FOov/t75PkX0vOnryFxzuYGxyrHWq+n0mbH0h5P5drH0j4hISEhTxdtMs2kaDShdAwN0/bi+irlcuDgAfbaWVqkRVJUJ4LeHkfHVQgkVb1pJzEmjDR7jmAa2a+1sd8ZRSkYGx+noMGyRe0ATE1NkZeKaLJpAQMgScmtTh6r2kKjbr9pHXVuZpVvL139TZ/eiiEFu+xRcAsox2XHE09QwiAWiwVT0uHDkFYRXL9c447LEn8/Mkd4zTRozQyNqXye5olpVFNN26QUDA4NcigNzXYsODY2MsL02BStTgeHR4YYnh2n2BSnPRVFCMj2NzH56OCcCasM9v8GVVcOQulo/t7kYqSFeO4gSsHU9CSugkw6A6LqRAcmJyYxqnuZhSDZ2oyQEl2YVFyb8dEpxJCnV4zHYqQzTXiOr2B6egqAdDpDxJCeh/CF+qOu3MpVDA4OMl4osGq5N4F3dEl2bALH0miOJFEoL5yNf41STlLKzpIvThFdlD6CmW7dNXyBuDA1w1R+hlgsSqK5fp5YG2AjhwdxNEmPK3EsHVmn4TMxKIlaPGUZOJer9qdXxpGREVLuFOl0hpKyKU7MMjQ9immZdHd1U4kYDO7ZDXaBzq4ehBRY2WJDG+rRXpAEWsZgn6ir2H9oP7Z06eruChZwlIKJiQlK+VlisShd7S0kIib5so1b8SwfJN74rfaRQLBY9+63nRVvPA0NDZEZKxAV0SMa3ikFw0NDuOUImaYM+w6P4CovT5taPwUhrmYh2bUMpyywXcX09BTjMwZNGe/eOJJnZKUUQ4ODDLcW6VMRX/sJiUyEoe0HKYoSykk21AnqxmEqzXR2mhmhSPR04CiBa9uMZ8dxyzp6S9z3iVDT8oO3rx6pGBweYkqf9trKb2fdXxQp1wlrwpQkLZ2dI5PYsxNkSyUi3QYd3TVdarVNLMdFNctaOf02Ks9AV6cvwAoJQuG6Ljv2HsDEZdHiRQgh2btzN9lMiTbHi6tcvzcj3xJHFoo4ZooiJmrew2n+fTL3vpV1x0fHR7Fd4dVf+ObZdfeuFIImWWS2YmPr8UDgLhsZ2rQkWmWKCbyFrNmSjYXO1NQUZVGgLRX1tsUkulH5feRGB3GEG1yrEjPhSawU6gk1xCGnLMsyy7hCv4K3GW/j/ZveT8yI8U8P/BMv+e+r+X8Pv5Hk0rv4i49ewaqv3sRvPvGfHHrRSlK9OcRvb+PgG9/Ils3ncvPb/pZf//wuz9X+ky13hoSEhDzH8SbNMvgMMLG8DSFFYH0LItBGSmUHHn69PcQKrU7j4pYqR3UG1Bh1p/bF1r2JZP1P6/dRKgQVVzakEdRMpqOG78U0bpFviQeavqhZddjk/cYzBPa1OnZ+nsarFPEWIps0L4awUw2n4he8TtY+KnYiQmtnP5H2eMPxctLCFSpQFRUz0bofeRPux9uK5IwyRWrndCSOK7HrtDVKaIytap9/8QaTygXi1wb/LlwT4XuL1YSJjYu7gEZu7t7dcsL09JULaq0bv0gh0HBwEN6+TimY7muiGNXJp7z2nqt0lK4X9qnsa+Zs8WQWCF69M06MTMny85wTmijpCchpx6Z73zQKhR3RSUdrWj5D6IEetpRqVLwIpcgqbzFp7jgyVU0wGV7byfjy1vmVmoNA4TiKctI64pYwR49SMZvrjjTmWR2fjl9Xf3tp3fkF8lW1/mySc41jG3GFSwWnoSpz27VKypIYeu16hahFviODnk4fMX+FYljrwqlaT/jt0BxJMdUcYao5uuDvosqgEPP6TVdaMLYVCuW6frgu6YXrkt7YcDWJUGBN1xYEAy/X0qRahAhGg5YX8Ey4Bbj+OOuU00TJLWi1II9iylBnYNzwWbolLF8rbijv36LrLdRUn3kz3WmyPWlvL7pmYevxeQ8n6R67xhXmD1Fvv7J3PUPoSAFRs07jHSQU/rN14boGsd6VwtUMXGki58bWVgpHPzalFjzLNMQhIb8PlrD44+V/zCtWv4LR/Ci37r+VX+z7Bf/28L/xrw/9Kz2JHp7X9zxOf9/fYqgW5M8/R9tvv0dud4HYrf+FuOW/2JLu5ndLNjF81kU09XbRnYnS0xSlx/+3PX6kYAYhISEhzw1KVisKgaVrFPHN/lC4hoaha9iOS8Wf8LkS31LORQnDN5n2NGRCSErpKNZ0AbdQohJth8LCGmJZJ6Cpug+utKgIEx3PLHB0TSeuoWFNF9AqDkpKKkgMCLTRAmhWUUpGiaQWoyCzTC1vxVUE+43RpJe/qF1faSauMCgWDwcLp5Yqo4kY000ROodmMfCc8DjVMDXCBTTEMfquaDOaUDggoE9r4aA77rejwMFFuJ62WVXjlSqFo2xG3CxO9VjdpVIyhpSiIfanrcVwNEVaxpl2a6aHjaa4R9ajLGRy7VVVIYRA+osBk61RVNGibaIUlEu4NePSsY44qWWtLNkzTaFSWMD0tlFFLBAoqdCUQiLJ9mawowZDfSks4cLQfPNd4foes33hwGZhZ1+1unnpdCXR/IWU4Q6L5HBN+1uJm2izFVqGchRd4TkVSkUwKy74MWJNTSL9Nh8dWEpkdwVmnvAvMreOsFTvoKQqjLtjAOSiGkl/cWa82SI1VdvT3Rw3mUUDX1tnOjkcaeAYGh2RVkYKo3MMsqGiJ9GDFScvdrLuSkz0II0mBRVcbGmBUBje1t+GfDANCokYkYk8Ub+CShOYhgWlI+/jLIgKpr/vvLpOMqtqdcq4MaakH4JLuf797jIrkxzqaKXl9NPoHdpFzilTWtSEuW2YNElGnWkqMRNVUCiUZyJdU8zTF89Q6Ihia3UBkOtwgYm2GM1lk8gM5KrbAgKB2JethaB6T5RSESLTBfTCfK1kPtZFMyOAjUQQkyZ5Z/4WvaqptaB6P82/pySCYlOUyGQBiaCiCbSqU0A/+UxXEx3T3jNCc0G4NpYuKTsuiYogly2TN73rV0MluZrExWW6v4m2wepehTnbPxYQiB09CkzV0ig78Ahua1rjdhelsLUEJStKopyjiENSsxilSP0NoIQXK3nugospDGbSFsnpUjU7qss2SnpmKrlYL1E9hijvrt7ex0QoEIc8p2iLtfGKVa/gFatewWRxktsP3s6t+2/lxidu5BvbvkFzpJnnr3g+l134ZTYdfpzO3/wbM4+MY+6HZQ/8AHfrj9jdtpitmUV8r3mA7U2LyFrein1US5AxFD/71oMUxiNkDBdj62F6m+MsaonRmYoc8+QnJCQk5NmIgxPslYuaWhDPNBJPUSiNk8/EyA5HieQdhFGN7atRDWuj8AUc/1HpVGzQUwtdii6tiY5EhD1TtWM1DYNEIbCrZtHC9yisSc+drz+Jml7TQeYxz3mRQNCipUhHDGypGC5mcYTu7XN2PU2DGzGAQi28pQJX6Th6jEJlus6SyIu160rhac0dT8dU8ffIFbQYOKVgulcv4iXmeCJ2TJ1yawprbBIhBBFRW4BVmi8QOwKc2j5ioUC6MC2KR9gbXPtvFVfXKEXSNMlig0C8wA+9a6vGHIZX9dLx8Pb5v3FBSIEUGrl4H9P6DG5quiYQz8HRBE0x85hMGPMtcSIzZXIxnaZZhWxoSRBS4hr1+1KrlgnVzZ4CKaqLCkcXiDu1DLN1E/98a5zkcHVfssK2dDTNCdpE4TWQ3ZkE34txTzrG6Jj3m2KsDVeM1sZAdTFF6NiBtksQFWagKTvcHmGlf6YQ0ZnujZLsaKJtMIsuJWSSTA8XSNtTRCvTzFqtuJrEMCyqLshtrRaNO6FnKLrTdS0DyYqJVBIQmELDkYoiLi4RyHTiTozAnD39KmpRjln0lm32y4K3/cHUcDIpGJq/mFUxUiBzaKLOc7Dfb2VqCzBx1yIri4CLKM0E6zFFEfcc4ylokUkOO5MgBZmYSUs5zqgzzXR/E+mDZfJTuToNsaRNSyE1SUpX1Ny3NVJOWByK9dJHhajIMd4Ki5IR3FyxFo9aSGY7EqT3FZla3IJRKHtDr84CwtJqY0r3t+AJIcnIOCO+0N5RtJgOjCEUFV0gy9KzpBCeiXWf3sIwY0zX9RMSkm6Ecc0bW44wSOsxRilj97ciHvG2JWiu96yzdOlde3SWksxR6st42di1BQwF2FEDIZx5ZgquMJBqvrA/12pEINCcAoWmKIfbNXp31PpfOgp9VqdixNArNcdyMNdKRII05mmIUyLGdFO+JhBTtUyprlB47xMldG/N8SnMuUOBOOQ5S1OkiauXXc3Vy64mX8lzx+E7uGXfLfxkz0+46YmbSJpJnnfBH3LZJc2c98Tt8OAdZA+kiGdHWb57P3/8xG0A2OkMMx197NDj7Et1cri0kodUkgki/Oymh4PrJSydpe0JlrUlWN6RYH1PmjWd8SMVLyQkJORZhqdJqpoDalKgre8mEzPQhTeBKaeasGWWfcVlXC4Pk/d/V08+3o+Sg4BvCax7WhyJ52TJVi69WgsRaSLbmxnrLNKybdhL7+cxz3zOnxjp6QgUK+RbkuRS7cSikzgaCKcxqeGH2ZlOrUK6JZpm9wDgJk0YEeAoItFFSLuMjY6SC1sJVZ33pIfz0JrEkRbjWjs5LUVZK2M43pRcExLbn2g3WVEiFYMxxxOcxlZ3EJH6gvbVSpM4QiHyDjnbRmW868VcA1MreGK5ADnPd69Ac1RDZNbDG5Zj2eNHNOGe6U4jsgQhsurbG6A/sogSCwjEgK5bSDRvL64/zXWQTMsMadVYL1v3tJMl5czdLuyXvEYlZjCyoQf77gNIX0PszOkKT3BSwWcQlJWF8hcLJJKycDHqBGJTk5QUgXmnLi0SwmUWAqF77kJDX7KJjq4Sg5MHg7YRotHG2NAkTlOSguvi6hpK1jSxur8KpOG10ZjWCVIHXysnVQRD1abtBUw0Cri6DMxx3YhBRflWCFaUQlMCO17AjrSQj2aJDtdEQN2VNBtdHC75Qn3dYo5XEIMWI8GgmiZqSVKJCJW+LrLTKWK5KcBzSuYVTrLc6GaxNckD7n5fYymO6KhMCYlAYUk4sHYtxl1bSZAD6W2xaN4+QkTNv6eqd3VcNQd5Z3v+gI6Ju1Cz93tphGBA72BaaLi2TUHMcsjqp1cJIuVxEmYSraMJpkAu4NYrI2O4mqIo4xTjBnFxiGJUY3ZFKwWZRR+LIPODoASVuMXhjT1YpXH0YgWhvHER0TU6khHyU4qqfK/5ptWFlb3I3TO0a2lGTJNMWTIlbKQU5EQSGXEhXwi2FggEUc2gbp0AreygEBi+2TbArN6MhqAlbhJpzQT9We8vOmJ4Y0UAwvcVIJSiZDUF20LAE9q9fqrrM6mDH2psdE0nbY8NVVM3tF/9N535Tviqw7O0qp/cxCHcYv24q/u1NBsEYt33Km4btXK6SjE6WybullGaFrSR8GOKq2NwmFYra0hICDEjxmWLLuOyRZdRdsrcNXgXt+y7hdsO3MaPStPE9BgXvehlXJYrcOGOXxOZmaRY7KMY2UipmCFxcIzktq1s8r1UK6DU3Ez0jLOYXXs6e3tX8ygJdo7muGPXGP91/8Hg2m1WnJ6YQ/7OfZze38y6nhTWU9j3EBISEnIyoAQkRYRidb9hwiIysIRIbgRhRilEu3DalqB4iJwZQQiDhDSY8r3UakIwG2lHl2awL8/p2YQ74j0vE8KiXfP3C/rCiIsX23KmOwXTU4EJnUQP9uMBtGlpRplBX96GpksOtTWRS7WTLE7hahLNcf1JoBfKxpACSxi4UseVOoWmBBNLW0k2x5EHpjEL0KpnwB7BlTqK2uR91o2glMICHN0z+tOLjhfmRWooJK4QlI0MMbsMtiIuIkyrPE1xk6jUsOcoYpSvB6laGXVpTeRVmWlLxxUuTeNlSFtY0mC50YVdnmTMjCGsVlR5z7y+EtTCxgTX0DWwBUIIlJC40kKrizHrapKkqUPOEwibnBgTWj7ou4zZyvARxkZffIDxXMHvM89tWlnpfvxfT0uo2prIiiK7EktZJRwGIi3sL88wWplpyEtpBthVzWJV8wWacBERi0qCBmEAURMJlCYY19pIGw6qMuULxL55aJ2GSgivvpofWilttCHKw36eVY1UYx1XJlsp5oaC70F2sRbKRgWzMuUdT0TJZiRzQ+NEhUmZQsMe+qoIqKTkbrmIAT+UlG3EyaoITUx7QouVBEpUOlPAOGVhoQvF5EAH8dwBVCxO3koFArHC34sqpfeHJxh58oOnKVSmjuaPN9MQWLpBblkvxYMW5dkoK8nUrN50jYQWJWUUWL8L9tk2KgMISIkoLioINQXefnXp90rFjFORcZIqh5ICO2qQi/XSPn4gKGt9v8SEiaFiKH/ft6tZQdgs8PeUC4kUEsf1bqSSEcEtO4DCWbcMEdX9/OYLxCkZY9If95MD3UQmd1OOlJgp2kgJ+WgHcnJbYAmj5njZLkWasTMG0Yjn9CmqKdqbopCbIh01SK8+A7nnN0SsLtJdZyF2/AKAypJWDipFdMrFijtMtkVpEgIDbZ6Haq3sxSjy9jcTtJOGRJMSTfrPHU2gOSWchlvdG/NancO69vRZ7NIf9M/C4vgAW7OHqB/k011dNB/c7bW5odVnV9d20aDHXE2i1d1TXVoTg84kIGhe10/MLnPYypI84AQZDViLOZB/HCUk0shgCS801XRfE0sO1Rz1oS0gvmqSsrCI4o0BF5Om2AJO+Y5AKBCHhMzB1Ewu6r2Ii3ovouJWuG/oPm7dfyu37r+VnxbGsLpbOS9xNi/ITnLR3h/TpTmo85bz2DnLGXH6WL/yIrb++GdEhodJPLKV+K0/Zy1wenc38fPPJ37BBThnnMOj04oH9k/w03seY8+sznX/87h/fcn63jRnLmrizEVNbOxvoi1pHb3QISEhISeYvuhyUnKCloTgiYkRNE1CJAWJNkqygHP/borpBMOrljP5yDRORcNEgNAoWRlSMo8joxCL0d+0nsjkE2SLZQpOgmaZJCNrk94qgeYviAmKt0/NzCAFFJrTrDr9PKKaxWhpBs3QWLHmdIxCmkJqPaXKLs/DNYBlQKmMJgSGlPTprTxUjfMqJJWE9xyuJCwolLC1KP3JCMNWJ262JrQVlIHp7xmt17rYZiv4MkFNuyhINXWRmJzCjZQxpEQt6cR4pFG0VCowDAQgLiNIVwI22ZSJnPGulzKSoIpkJksUoj3YVrK6fZX6HAQCTQpwwOrsotRxHgnLxi4KhJC40qQYaSGZPxTEuVVSEDVktQrodQL1kuZFwcJGdYI8K5Mk1CwRoWPpFtI3j606KKqvT0pEGY0ZTLTHaFIDXJSUxPU9dJoaw+VGgdiJtSOyB4NreSbPEkPYyFSStUaGR8r7MYTClJ7GzkFHYHv7Wv2YtCZlouRJmEkKbm3ibOkSKTzBrOpdu35aHVFFskQaxqK3WCFRvvZNInCrMrMRpWxlAoF4WUuabHSaKe9HtFk9uJUsed+8v97s29YsTLcMAsbsKEuUJxC7aL4+TZGPtiOMKVzT5dKudewWe3A9fTzSrVtZmXPviKAvAr/AGFIx0RTH7osTb4qj5eq0cees97ORTLVG0cdqQpGSsrqpliZXY1yZCNsFIWixulD2LLN2TSAeX9JN8rFRIrlpHCOK5pdn1g9vNr6kj+axEYx8mbjWaJ5dMTJ1e2w9pNADU+XqeoJAULK8MjpSer3o30fVpYh6DbFCkIroCFvU2sowKLYmoVRiumCTQqGUQnOh6uesKhAH2lRHgGZCuge4D12AoQns1iRSWHQmosz6/VHqWwqDd1BuqWAlLKYnYHaySKKpGDw72o12hFBEpRVoTGc6U6QOT6Mj57SDJLexJyh/U9TgsFOmLATFRU2Y5TjF0XGkk/WtWmo2IlUht01LY2kWUkjKkQjkvOfP2JIlgUC82uhlgkNBu4EXdq0vlqI5GqFZm+XOZok2mSPXFKEZ75mFA6VkHLGin1WDE5wVbUUNbadHK1NsOoOicmgVgkK0DVeLk8usRxu7jY5IK03aLCXHe4YcWtxJRz5OqVD/nBTMyiSdRiut0VYOuw7IKY6VUCAOCTkKhjQ4t/tczu0+l2s3XcuDow9yy75b+MX+X3CbGoZFPSwyM6wt26wav5NF9q8Zf/A/2NCbpjLQRvvyM3Bm1pPbPUXu8SGyP/4+UzfeCAJ6u6OsXGTw8mSWSFOZeNqkICJk3Qj7plvYelcLP/5tLx9xV2A093HmomY2+kLyio6kN5kJCQkJOVkQ3qR4aboJN5NhXLpgRMGIYfckGFYGSQWu8swlXTSiwiKupxmJtlJK6mA7zHZ3kE+sRY2n2V3SEFaMFj3pmU/3d4LjIA95mgPXhQ4tzXRkMbAPUDiZAfRpz5GTSCSJiFqYQ10KWo0EI+UkthbHlZKS5u2XVJaJKJWRUiB9rVk6ajGZb9yHm+9KYVkO6UKE+JLzWILg4cdrWlgX6bknqm5b9I9rehwoNRx0XYWhCkSlhW3oKMAUErdO66Tj7XvMi+kGoUYCmZjJ9o4YLbMFlugdYLUCBxFKYdouRak4nGhnMp1nZqCTxSOD3v46fMWgA3pXB2rgXCKl+5kRAiElS7VeHhE26a6lDI1PYpXGUbqk2N1KJXeAyEyJJk1nBG8vrbZ2Ge4cE9eCiJFQs4jA63jVDNMXR/yqdGtNxLUI4ykDiqArk7aYQd6v40xnkuhEEVkqUzFS6HrNO7MSgoyMsUtpmH7c5aSMUjHSJIzDFESCbHsTXRMmxdIesj0pxNSsXx6FjkNT1ESYDnnHoVhx0TVP7CjHTab6mzDzZQqtK+i5z5t855MWpoxR1VHPxhcRzx8CWRPw3UDrShBbtkpbKomhZqiaFLvp9YBLUY3A7FZfc++J4LOJxSRy+ym4WUqq5qFaSQ1H+lG7hbdPvT/aQsaIY0kX5QiEcpGujRIauXgvYuogU4uaSeyf9cOHCSrCoKI8+wYpvX3vSgjKER2lGeh1mkUrGvdNwAUryu1EBfQ1xTg4WQBN0pqwPN9KAhKaYKQ1zkxmLVRKNE0+QoeWwVYO4+4M+ZYMKtFMuWxiG2YgEOfbEggg19pErqeN6MgksjwZtKsVSVAxupDjjR6YpbRwfW/eVaFRCMFEf5r9WjQQLkXdf7003r/TspmUOxmEoKpqvqX0nhngeYeuiAJlt4BwIepvk+hqzRCfmWJydDbo86qmvT5eebm/FUUeDRfZ24Gtt+ImkrgrFrE2UWG/GqIv6lCyp9BNhwIadvp0ZPYQmrBZbLZSsgtMLu2m2AypwWlvYUCCIaES1XGXnAH9zTDrWSqsjXZzd+RhZovVMVhB+Rpi14hBwdOEC1kLXRXBAAQaGiMrF5EZ24mNgyNrz9G0jLGnvwnhKqLDVY2wIBM1yHR3MNHWTmn4EGJSMNESZcCNQtmECmS7WukR0O17xJ9uWky50gea5Y36xGKqKiBXsxgwOnD0ZqDmnG3I6MFIRSjGkuD7qcBVKCS6sEhGorQ4vcyKYw+7FArEISHHiCY1NnZsZGPHRt5z9nt4dPxR7h68m0fHH+X+0Ye5mUxD+hZnlq7x22l3HNpbK3ScL2g/V6Nr1CB9QMc5YDN2Z8HfNmFitsex2iKYSVhlHWS92IIRLWPEHKbKbfxy+xn88MEz+Ii7hogV4fT+DGcuauL03hRFByKhlXVISMgJpKc5QX+vhcgXSWtRxrr60awkjq99k1JQsh1mbYmGw4xM06OZOImVICaCfHJOFieRAqlRHFiBikSw3Z3QnvZmqK6CQyNofZvoWu1wmSvY276OO7feQpQSSgksLUaL24Tj1sK+VCdgupQgJEpIDE1SlMITNCImZL29z2bMpLurhZXtTdy1dzDwMuwptAWVdJy4W53GQ4vZxaPntNC5ZTcwhVs3Wx/rS9B7eJaMLvw905AwQVOCeMT0VVou/VYz+0oTdMQTHBSeV+FSKsJGcwlCCaZlFPQZAkkMgaFLNM0LAaMhcEwDZ1kfDA8RK7pMa5IprYWD8QKtelWL7plFSyGoGCnGei4nDaxKn0Wx3ATiUFB2qZtB3dt70mTbe5lSh9jw8ARRLUsERaYpita2Cmf8CKGLhNe+MthPKDBVzZnSTGY95Xia7o0ZHrvjdpYLG+kvYkghWNyzFrNX54H8TnLmMpYcGPQd4ApU02oWN63iYO4+BEVQipH28ymP/hxTQIdoovn0v2Aq+wgzk0Xa3QR5f2Idr2hgCjQhkJokYRlAhaihoZIRkn0ZMhEDzWhDdawjEr8XKaCU1HB6VgEFxla0EzksKEZaEFYCt3Md4sGtRISJkhqWBIRGa8LC8jc3J5ubYfww1U3hKzvTWIbGloMTZPHMXpNuC7Yoo4TOTGIJo3oFRZbHK710A0WzGUc6ZErVdpJ0WN52ghQtnvpS2Aw06QgnTdZagpi+Gzui40gTR7hMuE0sEbUQaEJ5CxAly2BctqASrYjZiUBfHTHiVOPQVrXYhiaxdEleQVMqGmjSU/E0VtcKHGMxjO1iOr2K9PQ2AJpknFJ7M9u7m3GbUuiGjkKjoKU401hKQZTZEVkMPIhCMKs3Y6giKpJBxltZGW+jcGCWBsFWs1CmTu6sXsS9VWdtAluDki8oJywNp6ixvifNjJPzU3jC3I6lnSyedRmgcTuBqUk0IYlqCik8R1dFN8+MaCYtkwz0vgHZtBMK+2uLZi5U3AougsOizjmdJsEBUwmsvjZsOha8XcyyBWYBR2go3fSmiNJrbzvihdCqF07bnCRJOcvWzgz5s9dBcbR2SSEpIij7e41dKwbMeM87IWmRSZq0BLOJ2nMyIkwSURNzxvS2UQCzqhysHgggF++n2OR5R482pcgVBjHKvrNCKRGmxNYSaCqLYYJc2U2328/Dj4xRTCW4qO8i2P4zAGLP/wPcG3+2YFsE/es2PlvKWgTNlUQNjaGmNN25YfJOKfBPsKglRnPcxFbmwhkuQCgQh4T8HgghWNe6jnWt6wCwbZv//O5/MqWmWHb2Mn52z8+YklPEO+IcKI6yJT/CdMkzdSIDLPdeG22VFKv3S5YPCVZPWzSPFok9MYss235CDxnV2BjZyubovci4ZLK5l7sn1vG1h87ic5E2hEjSGXF5+EePcfZAM2f2N9OVCkNBhYSEPHN0rF1FU3KIwg5/7180iqVZOMKh5JSQQjBTqFB2BWl3mr0D60lu3Iw0dVoO3A94XlFjegoViTJz3vOCvN3uTqTrTXQdPYK4+o2csX4tPHwTVroPvXUl376jjfUHD3p7TIEmw8SJ1CbNli7BiGNKz8xQCQ1dSpTvkUhZpjcZloLk2atJAlHDm1CVzGYixVGqk3Ap8AUoj3jrEuKZKBXD01zXx+RdTAtxKkghaDI6GGaYhKHoT0SRM9NUquaNRpyUHiWhR4iaGlRganEzIJhKr2FoMk5zeYKqVC0QuFEDW7iBFhZdCyaxMRFDmCaUy8QKyQbPyhVlY3dmmMEkIbypYEQ3sDWzwZZZSoE8ezlG1sA0NM8ZuJCUu5uJTc9gAEbnMpauOZvmA/t5KKaTK7sU/TyLVitj0Xb6lCJhmUQzLXRVDjCLy96uFB1lHU1a6EtW4BqzIA2ivkYutmYxs8PTJKSnEVa6pByLIhAUrRaS6y7lxRufT3vU4FeGhSvLuK1NVIwUwu+BVpFGCB1h+g4sfa/fSZJESjpF0xMaVEs3Wn4P6YhJ66b1ZHWbou0JM8/vH8BesxhLrGfUzCH3zVDxp8921GR0eT/WbB57zRWoB3/j70uO0Ka1kJcKpEYqolOJp0muX4PUNE6L9/JozhtOlqFhaJIzO3sZLe9nNqsh9BgRuzaZn860wGgWyy3St+FSWisOO+8pYTqat/dXeoscKIWl4tjKZWaNQcLJgZVk48oubh6KgygiIylG3SQPdS5i/bqNDOXLLL3nIHrUt0LIC6ZkE3Y6jhya8EzSlcI0Y4hKzovBWzdITF2SR2Gm42hnrcS2p1BSp0kmGBXVGL01rb7o20w6GUdJQSliogOOJhlvacMQGqaM0RFZTAFvX7MjNFyZhHgLumbQuWgN3L8bV8paPPA6517V/baOngA1SUlGaHdW0JbYRaVjgIiuMVN1vuSXqV2spmwNI8qwqCnOL2ZWAiMMtMaY2iFI6ApdU5T8vMtoHDQWs8RIBdrMwCLE9dbtZuzq8pePlWKVStAWbcXWR1COd59mUytoU4+BgpRIMa2GvHpX9eZCEG1NURqbDrIqmxnfisRGS2bITFUoRwwMaXBO9zncNeObEmc6uUulSMfKlFafg3FoCk0d9D2g6xj+fRpbthQG7wS8fcBWawurtVnsdm+RZdzwHBtWtcv1+6bLHU08sGgdi/aPQOtyhCwgzDjZVAZkiWg0jhDQ1p4h19eEKzWSZjL4vRZ/EueypoGKR3F72ilTYbrkNbQmJVgWkWWbSR/Ks9d9FGahJxNFl5KmmEk2f+xxk0OBOCTkOBERETpFJy/ofwGzW7wV6Jc9/2Xouj8xsIuM5kcZzg8zWhhlJD/C4Owg91v3s3vZDD+JuYwWprEdRWZWo30aWrKK1hlBby5CZy5O81SF1KESkR0jnMcvOY9foqIaE00ZHk2v5KE9i/l8tIMDyQ4y6RjtWpRFMYfFeydZ050hHXvqQrJbKuGMjWGPjWGPjnr/jo2jigVUpYKq2ETWrydzzdXHszlDQkKeZUjde74ox/UcM1kGpmai6RqlQikwPUzoIFSZrhYTN5kCTdJkdTLDowB0R1cA0JawGGiLc8+eCepd65y9vA+xbI33Zd1LAdBKFYaTHUQXW5xvpoA8AkHaBFcaaNi0GylGrIg/YfbMu5VQoEmkboFR845dZU3LGm7bsQ9HjzLRdDotlW0YmsS0DZKR2vM0O7ACqWqa1R0dCWSnd16XGq6MYQiB6+vQComqgKCo+vUxu1ooD46jn/VSmrd9BrNYc7w0m1iMEoewzSjdTTqH0Cn3teDER3BxcatxkvWa1hqg0tMKe2YxHc9h2MSyFqSZpEvGsJZa6CpKdyZGNgdNcZO21iQzmSRMehpcATR1N4PpaaxF1UtzRwb1xCFwwLVMpCZob0p6cXY1k8OxNqLFsrfgICTxSy5hfWuC0aFf4v52kJ5ZizsTEVKaxbruJprW9PKgu9e/pld+ozmFrpswWRMsXNNg5KzVjBZsTmvZxJLWNMViEUfTGO1K0dK+GoREKBsBGNLyYl778Waz8R46VIWEqPCY2U7BibGudTVOZwLtwB5OS/SRbu4HYE9xjJg0iRgaREzszrVI4x4AHF+QQEAxk6SYSaLpOu7iXiaSXYxrA3SJSbS6PbyqcwWyZwNM7iGhe8KuISMY/oKMoRl0R9LsnC3hSo1yPErMlOTLLrMJTzCRynP6Fjd1LMoYrgVKIauhy6r9LgxcSwflgjRIWF5MVwW0JU0qUvdiFCdTbOw/g57uNQxv+SXjh/d7Y1ElsJvbMBIV3IK3yGMZCbBzCBwMX5AHaImbNHdmiBgajjRRERMZRLmqlcnRomhOIdiOACD9wb99eS+dUXdelByjUIJo7WBEjxLZsIHRx/dC+fEgvdCsYK989fZ1zBQTsUU44zvRMJi98DQ0XUd0ngOP/cBL6+sUpW8mrEuBlLA8IyjEXc+axF9sOi3dzd3TTwTjs3bx2lYAgIFMHLMiOZj3POVb6ES0CIVUF0sWPw9mhrAMCY7A1CQzqeUsKTyB0jyTailcTAq4QkNIjZ5MlFTUnOewrhyLAjOU4xFURy+91lJWNq8kakYh2U7usouwBq6hcvMPGYzrYFgoXcMVOsmWVipnnIsxcgA3X8Hp6mU6v5r09DZ0oWGcfQ4rU5dize5ne+cKxmbL3viRBlJ5QuYZ5gBPVA4jpcRFp6IZiEgKVlwIrS4Dchu7E710mxkuTLlIIViz4a+gasa8/AVgl+pC1S2Ms3ap177tzbh2gelhGwMon7GaYqSIzBsMPv9PeWzLL8lVdtGTTiMMA1U5dnNpCAXikJBnjIgeoS/VR1+qLzhm2zY37r4RgJdd/TI0TWOyNMlIfqThbzg/wkP54eB7fnaS/hEYGFYsHnYZGB5n8447uMi+AwBHCkZbEuxMJ9iZbuIft/+UrJlEJjO0NLewKJOmN5agR5N0oWizy5gz06iq4FsnALvZBSL1CYGIRBCGgTAMbzk0FIhDQp7TyKgndDi5Iq5SuBGTmB5jdctqbt13a7AvLyIhB1gavHh9J4PZMo/t0wI5zqzY2EBXJkpbwqIpZrK82WTXmDcpk1rd5L8aTkkKXHQm0s0ExnX+RLVspInYk2xM9FFOdaNNHQ7MgIWAtqUtLOt9CS3jD1MejzZ4dG2JtrAseQY7Zx6gPRUh2XQeZ47tpdNNoQY1hGWSuOgi1LYxREFjaPUAg8NPULB0DsQX0VI+jCZ1bLOHmARTRtk10EmnpVHceBrigCCxbZZCtBO9KUl0/XpIN2Nokp5kkgPU9jPqUjGUXMvmc9Zz4JG7kdINRN+hvhacdDtIyer2BPfrXhtftPZcDh46RMF2qQCVuMXZmTPRixM4RpauWJRUxCKb89pieavF0JpF7L5nBNxq/NBaezRHmjkQ78WplLGlSbMTwdY1dKGjzASZzACPz+5lrKeN7qlp9MlZ+pqiLO1vR0pB2kxTkRF25pYwaQoinWnSq1cQ6exgQznFA/IBzLo938mIjqVrtMRN0lmDCcA1dCg1eo9VCExsXD9Gc3XSjjSJmTpFt5nJpvV0RJZTiY9CYYr9kTaklBQ2LKeSdDDvbRzPA5HWxgMdayloXkxsG405shuakLiJCIeXdVOYbsOODuD07SHStxy7spPK4n7oWAOTe2i3kixLLCVlPF7Xvi5aLEK5q5mReBOrO01WJ+Js2TeF4y+saw3CgyLmKlqbVrEhLYk0e4sYUigcYQa3iKZbNEeaWdLVQmk8h5bVqGgSobx7YHPP6UTNQUZ8v1gCSLhtnNd3Kcbg3ajRhwAwzTgdooPtbpmemEt/Tw/OeJbYORdh6FONbYFnHeDE08GxoXP+hNhjD9IuBJf0XsIBeYDDHGZNZ5LiYQdDgq5J7LrwV6n+JLkxDUc4LEkvIWEmEKZJxoK17nJevuZF3L0nh5R1GmjTgEIlcBWmY3pCrOZXMN6CQFDW4khVoS8TY3QENE2A7S3ISClYKVdycc/F/IDfoSPpallNvzqH4aHvBeb/q7qSaNGV6KnFaIO/IssdGLZDZ7qPwZE9TLS20pzZyMq+DcSXXgi6BXoErXmYmZkekqbGFSu7cMqvZmjkQdq3P8phdz+WHcOMNbGuc4BYbhgZtRBRi3xriiZTITtaEOkIM6UdgTOAhEhgyOoinIGd7kDoOvqUDi5s7tiMPb2dbcYeSslW1q+9nIncDehJwdreJraMpfGdmCOjSUzDZEXTCg6bUcYoE9HiFK1WjPIUs4kBOmf30KllGDc8Hbmj+Rp7KUEomuImTaaDJjQSvtXOxcu7a4Mk4o+NGc9pnhuJ4p62Ef3u33mj2zCQhsniFs80ettQFksYaBISdht2KomlgygI0A0ipImL9Vi6hZZOY4+N8VQIBeKQkJMIIQTNkWaaI82sal51xHQlpxQIx0Mzg9zx6xu4q7SXSHYSbaRCbFyjdXyG5aMzXLBz8EmvW/XhmTdhKq4xHTeYjhtkl0XJxpuZiSfIx9PMxjPkEy0Uo81oMolOHF3E0YkivvZbP4SBixAKQ3cxdRfTcDF0F11zsWSJiMgRkQUiskhSc2iWgiZN0WwYJDWLpB4lJk2ElKBHwYyDmfD/jXvhJSLpeR4zQ0KeK/zzP/8zn/rUpxgaGuK0007j85//PJs2bTpi+htvvJEPfOAD7N27l+XLl/P//t//48UvfnFwXinFhz70Ib785S8zNTXF+eefzxe+8AWWL1/+lMolk0mY8TSdpfwETnOahJHA0rwJUzX0jSFrE15NCtqSFq3JKEbCZHCqiJtqAqAzFUHXJBetaMOdvADGfupfaP7URcqaEWdjzFnoSOpMl1rRhE0UgStFYNIsBLjJCJ1r1hJ9YAez9eFE+rw2Xd+TxsqmifrnBiKtaI4KnpvSsjh3SQsPjowQibTyYMrw9jn7+/x0TZLrW8ppK9bwgJNmxe6HaJEVWjJdjOX2E1UlClJDLL8U2toBSJx/LuuFQ9PkEMLR6Rxo4jdPgIOJlmkBTauZQAOuGUG1NyOASPdqJgYGERWHNa1LON1cwl2MEnPX0htxmEktp6l4N6clejjcvoyyTAIz3kJAZhH0FxlNphjd+yO6+5pZ37ySh8e8+ML9yX7uM/ZTaTmbUscg6azLxuWXeRYBwKLOjdxx6ABNUShE05ikOePcPwycFW3u3MxusZt7uJfoTCd9PUuxVq5ECIGpmWREpqFfY0vOZb0vqa5uu4o9g7tosTrojLts7GwK0pWVhqXKnL84ya1ZWK73YLqHKAmdlR0JHjjosjJ9ProyOdC/GMjD/V7c2oElGxkfu4/mNcuI6C3zxlY9WdPb99mZjCDTEQZnanuhU1aKqbJvJaGZ5E6/mKs3vgohBDdrN8/LK66n/L2hIGNRYpsuQWZXMXLQonzfVoSwkek0TYk8zrSDXslh+H2eNJMkSxZxt8wfrlpBrKkD9t+JA1hdzURKEIvMAC6ntaxDCEGkcxUuBhw8REVXgUAcrR/zAZKo4e25l76ndctMsS41wIhYiiRPZHkv2nKB2PA8mBmEA3cDMG12UtAz6B2bUQjKnd2YQ4dRukF+3Ua07gxRPUocz1Q2YmhUQ8v6MmmtFHGL6GwGo1whZaaQUvP3v8OimEbSjAI58J8xutCIrexh/LH96BFvfOjKO7c8s5zdWc9LslrxQrLbd5EpHSSpWZ4jPLMVSuNgxlGuQBMaET1Ct4qguy0YmR7sGUlPdCUFV8PWYHl7Al3PeO3Yu4OH9xjIQpme3j7cszaw57b7UDJG6uJLAmtBNANj0Tm424YpVrzlO82MclbnWewUO3GRDBW6OVtfxWnd3VR2SYQU6OuX4mx5hEPWcpa0DVDJDTMe3d8QLqzK8/qfh1KKcqGMUAJj2iBtplFGGoXE1qNBWl2TRAyNjrTFWOtFjEYGWFaXV+zizXRPD5MrJRkf6MdWq2nVoxzquQI1swM9MQ0cwPXN1YUQLEotYu/0XmIitsDYmjPSEgn6zlhLob2bFYvamCaLcfgAd5kdxJcM0Fq6HYDx5o04SuOy3OMMFyTNcYPpisDSa+8DRzeInnUWVmsr2Z/fgtHR/qTXD9rhmFOGhIScNFiaRV+yj75kH3aLTfbeGYjCy970MvTZw7DvTtz9dzL02G/QciNUsiWKFY1CRVJxJCUpKGmQj3h/2ZhgKi7IWjo54TArbfKySFbmmJGCGQn5p+rV2vb/ik+WcD5SKRKuS9Kt/uuScF1SrkvCVSQUxKRFXIsRN5JEzBRaJI0WTaNZafRYmrZkN0tb10C0yfuLZIJ4iyEhz1a+853v8K53vYsvfvGLbN68mc997nNcfvnlbN++nfb2+S//O+64g1e+8pV84hOf4A/+4A/41re+xdVXX83999/PunWeD4RPfvKT/OM//iP//u//zsDAAB/4wAe4/PLLeeyxx4hEIvPyPBIyHocZsLpb6WiPsVuTdCdqGoF0xGA6V8aY8yiJWzobelIcGOtlvNXCTaa5ZEW7t4+2mndTP7lFl7IudxekulkIXULFFYgLLiH/xCFU5RAJRlmaBm3JxXBwCyQ6kDODOHUTQjSTmBELTKYDMp7p7Mr2dg4UvLJs6tqEkfsVChdQWEs9c772VITOkk7eqZlRpw2XouxhUl+BMBOkzj2fi4GRwW2AwYbWDbjpJUw9/m2U1YWIZzyv3IC24Qo0YOnDNwFgp+r6wY/BGYSOEZBx655tQlDobGwjAaxNxnjhpX+MXS4yW3qQSKqLJd1ns20wG6RBaphty2BqlGImhdOcImnWHO4sSndyWtPzcB2XYnMrkXgZ4e+zFpGIl0vHIqJC0EsvZn+EzOoNtaJLT5ssgB57iOWJgQX7UvWfA5O7Id0LBz2BuKP9NE4r9tMWszhvWaP2dsJJ0K1NoWe6uLSng2L7xTyx/0EOaAm6M1FyFcX4rMVotoDUJErU+jplpnjxkhdDbs6ez7UvgUe/13CooKfZUh7gEt3E9L2TA6xOn006arBcW06P7OKASvpdceT35uaBZsp7/H51XbREHBLrcAcPBGli553Hhs0Oj3znOzw0ewjw+rUl0kJLPgZa2dNsBtdRlLu7sADpL9kIw7uG1Azc1m6KywSj+x9BFH3HUbqkYlkMpAYYGnkEy/HCJUV8KVXL9OPmJ7CsFFJIpmKrmFYum4VAaJo3HjN9UJiA4cdxpElJT3LVuk52juXZ7i5n08YVpPp7ePRwlmXdKVAuBvO3cHWlI+ydKDQcm+3tJTk8TOzCC9GFoEH8C2IB65yR6CetRYle+Eqyqw+RnhqE0ccxlCeULcssY1Wrr2jQTEAwa7RxZtdG9h6axGADi1s1NCsNhw8Hl1AiQgSdSHMPanAUISQCQclt7NuO5afxxJ3/DVJHRmOsaF/Lg/KxBfs+4i9ClOyF4+QKBIYw0NraqAB6SxpTQUWYVMw0F/VeBKUs32XLgr+vaorLNQ983vGeHgAqiQSZqMG+5DJyyU4ArlxyBT/JDVEWAr0uXNyaRWfz0NhDvDSxlvyapZRLacoVwd7xHG5yGYItJFQrUauTiO8BPmbEeEH/C7jx7hsXLF9DXYVg+Xkbg++ys43C0CE2rOihta8ZvIikFGNd6AI08TjdMTcwjT9noI2OSDu7tnqLC3p7O0LXSb3ocsjl5l7uiIQCcUjIqUamHzL9uGtfyu2zvjn2H16OXpqE/Lj3V5gCpwS2/+eUwC57/zo2uBVwbXBq/9pOhVm3RNYpkXXLTKsyWbdCVlWYVQ7SdZHKQUMgdQtDj2DqUe/PiGEYcTQ9jtBiuCJGmSizrsGYA+O2YrJcIlvOMVPJMevkyDt5ym6OUZVjiAK2VsQ1KjhamYq0/ZALNp4jnklP8K4Tvp+fy/MPIzWTGQfJLHGyMkVOxClLi4qIUJEWFRnBlhaOtEBqXnw+qXsveqmDNBCajpKG50xC6iihoeGiKRsdGw0HTVUwVAXdLc35K6K7JTS3jO6U0NwirjT4zSXfRfreXj1rLuF/953ZVD/XhSkRiMCsTYjaZ4Cy41JxFBXb9T+7lKufg2MK21E4rkvFVdiOi+16x2z/u8IzQdXq/rzvMjhuaN5LU/fPBZ816Z2TMkgnpfDyd7wy2I6iUi2foyjbjWUt2y4le37Z//KSpZy1uPlpv4VOZj7zmc/wpje9ide//vUAfPGLX+R//ud/+OpXv8r73ve+een/4R/+gRe96EW8+93vBuC6667jlltu4Z/+6Z/44he/iFKKz33uc/zt3/4tf/RHfwTAf/zHf9DR0cEPfvADXvGKVxxz2aRVi5fe1H0WL+5YUzsnJO0pC0OD2UP5eb91s1naYx1cvHIt9+ZFgzBc5eL1S8HuA31hz6FLWMl4yebh0SI0tTDb3k9bbhSV7PYWxZZf5mlTNIONA524gOu+CUuPIoUEQ8fsbEYsOgsW13QkpmZ6AlMdQkrSV1wG0UxwrOSUGtIsFUtwTAdXRFlIB6dLHT3eitj4fMp79voC5TGQ6GC6aR2xKT92vWnSQ919YUQX/FlUU1iGRjyaJr3+eZDwtJ0DrXGm8hX6WzzBITan7ZNWqvY5EqG3KUY6Irl3ezdlGQN/Qi00jeSLr6DpxllSzsIT/XoEnkZwQVI90Lyo4VBb0htfLQlrXvISBlvKA7wi1krC0om097IvdXZwfnVXiql8mduyBZK62xhYeCGWXHLUBVRXaJwW72Hf5E5ips4fbfCsKXSp0yKbOTAnfW+yl5jua8va18ChLbRnUkxHDVDgFmtjZ1VXkkMxr4BCCKjTgFklC0uz6E30Mu4kaNeyqHQ/OL69Ql1Iqniik/zsYRKJLgASRoJsKYvd04YrBRknS1+TN1aMjg46L7iMzNQe8mP3sSxhk4wY5IDOzBK2n38Glh5BuQolNO9v+QtB1elzmwZgbBd5vaa5X9WZYkV7MrAQOK0vA4Bte34GVslVbO7czD6xj5RIkTnjahaXXA7sqm3VciMRZpcsQUt6+7Rtu3bNYPwIQVf7Bkh1gRAs7e+lp7udxG6NW7bvOGI/WloL1pLnE33w+6BM0vEM2DauWXvGTEb6yVpdbIrEWLW4neREJwf27CA65zYT7UtYNPB8xosTWMuXcTQ0KUhHDZa0Jo6eLpkk/ZKXw8F7aXUcOqKCSbPqdCBJXibIksCKPrkmFkBvbWVqvbcQmooadK44i3b/vrJ0nXOXtlK2XRJWbcwlzATndZ/nf/PMnHMlm73jOTShcVH/ZWxxf4KbFEQ3b8Zsnv+OVstfcMwKCbO3B70pQ7rqbCvTD7EWrsx04TgO3/PXGMquJ+y3JzJEpUZPrNETtdD1oy5IzSUUiENCngtEUpBohpalv3cWOp7f68xxKtJTRSlFruwwU6wwU6gwmpthojDNVGmGXDlPybYp2TZOKQvlLPGEy40tFnpxEqM8hVmeImpPE7WnsZwchlsi5s5g2mOYqoipShiqjFQOOg4a3r9PFUcJipgUMSlhUFQmOf97UZkUMSiSIqvivPeGrce/oY6RmmAr0TVfqPWFWCG8+Ki2q3BchaMUTlVgdj0B+kn8YPxeGJrnZMTU6/40GYT2KNlHCOvyHKFcLrNlyxauvfba4JiUkssuu4w777xzwd/ceeedvOtd72o4dvnll/ODH/wAgD179jA0NMRll10WnE+n02zevJk777xzQYG4VCpRKtUm8Nl6PwMda8FKQbqn4Tfn95zPrqldNJsFHhfTzEX5+wY7eju4au5Ms54jCMMALabEVRFSUZ24qbNbSvYnz2RT9xm1REJA06I68bG3IY/o8n5Yd8GRrw9gxKCS97VMNZoiTRyaPkR6Ng0OWFhoYiFRuJHI6tVYixc3LCgE9J/rXWsOi5ZvYGx2JYucLWSHd6OiCfRV51PI56BpCXD/0S+aqfmyiBga5y6tmQpbuiQVMehLddIey6AZcc5KLEaPe1rZMxc1Yds29wpBwWial/Vxp3MDRJuIGBovXt8VOGd7qmRiJn94Whc3PgHlhR7tK6+A6YMQb4OYP0IiGShOzUtaknF6EinevHkTbudaTL1xsr86ZXPeslqbbmiraclpHvD+gMT551M+dMjbIuSzvD3BVmvhB6ymNC7pvQSAMgYPlhfxp2YchOkt1HZuALwYtKevuAbbzhFPegLxutZ19CR6MFyD7xW/R6LiclpvbY+v3tbGeGSAB8vDbNK96ycuvIC447DEF3Jst04AtpINwjqRFGr1VTiPNGoF5VH6SxMaGStDm2zzDhhRWqM6z19lcfe9Jjnt6AKjrknWdKUoOy50n91wLqKbPG/JBh6J7ECTje+OiO/1OkadICkE8QsvRJXLOD//eXBYCQ3bv49XdCQprFtD529vp5BqvF+FEPQ+78X0JxJIy2oQ3BfikpXHaM7btMhb6Bh6lGxyRUN5R+JrmCwp2vXKgotuT8bqrlTD947UsS3KxS2d7kwUAWSiUTZkHASgt7Qg9AVESyvVOFaeBFnvedrfuqKD5yTOZ13LOrJ2lpSZetK2PhZCgTgkJORZgRCChKWTsHS60lFWkAJ6nvR3/yuUAtfxtOSB1tz2v9sgdVxp4ArN/1fHFRoKgaEUmquIKDwHQ67CrX5WCteFX1U/q7pzLgscU/7eSG9hIPiMwv8/AIavna0KkqYu/WM14bIq/D6VldOFcKrCsa9xrrgujutpfu164dnxhGrdF3arGuRquarlNaQ86sQpBMbGxnAch46OxviVHR0dPP744wv+ZmhoaMH0Q0NDwfnqsSOlmcsnPvEJPvKRjyxcyPbVCx5OmklObz8d27bZJXbNOx89bQPO+DjyaMLwk5AxFRnT4eIV3uR6z72geArbJJZd2qBhOyL954BTBrNRK7MkvYQWvYVflH+B6x774o2QEnGk0CPVhYU5E75l7QmWtSew7eez475xFLB+SR/6HA3a74MQguetagdqiyTtq//Icwh0ImirCQGG9jRuezHj0Lay8djS53nP+rkIgVp5JcYRJvmW5nlffjK0TIZoJvN7FHbuBZOw9uqGcZKINqPrNaFLlzptsTaKxSLJfHKBTPDqVXfPaOn0wumeZuKWznh6Pc4xWBos7zhCXXw6o/PvxZgRY7lcPs9sW0ajzFP9zsHo6mTK324yF73l6HvQf2+SHahoC859jYsNAwmH/uhTX7g/HpztW2vZtn1kS4+nkbSVpiV+/No7FIhDQkJCjoQQntm0pgMLT5RrQRmeW3im1BpW+BZ5znHttdc2aJ2z2Sx9fX1H+cWTIyMRZM/TvMD1ZESPUdsZW9hsXwgR7KE75ThCnU95pOb9hZxy1HszDwl5Ls7jQkJOOF//+tdZvnw50WiUt7/97Se6OCEhIc8CWltb0TSN4eHGiJTDw8N0dnYu+JvOzs6jpq/++1TytCyLVCrV8BcSErIw1fe9YRgsXrz4RBcnJCRkAUKBOCTkGWZ4eJg3velNXHDBBdxyyy3z9veFhISELIRpmpx55pnceuutwTHXdbn11ls599xzF/zNueee25Ae4JZbbgnSDwwM0NnZ2ZAmm81y9913HzHPkJCQY6P+fX/bbbfx/e9//0QXKSQkZAFCY7eQkGeYnTt3Yts2r371q7ngggsYHJwfJ1gpRaVSwTRDk56QkJAa73rXu3jta1/LWWedxaZNm/jc5z5HLpcLvE6/5jWvoaenh0984hMAvOMd7+Diiy/m7//+77nyyiu54YYbuO+++/jSl74EeGa+73znO/m7v/s7li9fHoRd6u7u5uqrrz5R1QwJOSWY+75fiPB9HxJy4gk1xCEhzyCve93rgpfipZdeimEY3HTTTbz97W/nDW94A1/+8pdZsWIFhmHwy1/+kmw2y1vf+lZWr15NPB6nq6uLq666akEHOsPDw7z61a+mo6ODSCTCqlWr+M53vvNMVzEkJORp5OUvfzmf/vSn+eAHP8jpp5/O1q1b+elPfxo4xdq/f3/DItt5553Ht771Lb70pS9x2mmncdNNN/GDH/wgiEEM8J73vIe3ve1t/Nmf/Rlnn302s7Oz/PSnP31KMYhDQkIaecMb3tDwvhdC8OEPf5jFixfzute97ojv+/Xr1/P617+ev/zLv+Saa65Z8H2/Z88efv7zn/OVr3yFTCbDsmXLeP/73/9MVzEk5JQh1BCHhDyDfOADH2DTpk285S1v4Z//+Z/ZsGEDW7du5de//jW33norDz30ENdddx0tLS0sX76cmZkZbNvmIx/5CB0dHYyPj/Mv//IvnHvuuWzbti3Y4zcyMsIHP/hBWlpa+Lu/+zuWLl3Krl27+Na3vnWCaxwSEnK8eetb38pb3/rWBc/96le/mnfsZS97GS972cuOmJ8Qgo9+9KN89KMfPV5FDAl5zvP+97+fc845J3jfb9y4kd7eXr7+9a9zyy23sHXr1gXf9x/84AfZtm0bMzMzPPTQQ1x44YV8+MMfDvLdu3cvF110EaVSiXPOOYf3vOc9HD58mN/97ncnrrIhIc9yQoE4JOQZZOnSpaxZswaANWvWcM4553DgwAEApqenefDBB2ltbW34zRe/+MXgs+M4vOhFL6K9vZ1vf/vb/NVf/RUAN910E7Zt85vf/IbeXi+u5kUXXUQicfQYfiEhISEhISHHn6VLlwbWGtX3fZWjve9t2+bGG2/EdV0+8pGP0N3dzd133x2kue666yiVSvzxH/8x8XicSy65hEgkwhve8IbjEo81JOS5SCgQh4ScJJx33nnzXo4A3/3ud/n7v/97tm/fzvT0dHB8+/btweeHH36YjRs3HtErbEhISEhISMjJwfnnn3/E9/2nP/1pHn30UfL5fHB8cHAw2GN86623cuWVVxI/UuzqkJCQp0y4hzgk5CShugewnv/+7//m5S9/Oeeccw433HADd999N/feey9tbW0Ui8Ug3ezsLM3Nz9E4kSEhISEhIc8iFlq8rr7vN2/ezNve9jY++tGPcuedd9LW1kalUgnSjY+P03OiY3aHhJxiPK0aYqUU4IVwOB7Yth2smGWzWXRdP+I5gHw+j+u6OI5DuVymUCiQzWaxbZtyuRykLZfLOI6DEIJyuRwcm3vtQqGAbds4joNSKsi3Wpb66xeLRWzbxrbtoB2EECilKBQKOI7TkH81LyllcP2q6YuUkkKhENQBCD5rmjbvN67rBnWcm6Y+n/rjR2vLI7X58e7DuW1d7YMjlfXJ8jqWax0vnkqb5XK54N9qWqUUtm3Pu1f+8z//k4suuojrrrsuOFYul5mYmKBSqQTjOZFIMDo6+pTaJyTkuUr1Pqs+m0P+dzyVd3398736Tj4ez6YjzQGq35+p51+xWKRcLuO6bvDuAoL31+9briM9zxc6PvfYM9Hec8vjum5DvevPz32/H6ncx1rOaptXf1edCx2tfJVKZd6c61jq/GRtOfe6c9/3wJO+7z/ykY8E4ZkWL17MxMQEjuME87rm5mb27dsXLILXl/9Y2nCh9vp96/f7zruebM50tHH0VMbJsd43R3t2PNn9dax1fLLxfLR7Y6H8quU80r0GnrKkKktU+/p4PxefyrPpmb7WU3nXC/U0zggOHjxIX1/f05V9SEhISEjI782BAweCPfchvz+7d+9m6dKlJ7oYISEhISEh8ziWd/3TumTa3d3NgQMHSCaTCCF+rzyy2Sx9fX0cOHCAVCp1nEv4zHKq1OVUqQecmLr85je/4Q/+4A/48Y9/zIUXXgjA+vXrueCCC/jCF77QkParX/0q73rXu/ibv/kbNm3axL333su//du/USgUuPLKK4P0jz76KOeddx79/f383//7fxkYGODQoUPccccdfP7zn39G6nW8CMfXycepUg+o1eWxxx6ju7v7RBfnlKCqqdq/fz/pdPoEl+bU4FS6504WTpX3/b59+7jkkktIpVK8613vOmHv+3CMHn/CNj2+KKWYmZk5pnf90yoQSymP2+p7KpU6ZQbHqVKXU6Ue8MzWpeoIIx6PB9cUQmAYxrwyvP3tb2dsbIyvfvWrfOYzn+Hss8/m5ptv5pprrmlIv3btWgDOOussPvzhD5PL5ejr6+MVr3jFs7aPwvF18nGq1AOgp6cHKUM3GseDajum0+lTZnycLJxK99zJwrP9fb9+/Xruuece3v/+958U7/twjB5/wjY9fhzrIu3TajJ9PMhms6TTaaanp5/1g+NUqcupUg84depyqtQDwrqcjJwq9YBTqy4nC2GbHn/CNj3+hG16fAnb8/gTtumJI1weDwkJCQkJCQkJCQkJCXlOctILxJZl8aEPfQjLsk50Uf7XnCp1OVXqAadOXU6VekBYl5ORU6UecGrV5WQhbNPjT9imx5+wTY8vYXsef8I2PXGc9CbTISEhISEhISEhISEhISFPBye9hjgkJCQkJCQkJCQkJCQk5OkgFIhDQk5ifvGLX/D85z+fzs5OLMuit7eXl7/85Wzbtu1EFy0kJCQkJCTkOBC+60NCTiyhyXRIyEnMd77zHe69917OOecc2tra2L9/P9dffz2HDh3ikUceOW5hzUJCQkJCQkJODOG7PiTkxBIKxCEhzzK2b9/OqlWr+NznPsc73vGOE12ckJCQkJCQkONM+K4PCXnmOO4m0//8z//M4sWLiUQibN68mXvuueeo6W+88UZWrVpFJBJh/fr13HzzzQ3nlVJ88IMfpKuri2g0ymWXXcaOHTsa0kxMTPCqV72KVCpFJpPhjW98I7Ozsw1pHnroIS688EIikQh9fX188pOfPOnqsnfvXt74xjcyMDBANBpl6dKlfOhDH6JcLjekEULM+7vrrrtOmnoALF68eF4Zr7/++oY0z4Y++dWvfrVgewshuPfee4Fnvk+uvvpqAHRdD85/73vf44UvfCEtLS0IIdi6deu8PIrFIm95y1toaWkhkUjw0pe+lOHh4YY0+/fv58orryQWi9He3s673/1ubNs+atmOd588WV0mJiZ429vexsqVK4lGo/T39/P2t7+d6enphnQL9ckNN9xw0tQD4JJLLplXxj//8z9vSPNs6JMj3QNCCG688cYg3Ynsk0qlwnvf+17Wr19PPB6nu7ub17zmNRw+fLghj6frfXIq81T76bnKJz7xCc4++2ySySTt7e1cffXVbN++vSHN0/Wcfi5w/fXXI4Tgne98Z3Ds2dyeLS0tQOO7/png0KFD/Omf/iktLS1Eo1HWr1/PfffdF5w/XvPy5wqO4/CBD3ygYW5/3XXXUa+PDNv0JEAdR2644QZlmqb66le/qh599FH1pje9SWUyGTU8PLxg+t/97ndK0zT1yU9+Uj322GPqb//2b5VhGOrhhx8O0lx//fUqnU6rH/zgB+rBBx9UV111lRoYGFCFQiFI86IXvUiddtpp6q677lK/+c1v1LJly9QrX/nK4Pz09LTq6OhQr3rVq9Qjjzyivv3tb6toNKr+9V//9aSqy09+8hP1ute9Tv3sZz9Tu3btUj/84Q9Ve3u7+uu//usgjz179ihA/eIXv1CDg4PBX7lcPmnqoZRSixYtUh/96Ecbyjg7O/us65NSqdRQh8HBQfX//X//nxoYGFCu6z5jfSKlVB//+MfVzTffrFatWqUAdfvttwdp/uM//kN95CMfUV/+8pcVoB544IF5+fz5n/+56uvrU7feequ677771DnnnKPOO++84Lxt22rdunXqsssuUw888IC6+eabVWtrq7r22muf0T55sro8/PDD6iUveYn60Y9+pHbu3KluvfVWtXz5cvXSl760IR2gvva1rzX0Sf0YPdH1UEqpiy++WL3pTW9qKOP09HRw/tnSJ7Ztz7tPPvKRj6hEIqFmZmaCdCeyT6amptRll12mvvOd76jHH39c3XnnnWrTpk3qzDPPbMjn6XifnMo81X56LnP55Zerr33ta+qRRx5RW7duVS9+8YtVf39/w7vx6XhOPxe455571OLFi9WGDRvUO97xjuD4s609bdtWpVJJPfHEE+olL3mJ6uzsVCMjI8/Y9ScmJtSiRYvU6173OnX33Xer3bt3q5/97Gdq586dQZrjMS9/LvGxj31MtbS0qB//+Mdqz5496sYbb1SJREL9wz/8Q5AmbNMTz3EViDdt2qTe8pa3BN8dx1Hd3d3qE5/4xILp/+RP/kRdeeWVDcc2b96s3vzmNyullHJdV3V2dqpPfepTwfmpqSllWZb69re/rZRS6rHHHlOAuvfee4M0P/nJT5QQQh06dEgppdS//Mu/qKamJlUqlYI0733ve9XKlStPqrosxCc/+Uk1MDAQfK8KXwtNrk+meixatEh99rOfPWK5nq19Ui6XVVtbm/roRz8aHHsm+iSdTitAAWrZsmVqw4YNQT3qOVJZpqamlGEY6sYbbwyObdu2TQHqzjvvVEopdfPNNysppRoaGgrSfOELX1CpVKqhn/63dTlanxxLXRbiu9/9rjJNU1UqleAYoL7//e8/6W9PZD0uvvjihsnbXJ7NfXL66aerN7zhDQ3HTpY+qXLPPfcoQO3bt08p9fS9T05lnmo/hdQYGRlpWNx8up7TpzozMzNq+fLl6pZbbml4pj4b2/PMM89seNc/9thjz+j13/ve96oLLrjgiOeP17z8ucSVV1457134kpe8RL3qVa9SSoVterJw3Eymy+UyW7Zs4bLLLguOSSm57LLLuPPOOxf8zZ133tmQHuDyyy8P0u/Zs4ehoaGGNOl0ms2bNwdp7rzzTjKZDGeddVaQ5rLLLkNKyd133x2kueiiizBNs+E627dvZ3Jy8qSpy0JMT0/T3Nw87/hVV11Fe3s7F1xwAT/60Y8W/O2Jrsf1119PS0sLZ5xxBp/61KcaTJCerX3yox/9iPHxcV7/+tfPO/d09slf/MVfcNddd/Gtb32LVCrF3r17uf322xdMvxBbtmyhUqk0XHfVqlX09/c33Evr16+no6MjSHP55ZeTzWZ59NFHj1tdjtYnvy/T09OkUql5pmVvectbaG1tZdOmTXz1q19tMFE6WerxzW9+k9bWVtatW8e1115LPp9vuM6zsU+2bNnC1q1beeMb3zjv3MnUJ9PT0wghyGQyQR7H+31yKvP79FNIjeo2j+o7/ul4Tj8XeMtb3sKVV1457/5/Nrbnf/7nfza861/4wheyf//+Z+z6P/rRjzjrrLN42cteRnt7O2eccQZf/vKXg/PHa17+XOK8887j1ltv5YknngDgwQcf5Le//S1XXHEFELbpycJx25gwNjaG4zgNDxWAjo4OHn/88QV/MzQ0tGD6oaGh4Hz12NHStLe3N5zXdZ3m5uaGNAMDA/PyqJ5ramo6Keoyl507d/L5z3+eT3/608GxRCLB3//933P++ecjpeS//uu/uPrqq/nBD37AVVddddLU4+1vfzsbN26kubmZO+64g2uvvZbBwUE+85nPBPk8G/vkK1/5CpdffnmDx8dnok82bNjA5s2b2bx5M1dccQXd3d3s27dvwfRHysM0zWDiv1Bdj9Re1XNzeTr65PdhbGyM6667jj/7sz9rOP7Rj36U5z//+cRiMX7+85/zl3/5l8zOzvL2t7/9pKnH//k//4dFixbR3d3NQw89xHvf+162b9/O9773vaNep3puLidLn3zlK19h9erVnHfeeQ3HT6Y+KRaLvPe97+WVr3wlqVQqyON4v09OZX6ffgrxcF2Xd77znZx//vmsW7cOeHqe06c6N9xwA/fff3/g06OeZ2N7rl69GiB41y9evJhPfvKT/NM//dMzcv3du3fzhS98gXe96138zd/8Dffeey9vf/vbMU2T1772tcdtXv5c4n3vex/ZbJZVq1ahaRqO4/Cxj32MV73qVcDxk3VC/nc8szv1Q46ZQ4cO8aIXvYiXvexlvOlNbwqOt7a28q53vSv4fvbZZ3P48GE+9alPzRO+TiT1ZdywYQOmafLmN7+ZT3ziE1iWdQJL9vtz8OBBfvazn/Hd73634fgz3SeZTIa2trbwIQhks1muvPJK1qxZw4c//OGGcx/4wAeCz2eccQa5XI5PfepT84SvE0m9EL9+/Xq6urq49NJL2bVrF0uXLj2BJfv9KRQKfOtb32po/yonS59UKhX+5E/+BKUUX/jCF57Ra4eEgKfVfOSRR/jtb397oovyrOXAgQO84x3v4JZbbiESiZzo4hx3MpkMy5YtY+fOnc/YNV3X5ayzzuLjH/844D2nH3nkEb74xS/y2te+9hkrx6nEd7/7Xb75zW/yrW99i7Vr17J161be+c530t3dHbbpScRxM5lubW1F07R53vuGh4fp7Oxc8DednZ1HTV/998nSjIyMNJy3bZuJiYmGNAvlUX+Nk6EuVQ4fPszznvc8zjvvPL70pS8teL16Nm/evOAD80TXY24Zbdtm7969R71O/TVOtrp87Wtfo6Wl5ZiE3KezT4aHhxkcHCSZTD5pOerzKJfLTE1NHfG6J0OfPBVmZmZ40YteRDKZ5Pvf/z6GYRw1/ebNmzl48CClUumkqsfcMgLB2Hm29QnATTfdRD6f5zWvec2Tpj0RfVIVhvft28ctt9wSaIereRzv98mpzO/TTyHw1re+lR//+MfcdtttDdZGT8dz+lRmy5YtjIyMsHHjRnRdR9d1br/9dv7xH/8RXdfp6Oh4Vrfn8PAwjz/++DO6ONrV1cWaNWsajq1evTow2z5e8/LnEu9+97t53/vexyte8QrWr1/Pq1/9av7qr/6KT3ziE0DYpicLx00gNk2TM888k1tvvTU45rout956K+eee+6Cvzn33HMb0gPccsstQfqBgQE6Ozsb0mSzWe6+++4gzbnnnsvU1BRbtmwJ0vzyl7/Edd1gcnnuuefy61//mkql0nCdlStXLmjedqLqAp5m+JJLLuHMM8/ka1/7GlI+eRdt3bqVrq6uk6oeC5VRShmYfDyb+gQ8l/hf+9rXeM1rXvOkgle1vsejT6655hpSqRTf/OY3ue222/jXf/1XLr74YlzX5QUveMGTlqPKmWeeiWEYDdfdvn07+/fvb7iXHn744YaHblVgmPuC/H3qUr3G0frkWMlms7zwhS/ENE1+9KMfHZN2YOvWrTQ1Nc2zUDiR9ViojEAwdp5NfVLlK1/5CldddRVtbW1PmvaZ7pOqMLxjxw5+8YtfBGFN6vM43u+TU5nfp5+eyyileOtb38r3v/99fvnLX84zvX86ntOnMpdeeikPP/wwW7duDf7OOussXvWqVwWfny3tec0113Ddddfxwx/+sOFdbxgGf/VXf/WMleP888+fFwrsiSeeYNGiRcDxm5c/l8jn8/Pm8pqm4bouELbpScPx9NB1ww03KMuy1Ne//nX12GOPqT/7sz9TmUwm8N736le/Wr3vfe8L0v/ud79Tuq6rT3/602rbtm3qQx/60IJhcTKZjPrhD3+oHnroIfVHf/RHC7oiP+OMM9Tdd9+tfvvb36rly5c3uCKfmppSHR0d6tWvfrV65JFH1A033KBisdiThvh5puty8OBBtWzZMnXppZeqgwcPNoQmqfL1r39dfetb31Lbtm1T27ZtUx/72MeUlFJ99atfPWnqcccdd6jPfvazauvWrWrXrl3qG9/4hmpra1Ovec1rnnV9UuUXv/iFAtS2bdvmlevp7JPrr79erVy5UgHKMAy1ePFideaZZypd1xvqMT4+rh544AH1P//zPwpQN9xwg3rggQcaxs6f//mfq/7+fvXLX/5S3Xfffercc89V5557bnC+Gn7ihS98odq6dav66U9/qtra2p40xM/x7pMnq8v09LTavHmzWr9+vdq5c2fDfWLbtlJKqR/96Efqy1/+snr44YfVjh071L/8y7+oWCymPvjBD5409di5c6f66Ec/qu677z61Z88e9cMf/lAtWbJEXXTRRc+6PqmyY8cOJYRQP/nJT+aV60T3SblcVldddZXq7e1VW7dubRg39d5kn473yanMk/VTSI2/+Iu/UOl0Wv3qV79qGH/5fD5I83Q8p59LzPXc/2xpz+uvv15t3LhRpdNpFY1G1YoVK9Sb3/xmtXfv3me0HPfcc4/SdV197GMfUzt27FDf/OY3VSwWU9/4xjcayvq/nZc/l3jta1+renp6grBL3/ve91Rra6t6z3veE6QJ2/TEc1wFYqWU+vznP6/6+/uVaZpq06ZN6q677grOXXzxxeq1r31tQ/rvfve7asWKFco0TbV27Vr1P//zPw3nXddVH/jAB1RHR4eyLEtdeumlavv27Q1pxsfH1Stf+UqVSCRUKpVSr3/96xtiXyql1IMPPqguuOACZVmW6unpUddff/1JV5evfe1rgbv9uX9Vvv71r6vVq1erWCymUqmU2rRpU0NIgZOhHlu2bFGbN29W6XRaRSIRtXr1avXxj39cFYvFhnyeDX1S5ZWvfGVD7MJ6ToY+OdLY+dCHPhSkKRQK6i//8i9VU1OTisVi6pprrpkn0Ozdu1ddccUVKhqNqtbWVvXXf/3XDaGMToa63HbbbUe8T/bs2aOU8sIRnH766SqRSKh4PK5OO+009cUvflE5jnPS1GP//v3qoosuUs3NzcqyLLVs2TL17ne/uyEOsVLPjj6pcu2116q+vr4F2/lE90k1ZNRCf7fddluQ7ul6n5zKHK2fQmocafx97WtfC9I8Xc/p5wpzBeKwPZ86//3f/63WrVunLMtSq1atUl/60pcazh+veflzhWw2q97xjneo/v5+FYlE1JIlS9T73//+hoXYsE1PPEKpBWJehISEhISEhISEhISEhISc4hy3PcQhISEhISEhISEhISEhIc8mQoE4JCQkJCQkJCQkJCQk5DlJKBCHhISEhISEhISEhISEPCfRn87MXdfl8OHDJJNJhBBP56VCQkJCQkKOCaUUMzMzdHd3H1Nou5CjE77rQ0JCQkJONp7Ku/5pFYgPHz5MX1/f03mJkJCQkJCQ34sDBw7Q29t7oovxrCd814eEhISEnKwcy7v+aRWIk8lkUJBUKvV0XiokJCQkJOSYyGaz9PX1Be+okP8d4bs+JCQkJORk46m8659WgbhqOpVKpcKXZEhISEjISUVo3nt8CN/1ISEhISEnK8fyrg83T4WEhISEhISEhISEhIQ8JwkF4pCQkJCQkJCQkJCQkJDnJE+ryXRISMjxwXZtBnODHJg5wHhhHNu10aRGc6SZ1mgrXfEu0lbaS1yagd23w+H7YfogFLOgW5Dpg67TYdllEM2cyOqEhISEnFB2Te2iNdpae26GhISEhDxnCQXikJCTlP3Z/fxs78+4c/BOto5speJWjpq+22piVcVl48RBzpudZZkDIt0LkRRUivDEz8AugNRh3UvhgndB+6pnqDYhISEhJw/bJ7azne28eMmLT3RRQkKeEWbKM2hCI2bETnRRQkJOOkKBOCTkJEIpxT1D9/CVh7/CnYN3IhCsaVnDn67+U5ZkltCX7KM91o4hDWzXZqIwztgTN7N/23+xbfYg2yJRfplJQiZJe7SdyxZdxhUDV3Ba22kIpWDwAXj4v+D+/4CHb4Kz3wiXfhCs0NtuSEhISEjIqcpvDv4GIFwEehrZNr6NPdN7wjZ+FhIKxCEhJwn/P3vnHSdHceb9b3VP3LwraZVBImMw2WCc72zgzvZh44TDOeAc8J0PR+zX6fA5n8+JYON4TudsHDAmipwEKKCcdrU57+SZTvX+UR1nZqUFJAS4f5+PtDvT1VVPV1f3Pr960saJjXxl7Vd4aPwherO9fOC0D3D+keezqGVR8xOGH2LFdZfC3rth0fHwnM/Dia9kvDbDXcN3cdvgbfxux+/4+dafs7xtORceeyGvOPoVdP7T5+H5H4Y1X4T7roadN8GrfwhLT358LzhGjBgHDZdffjlf+cpXGB0d5eSTT+Zb3/oWZ555ZtO2v/vd7/j85z/Pzp07MU2To48+mg9+8IO88Y1vfJyljhEjRownL/bk9hxqEWI8SsSEOEaMQ4yCUeAr93+F3+/8PYuyi/j02Z/m/CPPJ6Wn5jhhFG76T1j3c2jrhZddDie/DjQdgN6WXl5+1Mt5+VEvp2SWuGXgFv6w4w987YGvceX6K7ngqAt4x0nvYOE/fwlOuAB++3b4wT/Bq38Mx5z7OF55jBgxDgZ++ctfcskll3DVVVdx1lln8fWvf53zzjuPbdu20dvb29C+p6eHT3ziExx33HGkUin+/Oc/c9FFF9Hb28t55513CK4gRowYEZSnIdsNcam4GDEOCoSUUh6szvP5PJ2dneRyubg2YYwYTfDA2AN8/PaPM1Ye46ITL+IdT3/H3PE9ZhXu/jbc/jVwLDj7ffDcS/bp7mzZDpYjySR1ts9s52dbfsYfd/6RlJ7iLSe+hTc/7c201Irw89fAyAY4/1tw6hsO0tXGiPHEwFP9b9NZZ53FM57xDL797W8D4DgOK1eu5P3vfz8f+9jH5tXHaaedxkte8hIuu+yy/bZ9Ms7ntbuvBWL30RhPApSmYPctsPjEx5T3I17zBx/xHD+x8Ej+NsUW4hgxDgEc6fCd9d/hyvVXcljHYfzkn3/C0xc9fY7GDmz8Fdx0GeQH4Wkvg3P+E7pXRZpVDJvbd0xw164p1g3Msmu8SKFmAdCeSXBYTwtnH3Ehnz71Fdw+9ROuWHcFv9vxOz75zE/yvDf/GX79FrjmvWoH+pTXH9wJiBEjxkGBYRg88MADXHrppf53mqbxohe9iLvvvnu/50spufnmm9m2bRtf+tKXmrap1WrUajX/cz6ff+yCx4gRoznMsvpZzR1aOWLEeAojJsQxYjzOqFgVPnHHJ7ih/wZeftTLufTMS5tbhaWEPbfC9Z+E0Q2w7DR4xXdh1bNDTST3983ws3v7+dumUaqmQ2tK56QVXbz6jJX0tCZJ6Brj+Ro7xgv85J5+anc4rF74Ut7+zPNYM3UF77vpfZx/5Pl84pVX0/Lbt8M17wM9BU9/1eM4KzFixDgQmJycxLZtFi9eHPl+8eLFbN26dc7zcrkcy5cvp1aroes6V1xxBeecc07Ttl/4whf47Gc/e0DljvHEQKlmcX/fNM86ciGphHaoxXlSQRoGJJOIA+3WHLtJx4hx0BET4hgxHkeMlkb5t5v/jW0z2/joMz7KG45/Q+MfT8eBXTfBbV+FgXug63B45ffhhFeAphSUmmXz+weH+P4de9gxXqQzm+TCM1Zy3olLeMaqHpJ6c0WmatrcuGWMq2/bzf/8ucSph32AC09ax693/4CHJx/ma//0eY78cw1+/y5oXQhHvOAgz0iMGDGeCGhvb2fdunUUi0VuuukmLrnkEo444ghe8IIXNLS99NJLueSSS/zP+XyelStXPo7SxjhY2DleJFcxGc1VOWxBXJ5nvpBSkr/+BlKHH0Z2aQZG1sebyn9nCJfGlFIe+I2RGAcVMSGOEeNxwvaZ7bz7hndTsSpc/sLLec7y50QbFMdh3c9USaTp3dB5GLzkv+HUN0IiDUCuYvKze/v54Z19TBRqnLSik/9+9cm85KSlZJL6fmXIJHVeetIyXnziUv6wbojPX7uVLX87hre96PP8ZfQr/Ov1b+fr//h5zvrL/4NfvgnefgMsOvZgTEeMGDEOAhYuXIiu64yNjUW+HxsbY8mSJXOep2kaRx11FACnnHIKW7Zs4Qtf+EJTQpxOp0mn0wdU7hhPDBy0pDIAju0nf3zKwU3HYw4OkqUUfPc4kyIpJRKJJmLrPrkhkA50PT6bdTf03eD/LpEIYkL8ZEL8xMSI8Thg48RGLrruInRN52cv/llAhqt52PBr+L83wNeOhxs/Ax3LlUX43x6EZ7wdEmn6Jktc9ufNPOsLN/Hl67ZxwrIOfvGOZ3LN+57NK09fMS8yHIamCV5x2gqu+8BzecaqHi7/K5yVvoylrUt5962XcN3z3gvJDPzs1Sq7ZYwYMZ4USKVSnH766dx0003+d47jcNNNN3H22WfPux/HcSJxwk8lHMRcojHmQm4INv0eKjOHWpKDi/DaOgTrbO3YWq7bc93jPu4TEnvvhoF7D8nQ8Tvm4KNgFBguDh+w/mILcYwYBxn3j97PxTddzMLsQq4+92qWaRl46Kew+Y8qc6RtKBJ89vvgtDfDgiMBMG2HmzeN8tN7+rl9xyRJXfDSk5bxzucdwfFLD0wm14VtaX500Zl8+W9b+c6tu/nnky6hY9H3+cjaL2H/w7/zkms/C797B7z+1767dowYMZ7YuOSSS3jzm9/MGWecwZlnnsnXv/51SqUSF110EQBvetObWL58OV/4whcAFRN8xhlncOSRR1Kr1bj22mv5yU9+wpVXXnkoLyPGUwnFUfWzMqPKBzWBlJKaXSOTyDyOgh0guARIOmEi9PiTooncCNkHt2EvfA76kyTj+1MR8hDc+7833D54OwDL2pYdkP5iQhwjxkHE7YO38x9r/oOVbcu5etmLWfi798Ke20DaKkv0We9WWaOXnQaaphKabBvnrxtHuW7TKLmKyfKuLB8+71hec8ZKFrUfeDdFXRNc+s/Hs7A1zX9du4VzT3gnZy75Ph/f9F0Sz3475912Odz+VXj+Rw742DFixDjwuPDCC5mYmOBTn/oUo6OjnHLKKVx33XV+oq29e/eihTa4SqUS733vexkcHCSbzXLcccfx05/+lAsvvPBQXcIBgzkyQnXrVtpe8AI/pi9WVvePR+rpO1udpTPd+ZjiJrfPbGfX7C5edPiLSOmpR93PoUTRLNIhNTUPB9xKuP/+9JkCWqVGbdcuWk49NXJMVGokB8eRqw9QfKtjqw39ZPax9/UUwHihSkIT9LSm43fMkxAxIY4R4yDhlr03c8maSzhOZLhq8/10rlsDC47CPPFdlEsrKI6Umbl2nMLPrmaKNNv0Du7UFrKhZzXZlgznPm0JLz15Kc87ehG6dvBjUd7xvCNI6oLP/Gkzr2l9N6f12nxs8K90n/Bizrzl87DiGXDkPxx0OWLEiPHYcfHFF3PxxRc3PbZmzZrI58997nN87nOfexykevxR2bARaZpg25CIVZ6DganKFPeO3MtxC47jiM4j9tN67r9lY2UV92465pOPEEtJ0Siwc3Yn1eoCjswu4lBYiMU+SHhmSx9avoSTz6N3dj72wfbeA4WROHmYi73TqjxWT2v6oN16a2ICkUodmPsXI4L4r0OMGAcajsNtd32JS3b+nBNqNa6cnaGy8nzu2rEArllH9+AfADC0BDPpNqqJNAvMMi+uFngx4LS20fXSl7DwGW8mvbr3cRX9Lc9ezVTJ4Fs37+TdL/g3cl2X8YFiPz9dfCxH/PZt8J67oH3uxDwxYsSI8YTEPoiCU60iUilEHBbyqFCxKgCUjNIB6e+gJiOSEh7+LfQeD4tPOKD91hwDgLL781DEEO8TdfLULJubt4xz9pEL6Gp5FBsQhZEDJNhTC5mNuyj2p+n+hxce8L5L994HQOdLX3LA+/57R0yIY8Q4kBh8gLv++m/8RyLHUbbgzNkL+PJ9Nf55551014ps6zmMO89+JeVTzmTBCcdw7LJuTljSzoruLE6pTOWBteT/eh35a64h/+tf0/kvL2XRv/87yWUHJkZiPrjknGOYKhlctWYvnzj/E/y8+iHet1Dn/2YG6LzmffCG38R1EWPEiPGEwSPNrBtOeCOlpHDjTSSXLaXltNMOlohPaczLPfSJwg0dW/2c3OETYseRzFZMelofo1XaXVfaASf08+vv+r7rgzPm8Td6qmhg2A67JoqcfnjPo5YuRhT6VA5HFA5on45hULj+hv03jPGoERPiGDEOBKo5jL9+nHXbfs37F/eyeKqdU299Gs/r+xtps0b1jLPJvu1tnP/8Z6HN4f6st7XS9vzn0/b859P7kQ8z/YMfMP2zn5O/4UZ6P/DvdL/hDQj94JesEEJw2ctOZGimwlf+Ms5/vfa/+MK6i/l/xz2Db264EXH/9+DMdxx0OWLEiBFjPrhz2/XYd93Pc175/kfuSuiSGGtsjNHSKNumt/G8Fc+La4g+CjzWOfM2Kh7vud88kmfXRJF/OK6XjkwSgL1TZSzH4YhFbfPrREoc6QCg+fI/vrsAlmMFSv2BnsNaUcUKNyubNZ/yUrUClCagZ38u9U8+lA2LllSUToU3icbL42yf2c6zlz0bp1TGnpwgtWrVIxrDKT1G74vCqLp/mU6ozKrfE3HpvDBi/6AYMR4jartuJ/8/Z7Fu62/4rL6Ed/4lw1d+WOCC3ffR++J/YvUfr+HUn/6AVf/w7DnJcD0SPT30fuhDHHntX2g980zGPv8F+t/8ZsyRx8dFSdcE33ztqSzvzvLlP5Z599P/gzWF3fz4yDPg+v+Htf1eqtu2U9u1C7tYfFxkihEjRoxmqIyq0hvm6Gjjwf29cj1rsRBsmtxEySxhOuaBFfAJjPryMI+qXMwB4n2HKhFRvqLut2E5/ncPDcywcSj3iPrx5PctxE80l+k5sF8xpYTt181dwmg+17nzJhh6cP/tihNQmtp/uycIdk0UuWHzGPnq3O+MjRMbydfyWI5F6e67qDy86fEvy9R3B+xwLcw7b4Qd1++7/SNFNQfbrwfLOLD9zgMHai5jC3GMGI8WUrL7j1/g8Ae/zD2TSxnsW8hXd5mIbILuf30DPW9+82N2dU4uXcqKK68g/+c/M/qZz7Ln5Rew9PP/RfsLD3xsSj06W5Jc/abTedm37+TGe47gTYkzKd1wD5t3diN++pagoRBkTjiBzvP/hc5XvAK9bZ476jFixHhKolSzKBv2QcmK3xS+QW4filHYTTpMvByPBAl0TQdbWdqedEmd9gNrZgYtnUZraYl8n//LtaRWriB78smPeYzHGvv7ZK/dGliIPVvTAb6e+czPHG1q9mOoKe71mX8MNV8da5+HC0aB9lQ77LlVffEkSdQ1VXTjxmt25Pto8a3QJ8udBylhZg9M74ajXnSQpWwC6wDXmB/fCrU8lMahcwUAuVqO9lT7vENZHi0c6aCLx+49GVuIY8R4FDCqFTZ89dV0//pbrP/bYfTeBEeNC1re+3aOvuVmFl966QGL+xVC0Pkv/8Lq3/+O5GGHMfi+ixm97HM4tQP8QmuCIxe18fXVFS7838t46Vfv4uytsPaINJ2n51j+9mez/H++xsL3X4zQdcY+/wV2nXses7/7/ZNesYkRI8ajx41bxrhr1+TjN6Dnruk4+27nIqKght5VnlJlS7v+lCc9SnfeRfH2O9wPk2CU/WPGwOBj6vsRWXb34Vrr9TM4XaZ/6sAk6Go2ysHqVR60GOJ5jF9v6a87flP/TQdz9EfQtLFtX66P2wdvZ7o6fQBlOsSYSwfy1r9RUxbzyuzjJtJBhXdd7qZQ2Sxz59CdbJnacsCGsB2b8fJ4w/cHyrMkJsQxYjwCOJUKQ7/8P3a99EySP3yY0bVdjLfCD1/ZydK//ZHD/+2D6F1dB2Xs1GGHsepnP2XB29/GzM9+Rt9rLqS2a9dBGQvAGBxk8N3vYcWXPs5KqnzzlFex9buX8z//ovHtl55AR/E3dBzfwaL3vpdVv/w/Vv3616RWr2bk4x9n6AP/gV04sEklYsSI8feF8v33U928eb/tpFdfuJkS6tcenuPcUDvdjY/0LH31KNUsto7m9yvPEw3e5qk0XbfO3WuUC+zEdl+BPSB4jDzQU2wfGphh3cDsY5fnAKG6ZQvVrVv32853mRaPv8u0v4kjo7JE8KjjivdzHfu5TrtYpLRxN9J2mrbdOTWOI6WfrfxQYa7nfl94xFPqWkvl0EOPeKyDiZJZYvPU5kdlzMhVTCaK7rvFnUMv7GS2NnugRGTL9BbWjq4lV4uGMsSEOEaMxwnW5CSzv/kNA+95L9vOeib5T38WfapG+fmn8/V/O4z/fFsrb/vgjznscUgWIVIpej/0IVZ+73tYk5PsedWrmf3tbw+oRdYxDCavuordL3kp5bVrWfzxj/P0m/7Gnmeew39fb/LG49/Bn4xRbuhdBb9/N1SVgph9+okc/tOf0Puxj1K46Sb63/gmrMnH0UoUI0aMpxTMsXFqu/fsv6FvIZ6fy3QEnlVZQEKoKLK5Yojv65tm22iBsrFv989DjeIdd2Ls3et/dtw8D1o2EzSSDoxuOCClcw5q7O/0Hpjpn397swr2Pu7Po/hbWdu1m9rO/Ww+S4njzoPOAXaZngfrCns12I5kx3gRZ1/PwyPpfr9Esa6c0+7dkdwi1U2bsXJF7Hypoe1EocbWkTxDsweODM9UZhkrPLL479HSKNftuY6CcWA28iWyeSIsL49M7dGNYzrRGN0dYwXu3Pko9SwnWDMPjT9EX66PohnNCXPz3pvZuu2ufb6H12wbZ/Ooez3uWhH+RuQjfwZM28SwG2ORS6aaT6ve/f4APWYxIY4Rowms6Wmmvv8D+l77OnY893mM/L9PUti8GX2VweJ/zGNe/gX++6WSBzumufxFV3Bsz7GPq3xtz3k2R/zh97Sceiojn/h/DH/wQwfEIlu84072nP8yJr7+Ddpf+I8cce219LzpjWSzaS5/w2lUTZv7HjqZpy98Ov/ZlWWyNALXfcw/XwjBgre8hcOu/i7G3r30/+sbY1IcI0aMx4TxfBV7X8q9q2NWDIuR3P4V64HCQPAh7DLtWohtp7nL9HwJxqGGPTtLZcNG/7NnGRapJnHRB9A9fN8xxI+kNFOo7dADMHj//IXY+mdlAX8UeKyOzrKODITXlumYc66rTZObuG3wtsc0dtC3ZLpsMJyrMDyPZwFpI+3HuAbqyphVN2+hdNdd2MUS0jCC45poINem7fg/H00MumMYWFPRJFz/9/CNfGftn/y+5wPPFTdvPDoPkHriJyUUblmDOTwcadNsbcwXudosmyY3RUj75pE8k8VHGT43uDb4vVBCVI2Ge1C1qozdefN+PXWkFyfsZYp/DE/TDf03cGP/jfNuH1uIY8Q4CKhsfJihD3+Enc9/AeNf+QrScVj07/+O8fVv0Pr8YZadNkvpPT/mG8W/sWVqC//9gv/m1N5TD4msiUWLWPm9q1n0wUvIX389u//lfPLXXvuorMXm8DCD7/83Bt7+dhCCld//Hsu/9jWSi3v9NkcuauM/X3Yi9+ye5empd1N1LD5z9OnIdT+DzX+M9Nd69tkc/oPvY46Ps/cd74wzUceIEWNO2I6ck/BWTIu7d0/x8FAOytMqCU09XCXzwf5p7tszRxxi6L24dSrk/upbiMWTJoa4f6pEqTZPK/WOGyH36GOE7WJxv1Z6+YiU4P3HED9mVGf3cfAgbWqEyi41G+uGvhu4dfDWpqf25/spGo/tb+SjXbPLhq+nu/+v+260/zTUwa+OQ9kqY1smxTVrKNx6K+vHHmJ7ZQwQTft6LPe9fPfdlO6+J/JdoaY2gCLvlMqMyoQ85xXsW4bBmTI7xx/JPVL9lR+sc43WXJfpeeY7CKNsqrj/in2ArOmVGf/X5H0P03LPw/M+1alU6jZSokTfexfU66PWzEzEe+VA4NG4ujdDTIhjxABqO3cycPHF9L361RRvvZXu17+eI/56Lat/9UsGXvRi9Ls/Sq+Wo/r63/L1qb9y98jdXPacy3jeiucdUrmFprHwHe9g1S9+TmLhQoYu+SB73/RmKuvWzet8c2iIkc9+ll3n/RPFO++k90Mf5Ihr/kDbs5/dtP0rTlvOS09ayvdvKXLhke/h1uowf1j5NPjTv0NhLNI2e8oprPz2t6jt2MHwRz/2qP4AxIgR46mPv2wc4c8bmmew9V4bm8aGmFz/VwY23tHYyCXEdhOL0P4sMkHVJUFCUy7TDS55dW0PNdYNzHL7jnl63lRnYWid6x65f8Jaf4mlO++iuvnRxRY+Whyq8kuPFbL+t7o5q1pVAGbLxgFzu98zWWIkVwlIQSiGeD63TEgH8QhdokF5SzjNyK1ts316G7vyauNK1gyqVpWyY7juwuocKSWTlWANP1p7ol2YJ0ndeVNQdqgO9+2ZZqZkuHI0l+SB/hk2DeeoGPPbeGi2hiVyfuEd+8NBzto8HxRuupnyAw/4n6VPiKNrqX4eSnfeFfFemQ+klNw/ej8z1Znmx2MLcYwYjx3SMBj/xjfY/fILKN93P4v+4z/cLNEfI716NduHpyn99F85XvRRveAHXDF1I9f3X8/HzvwYLz3ipYdafB/Zpz+dVb/6JUs/dxm1Xbvoe+3r2P2KVzBxxRVU1q/HKZWQUuJUKlS3bmX6Jz9l7zveyc5zziX3m9/S+apXcuS1f2HB29/e3K3OhRCC/7rg6SzuyPDnO1dzRu+ZfDnjMOrU4I8XNygArc96Fos/finFm25i8qqrDvY0xIgR40mIfZEtIWCqNszOwkM8ND7GWKHKeL4aPb+O9D4S8pYPJWjxyoNYso6sbPoDjG0KZDoEWYQ9eNdmzMcdNDwPuUcQh0sortSLx7WM5tZ5AoVUPOqkTdF+gi8OAjE+WMReSt9luhlEtUZq1xAAt26f4IbNYw1t1k+sf8TWrg2Ds9y3ZzqyiXPA12eTOfvThmE2DuYajnvyl60gi7mQofXh/t6f7+e+kfuYrDRmDX50IjbKON/lOJKr8PDwvmOOvbVdMaOEeK4h5lxlde8qK1ci9+e/YOfmH/N8wDaMhKBklhguDuNJbNTFKFPLN8Tke3NtjU+E+orGze/3XbD3XpUfYB6o2TUmZ4dx5gg5OFCbdTEhjvF3C3N4mP43vompK6+i82Xnc9T1f2Phu96J1toKwFiuwvbvvY3nsI78OV/jp85ufr3917zzpHfyhuPfcIilb4TQNLpe9SqOuvEGlnz6U2iZLJPfvpy+C1/LttPPYOvTTmDbqaex5+UXMPZf/4Wxt5+F73kPR954A0s//WmSS5bMa5zObJL/ufAU9k6VaSu8Hgf4zNGnIXdcDw/8sKF99+teR+crXsHkt74dlP2IESPGUx7m6GhjboPJHTA7f5c5TUDNVsp1DeUKeffuaMxgfR3ipsaXOZSme4fudvsIKXB1TUerU5RH1s9b5rkwVaw9ZuXNt2g7Fkxs2zfBC28Q7CvRVBOUDVvFTHvzMrD2oJeJaZibJol1HisKNZPBmTL1N1nPz2LOI5P0vuD1KCVsnR2iMBsQhvTmPpIDY9j5uWNUhwpD+yw9ZE5NU7r77qbH6om05JFz/5FcZY712bwj0/f6Ch1vdr4jAeE+p+q4FwdrzJHA7hGjiQda1dy/Nbf+eufaTJCPYrOtWR9+sin3JWXN5AHZPNdKYRRqBzfc7M6hO1k38qD/+Z7hqPs541tgtm4zranbe9RCnK+YjBWqDe185AZUfoD5oFyl5a6NJIcm9t/2MSBxUHuPEeMJivLatQxe/H6kbbP8W9+k45xzIseLNYsbr/wP3uDczPgZH+T67iTfvf+7vOaY13DxKRcfIqnnB62lhe7XvY7u170Oa2aGyoMPYvT14ZQraC1ZkkuXkj3ttHkT4GY4c3UP7/uHo/jWzTt507lv5/cD3+QPRzyDC/72CVj1PFh4lN9WCMGST3+K6qZNDH/8Uo744x9JdHcfiEuNESPGExBlq0DVLlFeOwpA50tfEhz0iGXXYY+432aqaLFmMV02WRZqYTsSSxrc1H8TpxgGrSTnZgeBz3QQ91Y30oPFvSSEjrbwhQ2nj+aq3LtnivNOWEImqc8p+0iuwn27Jjh5ZTerFrXv50r3j878NhjNQbIFulbO0UpGfjySGjFbRvIUqhZHe1+YXsbcJu6zpoGo1BBd++h/HkTCm3d//q1HmSxoLpQm6bvjGmqWTW9XK2FfqJaND2IvboczTp5XV1PFGnfsnOS5Ry+ip9XrScltSpuxe9eh703S/ob3AoGV1IMtLe4evpuTFp00b/Era+9HahnkWWchtKg9y58zfxzJWGWEyrTVmPSzyb0Ynq1wf980Jyzr5KjetrnbF0ahfcmcx724UhkmlqHjm6Y2IxNpP+bZC1OYKhnUzMcQVtXkmn49uJHXrD6BjvmcPk+r61ytGoZ3Y8o1oflkXSL9GGLftXhfz2TfHVi2w9qOF3Js9uDkNbAcC/FIk6o1C3+rq0N8+44JBvJljuiZe16nzRLV4jDL2pbtczhzRIXTiEr0fSCEQEo5573rmyyxfvf8PRBiC3GMvzvkr7+evW99G/rCBaz+7W8ayLBpO/zqO5/jDdVfMHLUhdx7/Kl86f4vcd6q8/j4WR9/zG5hjycS3d20v/CFLHjb21j0/otZ8La30fHiFz8mMuzh3154NKes7OIPt6/klIVn8GW9wGgqA79/Z4M1QkunWfblL+Pk8ox+6tOPazxajBgxHl/sKKxloLyl4fuyWW767Gt2Fc2e25qwr3fubdsnGJhVFmTheBZi6cebTVSaWxUSo1NkNuwMjzLnGACWtCNqlyMdymaZe/coa3W+sm9L11TRoP3uWzHW3LLPdvuDz22daN1P/3h4fkPkSJ3E3G2bYKJQbRLz2DhPzp3303Jv4FLuxVs+UjS6TD8yRV2apqp1Oxdm+5vHvdZ9Lt11F4nJRpfmMMYLSjmf8jL8hkkhEiQ4zC1/wZxmpjrDjpkd+xyHyiyYFXcIyd7iILlyYyxl/b2UArZMb2DXbFAual93u+zGxhpWs/kLndmnvLxmjXFm7EbrpZcrJPLMerJJ5Sq9N7/XL6GjiWATaTS/D4vi/tDkvlalyc6qmz26VmJm79B+T9uffjdf1WW8PM6GifVYjkX29nWhATTl+RAmlVLO2XHFtBnLV7l/z0yDu/UBg9W4TmfLBtZcz1KoVJ2H+izT9ZtbTjlwofdwT2E36zb/er/i+ZssqaT/nTE4ROuaB8Gy5wwzWD84+4hi9WNCHOPvCrlrrmHo3z9A5ulPZ9VPf0rqsKiVQkrJT/73u7xp6hsM9z6fHc99HZ+681M8c+kz+fxzPu+X5YgBSV3jG689BduG0tArlOv0Uacihx6A2/+7oX3m2GNYdMl/ULjhBnLXXPP4CxwjRoxDhqpVZc3AGrZWlNV4x1iBh4dyOLUaS4duZOnITZH2vosiEPKJbujXK60Sbt1MX6z/Lr21H30639TaIaXk2o0jbB5u7t4qkWyY2MDvtl2PM0/S5hGO1GPMYO1ndA5ZtvfROvjhuZNXKji1+bmpqlM8F09X7mYJfWpR1+b9ZuQ1q8pdsn7uwz7H4Z9hgZrVb60VYGwz+b9dRyFEzBswDx4hbRtrdIDstn30ExItnLQtVzaZLBp+PWLn0SaS3L0Ghh9Sv++8ke27riNvVSnZBtNmiW3TjZtNgWDqjkk5v6RaHryMzLrWZD016ai/tIltlpcIT2IXS5jDw0hvfYe7idxX9cEjxHpoPdUsm2mzxHXTDzetQ7tP7Odi799wHxs2r2twTZYNvzwyzPX4zdZmoThObe9dgYVYSnAsGH6I2o7tGGONGxv18MTyM2bbpqodfgBJsTAtJZtrvbZsh1u3T/BAf3P5mo88R1ItKXFqNQo33xIk4Qq3qcwdIhCM544YioUZ2/IAIBA1I7KRNpavcveuupCaeSImxDH+bpC/7m8MX/pxWp/1LA77/vfQu7oa2vzyD3/gtX2fYrL9eMZe9jE+ePtHOH7B8XzjH75BSp872dTfKw5f0Mp/vuxEHtytcUbHG7kzv4M/HP+PcOuXmsaH9LzpTbSccQZjX/hiXJ84Roy/I3jJWqZcRXjzSJ5d4wUKN9yItnek8QQ/Zq9JZ/Vxf56e7Sqetntcn8pB1XOzk9R27yH/1zlKzNQptqbtsGO8eW13KZXl2XECd718dd+WiPnEM84HDdMRIhS2Y2NaAZFwSmqucxWDQs1CCEHxlusp3L9FWfKaWUvn9Amd28Uz8MhWx5LGLAnTnbtNv4c9t0Vbj6xXCXUKjZnF89UQWa8XZmIrbP8b1ArcsnU8UNj77oTxzewemWJ0VllTHekwVYkqxmv7p/Zfm3boQRjbhLYfQuZZmsPTMZqvkK+avthNLVf7ITICAaVJmNrlj7OzMs69hd0qUzPQlmxp7NYLF7AdTEexYm8kc2SEzLrAEi0dyfBstHSP5T47zQix6Zj+c9sUUlK8dQ3lBx/yY2PDsbheFuvtlXFfKKtWUFKH5qNiOOyuTuIgmR7twxxp8l6YS4Q5v3flsd33yWOsdjFf1+qEloBaAUs6kTOE6zVg5UpUdkTroVszMyrBVjjvQv2+V2kCihNNS4vV7Jq/0TD3BTTKL2wHBwfpEWL3Hubm8nrZ1xy691q3SgjpqI0ZU70bzRG1GcrQ2rnO9lE2bexiCWtigpphIWWwCThcHGbn9A4/iV14Dd2ze4rxQtV/zluL808mGBPiGH8XKN5xJ0Mf+hAtp53Gim9/Cy2TaWhz7a13cs6691NOLyT3uq/xvts+xNK2pVz+wstpafIHKIbCK05bzr+cvIy/3b2Kp3WfxpftEUa7lsPv3glG1E1GaBpLLvtPZKXC2Oc/f4gkjhEjxuOBsdIo68YfUslkmrkke6RiRlliJwqhGLFQXFtdziz2Z87xyEpm467I99XNmxtdah2JZN+lQgJx69xSQx/35yI8HzV6umTs0415+8x2Hp70SpY0ujDfNngbN/YFpWWsKUUI906VfAIk+9VGpVOdpwXOd5l274eXYXZqigd2jHJvfYIzx6F3/E4Wj90WnFcMxfFJ2RBv6B9Csn2s0Fi+yEPZtSYZJfJVLzlWYL3OlQ1Krovklukt3Dtyr5+8CaC8H8t4vmZCybNYzY84aV6SpLCnumchrifEU7tgtHnJmWLNYv3grE9MG/pCYrsyaftQ3XeN5ykbVmTmyg88iD4bzMOeyRL3901HSHEwrFTJ1ELYMLmRewu7qc1RjgzXRRwCwinDOwVuf/3VSdXWqsDoBsgNRdZ71bL9pWHcs5byA0Gyp/1iv0R338+0N88ls+SXg7Jsh/UDs9FNlCbdbMvfy96RuxGh7PR+CTdpY9mOTzIbdt5CmbftabX2zIGAKDe8i4SmhDAb3ctv2XsLtw7U1bqeY+OrHspCrGTzZE3oc5i/w1nDAdOpUbajOQZ6x+6gPb+jaYhC1bC4e6ZvTjkmizU2D+cYue4GSvfexz27JhnOVfx7HKkCMIeJ3nI3QFLG/q3wHmJCHOMpj9qOHQx94AOkjzmaFVddiZbNNrS5e8NWTrj5IpK6TuEN3+Xdd15Ka7KV757zXbozcQKofUEIwedefiKLO1oY2Xk+jpR8ZvXTkFO74IZPNbRPr17NwosvJn/tXyncfMshkDhGjBgHBVaUZI2WVRzm3FYVyQP9gcvcXbtCXiMRRcpLdhWcV9eN+sZTbpuGQc7h6Ccl26a3RRSriLzueTXLoeKSrXBPByofwmzZ4PYdE2wfa3Q1nikZ3LJ1nO3TOxgoDLpyN1psK1YlIt1Ufl9WPebiCHO0j05q6e57mL7jbhX36SnICNh1E5SrIcu8i1wos3hdvKE/hJTRceqO12wYmC7jmFU6cltB2kyUJ/jr9HryVhURuqCioeYx7Hqb3LIdfcseAEaNHNfuvpayGWzajsxWg9JJ+7mvvst0s2PNCLFH2DwiICXkBv18G8O5CqbtkCtGN5FzFZOR2Yq7xt1+myRB8kvhRGKAm19DzY0ZrYXaekR803Cee/dE3ViLpppLe66SUOH4aWmrezi7V2USNpq4zns5RmqFiISmFd44e4TP1YTKXq9KCEVPt4sl9Lxaj6LO8l8/yrbpbdw3ch8AG/fuZEv/hoj7fzOpDDPH3oGbaCsGa9yLjbakw97pMpuHc+r+6c1ol+pVa1GGl/pM5CJcCsmLubYCQpypjMHG3+CYUas/AJt+B8MPMmbkuS23o8FCLoQAx/HXjz6Zw3K9WbQ6sunU3Gfacdg5u5Px8gRls8zW/L1sLbshBqE1krAr7pqNztpwrsK6MOkPrR9b2n54ie9VIx21Vj2iLqL5oJu9g/2ydI/g/RwT4hhPaVjT0wy8+z1oLS2svPJK9La2hjZb+kdp++3rWSxmmX3Nd3nv2v/Cdmy+c853WNL62JNP/T2gM5vk6689hcGJDKu1C7lzZjN/OOV8uP9q2HFjQ/sFF72F9PHHM/rZz2IXD25ZgRgxYjxOmCM+1pyKWhGdSk1ZDvehq+yzNnETxVwifZc6u5lFummyKcCRVK2qyljaRCBPgSxWLZoLHCYDc8vctGxLcdzPuj1RmmW6NhJxGTZHR7GLJTYN58lXTcqGHZJxDouT+/VEocr6/mmmS0ZwvXPU8QQwBgebX5lfj9j2v5VSYjkOernJu7uaQ9/W5xPPoLOQ3K6iXVr7ELk//0WRxd23wtROemY2IJzAzR2gtGEXtd276ZupMVaoMtO/gfbCLtqK/YyVxwBBzi43XRdhJPIzPlEfM5RFP2/UxYnb81Ogm7lMeyL7McSR50HJZozlwLJI1yYhPwTTUS8GUbeptGeqSMVysGTgx+DMaakl2BRCKjJabhKa1GSd2iGr8FAurzYKLAM2/gZRyQV97gfStsGsIMwK5IdV/e6IxXnuPgzbnlcF5bJZpi/XFx13cB3V267h4Y03R8aREopr1lAsmxQNC3bcED1vH14nW7b9iMmxP8756vAgpINhOWh2sAnkxUab7howbMctu9Q8D40MJdZyKlFi2zO1LpgXL0t1iBC3lFxy2YwQA0zv4eHyEEW7iukm45soVDEsR70npcRBIgyTzMO7qGxW5PbhmTsD+XAo3HAjTqmElJKiUWCoMMiagTXuOt+HBT40aV6Sq4XbAq8Rz+J77cYR7tgZfB88WyFyW5lmYm8glzpan4vA8ROC9RkDzBcxIY7xlIW0bYY/9CGsqSlWXHEFycWLG9oMTxeY+tHreZrYw8RLv8UHtn+H6eo0V77oSo7oPOIQSP3kxTNW9XDxPxzFPeuP5sj2U/hyeTuji4+Ha94buLq5EMkkSy+7DGt8nMnLrzhEEseIEeOAokFzVJ8rDz2EtG1EzSRvV7j91htJbXpAKWJSMm7NYkiL5YPXhshboOTUW43qS9h4JmLhE5H9KO4ROZsn1ZrjxMjxettH0/rH+8Ke21RdZuD+8bsZKEfr4JbXPkBxzZqQYhi4pvrW0DlcBmuWg3DsqLunVcWwbAzbU2ADgY2+OWLtfJdg1xXWcTD37mXLcD44FurHyu0nhtG28Fi2NeX+XajOQmkCbXSIBVvH0Dx3UOlQs2yGBqcoPryJkaJSnCtVpfhHreSCsJtzw4ZIrUjCUgS+6FQYdglx471ufhMtx2S0NNrQKrCihdeU+hGxEHvEaDxHZvf24Hs76sbtWQOlaWHn834fWkhWO0SIeybX0jm7uYGsCilJTW31Y5Eh2Ntolqw4TIg35+5kzcAaqLphALnB+iusQ92mULNdAm/AZl4BIRn80mf7eIbXjq1l89RmDDPYOKnsGKA2NEF6S1+DTABl06Jcc+fNfmS1j/e9EaDknQ3F20oJk8UaluOQN+o8JermJvLRe6+EktRJqSyt/khCU6+B0MaJaPgl2l9kPCkxLIf+6TIPD+fZO11237WhZ3hWbRJZhOVw363VamBlrruW8D0Lu/qHsWWkMVGht8ZN22GiWGmSSy/03p/cQbU40vQ4QOfsZvS9v+DhiYcRQjSMvy/EhDjGUxZT3/0upbvuZsmnPkX2xBMajufKBuuufCvPkQ8w+Nz/5BMTf6Ev18e3/vFbnLCwsX2M/ePfXng0px7Ww+4tL8F2JJ857ChkZQb+9O8NL+fsiSfQdeFrmP7JT6jt3DlHjzFixHiywLQNTE/ZlDJCHI2H1qPdvo6SawEVMyqesGLnycsKA5YbX+iRCD8za7ORXHfToQdoz+/023nqWTgGsmzY7Joo+h1NVSYjurJXqom5LMRhktVMGOmQcBPZhBUzxzAwh/Zf5mU+aEp55+TswQHhkWHHJb/SYXC2wuBMpfH8/VhXPeuy0b+X3LoHGK80kkNZMyi5cdtSSm7Ze0tjMqbRDf4Zlm2zcXCWkusimR6YJVGz0KoeIZYMTFcoGRZ7p8pIV2UdqkxiuVYpX1mmueeAh70zO5h1lHXrYXPANR2OIctR74WNA7M4UkbcrytWmZ2zO3lw7MHmln73sy2VF0FgIXYo3nprZP4mShbCMmmWlbd1fBrnznsBKG7YRfG2232DtRPq13b7klKSrY7RVtzjr10xh3xqwg2o5siObwBgvDLMTnPE7bPZggrmVn2aY9FFXKad0CaKIsDqGRONO0h1/Ukk4/kqttw3BTVsA0dKyuWSmteB+3CMcDK2YMNINlsTm68JNQ0sydFLkk2fu31K5khwJLmKwWSxynTJYKwUhDFIZPOH2aqqx9PbN7CCDY+53hf5W+4KCeVeo2vJn6sMkWpr+xuGNctmomBQrtmR9WK5JF4Ph5H4wkkcu9FDIVWokLtjA45L5vWJWRJlw90X3fdLzw55roTl8De1vOORWO5G8g0qiVafNc7efF9DoM3+EBPiGE9JlO65l4lvfZvOl7+crldc0HC8atpcd8UlvNi8nr6nv48vyS2sn1jPV57/Fc5ceuYhkPipgYSu8Y0LT8UxuumqXsCdk+v5wxmvgS1/hA2/bGjf+4EPoLe1Mfq5/zpgsXgxYsQ4NFgzdBs39N8AElpLw0GpHsAen2R4tsp4TpEdiVLePeWtvv5npOySxx3cY3qtwNprf83k3q105LchJIjSGC1F5R4X1u2HZsvMlg1s28GwawzM7CQxGMT6WZZNrmrOaWkNv5d01yVSqfeqfVthN4vH1pAwo/GQlQcfpPzQOpxqcL2Rfh0HqxDEi4qawcr7NyGmJqnZtej7sO76I5+82FHboVKfydq3JLpzGVK0kZK8WaXmxVTOkZRICKGSIHm1QGs1+vrXUC1uw3SiNXhlSFE2pEXFqrC10iyDuPqRKxsYtsPAtJscSwsU4ExlHHNgF9JURCehC6SWoOzU2FYZZJc16nbl3Q2xT0L88Mw2Ju08k46yUI3mqswMbUfuvSfSrlwz6ZsKSPxMdYZt09uoWlUwy8jCCFgG7bd9j871t6K5Mm+b3oJt5kha+YAQ13J+xmCPmE1X65NOSf9HT/8IuHGaTsX9GfZG8CzE7jw357D+9oTfd8FzC5/eDaVJkiW1UbOnuJlJp+D3NVjexkhld0OX+y9/K8EoqQ0G28FbsHumSozkq8qV1783jSQ4HAYwUzaZLZkN7SLyINg6WuD6jXvBc1NuaB56f4TXRcN7JpAjjIplMFUyIm1EpYy1ZUujruJIhGWzZMMgSx/eEXHgtaWD7djq3bH5GqhMk6sYftInEMqtvG5jxk9O5v4fLBdX0sjrwf1QVM+EXZcAz/vVdiQ3bN3hx5CLQpEV9z+MZkYJruWS2nDCcenF2kvZtNRc67gi43ZeeWEkBidYsGNCuTPvR7dzpKO8EWTUUh0MHroI/xzpk+37Ru7jtr33cM26oWAjpDxFujrxiHYgY0Ic4ykHa3KSoQ9/iNTq1Sz51CcbjjuO5DdXf54Liz+h//ALuHKRze1Dt/OZsz/DCw974SGQ+KmFwxa08J8vO4HtO09geebpfHnmQUZXnQ3Xflgl2ghB7+pi0X/8B+V77qFw3XWHSOIYMWIcCHhKf8IukamMQ0nFg6mYONfa5Hgqnooh9iywep06snFsPVuntzZVaFq2bETfOcBYuHRMrUBLWSn6dp0iaEmTglFQ5CI3SHrt/f7x/skiU0WDmumAZYJ0osqxlNQsB0c6LB5bQ6o2FYk7TLpZTHW7Gg1NLpdUfVzHoWSWMO2o62R102ZK63cyUZjGdmwSeVfhHB3kpv6b2Dy12W8buJESGTv8876+6YZM13qxgLltL6LkkvKw5Qm4s7CTLfk+t+99KI4jgVUXJI5ZJWkW9mkt82Q2bYep4lxuo3Xn+4RY0tO3hplb/oIzPOme4lCTlks2pWshDhPiuWPLwzV5a268ouE4zJTNxmsIbQzMFPcyvPHe4NjoRpy+OyiWChT2jNA6tBlKJczRUSbKk2Qro6RrM4F7aXkGCqOupdSVV+jKG2GOxGJIIpnQw0mQfAux9AhxeJ3XWXOl40/vrtldTceKRA4gyRe3MV4JXOc3zWxzreWNrvENHY09rBKGOTbeBgWgNmlmw/Hp9TI09ilD1nCAycpkxF0doWJRk8WhIGt32EUEtxSbO1o1lDjNnmfZpXLI4ly11PktWzdi7+3HKQX9SSnp6Rumd5OSL1EzVR1o32VYkTzdKiMlGLlRtuenGMzVxd9XC1HibihSOlGozyYt636qUbx5nC0bXLN+gN0TRb+NlJJizaJi2GwcuIsRd1NSH51EAMlC1IvDdjehwlsHztjDwQeXQIcziWtSsrk8ouKBm6zLRplD49VysOMGOvI7mq8x6ZCqzSKs4D2ye7zgunur9nvz3vpQn7seWsuiB6+hvoLAvhAT4hhPKUjbZvgjH8EpFFnx9f/xs/aF8cufXc1rx77G3gXP5mfHH8W1e67lg6d/kAuObrQkx3h0uODU5Zx/8gp2bXoxlmPzmcWL1Wvp9+9pSOzS9apXkjnxRMa+9GW/bmaMGDGefEhv6UeUq+CqhOEkL75Lp+Mp9a7Lq/u95qpfVVfZ2jMzyGxVvQ/qFXK9OAtAwtdgPFqkYI2PU7vuJv/IUHkH945ELYH+mWbIQr3nNpjYghNSmiUO44OzSDfzbtKM1iYOXDJFNHZ5cheMbwazyq0Dt7Jl5t7IefbsDBXb5IHcHrZObUF4NZTdaxpzM3Qr2WCqFq3Z67tvuz8ni42WXr2Qx57JI/JFRbSs0Lu3Pp7TkRRuvgUxMhhpEpgHaQKBOfgbZqe3u+3rrNrlKUbyZfZMlXyrlNevOTHrj+84NvcW9vgWYmHbjBdG2VwZ9Qnsnvx2NpY3NIxjWg7jxapKCuTei7X9Mwgh2D1ZZCxXxZGOT4RsHDTDZvH6IVKFqmt5hY7c1gaLkrzrj0xuXAu1fEBopeSuXVPuJUrMu++kvPaBCHmQLplykDC7V1nX/G4FNbtMyME/OE8IqqZFcd0OijWLe/tGKFjB30SvC89CHLl9+bz6wjcbS4Rhqc911kc8gh46P1kapb2wi0xNbUBUTJvts/2MmwWfXDbAkQ2Edn91fjMP95Ha1Vh/Woklo4Qe2LF3gjX9d/HgmCrBZE1MkL3lARLVGul8f/DM1cnRvWeYxeuHmDALbJ3Z5n+/I5QxumpVuXfkbkzHAKSKLa6o59we3+S3WztxJzW74o+hKiVJanYNhKRlui4rtBIo+lmod1HFsphxivRbk+HGDdcgTZOaZVPw4p6lmzSwyfUKKXl4zW2k+qcZzVVwpM3GoZzfZjRfZTRfoZKvsnTjDuSg2qiUugYIhBW9Z9K2oD7BmduXOT6OveXPkB+sc/+WGNJiJtcHVs2//kiyMPdhq18zdmUWwI/xryfFmlUlZc7CTGBQEUhsKdk7HdUZvfWQnKmgTUY3CPeHmBDHeEph8jvf8eOG00cf3XD893/8PS/f+QnG2o7jL886j19s+yVvPfGtvOXEtzz+wj6FIYTgcxecSG/LMrSZ87lz/EF+ePoF0H8H3H15tK2us+RTn8QaHWXyqu8cIoljxIjxWKFPFUjvGASkUqIj7psKvoVYOiwZvonWgrJeebVV79+jlPdtIzmGZysucY5Cc12BC9WoxdODvXVLgwd0g/HQNsAoBMqZq7BSK0YUtpnqND27JmmdCFl06t0VTavR0lVTSrLjWqcs03O3dq/ftrGwkQLKVhksk2xlFNwEOpoI1DOBcmdVFnVvnKgLahA/DYOFAYpGQY0WlitcricsrlGE8jROuYy2dTP1sKUzJ9EZrQ1QK01iS4lZXw5oaiem6xq6cShHyVXuc1t3U9621xeiWCswZRZ98i0cG8u9xznpzp9scq+lpH+6zGzFZrZskjRn1fl9wziOZLpksG5gltrgXlpvU5ZEU1ok3Ey3ba4VbWHfH9HtCi3lQSxpk3NCSrZRguIElJUnwHihEklUJr1rDs2P9mCfmjfPSljN492vnF1goLyNopX3r8GHEExPjuJUaowXqgyVd7HbHPUvWuJgh2I45ZSbe6Naw7rzPsSuwGVUmBadD4+S2jsDLuHwJi5nldkwc3PECivcdaq5bvCbhnNsHSmQsyp+OINXdqm2ew8Ldg2weOMwla1Rry/LMqCO0PhjSIk+XSA5PImoWW6Ztrq24fhjYOBP17GtPyD05sgIAkgVKziWEbi3S/efoT63Ts0Elxya4w3VIOtwf76f2dosuwoPIpHY41tUkjvpYI4HFlEpwXSUVbViWli2w+apzdzUf1NT92E1btQymiqUmZgts3tSbah577XAGyC6QWUM7MWcChNtAZPbg0RndfPWn5slMVbEccIuzaqN4RJeadmKVI+68+m9Y+qeWyklWqUUGcNBgnTI7djM/evvBTPq9SE8V27HQvbf1czLGcs2KVsz1MMx1NqzDUli16aGzQ2/ekGTGIHpUjQr+33V7ehepn4RzMF8EBPiGE8ZlO65l8lvX07nBRc0jRv+00238vwHLqaQ6mXNORdxxcPf45VHv5IPnPaBx1/YvwN0ZJJc/obTmBk9jR55Ft8cvZX7j/1HuPkyGH040jZ70kl0vuqVTP3oR9T27DlEEseIEeOxwI8HDrlrgnKbHS+4dUAdz5XQVmVKbNd9z1WEZ8o1rnloEN0lLVtmHvZdRD1ojufOGFV2LGlTsbyYTbdFSLnaOr0laDw7AIVxhOOQrs0gaoHyGe71/rEH/N/7rHHCUDq4g/7wTjKbN0X1OPd6qtVZd068jQD3uKMybAsHEmjo1Ty6XSVZUhbaMCH23P4i3ddpnP4GgG0zWZlkqNTnzklY4roatd6xsU3Ikeg72cNMdYaNpSF2VScAmCyELGWO5Sfu2jtZ5O7dIUuk9EYMxhzJVSjWLDb1TVKomEG8n+c1pLtkyLFICB2Qkdq3zZKaeZZEYdkkXGuqNpP3rfwSibG7L+I6KV0HhoRhN+je/bVBJux8EB/txVhLSXbjCHv7J/y2ul0hOfIA47kSdqhclh/361rHwqSsKmtIIbCk12/4+ixSRi5CCLznZapoMFM2mCrW6J8ugW0hhtepRqYNjsn4wJQ/76mpCUo1C3uySV1ru+RaG0Pz6H5IFap09wUW3KJpBPfJ/a66ebNvFTWnclRNi9mywY7pGX7+0M2AxK4ZFJxKk9rFatyW9cMkB8YRrkU2nS/RvmWTf4/DZN2PcR1eB3tudePFJY4VyuzstS+EXKt9oYO+Ck7ggqwJDSmh5lSwHIOpGZesOTZm6J3jSAcHtUZHZqus3Tvje3BYzvwyVi/aPkRpc79/v30X/oHQO0VKDDe0orZzJ1vWrWXUng0uxE1YKJEUqibmtCuvdKiYFoZlR2RtSCgmAyss4NdEFqal5sEKySYD752SYTGer4JtMludRRhNNgFC68kozfpfaxMzFO9QZZJ25/cwWRvCpt4irTYBZ7evI993H5obP99X2EVko6DOKt4MreOFSEmn+ZQK82Wdd8sYMZ7A8OOGj1jNkk/+v4bj192zjlNuext6IsndL/0gX1z/Lc45/Bw++cxPNiRziXHgcMrKLj5z/on0b3sxHfoyPiymmWjtgd+903WrCdB7ySVo2SxjX/hCnGArRownIcLucUphUb/3T5UYmnFLh/jZo506i2eAzM6tLNzlWnKMEi0ziqwFbtdeJmsiP3eao2wvrHVFkFRMm7KtFMBcpcbuyVIkvhggYZRImjnE5Lb67ho+ecqpEyql4rnp6oW6mFpP4XUV/gb3Ukcpr0ipSve4/ThNtDJvQ0BKiT45WydX0GfX3hFa7lMWXl1LgJRUaqHNhJCFJZyJe7g2i9GkFI1Esn12NzXLZtzIUzYsto0UyLmWeSENOvcqpby1tJdUZaKhj5pjMWrP+MPXTEVCq5btrxXPyurFJGqOOuYp5gCaUUK4WZyLNTcpEIHSLh4Ol40SOHZAiCVO5NqFo7JI65bDw+UhJu0Cno3dChFpJbSr/GsaWsVEHxiLKOamZTE0lWNgNLyhErasqW+8rzyrcRK3Hm3EQhwlnp6soEhJ0b2Xs+Uq47N5Rby9kjm2geMEtbg9GQrh+x/p2VH3wEVrTlmbe7f10zO0x5erb6qIkJDeNUnlrk00w4aBGabLBtNmBTOU2G3MnqXfCtZEwsv27vatF2vKOwHo6R8mOZtDMywc6SbbK4ySqoUsilM7gw0EKTHDOkTEICujX4RJa0jd04QWuVcVwy1TVitjGKGSQ44Tydw8VTT8Das5LcTNNm/KRoOnhbpWNScjxRE2T22mZKo5KdjVhk04UBbfwZky2/9yo7qkkAyO4/gy+TwykICEFcQ/o7mx3pbNZKnG0GwFy3afqdCzV6pZlAyLqlHEscMW2XDWLfc51AR7xoMEg6n+IKmeSuAnG8riOW4JKS9W2/Liz60SlmP5m1miiYU4ky+ih1zWtZD7tzIQxzG3aOJuAAEAAElEQVTEMf6O4McNF0us+PrXG+KGb1q7idXX/isLtSJ3v+QTfHr9N3nm0mfyxed+EV1rXiQ9xoHD685cyWtOP5Khba+hYJb58OrjscY3wc2fi7RL9PSw6OKLKd12O8U1aw6NsDFixHjUqBgWpu3QNTBGwq3LWbMcchWTguXGXbpKTcKYQSlHAQERuSKpwb0kxwMlShRGWbhxY511QCl8ebvM/bWdDVYlr6WXPAZg2o2xte2oUqW7SpgtEowVqm4Y5hxKlJSISoXqzTehD45ExgKpPF/qMrwauX4wigi74ltujIEBpO2ouFfbIeEINJcU2ppSy8IWYu+82vZBspv2YE3sReTz5O7YgF1U7s5Lhm+mZXrWVzYTIuHG2ak+NI1o1u+QYj5uFugvTzZcriNthmcr5Com0nao5UogbaQTbEwky4GCnDZmm05bnzVBRSpluBZOuuO5xU7nVdmfUJZpPymRK2aiNE6mOjFHihwBRtilWoQIicQxKhFS5CvW7ngD5iQ7rRF2miM4llozgQXe6zeoxyxcKcpOjYpbN7hSCshZeIVtKA0qIuB26EgbRDirepgQN54fJgHenJiWyX17JikZFvr67eg7B5BmVVHsOrKhhTf8I9y7jlyU8ixeP4RuV0gZs/7GleVIhBAkpspzblRb4bjluhwhYQ+BxHQFXFd+AKm5NXWlxEqn1PlVk2LNpmLayJk+Wl1Ph0BwgYNDT/8IZihHQQTSjiTVIheKWQ5dgveMZarjdMxuxpYwMFOh9Y6NWGuDWtFSRgmxkBKtNAmDa92a0NF5ESK4V8Gg3s2Nzs+28ohaI/2DFDauA6BqqxjcyDoIv2nceOKqt/kQcuG3pcR017pTH+YQ7rBcRRufVsnoKgXsSp50bQbHUnH1ODbp8RkSrku6RLJleisTodwGkWsO9x3KNh/eAPDkrt8E9T55ngD1tYO9tWjaTrCf4t6PrsFxMhuCsp1eHoLQjM8bMSGO8aRHJG74qKMix/5670ZW/PFCDtfHufufP82lm67gpEUn8Y1/+AYpPXWIJP77ghCC/3zZiZzYezTG6Ct5IL+L/z7+OXDXt2D3mkjb7te/jvTRRzH2hS/iGEbzDmPEiPGExEzZYO/QDG1j03TtnUECQzMVJJKSpWLfPAU/XRkGCWXXdVQ6Em33IOn+XQ396uUamVBWVk9BGrGnffe7SKis41CoRi2evs5epyV5Lr/j+TLT+SqJu/dAf1A/OEICJGiVKpQm0bffjzDKvvUiURkhN7yObZseiGQVdswKjG2iY3ozjlT2wcr6DUjToGbbZLZN4NxyD45nrds7QmJ4Ek0qQXPVMgOzKtmTMapI667iQ+izbpmT6VmY2IruVEi4ZI5agUwxmrgobG21pcOUUYpmkW1CNS1p+mRH75+iunEXeqUUivP0MoU3mas6SCmZrZjcmt/GmKWUauGWZNGMMk6uQnK04N4TFZOtFPOoxdapc/tu2bqTnl2NVjTPAu5ICUMPUpkN2gS1p9UP5Z7tnme7JaC8cfxLCq6tw619PWxPs7s2SWduC5gh9926eRjKT1Pxlf3o9cyG6jRLN+YxHHrvE1evljQesXBCpXtAmirWt57oalozWhAkIPP688rleBC245MXj4yVHZOcVVF1c8O9+VZpSBlFNzY4CgeJ6ThQC8Vna8JfS1Yqqb5yn9tcoUCz1SSE8G+FZdRnYA5kDwZuvialUUWu30xyaIKW8jC6VWDB1jHahnPgZzN3x7EDN2R1vQ7aTJ/aHLKr9XwYUSuGNlIio1Kf9bgm1eZPsVbXXtbTRoV81SBfDXt9OJF76Ujpu+OPF6oqw7uMJh0E0Gbd5IBCoOVHSFUnladMfhDpSKR06Nw1SNpNICeB4Vw5IPRNkjRIt2GYBGvlKlVLbVyUDUu5urtX1j9dpmxYMNuPNVtEc88TZpWe6XVB2Tj3fk7NFsjdvYeJ7eMNGz/JiVmE0bgpFbtMx/i7QSRu+IKXR4794a4NrP7L6zhcH+eBl/wXH9n+fY7tPpbLX3g5LcnG7NMxDh4ySZ0r//V00rXTyZb/kZ9W9/KrZUfBb94GuSCrqUgkWPyJT2Du3cv0j358CCWOESPGI4WQkoRhKg/OpK4UelQ2ab+NHSj1Kt7N8T+HkTBLpFyLowPopuX3InyyEiWrHhkYmK6we7KIbtdoLfUrN0GnmYKq4mABpGUE5shtW0P9hi3TrnnCjTdOTW4iaShiOmAM8ofhhxmaKTNbNkPkUymQmulE3CuHZyuM5CrYjsPOsSLjMyX/WtPb9/rK6027H2RnfhNtpT46Zna5MsvA4GSZ4FhE7I3FccDdaPBmLXQdw/Y0a/N9jOQqzLhJaZrxhuTm9STdmqSU3VIsZi2UH9mJKNmTRpClWSKpjOQiiql0HGqlGjlzFks6aJVpWirDdM48TDIfkBvhBGVkIvVYpWyISU1MTJMqVKP7HELg2MHIDpJqOJOubz10k3iFzq53yzRsR1niQnHBmepYiAS61vIQCau3cD30cL+KwQQ3rlP4a61cnVV1nqUkUTPCnqpKQluiV016Nw77c9HZP0Jq757IGNKuoYnQ7oT7i2chrtkONdNmolh1LfxhyzNYdWxAs0Pz7s7PqJHjzvxOGFkfGlgGAktJ5+QeKDV6G+TKpr/WAguxQA6PolerSKEc4L0ET9r09gaiKaUETWC5bUSojJghbb8UV+SdU09W3Z/ltb+itvYGMjv6/GOJmqWS59mWWmfeM+w40XhcGViXrTriq9tVEpUJ0rXpYEzp0lHLRp+JZqQGyFdM9kwWKVWbv6PC11E1HTdju0sejVo0HECCNjVOetdWHuifZs9UCX/pu9czYs3g1EIu4cjI8yNRibmKNdN3q7ewlXeN944Umrokz1vE32MKwj88sbdOq/fpeKGKemuo4y17Z5iYKJGvmtiFsi+DF3qhuUTa21wQjiRZMWkdnKWlPEy6NkW6NgOOTdu2Plo2rWuSET0mxDH+DrCvuOFf3baOY697A6v1cTb9y5e4ZNv3WNm+kqtedBXtqfZDJPHfN5Z3ZfnOG09ndvBcOpyT+XzG5K6EA796cySeuPWZz6T9vPOYvOoqzLHm7jkxYsR44kLgKEIMRBQSGVh3VdbSsFIeVVwytQmfEOO2nazNMLpxLbZjUnCi7pL1jniTtSGSZh4hJZnqOG1TD6sszvUKsuXVdHWVLoDxHbTnd6JbdWXgwtZQoexmftZoXPdk08LJ5ShZFfqqk36JnETJwAlRpWLNxkFiO5AzJ3zryKytFGatTj1LGTkQAikVWdHdpE/Ve2/CHlPxs0IGSaJkQmt0i3UVVUOaTOQNqqZD2U+QIyHsNu046JOjvmuvRLkrhl1iHbzkaQFtytkBsXU2j0UIsTY4Ss+mUTTHoc+YYMiYJF0dj2RoVmK6hDjC29TnsIXYljZF0yMY3g6BZMieorhzKy1Ts8jIrCtorpLvl3kKDePNmWcVnSzWyFdNf+6EaaNv68Osy+Tb4mY1BlRN6xDat2zzM1sHFmIHfbpM6/0DiD0P0NE/4ivzjk/GJMJxyPhkWjVIFUukBvdGVrw0q6RLFdJFZeFOGO46qtnYUjI8XWS2bCr+OpqjfUTd6469M8xu7sOpRK2tiuB7MgTjpPqmI+0k0D12t/853VA3V8EMxXR7i7RoWIw/tJ2eLdsRjkNbbgumHZDmeirj3ce+KdeTwLJ9S+Xm0jAPl1yviFBJqYbs6O7YW0byTBRqUBynZaLIgvVB9ulqrUrFsv14VNu2o7HC0kFDkOqbRuZmImRS+PG7TZKJuVfhoWBVKFYtDMvBlCbD4xMwtQthVpmtzfrtpqxcU/dfKUFYZsiLQqF92xZSo8NBKIlUMfR6zc107lQoGUV0u0q2PNKk52Ce8hWvhJi3HqLXtdvNvi+k2nDZMVaI7q41IaiO/8yU6Nw7w+7JIjvNSapOeNMINKOAtKr+9WkhjwghbZJmgaSZg/wIldlJZCkfHkb9mGfdaYgJcYwnKeaKG5ZScsW193HijW/iSH2M7S/7b96/7Wp6W3q5+tyr6cp0HVrB/85x+uE9fOlVJzO0/RW0ipV8sHcB28bXw98+Hmm3+CMfBttm/Kv/fYgkjREjxmOCq8GJOsXQL7tUF2fnKftNMwkDum2jF8pUKgUGzBHG7NnGGDm3sefeWD+2blcb1GzNJXhVaYGEYlW563aMb2DJ6Jq61o2fArnVWMmtW6ndfRd7KuPMWhUqtoHlSGTFVPGGbhe65qWEiloYy26WWS3kIt7dN4SwHKQuQNos2DMQxNsCpYd3I2oGumkEBDShAZIZu4jheKQfEpogSgGl/78xuZ2KuwlQyQ+TMyb8YSzHtSRJJyhNLEPJr9QXvmuw328ovlvkSwihCL2JxaxVds+vWyMEZKxeofVc5G0chmpDDXelKk1KOCT6h1mwewgpoVLnwts+kq87L2QhduUdrkXLCQXzJKFc9eWomer7pBFsnsxUDIyQxThvz6CHkzQJRQsSM26po7JBy+gU3rbO+vIgA/aUXzVGd5OIha9TSAfLcZiwczhSIqWFQKC7858p7Q3klZLW0kBAcmYn6HJr0WZnyoiZPM5Q1O3cey7URkZAgpNeHd8w56nU6r+aE44M4qeLVeX1oTZ4LGbsPBXXHTvnlNlTncCWjn9PbJfY+QmcTAsSiYYxdMempaLIcaY/SuC7vUzo3kaOY9MyUVdqrVBislz1n0nbcSIbMUiJbqu5SK97KHLl3nvACbnht5SH1GZVaJZsKZmqVSi7ni82DgmroGL7rQp9uX7/uRp2E5OF59d2PKtpkDDOci3/Wm0Gza6ilYqeuHQMTNM6FE4+pazoCbtC2Usm5sKRIEMu4gBWKJmZGljRRz+OWUKxZmHYlsoH4M+V4z4LsmkMsbfpMGQqT5t0bZJUxb1HVhUmtvqbDKLJ+14A0q4iy1NMVfZEjpVkzc93MB/EhDjGkxKTV12l4oY/HcQNW7bDZb+6g+ff83aO1kfov+AbvG/r1bQn27n63KtZmF14iKWOAXDBqSt43wuexvC21yNEO+86bBV7H/oRrP8/v01y+XIWvOMd5P/0J8oPPnjohI0RI8a8IRyT1tKgKovk6U0RfSSwNjlEsy5P2rlQR1F7iETSNTDiZzQOJ+JSv4QHcQgnVAp10hQJQ1mbRq0ZpFR1XouGhb5lD1RqkURUQkLVqlBxauQNw3WNjiqKTkWRHMd163R2jzKaqyAcGYlD1IRHqN15cZW+qmljO5LEuqBEVNvELK1jBaTrjqg5diSRDoDYMeBamV21O6HjSJspp8CgrcjWyMhaap57tW99Ve1Nx2bt9ACDpT0gbQZm76cmKz5V9KyLQtp4lNqRToN11Suv5dvD3F9sHN8imzTqSly51uDAGBwiyV4HUlm8PZfpsjSYsMZVD+56yTllBu0phGMHmWyNMrvzdaV4vGG8HF44ASd2T8tUJ1VW65A7cM0KXHE9guS5W2fLQcy2rFvbplNDSKhZNgmzSNIsNloQpX9DAKhJE81RMZe+RTtMynHoN6bIOWVyTkmRDaEImZCm7z7cbOGLyF1TbeqphrDVtZrSpjDYOH+CEEnf07gxMRcNkVKih6z5EhWr7s2zFiIwOavKHivI6u0g3U0wJa1u2X7poDD0UFx2crrccNypmcHYRhXdtCOlgDRpUpWGX75HOg4yFHIhpKRUs5guG+RqUcLt1UiXde8w3a42zErJDPqUjonmqJh9oXsZyN3x3PvlJ1WTFnuNQWbNKbDtho2/THWUztwWUuvuwXSJuF6qEdrJirwzI3W1JWQmN7qZ34M2Nk4QMuJJZVqkCmU0wyThuWBLIvXIh2fLDM5UeGDsIVd+Sc4J3RMp2WtP+rKpZyMYd7wyje6WroPIPmBEZoCaUw09rzBkTVOz5ki81gQxIY7xpEPxzjtV3PArXkHXy18OqGD9D/74Fl6x6WKOTYwy8srLedfWq0lqSb537vdY0rrk0AodI4IPnnMsLz7+OEa3v5mqluGdKw9j7NpLYHSj32bB299GctkyRj/3Ob8sR4wYMZ64SNhlhLSUq3JIfU/UZn3y5ccm1lkKDGlRclylsc5K3OA8GSIpdQ3RpIP0U8wGil7LWMFrEoHn4lmyaz6JcCQYjsVoZZzU7pBLoYRdla3sLA6Sc5P/+AYTt2fLLaxTKteo2WDPljBstRFQza2nVlPEX8V2qmQ6QoatH4qQizonyYThqDEci4RVwhGCiUI1sFC7cYWePHY64buBOzhIx2DMyDNkTRO1iKpxJ4pVioaJZTss2HYLHfltZMujkbKEjoTW0qD/nW1XXfKqBl2wYxTpKrxWHcVypPQJqHBkSG9VseST02Um3HvRkdvmq/+OY1NyghjhMHHR7Rrp3B50SyVu8zI+a9L069ty17VM5ZRSLEVU5RUOiKqJEYoDFX5MpE2mOhWM69jkKibBXYqi/n7lKiYz5bBlWpKrmIAkaeQiFFRI0KwySTNaQzvrJp4L9yFAEXXHUS6/eBsrakehpTxMa2kIm8By18yuFvbEUPQ62kpzrXoFWW0aYO6tm5mSgWHNNSuNcBK6Hw7g2BLDqVGlGsy77ZAoR2ONhQTGN6uEUbaD5hiuxVUyo1XZ5LpK21IyXqgiq81rivsylANyWmgSt6usmAF51B2ThRN3kHZrcSMlYzM1LNuh1kB03fdb3VqTfpmmYJ7DRHS2tA1hldS916IE2IsD9xLFme69zVULCMehrzYYuljlkmxLh8HqTh4ydjNuFVRcfYjy1a9XX3pHUqjlsaUZ2cxU70YZZKd3ZVq0ZTdtk7PqHSYgZ5ewfXd7X6hQrLFDTYYyvkv17redYEcsvJ85bhYolYKM3+2ZpH+eP7d18fwaGmXTcuu8xy7TMZ6iMEdGGP7gh0gfc4wfNzySq3DRFdfzjr4PclxihMlXXck7tn4fy7G4+tyrWdmx8hBLHaMemib479eczBnLjmVm11uY1lO8q7eH2f97PRRU3LCWydD70Y9S27yF2d/89hBLHCNGjP1BEipj55VXssq0lvpJunFw2Wkvi2/UVVbIKNkJ+vRtnkHbeiud9I2MaE7N7zes9CfdsjiGpZLSlA1LZb0F3/6Sdy0XUkoG7AmG7Rl0Lxur25/PtX1ri+sq7V57TpRBqizXsxWTfM1ERyAciW5Xyee9xFiWm1hMXaFuBQTGtiWiTqHWTBWvqxWGVTZYKRmrlNhYGOHBwl6kpkiOd8lma4rikcHfPuGYPvER/tyof7YTxPVJILVrM9nZKrpd9ZVx3+opgwQ8ZmkPQCgOWbksT9g5v/awj1IZUVVERzcsapZDsabcRdN7RsnOBFajTELzs0wX8tOM2DPUbBUXGl4jSTd+WCAb9ka8+rYi1N7Ws5EmumHSsmEEezYce9ic1I3n6zIrE6ydeng9eIRHt42IFS/hlGnPb494QqQq464VkYiFTITYgQQEGtnKGBAkfZIC3+IpXHKfc7xyOc0QtUYXZYWqjLqVa/shEt715KrN6lfPDTOTQKI8ITRHUrBmCBN0zbRZsEMRT5+sSgm1AncXdrGrOEqmMkZLWbnDD4kcNT8kwCPV4YRRjdiwe0ztu+1DTkdPA5DOVUkaqpyZVhmhv7SZ3OCDCG8ToMl6Uc9D9HvPcjxqT4Vki7ZRm2kus4y87zRMy1ZZnkMwLJP0lg0Yw0FiUhwHU9rsscYQUlnVZ+26XAgwZ2xtvmrSX5tmdOjuyPdlWSNdm4Kql506OOaFAwgEk06hzk3ZfVc7ktZSv+ojBM12yE4WGZ4p++/17p2ToU2RqKyiwXtIlfbzPgkpo1bkuA5xjKcipGEw+IEPIC2LFd/8Blo2y4bBWf71W3/j0zMf52mJIWZf9R3evu2HFMwC3z33uxzRdcShFjvGHMgkda5+4xkc3n40lYG3MJBM8Z5Wi9IvXgOGevG3n3sOLc98JhP/8z/Yudx+eowRI8ahRViR934qRVALuRwqdVw2eH40VVClpzg2KlnJfNUluo6vDKeMWQbK29TYoXO836qmsvQVa5af9VageWY21VaGVNWQwrtw6xi6ESUAEig6VUzU95bmXx0SDcOxESGFX3hJtnK7/T40x0R3k3vpThWtOOpVvVXnSAfhWBHLanV0lGF7mqJVU0RI85RoVwGVkgz9WK5FJVwGJqxUao7FVKkWXKZt4AiNhOWOHVIu7Tni8fw4QgIiVg99Oq+swfWewjTxAPDId2gOvI2DSJbpOitnRFWWUmUXD/W9ML28YWyAjt1TgYVyrphDGbWCep/qFXSaXE/KmEG365LAmRaJyca5Cm8kJDQRrEn3u6CusBO6fs3df4qOm9S1CF8LavNG203YeWbq7pvm2AipMlw7daSvaNfIVhqTMUWpe3DORCjRVrFqMTxdwbSlH6MrhfAteYlQ+SEvDtsj3zXHYqSac4m/Q8Iu4ST0htWjNS15FKDfS761D0oshYpN7uqfpmt4AImkzxhUmxZ77qFl2PVAaMherza56rMde/ffiazZxuzOUgJWmZHxCdejADSEbx0Ot646ZcarfUEiM6kIpm/tD49V5yVff0/r0T7RmCkcwHFzHHh9CXezDzzvhej705sH27Ka5odASjqGciRLoQ0Zy/HDY9QfgNDfFRGc58HbkBPurqgIW8L3fZkRxIQ4xpMGY1/+CtX1G1j2xS+QOvxw/rpxhLd950Yud/6T4xLD5F59Ne/Y8b9MlCe48kVXclzPcYda5Bj7QWdLkh+/9UzaOAZt8iK2pFK8V45Q/t3bVH09IVj88UuxCwUmvvXtQy1ujBgx5okwsZAhVdmDgwSrfvfetRKF6px61LI+FhmgZWSWnp2Tbm1LhXB8asRZdC6egxvPG1JiIzlh6iwMrVN51ZUIjo/aMxFrXcUsuW0ENhJNaL7yr5s5agP3sCO/hapLojPVCVIVJbduV3FqRaziBAM7r6Ot2KesKkIEZnCCci/FmkWhVENoGkgHx0uGJMDECsXJKsXSCSnhQoLmRC2D6eIQFoGVMrC2SKYqNbYag5TrzmkTmeaTS5AsTDrKldywG+95fcktLTR+pC+pLMTpnEp4FF5js1Y5Si4ci0x1HN0OKhiIUKKjOeVtGNbblFA/JxwvIVcQQ1x1jIgbqBXKSNxIY9RZiWK1/suG9poQDfJo/sJT19+aTuDayBvmzOcO/pTPnx2057eTNIskajbFOivwzkpd3Wc/xtcjYs22rxQMR7qbCAEhRjQmwAtDD1l8vYdTuNtdTkLDi+/2LIViP4S4WCuquOC5xhMCGVorumm7z41DtjJKypghX54FIFlurIGt0Nh7uKYzKBfvMHnz5688hR7KMq0BjmM1bFoA1JxKZKywi7DnHTFtFiNWZymbP19hqKRqTa7Be0eaVVWqjuDZsN2f+nhgBfZIqjbbt8/x1LMcCocwbTyn8WaJsbSG94jnwSMbNsbmi5gQx3hSIPeXvzDz05/S87a30vbCF3L5LTv56M9u5xfpL3KsGGDmFd/hbTv+l8HCIN9+4bc5edHJh1rkGPPE0s4sP7roTKr5Y2jNX8T6TIb3z66lcsMnAMgccwzdr389M7/4BdVt2/fTW4wYMQ4VBHXWO1cXKclaQ1tHSkQxnFxFfVeyZklUgyQ+fjeyUcX2iEemNuErTT7Bk9JXsvdF2BQSSAntg8oLJUwa65VCn+B5n32dXpIq1khXRtk9rNwNpdCQqBItPnmTgpxZRErqYleDubMcydjMIENl1yU4TLBcPd0IEzDTwa6p+sB6yU0EJFw3aC/+MOyeLsQ+uJFEMwsBi3J/WtJhwJpoanFZkuieqzM6BmcVEbedhjEdkcSWDnkZtZ4Kr6RVMxmrNbr6pmgfztE2kvc3W3JOJRK37Md2h8vlNCPEyXT08xwKtEdkDGnhSCfSbHYOq7jqrnl/+1LTo0tdRixrXuyncEz0iuFmDXfP8UIFQqcbdmPZKTxr8j6EEBISlopRnU+iXks6VKRX+5o5+xZSokmBEMIvoyOF8J+rlEhEnleJQDjBWpchQgyKEDuomO2ya13en1VQN2zGrNk5hRSawNGi2auXdKQj7b3kX4btUOlqC13fvscOQ+Kgh0IjbHdjr9EaDDVjbldrgbJoS6Ku7pnqBMlSDWdMWbNtPeOev39CLKTVdHpyZQPTcZgs1iiM7Ua3yyTLldBzJmG2yJSjXKszxjRpY6o+B2ADNNtRyRi9PiRYtqQWqgE+N7zj0UR36jpiQhzjKYTKpk2M/L9P0nLGGXRc/G/8+/+t46q/PcSfu/6bI2U/U6/4Dm/b8WMGC4Nc8aIreMaSZxxqkWM8Qhy7pJ0fXfQMZiaOo6N4EWuzGf59z6+p3Xc1AIsufh96Rwdjn//8fl/kMWLEOEQIK+6+UieZcYqRZqahqsNaU1FLQkFWmDRGGKzuiXZbZ1mpV3LS1WnXBdC1G0mVWMlDm5bdJwHxkvwkK0qps13rUbJsoOejZCcoGxXE1nro3jWpZPWz3AoKNQPNoY7UNEt0FEWh7Na/xS0XJVx3RHfcsLVICK9Gq8S0HFUmxo9PVjCwfEdWZXmcm6g5bnIuiXKT7taUwm+7brrha251yUsm2VydzMxWWLxhGD3XSBorLUsYd3KYdRY9TUiQTuO7Xkqk67KumQ4tU6E+pYpz9K/XirrjQxMLsQT06GZJ/bwE2YKD72vSipBMk8axApHnmOcQc8pVjGim38hajwztW4injFFadgUbRzNlA8u9Zs/q6FnjK0YQn+790ByblDkzp9zhbL1NvMJDzSTTdgE7Uqd3P9ZHd0NGkWAHhCDhZlzW0NQ1ehsaSDLVUCZnRyoC7X6stWcw6zxNwu63ubLBVDG6IZeomBh2bU4xdbdzb90DtGZ0wk+tCIeAJBo36yIbMf6R6ICOjG5eSCTlmsVAXaywg6R1dkPkM26t6rZiH5rE3cKTLN24K5BR2vTsnKR9OIcU4IgEjpZyy3Q1v/bgXGvO+Hgv1KRq2qTLY3RP7kAQZJl2CBJndUudpFmIbMg1g2ba/mamepNDxbQpVKOu1vsmreqlFUkY9gjUxZgQx3hCwxwbY/A97yXR00Pysi9x4ffvZ82Gndy46OusNHczecGVvHXHjxguDXPFC2My/GTG6Yf38P03P4OxkeNYUH4T92SzfOCBL2Ns+gN6ZyeLLvkPyvfeS+Fv1x9qUWPEiNEE4dg9L0ttWJlJuCUwhJlEgJ/ECqB1vIAlVQkR3a741gyFOlbQBIqnutYzZCRmUw+pOvXZXwEyWlqRLfdY0VEKdLZJyZZ6Oaw6xVfKwHVVupZOTYqIe68qe7Q/Ta1OgXRdpmWzuiPuuEiHkmEzVVJWHIn0CZ0hLd/S3qyHpXo3nlgFp+Lft0rNIBEikt739dJr2v7USdlACCQ6ZhPi4CCpOkbDGELiu4T7vtweb6trbPnzHXYhjVr91JKJzkaDhc//IjigojS9eZBNr8HDVMlo8q10rZqG+y+6IeBbt91kWVFCoOa5YrtJw4QAITBsxy0LBT16W6Q/UfdTAkkzR1uxf065BZCZKpKsNCbNCiMvK4w70Rjk/T2tXhI7L0ldslKL1Gn2PATMZDsAKSNH0U2wJR2J1EUQuy2iMewAmVzw7DsycOX1+5cSUYomSQvDi9MOEyt1v0OxqaHnWXMMiks60KRJwq3j7WUMj6BuUhwc/36GYdUF2js4YAWbipZf+syzlgPCy+s/l2leRI7uL4Z4LpfpuRB+L02HNkD9LO376UqznMBtXpmwo/2L+lUcOuYdcd9t4Rb7csVvkGHeLWPEeJzhlMsMvue9OKUSpc98mZf/fDNjExPcvuxbLC5tY/zl3+atO37MWGmM75zzHc5YcsahFjnGY8TZRy7gu286g8HBE1lWex13tGT44G0fxtx5I12veAWZE05g7MtfwqnMv7ZcjBgxDg3MOte/dE0lakkInYxI+S6WoMing5cICayEygjsQNOEQfVwnID8pWvTpGuB9UuLqEhRtSdLmoyWQbMcnxB7xE03bRqyQKFqkHrf9pljdUfDcqr+dAIFWgih7NhSWVWzyeZxrQ2KnEuMPMUzXOdUCMGEnYsQp4ptUZZVXzs0QqTNV/SbEC2AoqwGFjopIxsK9UmnpGtOm0uZ9CzHUUdzX5CGcj8Aw9aUK15jui3HTT6WdkmP0Z52e26+PiIW3yakPa2nAMiKlDtAo4yqHydyPX5RMSmbXkMzBPG/ykJcsxxqlrNPt856C7HvMu3eT2VsVRQzW1EW43RrO4JwAi78cSM/Q3C0VN0Xkq6BGVomi42NQ5hxCm5sd7C+yoZFrtxsI0CNLVwvAy8ZE+An6fKoqJXuxNGS/jkFL45ZakhN8+dSamK/5K4ZHLc+bzPomqJVUett9JmMrqv5jdloIZZ17yb3+1C7dNHAsWyqdZscYWhCa+rJEEaybEQS0hVkdZ9WWxWHHT0+V6kmCAhxSotudHp3tJkbeBjhmOBKdnHDcSehJnlf3grqwZIROVtmmm1qziHDvFvGiPE4QjoOwx/9GNWtW+m/+BO8+m9jLEjWuHXJN+mc2czoy7/FW3f8L5OVSb5zznc4tffUQy1yjAOE5x+ziG+//lR29J3CKuPVrGnJ8JEb3os1eB+LP/EJrOERpq7+3qEWM0aMGPtBfh/WJY9k2XWKuKfod3UtVF/MgwyDZwXS0AQkzHzkmEAlyckkdbLpZMMxgXAVslA8Jt7w9dYlqJkmAkjlqw3JXfxMsQSktWVakTezJeUaHIXrBj5/FUzIwGXaSrRSySxF+vQh6i4MYCOZdkquC6qGiWthI5Jfx4deJ4un8OtWmVTIshrOdA1gu/OpNbFcJzRBqz/fc1HWJtfqytfAc6SEOmusrXtyz9W7DP3WjHyo79o0tQHTSE6jnzVN8y3t+xq1fl1nRPRzZNW4fdXSCyJtPE+CiDXSO+aE4sq979y5kWk1VndLcp8yRsaqL/MVckP2psSzaEug3LKMcssyLJdUhUlc1XRCFnqwEq2RvrPGbKTWrAfHvZehrZ4GOSUiYo2Uuka5M1pOS2tI1tcIaduYydamxzRNKLdsz1JsOyTu2UWiSYkpFi+k2NvRTNQmskfhMBchDuTv2TVF28AEhnBwROjdJeutwZ6b+X7udshjZMSembN1wiq75b0C6E28a+r7bfjaI8SPYNPC1pIN3znexuFcfty4GxYyStwzszEhjvEkhpSS8S99icINN7Dh5W/jndtSPO+wFH/q+h8yExsZedk3uGjH/zJTneG753yXU3pPOdQixzjAOPeEJXz9wlPYtPt0jjBezo0taT7+14tILdXpfNn5TH3vexiDg/vvKEaMGIcU9eVmACL2lzoly3M51D2iIwP3yjnhHhO67lpg60isO1RCE2h6o9ojcYlek6RLDRmQHYOEVUZYDt17pujePR1t77oqu60BSBtuttejFlIRGtOlWkBM9wNf91epYVmY6sRIdeHoqSDRk60IiAjREo+PCAFJoWNKK3DF9a86PE69NVEdT5mzJIVe58Iegh6Q8mYIxA9mxcwGCm81vajxmqVgud5DUiQaji1uiSrLFbfTqjkHCRKSlHvP9XorKCEy6Tefy1UzaCcJ6jbbc1y4meyMJIcK70EIKSMxxB1DbjI3lwg4IaGEjO4MeMQ14i5bD+E+YV6cex37bPYkLWpPR0i77rohayJIledZtAEckYqEH8y13WFlkljpIHGZQJIRKTdGXUSuo9aZQSDQ0ZCR0jmSiuWQXjeEVjGRuoh4NDi6Rjqh0dWSIpPU5kWIHWmTbetqekzXoi7TiZpFJZzYK7Qmqova8aq27XfMegtx6HNuZbf/+3TI/VwTAq1YwXKMyLjKPbuM2erds/q3XjOEHIqF8DfJ5gtvYywlErSIaDI63wOmiYNFSzL6HLelG5/rxrOi8C3E+9l5EE23veaHmBDHeMJh6qqrmP7x//LAM1/MR51jefuZC/mu9kUSo+sYetn/cNHOn5Azclx97tU8fdHTD7W4MQ4S/uXkZXz9tafy8J6zWV37Z67LJvnkH1/LgotejkgkGP/Slw+1iDFiPGFx+eWXs2rVKjKZDGeddRb33XffnG2vvvpqnvvc59Ld3U13dzcvetGL9tn+sUK2tTRYpBrh0Ta5DzU+Ck3TaJksRmqZQuAObLen57DKuiM0k6nOrdDLeBvUra07bpgNFuKUI5T1SwhqCZ2yYSOlW+4pse958OMZXYOQCBH6RJ0LsJVJgBCkRMIn20JoJFBEP0zuGxVXQa/e6c9V+LgAurQ2skndr23rZTfeL6tvcnj6mF5/buxEtrEBkBACqUc3KISEetvR/ubPs5p2a22IJgTbI58+wQp7wtrVBvm9j95dLy7unHPsRXpwTEQo8VwWM8+a5pBf2Y2TSbkuxiGZ6iQQqGRnXgyvANA0HC3pE+JQfrvIJaZDsbaaJtAI5lszvQRdIOunuHVRw7zM5TZeXNzOxLErAFisd3FMYllAg0Pu6ALP7VfQobWoMFIRuieOxCjWQGg47rqPhg1AStfIphJolhPZdGkGKSXpdOMGSRjeZS9oqbPua6GNDrfcWbPnQAqBrQfEsX5zLewyPVduAA2BMC0co9yweWhnHWpt6ZD7frBWpND3nQwNtS78c93G+j5OCluzvfdQQ13guvOTutYsUqEBAkiLJI1RwApOQq1Nu6vxfRF6qhosxI8EMSGO8YTCzC9+wcQ3vsn9xz+bTy35B/7rxav5f7OfRht+kMHzv8ZFO35C0SzyvXO/xwkLTzjU4sY4yDj/5GVc/vpT2dL/AlZX/pE/Z3Q+d9s76XnLhRRuuIHSXXcdahFjxHjC4Ze//CWXXHIJn/70p3nwwQc5+eSTOe+88xgfb14zc82aNbzuda/jlltu4e6772blypWce+65DA0NHXDZ7KRObdUSHN/iOIernVDWpalTls2pLPpt3Z+60PzSSY3HJULTlAIbgiRwBZT7IMsedDcTqjZHTFz42zAh9q5BhK1LSzuYOWl503582b32bgxxOF5wSbKDhOYSYHC1YdcF3CO2QqDXzbFnGaonxR1aCxnXLVOLeGMKevQuwvdKE4KkrqG71h9PzjaRYaHeEZzqkby62TlM66n7JgoNsJI6Rh0ZqT/BaWLxD1+tZnvErvka6i+qDM++hTiS/ExGatp2u9Y46dqIQZG2zLImpFhE5Yj4LdR7u9ZJ7jhQXLaCRNUiO1NGNxoteX48qxB+LL7adMGNlQ65Fddbk13y0tUX9m4QES8B3bW4J3XhE1APs+Vo/VmkbFqaybPVObpaIxoCLZtVJNvNCg8S4SaJws0erQuNI7JHsyx1mNrIcN3Gq6ZNoeYgNaHIWbDrE7lezbKx0wlKi9qQTdaHPwda8/j9wHFb9ZkO3UgpRJBhXmiktRQCqPS0NPRTSy+immn0gAjPkI8wkayL7ZfSpHVgoGFzTmq6f15S84i3t32oNVnzoc9uSTgPdkrNRUfL3BsJNfe90aW14iQSVHrD5aZk5Gd4xPClCURToi4ErNAX4CX/qoefOyETbGplkvUbZmqdRLufv6t2TIhjPGGQ+/NfGP3Py3hw5Ul85YQL+OG/nsgbdn0YBu5j4KVf4aKdP6FiVfj+ud/naQuedqjFjfE44Z9OXMpV/3o6Wwf+iSPKz+EPabhK/zHJlcsY/a/PI405knfEiPF3iq997Wu84x3v4KKLLuJpT3saV111FS0tLfzgBz9o2v5nP/sZ733veznllFM47rjj+N73vofjONx0000HRb7ZnqdDE2tdPcotS6lanqK1fzdIrYmC65dxgZD/cRQtJMiKlFIw6zGHq7ZnXRNAT2udBck/RfWXsB1fMZciSlD2Z8uoLmrFSicCRdOVUQgNTVNusUkSJEWCpKZkEUIl2sEdRfiE3/1GNF6XL4fbNlGLxuoKl+BFEmwRkH71Q7Ik0U2SxnmsLmrDDt1zgUZnNkl3a7qhrUDSktSp2TaRGWpyL5yERkemLi48rIBLxyenDaqyEDhuMij/uvbhmp/UvLj3tD+XUgiqy7vmPAfcMlfu72Y26btd18P7xrAdzM7VDcfTIkmyzq1fAPnFbVQ7s1R6WlxiiU8um9zqSHxvVM5QNnHHoT2tQhAcIagd3u2XISq6HhhhC20zC3G5dQXFttV+KEIyoeGs6MU4egW2b9mXtJSHVGZpPZgniSClZ9EQ6IaNkJJcdgVS6G47gQzdzvpYXLMlpeZgjgK4auOjcZ1mRMpfQF6fIuKCrWZVAI6e5vBkL0Kq59toi65lKeqzmte548tgI8m7lkxSi3i4eDLYtoUmLRIhgu/490sCWtSTRgg690Fug5bqf88C2+x91CGy9OqdLNI6SPb2qo2zpB55nrzNNQH0dAebA5q7QQdQ68jQKtIBUa8PR/A/N8m87RJhJ0SIE5qIvNKTZk4R4ki/MSGO8SRD/tprGfrIR9m46Ei+8/yL+PW7zuD5D7wf9t5F/0u+xFt2/QzDNvj+ed/n2J5jD7W4MR5nvPD4xVz95jPYOnQ+K8tn86s2jVueMYKxaxeT3736UIsXI8YTBoZh8MADD/CiF73I/07TNF70ohdx9913z6uPcrmMaZr09PQ0PV6r1cjn85F/sG9yFya0mhZYd+pjNAEckeTwjhXYejaUqTo4v7wgmgynbcRNoqU1ugmuTvT6YwmNpq7aQlq0aVkcLeTe6CuzavxmmU/VydHrrnVmfQLSluwmK1K0kQwsHGH31zncE8NullZHFqM948dFarqON6JnA/KzYuuayoIshW/1Do8Rdtls9+bMvwzVzkj3zCnbilQPq1ILWZXs5YhkL51aC0sT3f5xL/7bJydC57B0t3LrTSWotCwJD0hLSqe1WTyhhHRCw5ZR0pMu1NAL0eRhyXSCTDJqAw9bxjTHoLawldqS7gaXU0IRh94GQn0W7fCCWp1Rid6sRAuVdA9ma4ryoo45NWnh9+1esNdfqDRXJbu06Vhl0yadCjpeqnezMrGwweonBBS6s+RW9QSWUiEwE6pkUYu7pgXgsO9NqCghDrwNhFvOKeU/E96zm9inBTS3tJfCosVIoDObVNOkabS099AmsoSfnCR65F3g3XshoGWySPfuKaTQMVKdfh1iL65UChrugZlNNryQIh8dJ7K2AFpEmuV6jyLnYXdsI7w5pOZYE4J0NoUmNLq05hmgZfi+A5W62tjeDHeILL0J5WWgaxozqxdgp9RcZ+uSsUU30VwLvCSwrLrLt7SoY5/uz/41pxJozwo2X5qdkdXSdGgttGhp2ntfxLLFvaSSWuRl1kHGv6iIlVgEFuHjUyvJail/kKjnjwh+NhGipXsh00ctxOptrzvibhgkdT/evpbpxdazvjzzRUyIYxxy5P70ZwY/+GE29Kzilxd8gN+895kct+bd0HcHe/7581y0+xdYjsX3z/0+x3Qfc6jFjXGI8PxjFvHDtzyDvpELWFJ8Bt88VmfgeJi86ipqO3YcavFixHhCYHJyEtu2Wbw4SuAWL17M6OjovPr46Ec/yrJlyyKkOowvfOELdHZ2+v9WrlwJ4JcQshKtvqLsubWFXTyFa7cFQEoWaFElp9KymKSukUnq2K5CHy6j1Mw9EZorc561wEq0KiU3UR83KDGSnUrBDlmIg5IvUY2qPluwIFqD19GE74qoaxmWJxaQTnQjdZd8iTpLbeQXhWomuHcJXVNWZb82agA//tBNT2SpoEBAZZkGcEJ1e4KkWi5Rq1PQ1cFkpO8w2rUMKS1BSiiL9JJEF0m3bFFdjmo1nqbTrmfoyWTpPu4UrNCGg33kiojlVNSdLqRokKF9tIBWV9dXpDyLeei7OtGdpM748c+jcnhUfwhv0iSaxE57CJe0Ed79k5Lcii4cXZtzYyOMyPyEmIutNVrIAZZ3ZUlqmu+mnRWN5aUKsgIIv5yU5y46u+BkPzbb2yoQArqaWON9CA1R7yEhJAgo97T65E3JEFxvfQZpCDasciuWgBAs72kjndD9Z1ETgiV6N57dHiAlkhGC5CCwuoMNAC/Ds6MlsVNJqst6mF0dZOX2/SE0lQBOak1cb0O3yZEO07VpaukFWC55WqR3qKR8dRbi8LkSLwM1pDMp95AaqdpZn3guui7qyxxJdyZ7E10s13v8M4yODMUl7RyVWMKi1ha0w9Wmk5AOUkv56zvlushLpNrokyqxHkCls63pC9GP/XcPppMaSXdTSrqbKd4AGXfDIZ0I1oWZ6lAbcS4Bl/49DdokQkHnC1pS/j0UmkaWdOAFEJLvmJS3MdT8WRJCw9zn+nXHkODoWaxEi9tbbCGO8STBzB+uYegjH+WhhUdy+1sv5afvOpvea98Ou25h9z9dxlv7foVE8sPzfshR3UcdanFjHGI866iF/PwdZzM+dSELCqfz6XN1jKTFyMc+hLSbKHcxYsR4RPjiF7/I//3f//H73/+eTKZ5ZuFLL72UXC7n/xsYGFAHXN2jmlnkZyUOFLBwbKZDOFKvQ2thpb4wNIJrhdEEuc7jGwVokvlXfd34fZtrabESbdi9J0CTkh6ltsPJd56AFLqv4BspNw52HuVCBNAWdk/0SGmihVLr4VQ7jqCW7qbUdrirBNa5TtbpgJNnqPwYKV1Tlhgh8Nw7NcuLvVRWTY+gCQStIddhw3UFrhLUW12a7GKB1s7KlGsFDmVm9hMwaW5MMCKaZMydB+2kY4KM0QLQNZxlixpZKCC1JAhBJqVhZm2Kdi44mEn7pyhyFMAz+HnzEpSXahxDJLXQWdFrCX2B6ZY0yiTrqbt7XUJTbu31WaY1gfRc312l38HBwPDJg643j0VtZv1V1s1g4yJ8SWH386VuKSHvsEe6kyErryEtRSk9bwB3g8NJB4mHgrkQ6H7N6Oaqv1ZvQZdqA6DWmmKmYvqy2IkMuWWLfHnrk04VVnQxdvJyEHBUb5vvFh++f9KdeSEdViV6SUZq6brlsGSw1iNy6hpGbye2510QskLK1sVUsksixM6fi9DvjqMSYZnJdmyXPCVFgu5sEpFub3JGMI9ZrUURQi9+3vMiWdhGfnkQT+4lCQuuSaFDa/EmwT8utOjGzonpVWptIZChWNla63IqbYcDkE2pOWtWws1OJpo+L10tXhy8204G8fOem/2+3nh+OSrP44UETkIj525OSKTvxiyFpjZC/EdUkNISnJBd3pBBvtlmSxjNwmEA7FQb1Uyv/65Qng2PjtrGhDjGIcP4T3/GyMcu5cFFR9F3yWf51hvPIPuHt8LOG9h67ie5qO/XCAQ/OO8HHNF1xKEWN8YTBKes7OI373oWlfy/IqyTueJcjcqm7cxc9bVDLVqMGIccCxcuRNd1xsaiNSTHxsZYsmTJHGcpfPWrX+WLX/wi119/PSeddNKc7dLpNB0dHZF/+0PUGqdHrKoC6G1p4dQOlWBK+mRZ0ExDk0IRm0xSw0y246SUAltPhGrtGdpDJFFozRO6gIantVUziyi2rQrcp125U66VpENrnhXZ8KzWgkiCISPdg6ZrOB1HYCVaGXfyTNh5X141DYFQZrLdt9gkQnHHvqSm4yuNQTIwSWcmSTalg6vghi+zW2slI1K0a1m69TY6XItYfbKmBa1phEv66q2zAonenkXPJKO3QwjIZlidXsBSl9i2t3dRbllO7ojlJBd1UVrehtOWpWIH5WSW93Zgn3o0mUSGtlDWXjPZgUx1NLf2132eOH4JiXQ6cmyp3k2qLs7WaFuiLH9ShuoiK4TrBSuC1iS2V2gcpi+iRVPWrhlr1jOeAsIv6xRGm95BrSUgxEHcJI1upQ3XGSL3ngyLFeHIaim/5E2LZ9lzG2mWgy0lTiqL1BKQ6QA9TWlxO2bLYr/fTi1LVgT9LHAJa1NCjNoUKBo2OprraaHjhErpJMJxug0PmPDj3us9ZNU9sUkI3X/W/ThqvRXsgB6lRIJl2SPVqQ4sC9cebsJbZf1DUN9QSv+Zt9JJciu7sfUs2VVnqizacxAzKQSdiU610ZdUayn8bpOa8hhIJTSCuF7/qCuF8D/Vx9P6FvEuRaw1oeG4XhDeBou3ORLpXejRvRxNa5ozwXejDnucBIxYvUOFoFtro03LYqcS0ZnwNh/8DR6dUm87s93L1MZM6OVnpDrVPQ6dq2TQXE8HEe1zDpjJdvQ5CDFaUoWY+BZiOdet2y9iQhzjcYeUkoGvfo2pz32Ou5eegPHZL/OJ809E++1bYftfWffCj/LW/t+S0TP8+J9+zOomySVi/H3j6MXt/ObdzyJVexvrVjyNB44SDF/5fcx1Nx9q0WLEOKRIpVKcfvrpkYRYXoKss88+e87zvvzlL3PZZZdx3XXXccYZZzy6wTVoERm6Ur34dMHX6JXS2K230aq30NUSzooqWNCWZkHWVXJDMb/NIDUV29iRSdHTmiHpZzoOzq12ZUn2ZAMF2XUHbLAeeqLXfe9nnDYVievKJmkRmUhSKVdYrwM3xlLZi2rpwJ0zoWks6zixYUwhoCubojXjlkUSglp6AUnXqp3WEkpLC8czdrb4YxpdRwbfhzLOApycWqWSGQll+VqRWBAkCfIItRn1qgls9lFSlk7odGVTdGVTynIbUryXd7fQlk7Qk2yh1SW2MtODoyVx0gmyx6zEdLMwh+f+8K52Dl99Cqvq/r6rBExujlxNRJTb+lt3XOvhnNa6KnIsJRL06NGYTqvFJThScmw2uim0qPVpZLrPpJJVFs3GGGJAaKS0OmLguamikkXVozsZ8ngQzYt9NcKzArsE6Lhe/4izNOgvLRIsbEv73g+eq7+TUPV4Hc+zo3UR6GkVXxmZSsHyxAI/SZbuznOijr4lNZ2lqU7flVkPPZBWKhlkFnYn30x2YOtRa7Ha72lM2GQl2kBoCCfIAq6s8ZJa60ocoWP1LKR9URcAGZIkNeVuK+zmsbjhOUQIhFSxy7LJ+MmK6d+/Sk871Z4WTnrNuXN6xfgvI6EBbvmxhHre6zc32jMJOrOeq3Awqu2+AzXAaI1u5PjvPFH3GZAuIbb1NAvbU2pjzzvmtnfcvAPeHbK1BMtbGnNABLcwkMt7LzjeGhdqPq3uVoy2dHTd+3K65wglg0nonrjPkK23IBafSELTVC1iAbX0QkhHn08phF/7uVlOiVpqQcMGnSeKd2/9TUNnrorY+0dMiGM8rpCWxc6PfJzi967muiPOZtn//A9vfd6R8Nu3wdY/c+8LPsA79/6BBZkF/Piff8zKjpWHWuQYT1Cs7Gnh1+96Nj3O+/jxc1ZT0wTrP/we5NBDh1q0GDEOKS655BKuvvpqfvzjH7Nlyxbe8573UCqVuOiiiwB405vexKWXXuq3/9KXvsQnP/lJfvCDH7Bq1SpGR0cZHR2lWCw+onFbUgmySY2s3taglHixbQu1doR0WNCS8S1cYR2tQ2TpSPSgCMccW/0hpSybDLJIi5ApNa1rdGVTvhrVnepFaMoNu3l/AhkuL+M2S/jSiQaDS4tI+2V/3PRDHJVcQoeWxdbTPslOaIKzTlhBUk82KHxC4Fst026VXc967mdkdS1nRmsa0bsg0GUT7a7LtFQuhQI1bwgSIhFJzgUBkfXmQLPqMvAKAI1qZhHltsP8rzVgUXsazbLQNBFJztWWTXLk4nYQglaXoMlWReSsVFeEhNXfz+MXHE9GjxIQ5VIsIGRB8pT9llTUzbJDayHjusDbyRZq6QVIkWiSOyvIdFuvWGcSrXD6eVROOqmpMt6ttdGb7PX7kakWjFQnIEhpSUDDlA7dralItutmJW9yh3X7FmKkkmVZtjEUzCNqTkfGPZO63YCQRa2lh2qLijnvOWkZ2tOXQshlWhOKaDZLJufg+ImpQGuahGmB3u4T4kQoK7OVTtLdmmJpKG62lu5pWHMIghhnLWiX7zzGvS9ePeWgNFlrJkHhrOdhrDic1qetoLc9Q4+bwVkIbZ+Jz7xnLnwvjVQXtXR3w4ZK/edEnQlbb7ojp+6sJgQikXCdlcOW2nBTPfJFUVbdJhpSb5zrTq0xN4JA4KQSlFpX0JNpJ6lroecoeEaklgzbXHH0JCSaWVUb12Wbe8+shCKqtp72ibF3T2rpBcx2nYj3HhQCrER7yPU/wUKtE8cJRpACcDdI2lpbmF3yLMqtKxF6irDbTzatB14WzeZcNM9poI65WwMhC7GUNlLMecaciAlxjMcNTrXK5ne8F+tPf+A3T/8nnnfFV/jnpy+B378TNl/Dbc99L+8d+DMr21fyw3/6IUta9+3eFyPGovY0v3rXs+lddCk/f/ZCWgc07vn0q2Hg/kMtWowYhwwXXnghX/3qV/nUpz7FKaecwrp167juuuv8RFt79+5lZGTEb3/llVdiGAavetWrWLp0qf/vq1/96iMaVwBtaS92TWCHYt8qCzyXYoGQDolEirZUguLhCyPWkEWdS+lOq3f/vlWakNXNr/EbKGPLsgs4qW2F37ojqbLw7isBklXnTtsusn7cKMCCJYFreJvIKLfTDtcyYznU0gvIaClwVB1Y3ztRE3R0tqtY07DFM/RLj9ZOt9bqXwcoyzJCKfdSS+AktcByLSW6nkC2LEICjuNmxjWrfs8SnTYyZBJe7GswXQLQXAtxr97pyyOEwEq04oTcmIVLmhzDUgp6e0sgZ2g+e9vTHLawU1l2ASeRhUyXf5GL2tVcrU4Elk+9rRXZHk7M5NaiRVkLJYJqppdKdimd7v0J30HNXzsCI90BCBJ1SrXZkubo3jZakoF9XwjliimkxOnoRLY0T9SW1dK06kHSN9m2TGU7TrZjZpdTzSwkpSVIapofoxtchUImoVE85Qiq3S3udkXgOpvUUizWgzkCGupGeyvdPvEo7BOPonrEkmAWst3oCddDIqnjdLX4VjOAROtCpKYhQyTEky0rUiw6bllI4kZKIJFqo0gobwZQc26nUiQ0oRLptfRQTS8KX0IUHiF2+zeTHYia4bpMhwixGw+rzNUJpKaju+emdOH34dXMBVikdTQfV+C6fLsbIY7dyID95yR4f4SRJOR14a6pjJYh6W66yFTCNVM2t0kK94WUqHOp17xNEXfMld0tIASL9M7IupHdKnTA7DocKRK0pTrJJDLKtV3guwerfA0CbzMMwE6l/bnbJzT1TrT1LBINY3knjpaimu113ztuRm8tpXICuJ8RuBtDCquzR5EWCRzHCV2D+w7sXA6dyyCl3imeWL6rvz8/+37fN4NhE0nuJYXAFDqW3jJnrPycU/GIWseI8Shhz86y8bVvRN5zBz991mt5/RWXcfphXfCH98DDv+W6Z72Vfx+6juN6juMH5/2AhdmF++0zRgyA9kySH73lWYh//CoPrM7Qck+Se656Ney+9VCLFiPGIcPFF19Mf38/tVqNe++9l7POOss/tmbNGn70ox/5n/v6+lSipLp/n/nMZx75wJ62hGB29QJfKSsvDEiPFBqifSm0LmTx0Ueyolu5NmuZFM7SoIxLM+66SO/gyOTSqCHG+yXkApzWU3QnW6KttDprTuSoYPzYVeSWqfGXZY9icaIrOkYyanHpzKbQj1mE3Z7Gbk0pxVSZbJFCWWlBKVpaW5uroIUkl0D7UhAi4uYrUJYZj9j16O3KBVnXmC6bfjtNaKSTCSSSZIhse7fgyOVvZFWylyWdGUU4PBdXlJusbjpB+7rZFCJEvtOBG6ymgbV6pW+NEkJAp9p4EEtOJLHspIhSHyb9XhbynlBW8dbnvwDnqJVN70oZ090Q0CJxgmF4Rj1dU4RKC1tPXZhtLaxa2MYzVvdELtZMhmPfRaT/8LFwnHGQpFej1H4YqzrO4IyOVZBqIalpDTWpS60rSegaJy3rUhZIlwwJKX0LZLsbl+6XgKpb3X6N32RC/UslIy2OXdLhW2oF3tpTmwetHT1MLzgR04nG7Ktr0Tiz/QiOa1nC4kx3Q5ymQOA44CUN7mlNsbJlEeMnHe3X1QYQ2W6spPt8N7F8ooVCGgjlCBB1MmnhBazuu0+WBBzW08Ls0aupLK7LWdBkSN9ZxOtSOnMSnnDSNhHcYJU4q84tpK21V12BEJBMIKSNJoNY/HA2+ERnG70daX/cWrpbTQcaemhzwiPOEBhIc51PwzlsKcnTj8F2PS58cq+pzQxvY8VMKo8FSTD9jp5ENIltF8CC1hSzh6s+s5rrheI+0E5bCilU5n2g4fo9yq2h+cncWpNJTly+WEknw/PgbrIkMiD0kPVXRPYQfGu5/7ejEZoQLO9qzN+gxlEbBGayk1Lr4bSmFoAQtCS7sVLNrOTNERPiGAcd5sgI6195IWzfyk//+T184Bsf48gFLXDNxbDxV/z+rDfw0dGbOXXxqXz33O/Sme7cf6cxYoSQ1DW+8qozmX3XNymlNHK3ZXnwF6+HbdcdatFixPj7gq4pRVeomEbr9BVkz1qFV1LVTHZQbFulYl4znSQTGildVy6kyUQkEUwzQpwl7Se2Ei75EYGm7atTuqY1dCBTSeYqwzHzzOfgJBOUFnW7Y9cNHg3CBJSoTkuK6vGL3SQ+6iK7tFYWJJfQ6tYW1dra0dtUzGQ4QZbTnoZkS4jICg7rbkEgqGYXKcIkNEynBSPVhZ1ORCzcmlClqRa0pmjNpPBIv6eSy0QamU4p9846Q5YmRKjskidA2LVYI5FwLeaphH+ycsEFWjLBJKw4HVaeBak20FN1VvjG3yPf1M2pFJrrTtwssVcjvLFaEhLPfVIXGuWFwQaDFEJZ1WS0z7BbrRSan2RMaimcVLffxom4AQdqc29mNdnsCjLH/QtkuwD8DSCP7Emh+2t0cWcGoQvf5TeBTuXYUGy5K09k/gR06HXW6zqik9Q1f7PBO3dRy2pWd64mk0ggNQ1LOk0nUAjIaEmWZhszhQsgm9KRmsbiLpVZeUGyEzOzj/I3daxCCBAuIfYebdOzLIZj41F1h6N5pTW0EFnKJnXMjs5I2INX/qfh0twYYm8ItVlV16TZ7162Z3eMbr2d1Wefgbm4CwCrqxPZ1eUTYk/2Zjh8QZsf5w0ecVWW5+Aeu3bzVBLZ1oKxVLWppXuUhTyZ9N9F3jiF41a560sqK67AJ7UagmqXqvE8V2ZmXdOw0kkO0xdxTMsy99UWncWsa/1WhFgEx1xZdE1DSEm71sbJ2cNY0ePGo7vv13oiDbgx12odSFTNdjupU/NqCwsBsnm1kGUdWdJ1sfp+JLWAfPtR1NLdLG85hqzexsqW40kuWcnMEfM3rsWEOMZBRXX7djZe8Gqs8Ql++7qP8qkvvodFrUn407/B+p/zszNexafGb+dZy57FFS+8gtZkY027GDHmAyEEF7/8uUy9/+McNgG3b+5k0+/fAg//9lCLFiPG3w2M01dFSUcqgdaWwnZJQKV1OQjNt0ZF4jZF1EonfFdLgmRWrhXBSaj44GMWnUJPskv1FSK7Ca/+cVi4VILSM4/zP7a41tXK8Sf5CrCd8M5Tn6teaSIBsida7UALySskOCgSLoSgLdntD5581rPcywukKS9sw+7KQutCZPfh7hCShC4QGpjJNtcKI8l1rSKtd6gEN0LDdOufJjSdhZlujm7pdWUJFFHpzW+H+zdV6DhBIWJfIc962YKTCTWDmqfAq3hZ90YE98RzTfRK4jTZtfAJQnhPwpVPJekJE6FGCOnOZ0NR4KD17OE9OFrKj7dOY5FJqWvgyKUNtar9bYI5XeajJNTLti2EwGliIU5pGdpci59ItRBOSdaMDGgI0rpGJp1QhFiqZGd2Zxeg1mIzZE49igUnnR6VtKFecHQ8R0tQO+WZdKa7SOoqNj6laQ3EbUlHhqQXZyq0pnOTSeoc0dvmZ1lHCFa2uqXQQs2NVneTqgmpbst0+p/GFj+fSsuyBrl9KyX4HglS6Ohe0qRFxyvKpifRhMbCRDvtIqPq94b78fbG6naAzGQbZtty/7MXLwvqWTjcc+N3NxuWuFmsFyY6OKxzMbhkTOiav+kkkvu2Pqb0oMSR1DUGT/NKyEXXvzJyajhHH4axopNOLXCtj7xjhGBRSy+97WkOb49mYteESomWXn44ucN7UIS4keJVTlxB5YQlmK0qx4HQvXUhkUJHCsHSng5WL2z33yfeOK3pBKvcjaakGx+toZHUdNB0lnZkWeyGNUhNuGXhQn8L3A02mVXJvuyUzuTTluBkgrWvO9E642ZSkeVwubTJ4xYzdUwvpaMX+fXipSZYmF4WeOUIgdXagWyS8G4uxIQ4xkFD7r61bLnw9ZSqFmveexmf+vjraUnq8JdLkA/9hO+eej5fnLqPcw4/h2/+wzfJJObI7hcjxiPAv1z0BgovO59zH5B8K7+QXde8Cx7830MtVowYT3lUjlXuxl6sYJjsellEhVdP12sTsqBElCckpeMOpyvVy5GJxb57qQDFSrQkLDqGbOsilrS3k0lqtKUC0peoqzcrhVJkSaVoOWkZ2X98NulV3fQcvgCrZyG+kuqTcPW5HC5NJHRaRJoOkWWh3tkYjxxSXqUIFPxEiHR4cELy2QsXqVq3rUeyunO1Uk915f6b0nXMwxZz6svfzEmdxyIQ5FYsxpuMFS1LaNFTKJdE4fpMCsZ7FQmnJUP7WU8jt/yZWCnPYt1KzY3pFoAUCWQ2g9l1lO/eWjhiNaWlh1PNLEIArScfQ9spR/uE0HGCDMONJCiq8HtlnkrPPZmZIxZEjzcjqJprMaRuwySEWleWkWXnRBKdJZK6m526vk6XR7jqq5wqIqCa1B0Jjeto4WRZ4fURJdGhk/0vvFJGjh806iWFkizQ2lnWpe5Da6Y5IT6u5zDlmktgvZcNtbRD83nYWWrzo6XNP3Ts0g6WdGZAV+cV244g13lCNElZyDsgchneBknIFbgj0cuC9DK/ne4SKWh2vwQ9GZVxPSU0rGQoNKDOZdpOqw0qjjrCH9OzBnv2S01PkdIV4TkhdRhpEZ2LyHqScHJ2BUvSLhEWXrbmLNXMQhDQlVrIca0nscSL43bfHylduLH33py7smoJFrV77unNE0CF58VDYUmHv1GSEgnsbLLZKfxT1wkcl1CbhrV0j3vcW0uCBZkFnHvEOaxo6WaFew3qmMbhpzyHRUeeouQVAqFpbvmnAE5HC06riicXCEi2Q8cyKtleFZaw4Ei0riVunLII3U9BWzrBUYvbAUnCrb0tpa1Wpp4gk9LITJcB6GpLsay7JXJtKXcjT7QuwEy2B3XG/ThtgZPpjshrpLoicwBqnVjZJKVjzkbTg/WZqi+J9//ZO+s4u4rrgX/vfa7rrtm4E+IkhBCCe3GHtlSA4k6LFmmhaCn2Q9pCsQIluITgEQgJEHfb3axk3Z7O74/7fN9qdvM2yXw/n012750798xcmzPnzDlxcs53hlSIJf1CxYcfs/WXv6RSZ2PdrQ9y3e+OQa8A716Jf+nz/HXc4TxWt5wTBp/AX2f9FYOuZzeuRNIZk+66C//wIVz8rp/rjTlsff8qxMLHEy2WRLJvo2jRbEOD0ojRUJbTQpLFgD/gNuc48nCaZ4wDvT681i1GxxBmE0bVglCN4WCmqOhVPdbBQxiUpA2cdaqK06y56vqCrr1pjsAgP0I8VLCkooyeglpYgrswBW9JZnhfdGPwZ6VF/BW20mTqk9ErapQlXFEDFi2dim/sEFrGTAyl5AwpzpHr5iLqdA/NZ+glt1BUVEKSKRkFLZWOgoJepzC+MJn07EyMij6gwEbIFGxvIMp00KLjC7jZNjiHodpTUBVocpTgMSRhHlNCW35KQA5BQ9IIyiedCjOPpC0jk+a0ZFxZWQijQVMGFdAn29HZLWELnN8fbFw7C2WkUqIAU52DtN8CqaHUmP0QniBRhD/k6hocKCcbMqLKRqJG3DMiNOmiuaY7FQsGJbh+VbOGoWguxlpE6PgKbUD9CDYGvxo5aRPR91GurBGTORF1ZZtLKDSlhiL55phSUIRAEVoaowlFqQE3efDrVDwWA60FmpvneFsBDl17Q0E7C3E7NT/yIRJYjHptQsqWSaslC7/eHGqTiHCbj41EbVB02KZMDJ408j9EoA2qojIkZQimgHKdZ8yMqkMgGJoylOHOIgzJ0R4WkSqIgoLfoKN6fD4khZfNqSYHWJIAgd1sYERWMml2UyiFEUT3d/jAcPAns2rBqJpRdAbazBmaMhwgyRjjUhuR0ik3yczgTHtAvrCk2YMC+aWdlph9UJc0OlxSUTDoDNp7ImAKdioWdIqKKzeVXUMzou4jk17Lz64EFNFdaRNxFx0Wp3FaeWtoMkABVFSjIcqbXkUhyWJsd7SGNgWkqApK2pDwpI85CWHUnnmhxPF2CMhqCCiiPnyBfo6Oj2Ay6gMRscMCTRycSVGaVQsWGNGOiKXF+Izh+AKRxE27pOpIH61logmuWU6xRuQV76FeIRViSZ+z9bW3qLrqKjY6c3E/9AS/+sVBWjS8d/6AZ+kL3DT6YF5sXMsFoy7grhl3oVfjz4xKJL1FNRoZ9uTTWKxOfv8/Pxel5rH5s1txz7+vw4iQEolkN9EWDIb+jLQWqTYjSlEqbUM1t0GD0RJag6eGgjZFK1fBwV198misqQehdwxHVU0oisIgWwFWfcDKaQoMoowWLHo9zUUpWEYdDOnDI8Zo4ei+mCKCOumNwTNHNwUFkZvRbmtscwGwZ9MyegaNuZmIrFTQ6/Gbo1PfQIwVMnJNsqriSEsm98jDsB88M+Cmq2ppboQgy5YVoTgG+yj6PaYogdV7qjZ0DOZqbXQOhWFHYtApeHzhY4KRo4Ou1V5LCiI5hcbBg6gpydMG6mqwzRHXMdAWvz84oFbDYWNDsoTbq6AE3CvjoyjQYs2jWJ9BsT4zNDAPKjNCCStqceYVAgGJFNAZ4/SvgtecHXrlm4YNw5SdRorViEmvCwcNC58RIDrXtGYmpcWaD5mjwop7pCtrzH0RXNdpM+kxqEZSVCsZBgfHpI4l15SG4vPjKKsPWDzVUBRi+zFTqBmWiTstsB5Tia1Zw6aawZ4JyQWISFfrOAqAiOg4RVHx6SxRCnxIIQ56UESgR48+ORDAKsZzIkiBowCL3kpBqpWCFAupAfdon1VTjIVf6ytL3mSEIyfqWEVVaE21RdUrAJcnrOyqJYeCNT0UEG5m0RiS9BZS9NGRyQFS9DFrrUU4qIBOMaAq4NXbwnmJlcDkSagaBeu0abiGF4b+Di7bCAXeUnXoh0+leepgSGufCUWokW0RjEobxSBDVljS4PNjduKNUN4Gp9sZOvMXKCFPSRWhGlAsydGTMMHmKtoUXqR1FSDKMSYipoJdCUaiDu7zByvSXJtDM44KwqAjtN4h1vIfePdYVW2Cx4RRs+Ir0bHRw5NTYcwWE+n2YPsi3n8RdYfW3kcc6TUasEWs4/crenxqMO9y5LEKJRlhD4TsJDtZjk7Wu8cgFWJJn7L6/16k6dZbWJUxmKxnnuH4g0eB3wdvX0LL8pf4w8hpvN+ylasnXs21k68NuRNJJH2NISeH4sceI69O4dcfKpyTlc+2RQ/QMO8mqRRLJP2BQjvlCACrZoXJLhnEqJIspgxKjYpoq1pN4eMjFZNgXYqKXm8nyTo4anAfwmCD1MGgt2A368lJtaLY01HSBoWKCAVETFqlEdYchlsCg/QIRXznqBJaJkyNKhtXM3FErIU0mmnMzwFVZXCGnfEFqaE0R0F38ajIqoHxoNPkpDipWCvndKJLStIUQVVFh8psxzAGJw+OCqwTjoobIV7AFdedoykwfnO0ZVGvKHiDJmuF0PpCl70w0O2BKNShdDCaMhsMCkX6MCA8AA1biFVUux3L2HBwKJ0zbOGLdYnOS7EwNNMetb82ZTz1qRNoTJkQitSt+rSAQa2pVgyqniynCVIGQXJBVH1qMFBZUh5KYDJADVi3PIZkvIHgWApa3lhLYYQSo4QvSuQAfJg1j7BrNBSn2xkyeAiYHBG3iRpdTzslGkrS7WQ4TFFuqw6rdg+6TCk0O0pCZbMM4UmaoHu1Eqk0RGBVzeSmDcfvcNIyY1woEBT2rHZlBRG5piMmh1AUyBiJMIdzLMdiiApMF1Dk2oujnSfVSeHYKQybNpI0mxGDIy3Ulsh1nZEo+HEFci2jKCRbDYG1ouEHxWHU7pWUgCut3Wjn4ORh0ZMsinYfFZnTSIpwyQ65yqNg0dnb5REPyRQhlz4lBW9O2GpsGay5W2cEzm9WzChmJ+QfGJ6AiGmX35YO1lT8QstSrAhC+cqD/djq1N5NwZRoKTYjZoMBg04h3WYMrIfXPCeC1UelUVJiI+ZrhfQBzVYoCuGVA1pKJ2/E5EloSiSOq7ww6ENe/8EI42GFWNtgNZjIKzmcJGsKaooTAh4tER0bOE94m2IIv39FICCY9ntImFD9QgnHMkiachpJEYHlmhyDqE8eGVKCo+SLYHROFuOcue22d4TURiR9xvcPPQkP3M3P+aMY9+9nOWh0Afi88NZvqf35VX49fAKLXBX8ecafuWjMRYkWV7IfYJ08maybb2LCOjdnfa3n7Ow8ylf+H6Uv/Q78HX3aJRJJr1CU6HVbwTGKXlN4swxOitPt5CRZoiZD9akBJa7VFaUA6NXAn6L9wE9JS4k4rRIYFAfX+ak4jc6wFdZkpGnKTPzJ0e54aXpbVB7bIB6bBb/NjrnwQJoKU2MaA/7sdBodQ1B1wUG5Jl+WuRiAFKuRgjRb2J05cKgQmoXKZQqsWVZgSPIQRqWNiu5GFDxWzcIcdE2MbKvTkE6GuTA0GDQVZIb605dqpX7CINBHK/86XTjtkqpEKOnB/iOQuohwXlhtDaFKY94sSB0U7NpAJ2jmJ0WnuXgai4pC51KLBwPgtUZaZxRQdZjSStq7cQY9C4KKnSVdy6+sKridFnKOPxybUa+lbwkEKhqq1yYyQll+FJX0JDOpNiNWky5k3VKVwFpkgq7lKoMDaR2VCIU4OBBPsxlxmoxRA2yLURdSXNSQtTpioB+juAZdeI16lcJUW5TCZLcYSTIbsejT8JmTQVEwFWRSkJkfqiKoEOuU+Jm4R+clkz7nSFonaJMU6IyQOwGceQEZtXvGMm4sIi8rJFuwrsZhQ7VfzE5Mg4tC7W90Do06T4beQXDdLSZN0Ww1BJ+7oPlRq3VW4SEMm3YUZquJJIshtD55UtbkUF/FzpWpfk+or5rtJaRajYHUOuFvs9Vo4YDMCaF1yPGIXEdsiohF4w1MPnj1NhyGFEakjiHXMjj0nIae+jjKVBB9stbu4bYCBuuzA0tCosvEqvmYnWBJCaXLanXkU1UwJqqUGuhX6wGDsI0OTNwF7q3idDvJtoAFVFVIthjJsJvIDkweKAFtNeTAESFBeO5FQQ3c2y0Zdnx5GVSMKgqXDaynD6V9iiDS60CoQb+aoGbs1y69qqC3JeEdMwydSQ8R96o2PxScuIyvEOsVfcR9qcQ2g1ZrFi5TCn6jCZM1lUiCyrICGAPvRxFPm1V1lPQghatUiCV9wue3P4DtqUdYXnIgh7zyPCOKMsDngTd/TdnqNzl/yGjWe5t4dM6jnDjkxESLK9mPSDn7bFIvuIDDF7Vw8nIz5+UUsGv7m6z8x1l43a5EiyeR7DtEuBhqfyphZYfAuDOOV5BqDEQK9fmjBqdBi4gwRCp3gcG1xYohN3r2PzgkM+oNJJuTo08SiErdTuTQ/+33+lOH4EqxtS+hKvh0lvDgM7DmNcmYgSG0HjpcXzgwkIJXpOIx2PGZ9VoAqDjnVYC6/CzU4YXoHNbgKXEbk/ErBgrsI7Do7FpBvRnVZEQ12PBkxK53jGh+jDbiNBswJOfitOgJWgwLU61Ra7VDkwURFRqCjQ4qknHMbkpGBtsnj26nlAPgaG/FBPCmRKzXVlSw54Zy3Ubb1sCkV0nTOchLtmA2hfMTq6pKitUQ5XapBoK4ef3eYOWhmiwGfcRkS3BSINo1WIltYrAzAuVGZDtDkwfdQVFVRphzyTDlBNJhKZiLsrGN1dbXtlhzabNkBtodVlYiDZlmvYre6QwtOdAE1yYKjhp0VCiYk7GwEEYOJfKOaEuy40kNKwmqUY9z2mhsUw/Ea7SH+1gxaFbY4En1RiiYSqtem7wSUdZJIvpR+z/DaWFktjNqTWfsPegzp4VE8xod4MxDEA7Y1iGZ0RNIww15jLG2twS2ptkwn3J5KG2WUafHoJow66zkWoZQOO6Q0P1QkBLtbi1MRkwF4fXQSmBtbzyLakcE+8hVOA7FFK3QBz0QVIcVfUow7VB7F35FUdCpCg6zPvzsBfZHpkoKymQImIXNBhVFBJTu/FREZipCrwNbOkeljGGUc0rAwhojtKIgLFokeNXlRShaMK1km1kLzBYwJCiBoFuIYCTs6MkbEcdCjE6HY+5hGHJzmVUwlDG2XEYZCjjQFp5MC7mbK3o8hnCKLb8zVztf9jgt+JcmKmnm1EDObYUMe8x6e13PlmNKhViyW/h8fuZdcRtZrzzLz6MO4tjX/o+cdAd4WuHVc/lxw3ucVTyEGkXwzBHPMCt/VqJFluxnKIpC5g3X4zzheE76pIGj19u5MCeXnS1fsOxvJ1JRU59oESWSfQOFsEUJaEweDjkHhAbVSoRLXPgYBSUYhTlCIRaAPjAYah43iZaxB4a2A3Fds4PKgz4i8mgQEW/w10742C1K1O6wQqy56UamNcl1pFOcZmPI4KHtzq2LWPwazHPsDigKuji5Qu1mLR9zSnZK1PaqzBmU5x0R0Z+A2Ylh+i8wHHsi/qAFKU5bItcWKoqCHz8pDluobIrViKIoCBHHxTaiLVaDXlNy/AKfX4QDokWgxPNN7YLWUePDx/u0yLXBHKjBfKpKwCKfZDEyqSiVScWp6EYeB2lDImoSYXfMiEA/vmB+05BCq5DlMJFuC6b4CctsGD0kpLBoAb4iJjdCCqqOZKuR4dmOkMUu3ICYvyNRI+JUB4vkTtDcwVFoM2fSZNcUBF1HS8oU4i43y7HntNvuF9GTTNrxEWWEQNHr0CenMCTTwZRkbf2sWTFGWx8D18AYqYRH6q1BjysRVJgUbCZ9VN9ZjXpmD88M5UxGZwr1e9C12aDoQp4MHZI+lLb8g4ONQVXUiLRsWt0eg6a461KSQ4fpIq+xaiTdkh5SJ1Ns0V4LLTMPxDz1CDDaQv0UJLI7m+yD2r0nwvdcsE8gM2SVDhB4RqJzTitg0+IWiMio+uGWRlWhI+iNEL7f9KpCXrKFIRlOlMB70GYNunaDwZ6JOu40dIH+0TYrgMCk05Rcn13LY6x3e7X0SSoUpNnRq2poqYQS8Q5SFSVwf8Q+A9GdpSgKamAph1lnJMPgxKlacKpht/lgFRajjqI0W2iC0Zc/DfKngCEmknSgfp9BT0Gqts8e8kDpmYoroxlJek2r28tbv7meCYs+YN2UuZz87EMYDHporYOXz+SDmp/4Y14e2dYMHj/s8dA6KYlkT6OoKrl3342vro4z//cN1jOLuKrIz7XVK/A9ehwbzniRGSOLuq5IIpF0iLCnIzKGATvIswwlLf1Q0K2OHoBH/J5iTiFVb0dp3q4dHzMQDgWjMlvwGQODnJASGr3WECIUlwglLRyIRhcamzlNThpcDUSmsolrqY3YJMzGsC9sZGhjINOczITcaZpy658Jfm/UYktdSEFUaMpMpSkzldSa5e3OF2Rk+mDSrJUk1VW3bwcRAX6cSTjmzECxWNDjbldPJGocpS5+W4PplCIsPjHlnRY9DcG+L5oWUQmxl6RXqF4/qkWH3ppLoyMLndmEa2QxZkc6LPk+urDOgGtEEcaNpfhSHNDgB5NKqt2Iw2TAq4bXYgIoOhXj2EG0+rOxbG7BEidPqZpspzUjDXsDAdfScPv1wQmMWJfpiDJOq4HBEcF9DBnJ4bKqGpowCBlC0zQXc2V1KU5DOla9BWiOWierRPStoihRim9xUjHZtmxSzdGupRCwUkZMcmTZjDREXs6gJ4XRTrrdjNdiorApAyPR7QzecyWZDhotBmgmsEY2cJ7gsxuxbjUeSRYDel3Y6h0splP0DE8uJkO182NLN5YzhdovwpNVWWPAXQtAo71E0690OlqHjcaybmXI2hgpoUIHUaoBMoZBQym4m4H4kY7rk0dB3WLtd+dwDM3hNG2hHMpE3kNBB2QFH+H7Utuoh/zJmgV8pxfwdDyJFxm8MNgYQK/4MelV0ClYRgzCI8oQZj2xrweXKRAw0JauRQrPcKBrbKENEFYzamEy9qRcUl31WGoEYZdpAUn5YKzHq7cCIvA6DL+PFdDekf74fabPzMSzGhSrCfzgzRyGMJThTzKj1jVqZVQFnYIWkLdDFMCPSWfFZ9Cjs9jA5WFEYRqirU3zOOoB0kIs6RWV9a28cvZlTFj0AWWHn8TxLzyiKcONFYgXjuGJxjVcn5HG+KwDeemYl6QyLEk4isFA/iOPYJs+nRNe3sKlO0Zyf3oKn6Vux/DyKTz+wVJ8XblqSSSSjskYgmLQXA/1qgFL4Hd8nohC4QHS9NzpDM87CPQRVtIol+mIwZSqQ+j1+Aq1taNKlIU4RqkNBeOKHQB3YrmM2JWbbGFkTtiCUjMknebxESljFJWR2eHAUWbFELb0qmo79+ygGH40K2W6KR+HYtaWXMex9I1KG8XsgtkdyhfapNOhWjSrSGQ98ZX7CIU4YrtRp5JkMTC+IBkIu3lqUabj91cosJZqREltP5GoKCol9vFkWQra7YvHuPzk6OP9flRFJSX7GEakH4Ve1eHNStXSwcSeCwVfejKtU0fjKczCftKFpOWUkGQ1kOtIwaFPo9A+jHxHfugYncMKyYH7KKz1h+sUhN2uhYi6jYxqICp5lLKqaBWZtXvGatJjN+lRbVacxxyNZVhsILDA+WIG+3MKD6fYNoYC21AOyj0Iq05LJZbtNDM800FJhg2n2YCqKKHsHAWOAkaljYqrDINmIRYmY6ihKQaV3GQrScE8uOlDYOjhYEsLldHn5UQ9O7OShnFw1iQADAZdaC1rpGuzITeQ6zfC6b4jQhMyChQOHonboD1LhbYcLKqhWzEv/UYbHr2dBucwghqxYg0/syigqvpopbtdCiFi3hHa73MK53BYnHRHqtJ+vic/xYLIPgC3MQWf3oJAwaRXKXYWh8e9MeMKkRSeLIl6+oPr6M1O4hHbo7rgOm6FUORsQ2tloLCCvugA3AXJcZcueA02alMngNGOqqjR2dMUBd3IYagOMw6nBf3wgvA71e8HSwqiZLZmjQ+5TEd7ukTmL47FmJ+H85CD0FkDHi16Pa7TrmDH2DMw6RXS7SbSAmuoO3lja5MZmWmkGnMozJ2FwRhYd23WLNyih+M5qRBLesyaHbW8c/bvmbbiCxpOPY85j96juY5VraPlucO5jmr+kezgF0N/wVNzn2q/lksiSRCqxUL+Px7HPmsWs/79M7eVTuHlJAfP5tQzcfFF/P6pj9hZ35ZoMSWSvZbIAUysN21cl2mdHmX44fErAMblpTCpWBvsN02dhT89MPCPqieoxIWtgNovnQ2nYmUL1zc1fxjDshzaGk8UPDYTwmgMj4ZVBatJHw4CpY+T6zOOy7TPr00MWPWx7ordkC/SGzHolqpGniM8IE1WI1PShESO+AOGBNapKgoUp9kDeXnhqJGatdKss0ZY16NlbB12AgAuS2aU67o+Vbs2er2Kw5BKgS06SFNHpNmj+0/x+rTJAr0BnaLHoAta2sCsN5NnSo5fkaKgS07Bac/h6LRx2Ixa0LQsS377wEEBuUMBz6JcOwFFRacoWAwqBl3EvsD/qhpnfXQg+I/fqEOfmopl3Ljw2tMAOqcVvdmIX1HbKVc6RRew/uqixk35KVasJj1JFiPDshyAgkE1cHjR4YzNGBu/L2L6pS0QuEnx+hibm8yQzIgAc4FUSaFnyhLpeq9g15kwBe9xJdwffrTJAOfRR6Gzx7gWh3Te9ve3LrS+FBR7phZtOwJfdwJe6kxUZh9Co3OollNZIZByTKvbpLMy1DExOud1rD4ctCwTrema9WZMuph0PUJo6bFi3l8Ti1IZVFQYcnPPTjKjAMnmFOyBCNmR17l+XBH+QRFRzGNdpjshFFFZBLOYi5CZXUHFrxiIDG2lpBRDwVRG2AtD222G9u8GQ7x7mfC106U5sM88CPvs2SGXaZ0uGNjK3y5SNxARVKuDtuh1ofb4RaBgoG+dZn27ubh4qq0C+JMdNM+ci9GRAfroNH7CKy3Ekn7ki5VlfHPRJRy0cTH+X/2eqX++WbupN3/JpheO4Cy7j09tFq6ddC23T78dQw8TY0sk/Y1qMpH/2KM4jjiC0f/6lidWTuF7i5XbC7ycVnM15z/8Fh+u2JloMSWSvZ7QYDSQ+kIzjMVZc2pL09ZRakdF7UtzBCPPBsoGBtyKqmtnYQsZniJSnESOq2bkzWBIypD4x0RsCyoZ0WNVhRx7IEVTMB2NOUWLvpxc3K5NkQQVgIIUGw6TIRAEpmdEjQ8jcoYGCVqIU/U2cuJYmIKxYjXnR4VhliwcRke7ciUphYxwTsWmTw6fNLKbM0ei6vTUpk7AZcmMXiM6aRL2WQeHFCaPzx+6RofkHoTNYGNE6oh253SaDWTYIxQQRXMlDeZIDrrYCgVGpI4kIyJFUayiq23UlNDQ1Y9OXBy4D2O8ClCoGpVNy7jwNTbolYA1NHyO5MBaZ2sgnVPMiUP/26ZMRJ/WPjKyajJiPXA0fr2lXWCq7k6OBOlofKVTldA95w9MnoQiBwfyDttnHYzjsDkd1u3PycA4ND/yoQo0QMFi1CMQERG+48kdVIgCSpXDjnnkiEAVCs0HTKF+7BBQFKxGPRZjRACvDkzE1smT4m6vyjoIf/YBoTXmAOmmPMw6W1jhJZziKISIMHx2YZY2FeaSNySHkjGDMBt0nZTs/BqKKFNs9Lrmroheq6yghp5qDb9qiHoeFBSOKTmGwbZszS3aMpLJWZPb1RvlpRJHHoFAl5SMzm4L3dPWrPTQOVUV7b2ua+/pE7vuOXJ/8Ex+Al4YEef2ZqYg9HpqR2sTdHEvj6IFy0uzmRiW5QitmTbk5qJLcmIMRLvvLnINsaRbCCF46av1+G69iYN2rsJy1XUU//aX2s5lL/Hx/Ov5U0YqFnMKz8z+G5Oz2z90EslAQTEayXvoQSof+Bs8/zz/rj6Q6w/Zyk15dVy+6w7+/FIbX0yeyJ+OGxVKHyGRSLpGURR8Vju6lqawi2LkgCtenuLgLotJs9wpSoeD4vBCyog1dLGKcRx3aoAkUxJJpiSqWqoi9ka79kVGwo0cG07Pmoq9ahNVoTYEdtoy47cpwm07OEgdnJFKmkOlrkalxZwOTkvnSlD2uJDVMXKgW5RioQrwRK5TVnSQPRZ/9UaGZdkpGJ7JZ2sqw+LEtZRpvxhnROdcNgVyfqqqEogmG9gx9lTtqPpW/FYbeKOj9CsGAzqDAVOLZgn3+ERolGkz2Dik4BDtj+0/tGvqgUUpLFEVkswGdIqiuacG+tAUDJIWvJ/Sh0Hege37K9TY6HRY7dRORQm5L0SuK/UbdAizAXQ6WrIySN6hhxR71NHp1nQKrSMRaowFMZZOFB115LGw5I32Zq/4Bvkec/SYnIi5jEAfBKxmis+HoijonHHcciOfqew0LNnOsFBBi5+qkpdsYUS2E2MweFGkwEXToXmzliKL8PNlP+SQ8GkU8Nvs+IQNoSoRyxMiLIbA7OHhKM8AhqxwhPLIyQShGlH0prjPoT4ynoCiMCjdxorcEQHlzcvgDDt1SRbMhg48wwxWYBeKyYRzRCHONG0ypshZRJIpKf4xMcTz3A265Mdbzx9VLkYJjiQUYyGgY/tVA6riCx0Z+2px6JPjTqLEW7bRXpDA5FRaGs5jjtbesdtL2ZU2GV+mG/Qmkg8ai/vnBrKroLEbTjrByyWEICfJwtryBs3zBnCN0jwafJUtWpkOghN4fB5mDtWU89ZqK1Rr4zv7wYGga4O6H8hXjvQkXdLm8XHX60sZ9cSfmVy1gdTbbifrrDPA56Xl01t5YN1/eD0jlQnp43jg0IfItGZ2XalEkmAUnY6sG67HOKiYnXfexUPVxTx1cjr3p2/kCOtfWfzDJRy3qYZHzpzA2PzuffgkEgm0jJuI4vOSHjkassSzqIVxzJ6NstHFeJ2BJmGkwV2nHaaPjiqa5TCxq7Y5SumNGiylFqMUaoGegqf36KOVmngoisLo3KSQNRLiRIAN7+iyvniMSx/H6prVuOodlDsGQ1Jnlia0oD4xmA06bEYTVYA7wlVbVVXQW/ALgV5VcZijB776wiIorQk0JULJ8XVs0zogfSql21a0264qCs1jJxJnSS+g5d+FgIXYmQauBujCW8xs0DG+IIXllVqbTMXF+P3aezc4SRGa97CkQGpJuzpCY4/A+lolnuttUImIcNsN7KBAl06hyQI6I36LSt3obC1VjTfi8IALtIh7DwS1gE6bijHQcTZTD4fgqSVQs6lLjTlyrWxwskiYuuGVEFOvIXLNQ0y+5nS7kcbQYRHHmRyQFF4zHT+tWNh6HJnzNnh+fyAiuCPQP44jDu9kgixYZ+xEWBhLxKS2oij4HUmB3+sw6XUUpdqA2vgV5x2oebgEAmsFZRydPrpDQdq5JceTPdhnxvYuzB2hxPyhKkogIpj2I1Q9SlAhVtpP9sXSMnoCtvF5ICq7DoYXEQ1fUcPKvE9vQUnTIpMbFB1zxhyEaGxlU+MajGXhw5PN7d//Qfl8fi3Y2okT8vliWbt1NhodyOcV4YfTPHIkqt2OPiMjXCAmh3FnSJdpSaeU1bVy/t8XcMDjt3PAro3k/uU+TRlurubnF4/h9O1v8l+ng1+Pvohnj35BKsOSvY6U00+n8JmnERVVXPz3HdxZO43PLDoMg54kVXzJyf/4hic+3ygDbkkk3UWnQxhN0UFs0oZqwXs6QLVZUQx6jHodOlUlxZzKlJwpFDhiAjOFBpfhAVqkQtw2frhmLQJQFET+pEDgnQ4IuUwrWAw6DJEWYkAJuDeH1xtCukOzfjlNDnSqjkJnYZx62w9C7UY7k7MnoypdKMKdYNAppOZl0jp0FNbR4XysFr0FFCg0xR8AGoZqruKt1rzw8Fjp3Iyj1+lRFZXYNEqKAuj1+M2WuMdFKcS5E2DIYe3TpXSBMTcnQo5oK2VHHJgVsBqH+tePNyLnbmBnh677efpUxtjyUNSIdEExSquq6+TaKZBmsJFpiB8UKYjOaGBkjpPBBdGyhbyTO2pm5shO641H0C0+257TRUmIVZz0aoR3gNL+GvitMXlf49UYpzFqZDsjFeLAyTIdgeBIwdRERiOqqROLvPBr54lJYRY88/TBae0Ct0Xu7xSdAZIL6ExjNEZMHKSZshicHHDVDU7kRKxtDp9bocE5DE/+jO5IETomTGBiJrhJ1SEicoe3L98eX3IK+pTOJyrDp2s/eTOxKIWiNBtOS3iyRaeo6J02hMWI367FIRiTPpaiOO/IkId8J33bmT6sKJqFOPS3Xo9p0KBuNSceUiGWdMiiTbs4628fcd5rf2V0/XYKHn6I5BNPwL1tEY//6xDOE2V4rOk8f9QLXDHp6g4X5kskAx3b9OkMevt/mEaMYMSTX/PissmYvQrrM15jytA3+MtHP3PGUwvZUt2caFElkgGNTlVCeUajFGJFAUPXA+hIbSDdEqvMRCyf1akh5ThysCQi146Cpvh05BI4+FD8JcFosnEsWQrkJE0iX5dGkikFFIVBaTbyUjTlzqAaObL4SJzGeO6nCsOzHOSnWuOeOt2kRT2OF+QmHj6f1kqdqpJsNTJr1jhKssLnNagGjik5lsIOog0HB8p+nQklYK3taoovtP4zpv9CrpodVBC87pkOs6YUdOEdECRqjWiE4hl06ewwPU5MOUyaEmiefQitw8dEyxm8PxQtUnPciU6dAbs+FQQ4k1MwDQsHB9MFFTOfL5QnO5ICUyqDLRnEVbdyxoNJu2bZJx6Hc9bBUbu773fQ/ZLDUoYxI28GDqOD1gnDaJ00skNFyTxiBKrFhN4Zec8Gygbzz0ZMGLUdMBTD5E5c1zuSvqMIxIHtI7LsHDUmu9M6orw3AtcwGDtAxCjher0uZO1WTGGvit65prc/SKcq5AfiHBj15tCElz49HdPQobhKIibkQu8sVUtbZOjC9b6TcyuASdEUVZ/ZEnCZDmqZItzPXc60RIgXWaTwoPCzG+cdmpts4YCC5PbRuwN404MeHvr2a4kVXTj9VkS7fCnOUAC4SJHjvWtUFDzC035HL5Eu05J2+PyCxxds4J/vfs9fFj9LXnM1Bf94HPvMmXw//xbu2PwmW6x6TsydxQ2H3Bc3MIdEsrdhyM6m6J8vUPX44+x68ikeWJPHhzN28nTREgaP3sDaHadz9CMN3HzMCM6ZWtQup6FEItFcNOeOzGJFWT3Dshx8tj16X8d07t4XxB8amLV35zTqjKAQTkHTRZAezA5QbMDODpQEhdaU8eidQ1EM5tAgsyPXzFjsZgOODt4TycZMjimZ0K16AKwmbZA9PEv73sa6RHdFZPAezdWSCGtffBmDlptIN/LI0p1Zdo4cnR3tchvJkMPintOQlYXQ61G8XhRVJdVmpKY5nEC18/sngqQ8KJkNOKG+KmZn2NKpV/WhYEpRSpRqINmYwXDrUJKNTtzGCNd0cyAdjM/LxKIIRV9VQ0pjh6QP1X7QluwoHVibO7Ts6c1gz4SM7luKFUUhyZREZUsl/kC6n7iByABdcjKOicMZ7fdrOubQwzUXbQB/0BU3oHQiEEYDalr3XVKDBG+7SZlTKUlPxrNqQbv9ptgAWDHkp1hodntZu7MRRfi1Rz1gIS7OcrI53nktZoxjJ0FZk9aUnjh9dXLvNbgb4u9QFMzDh3FAfRuVa7XlCoaAAhu+Bt0Xov0SDkGKsFKHG7/drk12KU2B/bouXaa7RG8M3LPjezZ7YE4CSyqaT30Hx+kMpNtM+PyCjIhJw7bxsUEPA5NvcfpJVZX2HkS7gVSIJVGU17dy5SvL2bJiPY8vfY7k1gYKnn6KtsFJ3P/vg3mTBgqMVp6Z9RemFc9NtLgSSZ+i6PVkXnEFtqnTKL/5Zua+4mfWRAO3zqikMudJssRMbn23no9WVvCXU8dFRb+VSCQaqqrEdVHsnOAaxc4HXllJVupqd5HqMOOvCh4ZVIhNzMibiT05N1RXZ9UJIcIu0x25dioKPr0tSrbuDA0VRUGXkoxpcM8inXaEQady4gF5XRfsgOC6X7WtFVXZpnV3F8F0vIFLoup6ZiEGOo/E24nFOM+eQ21zNeh0zBicjk8IXL6W4Ik7lTcKWzpKi6ZMRw2mFQV/IH+rTtGRYjOSbDUSoXeH3EObCo6EkkyUqprwLnMgWJTPF9VGoVOj1yzvbmSseChKj4IEdVhNF3ewXlU1pSaYjgnCOV3buc93Xle8/cG101a9E6vBSmtxcfRD1Y2JD0VRGJHtZO3OxvBERFC2Du49XVISiskEaEqjTlW0zOA9sKDGK1PsLGZNpbZgVphNQLQnWXaSmWHpBfjxkdek7cs051PWtAurPr4HSSRBL5LoSNjauy0vKR+vLQ+lcCxudyWqUgPJhaA3dXltgmRYMyjrcK/S5fr/dgyeA1s8CFcVtHZQRqdFxM52Wjp9roPxA+JF4z6q+Chs3Vkb302ky7QkxEcrd3L0I19Rv3otz3z/NKm+NnKee5qXW9/k2HdPZZ6o55fpk3nzrK+lMizZp7FNm8qgefNIPvVUjN+5+NuLRq5e10i98g1pIx5iWf08jnpoAa9/v737VguJZD8g7nra7hAK2tO5ZchhMTGpKBWzITwQCh6qomAxWtu7Cna2Rq0ThThym6ooWA6ciKkwB9XSPTdH+4wZGLLbu37qu2lh7ktUFfzOJLyZEfJERA6Ohy+gZ+jUnivEvSXTlM7wlBEoioKqKhh04Ty+XblMxxKMMBxtTVdw+70gNFdOvapyyLCMqONEII2WT28FvQlDTnj9rRJ0mY5pvN/Z/eBI3aZkNhQf3GWxfiEUtCzoZRHtMh387sVTrkelhde2G9X2ObqHZzkYnZtEbmBC2TJmNJbRoyG5CJx5kDmq3TGdIoQmRUBpFx09XzETZPqOPBjin6TDPTn2HIoDcQqEyYSxIL/9qYEUY7b2HjHoSDNnMz7lUM2rpQtGp4/GqDNGlw24/iuqirF4DKreQKs1D1E8Cxwx75yOXNQDpJpTmZzTl5lhtPN4c9OxTjgAx9zDsM04KLpIN5dYFqRYGJuXRKaz/XIbQ2fr+XuBtBBLqG/1cN8Ha3h5yTaO01dz6bdPoreY2XLrefxhxSWU+VuZIwxcNfshigfNTrS4EskeQWe3kXPnHTiOOILyP97CtDfdzBhWzxPH2fg0fR6m1O+48YNj+GjlDO45eWzcF7ZEsj9xxKAjcNo6DyjUIQYzZIyA5EJM6s64OVyBsMIclZoptLI4tnD07njVdWIti9yjKNo7QXfkL8HTClu/6bjSLjh8VNYeD9IX5W4pOuqvaIIy6mIGnkHDcr+0IFipPs7wtIdWV7tJz4wh6aRYIxSJooNIqVqNQTSTZYuzTtWaijDagLb4gXwCypY7L3rip21UMcbN5bBxR49kjEuwmbb2a+j7gi4thynFkBbwbLCmwi5QbKlANaqj6yVyxUnFrNq1CgCzvv13UVUVhmTGifyu02tpm3qKqtMmUBxanb6sGDfuiMmLYMvtJn0vZ3Q67zuBCE+aRBB83LMcZnKTzSwK1qYokDcxkN4pPumWdAxpMVGtFRUiUywFf3NkQl0H78FOBe+Hp1lRMORpXi1Bz4oQ3bQ6q6pCSUb8LAEGXQ9nyLpAKsT7MUIIPlyxk9vmrWRXs5u7knYy+ZXH8KUn89DZZr7a8XdGuVz8OedQJh/9KOh7svhfItk3sM+cQcm771L16KPU/vtFLvnHLs6cY+euaQquwmdZ2Pwthz12DDfNncOZkwvk2mKJpLdkjwHAPKwTpToY7VSE3VODLrEK2rKHIIqqqbtKbJ7ibq6pi860FPhDb9rtb2EwCvOeJG7gmy7eVT6fNuDWdbSGuB+9YyKVttD16oUbcro95lpZUzEWzeBwoH7Fe6E1wSGEINlqRK+qDI2ntCkKjTPmtM8fq9Ph200r8YDwNQrkmg6RXAiWVPQmOzZzMrp0TUnvbP04wNj0sVEpcfoTT1YOlqR0TMVFkObD07wdquMUjAgVb9CpqGbteqkWE3SQhjhEyIMl/j2oxBSLLRt8VkwGVfO4iKwndRA9JkqO8O8dBbiKLde9U/TweVN1mltJd47rQiFOs6Sxq3VXh/uLbKN7Ll8XSJfp/ZRtu1q4+F9L+f1LP5DtNDEvaS2T/vkA2/IMXHxqNevYyj2tOl4+/FkmH/+UVIYl+zU6u53sm2+m+L+vo88vwfleK48/uZlbLHNwJpdC3oPcuehPnPzMO2yobOy6QolkP+GQgkO0HLl0PYjuFsHUKv7wYNuk075PtgMOQBdpwQq5TooO3ZQ7G1NFKs57+zxXvHaGXJA7aFswcm6yLfr7H4pY3Z8aXIRV2qK3kGnNZFzG+D49hX32IdhmaWty/UEXTnMSRr3KseNySItVpgEUhSmDUjl0RBcpJndjsD7gbjWTNjGgz8iIiDyuXZ+OlJICZwGDknqh6PUGRcE0qFjLEW00tu/AOBM3ep2CsbAQ2/RpGLJ2P11oikmbKEg1ZcTd7wvI4E/rJAVcj1DDSnjENdApSrcC3c4ensn0wR144fSWktmQNaZ7934nFnGASVmT2m07vDicti/Z2PcpXqVCvJ/R2Obh3g9WM/fBL1i4sZo/zR3EXWufR33+aT4fq/C3k1q4rK2e94pO5/hfLUIdlKD1KxLJAMQyejTF/3uPrGt+T1uVnvG3f8SrX2fw25KzsaSsZJPpVo7/z/Xc8+F3uLy+riuUSPZxbAYbqR3kxu0VwbWNlnCdSaZkhqUOp2BEzDo4RUGnKphUhQmFyT0+VXRQ1wGnpvSIaItm0NrV+RDQadYzsSgVU0yQonBd/WghjlCIFUVhUvYkks3JfXoOnd2OGogg7dPbqE6fquVN7lQwhZwki+Zy227X7t0jeyocRXc9JDpjTPoYBicPJs3cx0pVDwlGo+5e3yt4fcEAfNq93+HSjHZ0vszAZnAwPuVQnMbkuPuDyw/8WWPbW+F7iM7h0NyRMwLnioi7oKoK03KmMTN/ZviA0Br8sOxJFoOWFi14nNXKmPQx5CXtRtRmcxJkjgC0dF+dN8KgpSHrgsh7tb9Tu0qX6f2EJpeXfy3cwjNfbqKu1cNpB+YzN3MtxjvOQ1/WwrzZeoqG1DCPIZjOegWyxyZaZIlkQKLodKRefDnO40+h6obzqVuwhsO/Xc8Jv76AZ0Y18rYyj/+ULeHtZ2Zx16GXcMSIoV1XKpFIuoc9M+6AMm60VkUBFMblJ+HsICJ8Z0bSvVwHjsKgUylMtZKdZIZgKqyAQqx0FK2qAzfRrrJZ7a1k5xWFPRBiUExGhMsddx/AwfkHoxiq8f2wJnhEr+Xo78mXvqjfqDMyPHV4H0ize8wals6upujrElSiRmQHLKURN6onECmuw5RgHRGcgLMkx92d6TSxsgxyk80QJwtTk0vzaLEZe6d2qVYr/hYt2rpqsZA0dybeqvWI7e1PZtAZMOiiA8l1hWX8eAwFBZTrqtrJ3xvPniEpQxiSMqTzQp1MyAXv0aD3TyRpNhNOS98rx1Ih3sepanTx0uKt/PPbLdS2eDhsZBpTx5RS+uH1pN21Db9eYetxXq5KrsV40B9h6u+0wAYSiaRT9Nl55LzwKanzHqDikado/vvznJ/q5IJf/pq/ZmxgYe1nXL3wc4p/mMNf517OqMyiRIsskSSEYHRUtQuLZE/pag1rKHpyJ+U6Uw4622caMhhdUlKH+wciEwoD6Y5CCnGgfR3lzw2F746+biGFuG/F0+o2GhBuT+dl4gXc2k26SmllP+ggvNXVHd4TDqMDj66Rlt2QwWrUlPGS9H6IWL2PYjXqsaa2vx/mjMhkUFKM67AStignWyMUKmNgrbg9q+MTJeXB8GPAGN/V12k2hO6heMuR9aqCzy9wWjRZi9KsVDe5sJm6FynZNuMgGj/5NKItKnpVJTfF1knKpO6jGAwYsrKgOpy3O9+eT3lTOUmmPf+eUxWV8ZnjwznlIxiUbuPQkr53mZaazz7KyrJ6nv9mC/OWl+Hx+zl0RDKjhq3ly82P0PrADs5cJmjNMzBm4nYsY2bBcQ/3bmG/RLI/oyiYTryOwhkn0/LYBVQtKKflgX9wXWYG/jMu4HbHJn52z+eM9+czxjmHP8+5nMGBlB4Syf7C6PTRpJhT4g5uusu4/GRsxujBo87pxFtZ1cERhF0FO1L44pBhDa8B7GzdsHnEiG7XOeAIKLp5znw2N9RiN3SggIX6Lboj+jPtkn3WrJAlLB7WyZPROeJHne1PVJsNo61zRTUYXVg1d51KJx67m2u6u/SFy/RAJW7bIm7U7CQzM4ekR68PNzthxLFgiO9FEqIDZbg7zByaQavbF5pQyU+xkp/ScX0ZdhNlda0hhVmNjVwdcJPOS7WTOyKXeT92ohb30iMgw5rBMSXH9OrYviDP3v/PQiRSId6HqG/x8M5PZbzxww6WbavDZtRxyuRknFlLeH/rf2n5uIabPtKTVCtIHdVK5qQWlGMeh/Fn7Vu+YRLJniZ9CNZbv6BozoM0v/Yg1av9tDz2DLdbrbQdeRT3ZNXys/ick/73KZPSD+XmGZcxNEW6Ukv2DwyqgSLn7nlIDIpjNTMNG4bO6aTlh2XxD1K7zg8U+eU7etDRMfv27e+iw5TE6LQx6DvI/RyywMd0Q0gh7gcbsWo2t0/REkFfBEDqL/RpadhGD0KXbI8eUyXlQ1scP1pJn1OSVILb56bQ0T4felAZjRssrStleDexm/Rx1513RHG6jZxkc8ii3Y6ga7+idsMFfqC/xwaGfFIh3svx+vx8ub6KN5aW8snqCtxePyOyHVx+ZCoNxvm8t/ltLKVtXLMkk+GL/RiT3OQeVoXl0JPhyLu19VgSiWT30enhkOuxDT8a23vX0PbTUmpKB+F/511u9wuaJhzI/+X4WTT8a34x7zOmZs3iiom/Y2yGXK8vkfQGRVXR5+RgyC7DOHhwvBJxj0s2J1PnqsOgGjoNnLWvzxPrkpLw1dXFz/kLEbG3YlymA//v4VTKewX6rGxwN0evjyycljiBAkRO7uzLEz0GnWGf+aZ2qAxD3PW31l6uTx5IHJR7ELWu2oSce+/vvf2UNTsbeGPpDv63rJSqJjc2vZ+zJhczfmgd31T+j39tm4/Zq3DNpmGMf28tiruM1FGNqAem8HXulRx64o3oe7AOx+v18sorr7B48WKmTp3KmWeeCdBuW2Sd8Y7R6/V4vV5ef/11AE477bQu5Ygsf/LJJ/Pf//6XhQsX4vf7UVWV6dOnc9JJJ3HTTTcBcP/992PuYIY5tq633norJIfX6+Wqq67i66+/Jisri/POO48zzjgjVCa2fKzcbW1tXHfddfj9fqZMmYLRaOS0004L9dM333zDhg0bGDZsGH/7298wm82hPvrmm2/YuHEjQ4cO5W9/+xsA1113Xaftidcv33zzDevXr0dVVc455xzOOecc9Ho9TU1NnHLKKQC8+uqrvPvuu6E+BFBVlSlTpqDT6dDpdKH2eb1eXnrpJf7zn/9QUlLCtGnT0AWif+p0urh90tn1De4L57fUcfzxx3PDDTewYcMGzj777JDMHbW1O/dMf9OpPNlj4aIPMf/0Crmf3Erm4F3U1h+IfuVmrly6C9eXSXxQksOCiYs5u+JLRqWO47yRZ1G3pA6dohsQ7esOA+2aSPYOOvou9BZFUbBOmoTX6+Xll18GCL1333jjvzjXrmPatKlRx4xIHUG+Ix+rwRqygurj+Ef3RiGO/Q5Evi+DcvXmuenoeWu3HS1/8Gsvv8zyWj2TJ0/mxRdfjO7v/MlQtQbzkFEYcnPQ2TtwQe4gqJaqKvh9fpZ+t4jmVd648kS+42P3v/LKKyxcuBCA6dOn93psEMTj8fDSf17ig5oPQt/LrvrL7XazZMkSVFXtdMwQSXfuXW/xIbz/6rM0r3i31+/FWNkVn49vvvmGu699hiFDhnQ6RuhOH7pcLv5w3R/iHttl+7qov7vXsLOxWOS9EO8+6sl94vV6mTdvHtbtOzj41FO6dX6gW7J1dX5fzDupO2Pdjp4NAL/fx6JFi6lrbOC0ORO0+2Lhl2z7vhaXD4x6Hd5h0edpamritmuvxZaSxqRzxvXLd7vb76ZunCvZnNxpNHmf38fiRYupX1y/2+eKRY5g9iJ2Nbl4e7nmEr2yrAGjTuXQERmkN6/HZ/+Z1eq/efO71WQqSdy+9UBGvL8KUfsT9rw2smbo0Z1wN6+t03eZakEikewmqgoHnA0jj0e/8B9kfPsY6VktNFsPp26DhZO+XcpJy72sT0/h67EbuG/7jXhtDibpJnJY22FkSs8NiWS3ER1otKqi4jQ6AU2hHp2bRJazvRvlPmtJSymClCIUukg7IwJriOP04wEFSdSv9rbbvt+jM9JsSE+0FJ2yt6cQk9BuHG/SQVeBs61GOfbvDKkQD3DcXj+frangv0tL+XxtJV6/YHxBMnedOJppQw18uO1NXvz5RVp8LUysLeYfG2aQ+fEy/PULseZ4SD+8Cevxv4ZZ1+PVW2H964lukkSy/2BywOwbYPKvUb5+EPt3z2LPa8V72SE0NI9B/XoNQxes5vzPFX4q9PDVuAWc5PqWw0Ycyzkjz2FE6l4cuEciSTTdHPgPyYxvId0r9QZLMkJnAbbtfl0hC3H7gXRBqpVuBsiVDDCMau+Cfu21dODp0F8YS0rwNzZiKCiApUv7rF7LtGk0l5drf3Sw7j8eAjC3VDC5KLnPZOkTBljeNqkQD0CEEPxcWs8bS3cw78cyals8ZDlN/PrgEk4+MJsKz0/8d92D/O39L1G8Po7cmsNhK1LJX7MZ/BuxFXpInVKP9bBT4ZAbtNlgAK+czZVIEoItTVuzf/A1sPQF9EueIbXpC1JnZOL6xdFsXm2g8OOFXP5OM64PXPw4+C0eHv4mvukTOH7c6cwtnIvV0PsIlxLJfsluDoDVvVEjHjJX+9Yv6r1CnGQxkOEwISoqgb10YkASl2xbNmZ91+7hkt6jGo1YJ0/G28djbn1qKh6nM3CSns1GKcKPXhqIO0UqxAOIioY23lpWyhtLd7C+sgmzQeXI0dmccmA+g3O8zNv4Py776k0qGss5aKeT+7eVkL90BzRsB5OO1BGtpJbUYph0DBz6R8iU1iWJZEBhTYWDr4aD/gAbPoUfX8a09mVGmNw0n5TMxvphVJWmUbJmE1PWNuJ5byk/Ff/An0aZSJ57BEePP42JWROly5tE0g06cpnuLrrO8i7tBTgNgiEZNlas7dlxs4drSzZadgY2yPfNXk+WLYt1tesYkjIEup+FbB9jH7qPe/BMin2o3ePTx7NL3dUvdUuFOME0ubx8vHIn/1textfrq/ALmFKcyl9OGcuMYRYWVXzBvzY/ztr5Sxi7yc8lO9MZus6Crr4W1dqKfZgDh3Mrtiw3yvhfoM64HHLGJ7pZEomkM3QGGH609tNai2/NB1R/9n+MFD8xzt6Gb5SZjQ1D2LLORPGOOiZubMX37jxWFr3Dx6OTSZ01h2nTTmFc5nhUGRNAIonPbipyxq4W5Q1wSuw+RmQ7WNHrGgIujere3Q8ScBgdoZyybW1tCZZmDxN8D+zlz3MURm2Zh154ui4b9Ezuhovy0JSheP1ecuw5uyFc/5Frz8WkxEmb1QdIhTgBuL1+vlhXxdvLS/l0dQVtHj+FqVb+MGcoc0fb2Ny6lI82/JO3/r6QMRs9nLHVSH6pdtPr0jzYR+fhSNmOzboBxepkjfVg1qbM4biTfoMqI71KJHsXlhTE2NP5do2CKrycOikb3aYFDNv2LUPty+EAH811JjZvT6e4TMe492rhvTeodrzB80MtGCYeQNH0w5kw8VicJmeiWyOR7DPodfuOZaU36FJS8JSVo1oH9nKNNHMatpb2eaolEgB3UhKq241p2LBEi9J3mBz9U63OxAGZB/RL3e0Iun3rDHvmfF0gtac9RKvbx5frq/hkVQWfrKqgvtVDut3IqZMyGVVcT41vBWt/eJR/vrOOMVsFv9oKljYBOh2W8SOwz0zGbt+MqXkJCn4omAoTrsA7/HiWz/sw0c2TSCR9gF/RI0oOhWGHA6C4GmHHd1i3fEv2hu/QVa7A0VBLTYWJ5iorB64C8w8L4ZmFrDXfSUWhHWXMCDLGTWbwhNmkDh6FIifJJPsru2khjpeKaX/CNGgQhqysAa8QT8qaxKttryZaDMlARVFoy8zct76FiopIG0KVpbrLogMrdFUEKcXg80BavBzye5596O4YeFQ1uvhsjaYAf7W+Ejd1OJ01DBvaSnpKLexYgeuzLbRt9TFpm+CwFu04kZNByqHDsef5sepXo6v7QNthHgqTroMxp0JGYKZLBsqSSPZdTA4YPAd18BwyDtM2Ve3cwdLFX1K+ZglpjWsY1rQVd2MT9bUmbFWNZL71Peqb31PJE5TpoDHTAoW52IaPIWPIWJJLhmPIz0efmYkiXSElkg6Ra/UZ8Mrw/oBIKUbwTaLFkAw0csbTYlgHgVzNXTLAojqjKGFdZgAgFeJu8Pn2z6ltq8UnfHj9Xrx+Lz7hw+P34PP78AovPr+PJpeLHXVNlNY1Ud7QRIOnFlXfhMHQgr2kgdwqN0NLBaMXCsZsA2ezdnP6Mpw4DswlKVfBZtmBwfUT8CO0mqBoOky+U4scmTlKBreQSPZzMrLzOebEs+HEs1lf0cjHqyr4ctU2GktXM2REKWMN28jwbcNbvwt3rQe1rpXMdRtJWrKRevE29YF6fDoFT5oVJScTy6ChJA8ejaWwGEN+Hsb8fHRJSQltp0QikUiAvIlssa8BehgdTSJhAFuIBxhSIe4Gjy57lPW16zspoYDQIYQKQsXoUSmq03ForZFR1VBc2kraDhc6jxbaT002Yh9kxJZShzVpF0Z7GbAGrOmQPwnyToP8iVAwDYxydlYikcRnaJaDoVkOLj10CNVNM/hsTSULN+5i8aZdlHnbMNncjBtaxeS0UlINm6C5DFdtDW11bdAoSKpvIbNyM1nrNuNv/Tiqbo9ZxZtuQ5eVijk9A0dmHuasAvSZuegysvEbDFjKyxE6Hb7aWvQZGQnqBYlEIpFIJPEQcX6TtEcqxJ3Q2tJCdU01v8v6PVX6aupr62mqr6eloR5fXS2ZzfVktDaQ6WojxdWGtbEVtaYVb4MvdN8pej+WFA/mwR4saW4s6X4MOdngTIf06ZA5EjJGaD+ObGkBlkgkvSLdbuL0SQWcPqkAgB21LSzZXMOSzTV8VdbA2m2NuH3apJw5WWXsUJWRtp20GLewXdmOu60cV20NntoWdHUeLPWCjPomMrY14ly9FW/r96gx39Phgf9//uEFdIem4dRbcRrs2Ax2DAYrep0RRdVrwTMC//tHnYg3YzgevwePz4PH78Hlc+H2ubX//e7Q78Htwb+n506nwFGwB3tVsr9z+KisvTMfsUQikUi6zd6lEAsBwg9+HwhfzP/aduH3grsFXC3gaUG4m/G1NbNycznC3YriaUFxNaK6mtB5mlBdTSgtjaitTRjaWtC52tB72jB43KgegalNZaxLxedS8bap+Fw6vC4Vvzt67Z2iA0OyDmOuFdOkZEwFWZgGFWIsLkZxZIIzT/uxZ/Y4obZEIpH0lPwUK/kpVn5xYD4AHp+fTVXNrCqvZ2VpAxurmvi21syO2kzaPJOijjWkKCTn6sizV5NhqcCorwJRjeKqRm2tx9/aRJuvDbfPh9ELZaketisV4EP7icjqoRcCg9DmCL0KeLf3PvjN/YfcLxViyR7Faty7hkkSiUQSTWBCb6CtIR5g7D1v+m8ehU/+FHeXu0nHxvcyA1bZ+DO5HWWtEoEfPxAOT2UO/IBQFRS7FX2yE2NBMuaUVHTp6eizcjAUFGMsLMKQl4cuLU0GqJFIJAMWg05leLaD4dkOTp4Q3i6EoKrJxfaaVkrrWtnV5GJXk5tdzW5qmtPY1TSIpkYvLW4fLW4frW4vLR6f9m1VPCj6RpTmVpStrQzJVvn17GxaPC14/V7NChz4UVAwqAbtR2dAr+gx6LS/TToTRp0x+n/VGPo9uN1h7J9UE5J9l5bcHCxTpyZaDIlEIkkwUiHujL1HIS6YCrNv1hLEKzrNyhr4X9fiIV2/LOCWp6LoDKA3gt6EYjAidEZq3KAaTKgGEzqTFZ3BhE6vYjDoMdjtqFYLqtUa/rFYUO12VKdTRpqUSCT7LIqikOkwk+kwM7EopVvHCCFobnPz2htv4hcGjjv+FyiqDlVRyHB0NP0o2ZM8/vjj3H///ezcuZPx48fz2GOPMWXKlLhlV65cya233srSpUvZunUrDz30EFdeeeWeFbifcKeloU9LS7QYEolEkhCkYbh77D0KceFU7ScOOiBjTueHp/e9RBKJRLJfoigKZoMOiw5AkG43od+Xcjzu5bz66qtcffXVPPnkk0ydOpWHH36YI488krVr15KZmdmufEtLCyUlJZx22mlcddVVCZBYIpFIJP3BtlYLdr0X4chJtCgDGunjK5FIJBLJPsSDDz7IxRdfzEUXXcSoUaN48sknsVqtPPfcc3HLT548mfvvv58zzzwTk0la+CUSiWRfoc2v44f6ZNAZEy3KgEYqxBJJAvj3v//N0KFDsVgs0iIjkUj6DLfbzdKlS5k7d25om6qqzJ07l4ULFyZQMolk/+SFF15g6NChGAwGiouLEy2ORCKJg1SIJZI9TEtLC5dccgkzZ87kk08+4Yorrki0SBKJZB+huroan89HVlZW1PasrCx27tzZJ+dwuVw0NDRE/UgkkvZUVFRw8cUXM3PmTBYsWMBbb72VaJEkEkkcpEIskexh6uvr8Xq9nHfeecycOTPujLEQAp/Pt+eFk0gkki649957SUpKCv0UFMhUWBJJPDZs2BD1vZ8wYUK7MkII3G53AqSTSCRBpEIskexBVq5cGZohPuywwzAYDLz55pu8+OKLrFixglWrVjF27FgcDgc7duzA7XZz5ZVXMnLkSGw2Gzk5OZxwwgmsWbOmXd2VlZV8+umnfPnll8yfP5/rr7+eP/0pfqoyiUSyb5Keno5Op6OioiJqe0VFBdnZ2X1yjptuuon6+vrQz/bt2/ukXolkX+KXv/wlM2fOBLTvvaIo3H777RQXF3PhhRfyzDPPMGzYMAwGA5999hkNDQ1cdtlljB07losuuohLLrmEk08+Oe73fvPmzXz88cc8++yzJCcnM2TIEG655ZY93USJZJ9BhgWVSPYggwYNYujQoXz55Zc8/vjjjBs3jh9++IFPPvmEmpoafv75Zx566CHS0tJ49dVXcbvd6PV67rjjDrKysti1axf/+Mc/mD59Oj///HOo3i1btnD77bcDMHjwYGw2G+PHj+8zF0mJRLJ3YDQamThxIvPnz+ekk04CwO/3M3/+fC677LI+OYfJZJLBtySSLrjllluYNm0al156KY8//jgHHngg+fn5vPDCC3zyyScsX76cu+66i7S0NIYOHUpjYyNer5dbb72V1atX09jYyE8//cTBBx8c+r6D9r2fNWsWLpeLadOmcf3111NWVsY333yTuMZKJHs5UiGWSPYgVqsVm80GwKhRo5g2bRpbtmwBwOv1csIJJ3DaaacB8MEHHwBw//33YzabAfD5fBx11FFkZmbyyiuvkJeXB8Bdd92Fx+Ph9NNPp7S0FFVVmTVrFuecc84ebqFEIkk0V199NRdccAGTJk1iypQpPPzwwzQ3N3PRRRcBcP7555OXl8e9994LaIG4Vq1aFfq9tLSU5cuXY7fbGTJkSMLaIZHszQwePJjy8nIg/L0PUl9fz48//kh6enRS0CeffBKv18vrr7+O3+/njjvuIDc3l8WLF4fK3HXXXbhcLk499VRsNhuzZ8/GbDbzy1/+Eq/Xu2caJ5HsY0iFWCIZICQnJ2OxWNpt/+9//8tjjz3G2rVrqa+vD21ft25dSCGeP38+Bx54IFardY/JK5FIBiZnnHEGVVVV3HrrrezcuZMDDjiADz/8MBRoa9u2bahqeMVUWVlZ1NrGBx54gAceeIBDDjmEzz//fE+LL5Hs88yYMaOdMgzw2muv8cADD7By5UpaWlpC28vLyzEatbQ58+fP59hjjw1Nrkskkt1HKsQSyQAh+LGLZPPmzfz973/n8ssv54477iA1NRVVVTnmmGNoa2sLldu1axeTJ0/ek+JKJJIBzGWXXdahi3SskltcXIwQYg9IJZFIgLjr+d955x3OOOMMLrvsMubMmYPNZuPwww/nhBNOwOPxhMYIu3btIi8vD5fLtafFlkj2WaRCLJEMYNavX8/s2bN55JFHQtvcbjc1NTVR5dLT06mtrSU/P39PiyiRSCQSiaQHKIrSbtsrr7zCnDlzeOihh3j99dcBGDduXNzvfVlZGWlpaXtEVolkf6BfFeLgjLPMUdh/eL3ekFtNQ0MDen3Hl7QnZeMd29raitvtprW1NXRNY7dF1hnvGL1e32M5YssH6/T7/aiqGqo7mLYg8veu6or83ev14na78fl8Idljy3Qmd1tbW0iu1tZWvF5vu37yer14PB4AmpubQ+2BcOqF4DFutxu3242iKFHP0AsvvIDP58Pj8YTkmTVrFvPmzaOwsBCv1xvVL3q9nqamptDaotg+BELldTodqqpGXatgW4LXUafThY6J1yedXd/gvsjzBq9XZJ/H9u3u3Lv9QV/LM9Da1x32RpmDBJ8naRXtG3ryre/ou7C7xN6PQELuz9jvQOz7srdydfS8xdve0TezP/s7Vp7Yd3zk/qA8wG6NDYIE+zx4XPB70pl8Ho8Ht9sd9Q3qTpu76svY8zY3NwPh7z1oz4vH42n3vDQ0NIS+98E6nn76aXw+X2hc4na7mTVrFu+88w4nn3wyFoslSv7u9GG8/upt+3r7re5sLBZ5L8S7j/pi3NvZ+YFuydbTNnZnrNvRsxGvvqCcHT1rQLuxn9vt7vP3Yk/eTXv6XD351iuiH0cEO3bskPkJJRKJRDIg2b59u/Sq6AM2bdrE4MGDEy2GRCKRSCTt6M63vl8VYr/fT1lZGQ6HI8o9pKGhgYKCArZv347T6eyv0/cLUvbEsC/J/tVXX3Hcccfx7rvvcvDBBwMwduxYZs6cyRNPPBF1rN/v5+677+bFF1+kvr6eAw88kHvvvZdzzz23XflNmzZx1113sWDBAlpaWsjLy+OUU07hj3/8Y5/JvjchZU8Me4PsQggaGxvJzc2NCi4l6R11dXWkpKSwbds2kpKSEi3OPsHe8BztbSSiT/em731Pkfdo3yP7tG/pybe+XxXijmhoaCApKYn6+vq97oJL2RODlD0xSNkTg5Rdsjchr3nfI/u075F92rfI/ux7ZJ8mDjk1LpFIJBKJRCKRSCSS/RKpEEskEolEIpFIJBKJZL8kIQqxyWTitttuw2QyJeL0u4WUPTFI2RODlD0xSNklexPymvc9sk/7HtmnfYvsz75H9mniSMgaYolEIpFIJBKJRCKRSBKNdJmWSCQSiUQikUgkEsl+iVSIJZK9iKOOOgpFUbj99tsTLYpEIpFIJJJ+QH7rJZI9i1SIJZK9hJdffpkff/wx0WJIJBKJRCLpJ+S3XiLZ8/RKIX788ccpLi7GbDYzdepUlixZ0mHZlStXcsopp1BcXIyiKDz88MO9qrOtrY1LL72UtLQ07HY7p5xyChUVFQmX/d5772Xy5Mk4HA4yMzM56aSTWLt2bVSZ2bNnoyhK1M/vfve7hMt+++23t5NrxIgRUWUGar8H98X+XHrppaEyiej3Z555hoMPPpiUlBRSUlKYO3duu/JCCG699VZycnKwWCzMnTuX9evXR5WpqanhnHPOwel0kpyczLnnnsuVV17Jgw8+mDDZPR4PN9xwA2PHjsVms5Gbm8v5559PWVlZVD3xrs19993XI7n7WnaACy+8sJ1cRx11VFSZ2H7/1a9+RVNTU8Jlj3evK4rC/fffHyqTiH5/8803mTRpEsnJydhsNg444AD+/e9/R5Xpzf3e236XJIae3DP7M90ZL3Tnm7tt2zaOPfZYrFYrmZmZXHfddXi93j3ZlAHJfffdh6IoXHnllaFte1t/1tbWctVVV/X4W9+XlJaWcu6555KWlobFYmHs2LF8//33of3ynd4zfD4ff/rTnxg0aBAWi4XBgwdz1113ERnCSfbpAED0kFdeeUUYjUbx3HPPiZUrV4qLL75YJCcni4qKirjllyxZIq699lrx8ssvi+zsbPHQQw/1qs7f/e53oqCgQMyfP198//33Ytq0aeKggw5KuOxHHnmkeP7558WKFSvE8uXLxTHHHCMKCwtFU1NTqMwhhxwiLr74YlFeXh76qa+vT7jst912mxg9enSUXFVVVVFlBmq/V1ZWRsn9ySefCEAsWLAgVCYR/X722WeLxx9/XCxbtkysXr1aXHjhhSIpKUns2LEjVOa+++4TSUlJ4n//+5/48ccfxQknnCAGDRokWltbQ2WOOuooMX78eLFo0SLx1VdfCafTKbKysoQQQgDitttu2+Oy19XViblz54pXX31VrFmzRixcuFBMmTJFTJw4MaqeoqIiceedd0b1e+Tz0B36o98vuOACcdRRR0XJVVNTE1VPbL8PGTJEnHXWWQmXPVLm8vJy8dxzzwlFUcTGjRtDZRLR7wsWLBBvvvmmWLVqldiwYYN4+OGHhU6nEx9++GGoTG/u9970uyQx9PSe2Z/pznihq2+u1+sVY8aMEXPnzhXLli0T77//vkhPTxc33XRTIpo0YFiyZIkoLi4W48aNE1dccUVo+97WnxdffLE47LDDhBDd/9b3JTU1NaKoqEhceOGFYvHixWLTpk3io48+Ehs2bAiVke/0nnH33XeLtLQ08e6774rNmzeL119/XdjtdvHII4+Eysg+TTw9VoinTJkiLr300tDfPp9P5ObminvvvbfLY4uKiuIqN13VWVdXJwwGg3j99ddDZVavXi0AsXDhwoTKHktlZaUAxBdffBHadsghh0S9oHtDf8h+2223ifHjx3d43N7U71dccYUYPHiw8Pv9oW2J7nchtI+tw+EQ//znP4UQQvj9fpGdnS3uv//+UJm6ujphMpnEyy+/LIQQYtWqVQIQ3333nRBCiK+++koYDAYBiNLS0m5/JPta9ngsWbJEAGLr1q2hbd29Zp3RH7JfcMEF4sQTT+zwmNh+F0KIDz74QCiKIkpLSxMqeywnnniimDNnTtS2gdDvQggxYcIE8cc//lEI0bv7XYje9bskMfTFPbO/Ejte6M439/333xeqqoqdO3eGyjzxxBPC6XQKl8u1ZxswQGhsbBRDhw4Vn3zySdR3f2/rz6+++kqYTCaxZs0aIURiFOIbbrhBzJw5s8P98p3ec4499ljxy1/+MmrbL37xC3HOOecIIWSfDhR65DLtdrtZunQpc+fODW1TVZW5c+eycOHCXlmou1Pn0qVL8Xg8UWVGjBhBYWFht8/bH7LHo76+HoDU1NSo7S+99BLp6emMGTOGm266iZaWlm7X2Z+yr1+/ntzcXEpKSjjnnHPYtm1baN/e0u9ut5sXX3yRX/7ylyiKErUv0f3e0tKCx+MJ3Q+bN29m586dUXUmJSUxderUUJ0LFy4kOTmZSZMm4Xa7+e1vf8u1116LTqdj8eLFCZM9HvX19SiKQnJyctT2++67j7S0NCZMmMD999/fI/ez/pT9888/JzMzk+HDh/P73/+eXbt2hfZF9nuQuXPnoqrqgOr3iooK3nvvPX71q1+125fIfhdCMH/+fNauXcusWbOAnt/vQXra75LEsKe+q/sqseOF7nxzFy5cyNixY8nKygqVOfLII2loaGDlypV7UPqBw6WXXsqxxx4b1W+wd/Vn5Ld++PDhe+y8scybN49JkyZx2mmnkZmZyYQJE3jmmWdC++U7veccdNBBzJ8/n3Xr1gHw448/8vXXX3P00UcDsk8HCvqeFK6ursbn80W9OACysrJYs2ZNrwToTp07d+7EaDS2G3RnZWWxc+fOhMkei9/v58orr2TGjBmMGTMmtP3ss8+mqKiI3NxcfvrpJ2644QbWrl3Lm2++mVDZp06dygsvvMDw4cMpLy/njjvu4OCDD2bFihU4HI69pt//97//UVdXx4UXXhi1fSD0+w033EBubm7oRRfst3h1Bvft3LmTzMxMAP7617/S2trKn/70J/7v//5vj/Z7rOyxtLW1ccMNN3DWWWfhdDpD2y+//HIOPPBAUlNT+fbbb7npppsoLy/v9pqo/pL9qKOO4he/+AWDBg1i48aN3HzzzRx99NEsXLgQnU4X1e9B9Ho9qampA6rf//nPf+JwOPjFL34RtT1R/V5fX09eXh4ulwudTsc//vEPDj/8cKDn93uQnva7JDHsiff7vkq88UJ3vrk7d+6M29/Bffsbr7zyCj/88APfffddu317U38Gv/W33HLLHjtnPDZt2sQTTzzB1Vdfzc0338x3333H5ZdfjtFo5IILLpDv9F5w44030tDQwIgRI9DpdPh8Pu6++27OOeccQH4nBwo9UoglnXPppZeyYsUKvv7666jtv/nNb0K/jx07lpycHA477DA2btzI4MGD97SYIYKzUwDjxo1j6tSpFBUV8dprr8W1Pg1Unn32WY4++mhyc3Ojtie63++77z5eeeUVPv/8c8xmc4+P37ZtG3fffTf/93//h8vlwu/3hyzcbW1t1NXV4XQ6UdW+Dxbflewej4fTTz8dIQRPPPFE1L6rr7469Pu4ceMwGo389re/5d5778VkMvW5rN2V/cwzzwz9PnbsWMaNG8fgwYP5/PPPOeyww/pdru7QnXvmueee45xzzmm3P1H97nA4WL58OU1NTcyfP5+rr76akpISZs+e3W/nlEj2djoaL0i6z/bt27niiiv45JNPevWNHSjEfutdLldoX39/62Px+/1MmjSJe+65B4AJEyawYsUKnnzySS644IJ+P/++yGuvvcZLL73Ef/7zH0aPHs3y5cu58soryc3NlX06gOjR05Weno5Op2sXoa+iooLs7OxeCdCdOrOzs3G73dTV1fX6vP0heySXXXYZ7777LgsWLCA/P7/TslOnTgVgw4YN3aq7v2UPkpyczLBhw0Jy7Q39vnXrVj799FN+/etfd1l2T/b7Aw88wH333cfHH3/MuHHjQtuDx3V1v1dWVrJp0yba2to499xzSUlJYdeuXVx77bUA/OUvfyElJSXkgrMnZA8SVIa3bt3KJ598EmUdjsfUqVPxer1s2bKl03J7QvZISkpKSE9Pj7rfKysro8p4vV5qamr2yP3eHdm/+uor1q5d2+37fU/0u6qqDBkyhAMOOIBrrrmGU089lXvvvRfo2f0eSU/7XZIY9tS3aV+jo/FCd7652dnZcfs7uG9/YunSpVRWVnLggQei1+vR6/V88cUXPProo+j1erKysvaK/oz91gd/oOtvfV+Tk5PDqFGjoraNHDkytJxOvtN7znXXXceNN97ImWeeydixYznvvPO46qqr5HdygNEjhdhoNDJx4kTmz58f2ub3+5k/fz7Tp0/vlQDdqXPixIkYDIaoMmvXrmXbtm3dPm9/yA7aurnLLruMt956i88++4xBgwZ1eczy5csB7cXTHfpL9liamprYuHFjSK6B3O9Bnn/+eTIzMzn22GO7LLun+v2vf/0rd911Fx9++GHUeg+AQYMGkZ2dHVVnQ0MDixcvDtU5ffr00Ad8wYIFLFiwgL/+9a8AvP766wBccMEFLFiwgMLCwj0mO4SV4fXr1/Ppp5+SlpbWYV1Bli9fjqqq7dx9OqK/ZI9lx44d7Nq1K3Q/BPt96dKloTKfffYZfr8/NJmSaNmfffZZJk6cyPjx47uUZU/1eyx+vz9k4ejJ/b47/S5JDHvq27Sv0NV4oTvf3OnTp/Pzzz9HDY6DE5Oxisy+zmGHHcbPP//M8uXLQz+TJk3inHPOCf2+N/TnAQccEPrWR/5A19/6vmbGjBntUoGtW7eOoqIiQL7Te0NLS0s7675Op8Pv9wOyTwcMPY3C9corrwiTySReeOEFsWrVKvGb3/xGJCcnhyL0nXfeeeLGG28MlXe5XGLZsmVi2bJlIicnR1x77bVi2bJlYv369d2uUwgtdH5hYaH47LPPxPfffy+mT58upk+fnnDZf//734ukpCTx+eefR6U7aWlpEUIIsWHDBnHnnXeK77//XmzevFm8/fbboqSkRMyaNSvhsl9zzTXi888/F5s3bxbffPONmDt3rkhPTxeVlZWhMgO134XQopkWFhaKG264od05E9Xv9913nzAajeK///1v1P3Q2NgYVSY5OVm8/fbb4qeffhInnnhi3PD6EyZMEIsXLxZff/21GDp0aCi8Pj1Iu9SXsrvdbnHCCSeI/Px8sXz58qgywWic3377rXjooYfE8uXLxcaNG8WLL74oMjIyxPnnn5/Qfm9sbBTXXnutWLhwodi8ebP49NNPxYEHHiiGDh0q2trautXviZI9SH19vbBareKJJ55od85E9fs999wjPv74Y7Fx40axatUq8cADDwi9Xi+eeeaZqPbtzv0uGdh05/st0ehqvCBE19/cYJqgI444Qixfvlx8+OGHIiMjY79PuxQkNrvE3tyf3f3W9yVLliwRer1e3H333WL9+vXipZdeElarVbz44ouhMvKd3jMuuOACkZeXF0q79Oabb4r09HRx/fXXh8rIPk08PVaIhRDiscceE4WFhcJoNIopU6aIRYsWhfYdcsgh4oILLgj9vXnzZgG0+znkkEO6XacQQrS2topLLrlEpKSkCKvVKk4++WRRXl6ecNnj7QfE888/L4QQYtu2bWLWrFkiNTVVmEwmMWTIEHHdddf1OB9uf8h+xhlniJycHGE0GkVeXp4444wzonLNCTFw+10IIT766CMBiLVr17Y7X6L6vaioKK7skR81v98v/vSnP4msrCxhMpnEYYcd1q4Nu3btEmeddZaw2+3C6XSKiy66KKQg9eQj2Zeyd3RdiMj/vHTpUjF16lSRlJQkzGazGDlypLjnnnuilM7u0peyt7S0iCOOOEJkZGQIg8EgioqKxMUXX9xu0N5ZvydK9iBPPfWUsFgsoq6urt35EtXvt9xyixgyZIgwm80iJSVFTJ8+XbzyyitR9e3u/S4Z+HT1/ZZodDVeEKJ739wtW7aIo48+WlgsFpGeni6uueYa4fF49nBrBiaxCvHe3J+JUIiFEOKdd94RY8aMESaTSYwYMUI8/fTTUfvlO71nNDQ0iCuuuEIUFhYKs9ksSkpKxC233BKV1kv2aeJRhBCiDwzNEolEIpFIJBKJRCKR7FX0f8g6iUQikUgkEolEIpFIBiBSIZZIJBKJRCKRSCQSyX6JVIglEolEIpFIJBKJRLJfou/Pyv1+P2VlZTgcDhRF6c9TSSQSiUTSLYQQNDY2kpub2y4dhqTnyG+9RCKRSAYaPfnW96tCXFZWRkFBQX+eQiKRSCSSXrF9+3by8/MTLcZej/zWSyQSiWSg0p1vfb8qxA6HIySI0+nsz1NJJBKJRNItGhoaKCgoCH2jJLuH/NZLJBKJZKDRk299vyrEQdcpp9MpP5ISiUQiGVBI996+QX7rJRKJRDJQ6c63Xi6ekkgkEolEIpFIJBLJfolUiCUSiUQikUgkEolEsl/Sry7TEkl/Inw+3Fu34iktw1tZCYqCLjkZ46BijMXF0h1SIpFIJBKJJA7e2lp0NhuK0ZhoUSSShCMtxJK9Cn9bG/Xz5rHj8itYd9AMNh1zLNsvvpjyW26h/Oab2XHJJWw6+hg2zDmM8ttup/WnnxItskQikfQpjz/+OMXFxZjNZqZOncqSJUs6LLty5UpOOeUUigOThA8//HC7MrfffjuKokT9jBgxoh9bIJFIEokQguZvvqX5u+8SLYpEMiCQFmLJXoG3tpbaf79I7Usv4auvx5Cbi/OII7BOnoShoABDZqZWrqYW17q1NH35FQ3vvkvdq69inTKFzOuuwzJ2TIJbIZFIJLvHq6++ytVXX82TTz7J1KlTefjhhznyyCNZu3YtmYH3YCQtLS2UlJRw2mmncdVVV3VY7+jRo/n0009Df+v1cnggkezr+OrqEi2CRDIgkF88ycDD0wrNVeBuxtfipfrFN6l9421EWxuOww8n9bxzsUyaFNcl2pCXh2XsGJJPOQV/czN1b7xJ9dNPs+W000g5/zwyr7oKFRd4WsBoB5MDpGu1RCLZS3jwwQe5+OKLueiiiwB48sknee+993juuee48cYb25WfPHkykydPBoi7P4heryc7O7t/hJZIJAMLIQL/J1YMiWSgIBViSeLx+2DjZ7B6Hmz5Bmo2IfyCuo1Wqn524POoJA1ykTbZhql4PWx7GureAXsW2DJBbwJVByiaoutugpYa1OZqUu3VJF2YQvX8Jmr+9W9a3n6e3Ok1mJO92rmNDsgcCYMOhuHHQt6BUkGWSCQDErfbzdKlS7nppptC21RVZe7cuSxcuHC36l6/fj25ubmYzWamT5/OvffeS2Fh4e6KLJFIJBLJgEcqxJLEIQT8/F/44i+waz2YkqDkEFpT5lL+4hJcWyuwjS0h66yZmJJ9UL9D+9nxHTTuBG9r5/WbnGBLR2dNJ+uEkdgnKZS9tpqtn1vIu+oU7MMyoG4b7PwJvnkEvvob5E6Ag6+BEcdJxVgikQwoqqur8fl8ZGVlRW3PyspizZo1va536tSpvPDCCwwfPpzy8nLuuOMODj74YFasWIHD4WhX3uVy4XK5Qn83NDT0+twSiSQBCGkalkgikQqxJDHUl8K8P8DG+ZA9Dk7/F/7iw6h+5ll2Pf0M+vR08h57FMfcue1co2vbailrKqO+qZyWpp2YUbHrTORbMkiz56IYbWBN1SzHEdiA4nMr2P7b37H9/v+Sc9ddJJ98ibazrR5WvgUL/wGvngslh8JxD0JqyR7qEIlEIkkMRx99dOj3cePGMXXqVIqKinjttdf41a9+1a78vffeyx133LEnRZRIJBKJpN+QCrFkz7P9O3j5TPC2wXEPwcSLcG3cSOlZ5+Jau5akU35B1o03onM48Pq9rK5ezeKdi1lSvoS1tWupaavpsOpUcypTc6ZycN7BzCmcg81gi9pvyMqi6MUXKb3ySspvugnhdpNyxulgToKJF8KE82Dp8zD/TnhyFhz/MIw9tX/7QyKRSLpBeno6Op2OioqKqO0VFRV9uv43OTmZYcOGsWHDhrj7b7rpJq6++urQ3w0NDRQUFPTZ+SUSiUQi2ZNIhViyZ1n7Ibx+ATjz4JyPEakl1L/5Jjvv+jOq3U7+U09SPi6Hz7a/zeLyxXxf8T1NniYUFEakjuCwwsMYnDyYfHs+SaYkrAYrLq+LRk8j2xq2saJ6Bd+UfcMHmz/AqrdybMmx/HLML8l35IdE0Nlt5P/jcUqvuJKdt92G8HlJPftsbaeqg8m/hmFHwRu/hjd+BZWrYM6fpAu1RCJJKEajkYkTJzJ//nxOOukkAPx+P/Pnz+eyyy7rs/M0NTWxceNGzjvvvLj7TSYTJpMp7j6JRLIXIF2mJZIopEIs2XOs/wReO09zkT7ndfyKhfIbbqBh3js0HTCYeeeU8OXOW6nZolmAi53FHFtyLFNzpjI5azLJ5uROqz8o9yBAy6+3onoFb6x/g3kb5/HW+rc4ddipXH7g5TiM2no41Wgk/5GH2XH11VTceRcIQeo554QrS8qHC96FD67X1hY3VsAJjwaCd0kkEkliuPrqq7nggguYNGkSU6ZM4eGHH6a5uTkUdfr8888nLy+Pe++9F9ACca1atSr0e2lpKcuXL8dutzNkyBAArr32Wo4//niKioooKyvjtttuQ6fTcdZZZyWmkRKJpH+RCrFEEoVUiCV7hm2L4ZVzIGs04tw3WLvpJxqv+SPWrVW8cojK29O3kOVycXDewUzNmcqU7Clk2bK6rjcOiqIwNmMsYzPGcukBl/LMz8/w6tpX+Wz7Z9w2/TZm5c/SyhmN5D/0EKVXX0PFXX9G53SSdPzx4Yp0ejj2b+DIgQV/1pTh4x+RlmKJRJIwzjjjDKqqqrj11lvZuXMnBxxwAB9++GEo0Na2bdtQVTVUvqysjAkTJoT+fuCBB3jggQc45JBD+PzzzwHYsWMHZ511Frt27SIjI4OZM2eyaNEiMjIy9mjbJBKJRCJJBIoQ/TdN1NDQQFJSEvX19Tidzv46jWSgU7sFnjmMHdZk3p12Lqs/f5ezXypDFfDOBUMpmnsiswtmU5JUEje3cF+wsnolt357K+tq13HC4BO4ZeotWA1WAPxuNzt+9zuaFy8h//G/45g9u30FC+6FL+6Dqb+Do+6TSrFEshcjv019i+xPiWTvQng8NHz0MQBJxx2bYGkkkv6hJ98mtdO9EsluItwtfPPa6fwu2cjRDjcrXnmWi58rx5SRSeFrr3LnVfP41dhfMTh5cL8pwwCj00fzynGvcMn4S3h307uc/d7ZbKzbCATcpx97DPPo0ZRecSUt33/fvoLZN8JBf4DFT8K3j/WbnBKJRCKRSPoWX10dwu1OtBgDB+kyLZFEIRViSb+xqHwRp792GL8zt7Lensr9W6Zx6bs+nNOmM/bN98gaNm6PymNQDfz+gN/zzOHPUO+u56z3zuKL7V8AoNpsFDz1JIb8fLb//hLaYnN6KgocfheMORU+uRXWfrBHZZdIJBKJRNI7mr7+hubFixMthkQiGaDINcSSPqeypZI7F97JFzu+IN/j4d60g5iwPJ+GV1+n7dAjWXbu5ez4egdVjS48Pj8enwj870cAJr2KUa8L/K9i1KnoVQWdTtH+V1UMMX/rVQVVAZ2qYjGqWI16bEY9KTYD6XYTaTYjep02/zMlZwqvH/86l392OZcvuJzrJl3HOSPPQZ+SQuGz/8eWs89m268vpvg/L2EsLAw3TFHgxL9D7WYtAvWvPoas0YnpZIlEIpFIJN3GV9+QaBEGDNI+LJFEIxViSZ/y8ZaPuXPRnbi9Lq5taOVoXw5L3/fSsOp1/jNsLv92zoV3VmPUqWQ4TBj1KgadgkGnYggorG6vH5fXh9vnx+XRFGWvX+DzC7w+gdfvx9/Dt7lRp1KSYWNkjpNJxSnMGJzOc0c+xy1f38JfvvsLWxq2cOOUGzFkZ1P47LNsPedctv3yVxT95yUMmZnhigwWOPM/8PSh8Op58JsFWg5jiUQikUgkEolEstchFWJJn+Dz+3ho6UP8c9U/GZU6hsu31jGhciv/+3okE8q/44sjz6f4tDP5b34SBalWMuwmVLX3a4b9foFPhBVkn1/gF+D1a0p0s9tLU5uX2hYPu5pcbKtpYe3ORhZu3MVby0oBGJuXxEkHXEL68Dz+s/Z5djTt4IFZD2AfNIiCp59m2wUXsP1Xv6boxX+jS4pQeh3ZcNrz8MKx8PZlcPq/ZJAtiUQikUgkEolkL0QqxJLdpsXTwk1f3cRn2z/jwKTjSVtqYLrvYZZ8dyATyjeQ/sc/8btzz+7Tc6qqgoqCQQfQ/dzAQgi217Ty2ZoK3lpWyl3vrUGnjmD8iF+xqOyfnPfBefz9sL+TN2Y0+f/4B9svvpjtv/0dhc89i2q1hisqnAaH3wkf3QyLnoDpl/Rp+yQSiUQikUj6BRlUSyKJQgbVkuwWLZ4WLpl/CQu2f46z+TSWLxrPrbzA9qXFJG3ZSfYdd5DRx8rw7qAoCoVpVi6cMYi3L5vJp1cfwm9nlbBx8ygat1zE5rpyznjnLH6s+hHb1CnkPfwQrT//zI7L/oA/NkLltEtg5PFakK3ynxLTIIlEIpFIJB3ia5Brh/d2fA0NtC5fTj9mipXs50iFWNJrXD4XVyy4gh8qluEqOwtRP4N3Rn9O8yKFlk1usm+/jZQzTk+0mJ0yJNPO9UeN4OsbDuXqg4/Bt/0yaptUzn//It5c9y6OOXPIvfcemr/9lrLrrkf4fOGDFQWOfxTsmfDGr8DdkriGSCQSiUQiaUfTl18lWoSBx16mWLYsXYp7RymitTXRokj2UaRCLOkVPr+Pqxdcw6LyxbSUnsbcwiP48OwMjK+9T8MWCxnXXE3KmWcmWsxu4zAbuPTQIXxx1ekck3oPnpZ8blt4E5d/cD+O444j65ZbaPzoI8pvuy16htKaCic/BdXr4eNbEtcAiUQikUgkkn2R4LBLxmuR9BNSIZb0ir8u+Rtfln5BW/mJXDbldP5+1gG47r6U2vVW0i46l/SLL060iL0i1Wbk/lMO4uXjnyPJO50Flf9izr9+R8txJ5D+h8uo/+8bVP71/mileNDBMPNK+P45WPN+wmSXSCQSiUQi2fcIjLmkQpwQ6ls9iRah35EKsaTHvL7mLf6z9t94a2Zwz9zfcOXcYTQ8ex/VX1aTdPAoMq6/OdEi7jbj89P54sInOTj9fHYpCzn6tfP4bNqhpF5wPjXPP8+up56OPmD2zZBzAMy7DBp3JkRmiUQikUgkkkjeXl7K8u110Rv3MpfpvU5eoLq1mvW16xMtxm5T2dDG52sr2bZr314WKBViSY/4vnwZdy26E1/zUP4y54+cNqmAlu+/o/yhf2PN05Hz6L9R9pEZPJ1O5R/HXscNB96DYtrOnT9cwp8HH4D9xJOoevhhal58KVxYb4RTngVPK/zvkr3y5S2RSCQSiWTfY+uu5kSLsHuIvc9CvKR8yT6hEDe6vAA0tO3bVmKpEEu6TW1rLb/7+Ap87mRunnQ3J4zPx719Ozt+/1sMNg/59/8ZxWLtuqK9jHPHHs+/jn4eq9nHgqZbOT8/C+WQOVT8+c/UvflWuGD6EDjyHtg4X3OflkgkEolEIhlo9HLSvs3b1seCdI/QMrXeyF25GjZ90bcCSfY5pEIs6RZCCM5/5zra/A2cXnQz504Zia+hge2/+Q24Wyg4dwS6CScmWsx+44Cs8cw7+TUGJQ2i2vksZ45w0Th+IuV//CMNH34YLjjxQhhyOHz8J6jZlDB5JRKJRCKRDFzcXj+ryhr2mlRC2xu389m2z6h31SdalJ5RsRKaqxItxW4hhMDn93VdUNJrpEIs6RZ3f/U8W1oXM8J0FrceMRfh81F65VV4tm0jf2YtxrPu36tcWXpDjj2HN09+iTOHXYAvZQm/ObiM0sIiSq+9jqYvArOPigInPAY6A7z1e5AvMIlEIpFIJDGsLKtnfWUj5fUJsLpGKOHdVcjr2uoAaHQ39odEnbM7FuJ9gB+rfuSjLR8lWox9GqkQS7pk0fZVvLrx75g9o/jXqVejKApVjzxK87ffkj2pFusx50HmyESLuUcwqAZumX4tT8x9ElOSn5tO3sGmNDvb/3A5zYuXaIWcOXDs32D7Ilj498QKLJFIJBLJfkbjXrDe0R9Q7hKt4jW89z6+pqYuy6mKpjIkxKKd6E5KMGVNZYkWYZ9HKsSSTmn1uLnsk+sRwsjTR9+P1Wigcf58dj39NMkTU0keqYfZNyVazD3OzPyD+OSMeRxQcAR3ndXIVqdg829/Q+uPP2oFxpwCo06Cz/4MFasSKqtEIpHsc/i8sHUheBKzplEycKlqdPHZmkq21+zbUXF3h1id1l/ftRt0MGCqH39/iNQ5+7mFOIhf7Pm+37d9P8NIhVjSKb9/52Fcuq2cO+QqJuQV4t66lbIbbsQ8rIiskhVwyI1gS0u0mAnBaXTyzDEPcP3sB7n3TDsVFhdrLjyP+hU/aq7Txz4I5mR467fgdSdaXIlEItl3qNsKDaVQtTrRkkgGGM2BqLh1LQPfSpxofMJLRUtFt6y+QQtxIpSy/Z3gZIRPyGV4/YVUiCUd8t7qn/i+/mWydZO5cdYZ+Ftb2XH5FSgGA/kH7ULNHAKTf51oMRPOL0YcwesXvsdTZx9Eo8HDmvPP5vvF72oTBSc8Cjt/gi/vT7SYEolEIpHs8wTDmYj93c+2G5Q3lVPeVEZ1264uyyoBW2FCFOLgOfdiC/Fn2z5j4byncG3e3ONjgwrx3hKAbW9EKsSSuDS53Pzx61tRMfJ/x92DEIKdt9+Oa/168i6eg6FtHRzxZy3/roRMewqvXvZ/fHnplfgUaL3sOv769s20lBwCB5wLX/0NSpcmWkyJRCIZONRuhZ//u1vBB1fWb+LHqh/7UKjOqW5y4fJKK81ARg269krdoRO0zvH4u29F7w8LcWldK22ebjxPHSiCfuHn27JvqWmr6TOZ+os2bxvu6iraVvZ8GZ0aUNf2VwuxEIJtu1rwd/RQt9VDfelunUMqxJK4XDLvCbzGjVw04gqKkrOpe+UV6t+eR8YlF2OreglKZsOwoxIt5oBCURT+eMFvqbv9MUxuPZPvfYtz/3k8iyacAs5ceOt34GlNtJgSiUQyMKgMDAy9rl5XsbWlgtLG3RsIxeIXfqpbq+Pu+2ZDNYs2DfzB9+6woXYD7296f89aApuqdntAGyRoIfbvJ9a0mrYa3L7eLcsKWtHVbqgD/aEQf7+lhm82xH/W4hF7SVs8LdS11bGobNHelw6qB+zv7uqlda0s217LhqoOgr+t/wS2Ldytc0iFWNKOBes380PjS2QZxnDltLNo/fFHdt5zL/ZDDyWtpALa6uDIe/b5NEu95Zjj52B96BmSmo387vlKrn7/cm4fNYOGmvUw/85EiyeRSCQDjIGluKytWcuS8iXtBthBd8WG1n17berWhq0AeP3ePXfSzV/s9oA2yN7gXlrZ2IbLqyk3uzuSWlS2iEXli3p2UDDCdeD/oMLVGaEo0330vAbP3eLu2urZnWu5s3nnbss0UAkFNNtPFWKPT7v+bm//tV8qxJIoPD4/Ny64F0V189gRd+GrrWXHFVdiyMkh9/rfoHz/NEy8ELJGJ1rUAc2YOdNIe+wfZNUp3PKSlQ+3LOTkQUP4/MfnYfNXiRZPIpFIBgADc1K1yaNZIXriTrpPMTAvS7dRg2uIu6u3dcNDwe8XvPdTOaV1u+/lJYRg4cZdVDX23jMiliZ312mT4hFUsNRuGDj6y0rZrcsk2v2yX6FTdED8vvf7RceuxJJuIxViSRT3zv+AFtNC5uaezoiUQZRecw2+ujryH30E3aK/gMEKh96SaDH3CopmzyD7sb9TWNPC5f/JQVWy+UN2Btd/egn1jTKnnEQi2Y/webX1wvU78Lvd1L/7Hp5ddeH9FSuhoffvxT1hDQxlfun3Mw0MumMJdPvcVDRX7AFpuk+31xB7WqFxJ6x+p0t3bZfXj9fvZ3VZw27LN5AM12FRulaIg0G1+upZG0j90J/0RX/pK2sx/7gh7hri934u56OV+651vEf4ez9ZIxViSYhtNY28tuURjKRx96FXUvXIo7QsXET27bdhNpTD2vfhkOvBlp5oUfcasubMIufPf2ZCxTaO+1cKhxoP5ROD4Iz/ncSK6hWJFk8ikUj2DEELVuUa/A2aUuEurdK2CQGVq2Hrtz2q0i8ENFVQ19zGpupoC5nH7+n1QHQgu9p2C1ejFrCslyjdUI78fsGybbUsLP2OpRVLB5Q1PSh9l2uI17wHW77Wfm/peB2r8PvxVlb2jXB0PqHib20N33/1O3Yr4Bx0ci8Htoctjl3f8/0VZbpHz9sAfzabXd4+8SKIxbByE7rahvgWYiFw+/ZPV+p27EbQMakQS0Jc+s7jKKZybppyA74vF7Lr6adJPvMMko8/Fj68EVJLYMpvEi3mXkf6L04i7fLLOWLb91hf03Fj2ziEq5Hz3j+Xl1a/tPcPviQSiWQPsq52He+XfokPbRC4tbyCn3bUhfYLIfhkyyes3LWyV/UHLaOxiuFe86Ze/zHs+G63q+ns21Td5GJbTQurK6q6LLvH6anLNED1evC0xd3lWr+etu+/R1dfu/uy0XFf+dvaaJz/Ga5166ClBrYtgvLlndb14eYPd1eaiH+7KhlQoukb5auv75j+SLNV0VzB+5vex+Pr3oTPgrWVfL8lOuheT+SqbnLx7cbqdvdI0OvB5/dpkyRly/o8SKvwevG37kWBX3cs1byOItmNCSSpEEsAeOPH1Wz2/Zciy0SOt4yk7IYbMY8bR9bNN8PiJ6FqDRz1F9CbEi3qXknG739H0i9O5oLVH/LZV4N5qgoOdvu5b8l9XP/l9bR543+IJRKJZJ8g3hrFXgZm3FK/BQBflLWk/aBzR9OOXtUfRIkjn9fvZkXdV9S11e1W3X2BEIKlFUvZ1bordgcAS7fWsr6iscf1hlxjEzgF4PL6KK/fvcF5j5V0V3x3aH9zCwCKp3eRnGPpSCrh0tYUeyurIBjQzN3SaV2dWWt9fh8/V63AG896385CHKauxc3by0upa4lub/B+6E6/ury+/klPtocnXjbVbwLCcQW6whfjp79lVzPfbel+VPrvt9RS1egKBZEKEvVM7toAuzZCzaZu19sdmhcuonH+Z31aZ68RIqzw12xGbYszGVUbJ5/zbgQClAqxBJfXxz0L/4qi+nh01k2UXnElil5P/sMPobbtgs/vg+HHwLAjEi3qXouiKOTccQfW6dO5fPn/eHLTUTyyYytXOkbz0ZaPuPDDC6ls6TuXLIlEItnX6VCx2E1FrqPjhRA0e+vx+j2hgXIQX0MDYjfWr729vJTV5T1bn+r1e6lormBZ5bK4+3fUtrCqh3VCz6I0B4t0x826JyzdUsuSzTW9U6oCMvkFbKxqwrO77qTBpnXRHeX1razqgzXGfZXBo7SplO2N26hs29JhmXhK7s4GbYK+o6Bf3XGZ/nDFTj5c0fm61t54FXj8nihrbaSrfl97KfRFfdVNLsrqOp/U6A5KIKCZp7wcWgITYEbbbtcLgLsZhMBX33naqmaXd/efpe5S+oO2pMHvg9KlWLZ93r3jIlyme3r9pEIs4e757+G2fM9xBWdjfug5XOvWkfu3BzDk5sInt2ozLkfdm2gx93oUg4H8Rx/BUjKIc5Z+zRs1M7nop494cMwf2Fy/mbPePavXLn4SiUSy99K7gWepqxb8AtXjjaphdweyoeMr12iDxeD2OGU/XrmTBT9vp+nLr2he2Lu0QcHzbajsYaTgoGtwH1tye2IhDilUHZTdUt3M28tLezyQbvVoA1tv0FImhObW3INJh7pWNytK69lS3dx14T5gyeYa1ld2bZHfk0ZOQRdrloPplyLcoINWTlWNWTLQ1wpnL475qfInPtn6SSgl2MKy8DPn9rt5f9P7lDeV77ZsrStX0vDe+3G9RHpKX/RaUArP8p+7dQMJIdi2q6Xra+ZugbUfaEENu2BnQ1uPckZ3CyGgNcb621wdtv52d716MG1YwGV6264W5v1YRms3UnoFkQrxfs7Ohmbe3PYoJjK4qjyL+rfnkXHF5dhnzIAt38DPr8HMqyClONGi7hPoHA4KnnoSs83C0B+aKG1NZdgHj/H0oc9g0Bm48IML+XjLx4kWUyKRSPqP0CBz9wab61orMG2sJuenjUQOO/tEQfS0IqrXd5kbt9Xjo6lRc+3z1dbhKe08WnGQ8qZy3t/0Pm6fe7cVpP5av9uT4Ekd9fnmgDLa5unewLTN7eHt5aU0uTSFxxdsW+1mKP8Rqtd2QxaNoGLn627/xCnna2rCU1rW4f5YzC3lXSrtHd6f3ZSztK6102vuq6vDV1fX+XMQykMcL42P9n93UjHF4va5oxRST2kpbWvW9LiejqgJLA9o8ba3ujYHJq+2NnYRUE4IaOvcGlq5ch1tnr7Kw737z2dIMY+e+euw/ObqZpZtr2VbTRfW6eByvebueSjW93UO9ooVsGE+NFWCKzAhuOnz8P7uPrsxCvGOgFW+2dX9aygV4v2cK95/DMVYwW3OM9n1lwewH3ooab/5Dfg88P51kFwEM65ItJj7FIbcXPKffAJTSxP1yweR37aNNS/+gyfn/ItRaaO45otrePqnpwdWkBKJRCLpL3r4rou02uhrWwNV9J1CHGX1jKy3Iz0mQh5fU/esvMFBe5OnKSRtj/WPUBqoPrYQK324hriHbWpojo6n4QtaiH2BgW031gjGXqfdcef2R7mRdt4fprYq0mp+gMoYa5sQ2prPkBLaxUmjxI0uXFrXyvdbajr1Jmj69H1qXvpraA1mZ62Pd42DVmNdzA0Z935wNcLmL0MByZZXLmdZ5TI8fs3dumXZclwbNsY/927cXqHn3dsGzVUdyxePnT/B+k/CClgcNlY1sTLo/u7zIFq6vw44HpHvp60NW9oX8Lqp/PZF9HUbMbjrOqupW+dzebVZDbe360mtVr+Hxl4G6PLV1fXquPDJA8dv/hLWhQPEub1+WnsyIRFUiAMu07155qVCvB/z7ZaNrGx5nWHu8Yx45GUMOTnk/uU+FFWFbx7RXurH3A8GS6JF3eewjB5N3oN/Q7e9nI0/jebkxte4/7kPuPegv3PC4BN4bNlj/PW7v/Z5egOJRCIZELTVgyfoyhpex7ilfosWSbWnRI6uezvQ9vu1QXIPjvcJHyIy1Uc3R/k6RaedUvijBsvlTeXUuzq3XsXSY8XV74tyBe+w3m60xVjXiNLStlsTuDsad/Btw8bAOaO/ed5QkKLQtEH0wbuxbrs9nbVBoHTRRjW4njVWudi1QYsKvKsDxbClpdvrz4MKTlsnrqDVtRtY1VJOQ8OO6NuxuVpTBP2+0PWK/R/CFnU1RkMITRB5A2uLvS5Y95Fm3avR2tbq1dq+J8YuPr8PKlf1PLhUcA2uLxw0rLKxjXkL11O7MsaaLQRUrQ6n5wpu9njw1nRPSRZCRD2jtfECRK3/iG01LSTXrSSz8psOJ36C9dQ0uynrJL1TPINyRyyoW8OiFd90o6TG9oDV2b1lC01ff4O3qqrbx0biF346uotXltezsqwBXzeeC19DA60bSrV7WAbVkvQUIQQ3LLgHVfj48xd+fHV15D/6CDqnE6rWwRd/gTGnwrAjEy3qPotj9myy/ngL3nU1VK/K4NKGB7nwmcVcNuaPXDDqAl5c/SK3fnNraK2MRCKRADz++OMUFxdjNpuZOnUqS5Ys6bDsypUrOeWUUyguLkZRFB5++OHdrrNPiFw3FhiAl7vrWbVrFRvqNvS8vogBeK8tm6Xfw7oPQwpuOwtxnHpX1H3J6vpFPT5VZE7XoM6noLCschnflHZvcBo36m8XrqAAbF+srRvsKX6f5s4YYS1LXr0J65JVu2VN/qnqJ+q8LTT7XLg/X4BhZ9jtPJRLOHh9gyP9dR/BxgWw8k2o2RxVX6wsPbW8t3pb203KiNA/vSCoeMWJ9qx43Hi+/pK2Vau7Pamgr9yJsuCTDlPkNAeU0gZPCxsj83OXL9fuD1f7dc6RfeYPriGO13E1m7RlBH5/2N0WQs9J2Huj+52lq91F/bvv4WvqxlrviD7yt9Zq3oyhFgiEEFQ1uHs8QbOlugXrymU0rFyN8Gh1evwualp2hSc4hMDf1oa3tpaWpT/Q/O3CUNmu8HWVH9cbHcAsnit7QAQANlU3saqsrsvzdrcb9DXh+6SzvtPV1bJ1tTYB4Wtswu13427qWST76lYtrdTamrUsqVsXt0xouUMnCrEQgm01LdQtXIx75y6E26t5KtT3LruAVIj3U55a/Al16hKu+WEYfL+M7NtvwzxihPaSe+dyMNrh6L8kWsx9ntSzzyb1oouoX6mSvb6K4xpf5/SnF3J6ye/5w4Q/8PbGt7nui+tw+/om3YNEItm7efXVV7n66qu57bbb+OGHHxg/fjxHHnkklZXx14C1tLRQUlLCfffdR3Z2dp/U2fdog5/WgMLgFT2fBOwTl+mmCu34gDIkBPiaWmj57juE34/f5ULxtpfN35mFWIi4o1KdGmEhDuY97qHi1k4hbijXLIAdyRKkofM1sZHKehRt9Yj6Cvzb2uc47koBEYEynZX7om4twtWGeWN4nbDXH1s+0EmuxrClr6F767a7JCDbgm0L+KHyh8hNwQJ94pweWafi0pRKX214gkjxeToNcmTYVYXX72fXzvgBjoL11zR5aIhZ8+nx+/h0xxfUx6QNi7wuoQma2PtRACHrZlfXu+ueCpYxVGvPXU/cb4UQeHf+HCVbg6uBykYX6ysb2V7TMxdgj8+P4vejV5VQB7b4YhQ9v5emz7+g+Ztv8QeUQOH3462poXVF9PWKvs9FuLsE7XPlBi3ym0tRN+6IczzED3XecR8Hg9H1Kip0J0qodeUy9KvC/b6qeiVLdi7RvAR+/m+XuZGrW6tZUr6EjXUbafO1hd75HYvSsSzNbh+VjW1sigyaV75cy9/dCy8jqRDvhzS7XTy58gGmrLEzZf7PJJ95BsknnaTtXPQPbfbv6L+ALT2hcu4vZF53LY4jjqBiWRIXlr9LZutmznh6EYflnM3NU2/m022fcun8S2nx7H7ofolEsnfz4IMPcvHFF3PRRRcxatQonnzySaxWK88991zc8pMnT+b+++/nzDPPxGSKn0e+p3XuDi1uT1x3T6/ws7a18zQtnRK11reXaktoHZo2CBMIWtdvw1NRib+hgeZP55O0fFmc4+LLAWipQ1bPC//tagSvO0rp7LNwEXEsf0EWbtwVyknsrWuiZe02EILtjdv5tvTbuMe0U2oUhcYlq2hc8A3eNT+HSgGIOBMFsTS89z4tixd3XMCvTR5ErcmOjDIdkCGIZ1cDLWu3tbveve1PT/nOkMWvqiXaDbRvLlH7tdlK4HyKyRgu1rIrrOzHQeh01DS7WbKxC1fVWO9y4Weraxduv5stDVvZUdsSN+hS0DrXbm4nshfaWTADkzrdjVBet713eXRDUbEF/kjvuYA8wVRRbl/PFKJgeq/YyNoIQFG11vi94fs8MKGFEDR/uxD3li3xxAxV4cevbWyugNrosiurV7LdVYNS14jSoFlq65pdfPBzOQ1t0QpjbL929K4LKsIbq5q69z70i7B3SQ8fILffHb6Wndy3oAVd8wtBk6dJe/d1MQnYmShBl34tZ3OMV0gvJlWlQrwfcv3HT5DeUMYVH7VhHjeOrJtv1naU/wTz74BRJ8LY0xIr5H6Eoqrk/vUvWMaMpuxbB8+KZ/F5vZzx1ELGOo7h3oPv5bud3/GHz/5Am7et6wolEsk+idvtZunSpcydOze0TVVV5s6dy8JepvzpTZ0ul4uGhoaon+7y4446Pl9XSbTVROCNsrL2rA2KAIXuu0yX17fGTwUUWNcr/D5Q4ouhesLeOj9U/NC1cN62CLdOAq6+n0WtIdZO2kWjPa3QFKOkxRzjF4Id26qpX7wK4fMR2YLKxrZQTuLmFZvwVNUhhJ+fK5ZTt+EjaAxPRnSWh9jn9VPZ2IZ3xfdR29uWLQ+1Z2PdxpDLcex411vd8YBZ8QtNsYlYvOoNWohCClhYtuatO/FU1eGt6cRNvJuDe19LGy0/raT1p586rqcXmnbLd9/hLo/2tPD7BT/WLuDH2gVsrdH6Ue1gsioWBRA6rX+UDpS+YAql2MBCq5tLWdeqWWONqoGKhraQBT6yZeFUTJ0g/Lg2bqb+60B/xXhodKmEbV+M2LQY4472EaHn/VjG2p1du+H6olagClrcPtq8Ye+OWFybN+ONsMRHoq3NVmjnkAAREYwjlKxg10Zcg6AHRLz10yEX/JhAXt7aWnZs+Zmfm6O9HDZWNuL2+VmwJubeEX5qPU0Rf8dtTkBJDJyyG4G18LloLV2Jx93ayxml4KLlzo9tdnv5YVstVY2uwHKR6PJun5v3a36m1qe10dfJWvTgJfDGPAf+NjeGzz9Fbe5ZGjupEO9nbNhVxqKyF7n+TSNmo5n8hx9CNRq1XGRv/Bqs6XDcw32WGF7SPVSzmfwnn0Kflkbl/6p5d/gSLEYdZzy1kCTfVO49+F6+r/ieKxdcKd2nJZL9lOrqanw+H1lZWVHbs7Ky2Lmzd9bV3tR57733kpSUFPopKCgAYHN1U89z6UIca1NvqohQiLsYlK2v0GRsl5IjMPANB8nqvJ6dze37p1vWGHcTauBcQQux49sFmDbFX08HaKlJNn/RabVl9a1Urt1ObV0LvhYXltZw+huXr4XKthjlw++HwHpTKleFNndo5fP7qW910+TyUtsS3Xf+gLvrjsYdrK1Zy6b6jqx/nVi4/JotLVKNbvPETlooCJ+PHbua2VSnKXQiJhptr6y5gckRf2vHk87mzq5PlABhCTwVlbSujE4VFakweQJWOcUYYSEWfty+9sqCJqcrrKB14A4bPEpRoof41a6mUMAsvarvUHxfB1qWEILtta1UN7mg/Efa1qyhyedipzs8IaEoijZ3EDFBhd/Xbp03QNuarTjWLUHfErRM+ml2eRFCxMnnHG0FFIiYdd7Rimi8JrStXEnzN/G9Idy+yLpjzhtHIVYCkzb+mImn7S2r+bnui3Z1+PzREyrB91Xj119j/mkDxu110UcIP9nln+GoX4cQIvRE7KxZz8LaVbiFF0WIDq9V3HunC8obWtlQ0dCNd1is64Af6rd3foQQlNe3UtWoPV/l9VogvtgpnUa3dt3LfTXg8XbqMh2UIjyxqW3x1jai4MNQ2bN81FIh3s+44sO7uPijVvKr28j92wMYcnO1HZ/8CarXwclPgjU1sULup+jT0ih4/t8IjDT97d+8cUIyRWk2Lnr+O1x147jzoDv5puwbrvniGjxdrLuQSCSS/uKmm26ivr4+9LN9uzYYWlXWwMqyelaUxrHYtYsCLeLvi6Gm2c2GysZOU6TEDpa7S7vUHCEFIugyHfzT022rSaunlbKmsi7LRSrEwYG8oXw7amN7F9ayulYaGjsPhARh9+LaVjfLt9eSWrMcS8DytKnpR8pbN+GJtFZ3MRHRbmAcqXDEKFvBosHgQbFBhIQIHL99CexcEdq+rjZCyQwqDRFuq0GX0ZYVa2hYvApQaPr8cxoWrqDO38SG1srOr42vB66TMdGANQF2QO2m8NZglOXm+Ot3u4MfgerxUvDdSqy76rRq/X68FRWhEj/tqGNTVcw97/NQt/QN7C3axIbi93XgDRF0X45mxc4adgRcpA2qIer6elevxRe4x0IW4lgPhDXrMW2t0RTium3QUMqG1kp+aNz6/+y9d5wdV333/z7Tbr/bq7SSVl22bMuWuwGDMdiUEAjFpoSShCQQCCT8gFBCkgfykMS0BAhPQiBAMJ0AgQABDAaMe5dtyeptpe3t7u0zc35/nKn33l3JCUEY7uf1snf33pkz55w5Mzqfb/l8I9cU3m0M14o9c4ja0bua5kw6LpniUTpnVfh9+YEHmSuqkOfOlBU7lmN3woRntLEruNJlz1KEhPlEv1xtfR9PgWCsjZEAEtB0RWCjBNwjxD94eDwszyQlc7UJWqHunZvSTO9Ql6rtsFAuARLz5CK1hhBw3SmTL+wLu1NZULm65Xkc7x21HPGNfv5YuLFdXnzsHuLyqUuTHZgqcuehWfZNqHzfct3BReknTNYKlDxHjx85kxqbQ39oP25thb2ujP2IQbjOYx5HmxD/GuE/9tzCljt/wpUPu/S/4Y/JXnGF+uKhr8Jd/wKXvx7WX3lmO/lrjsT69Yx86H3UChrlN76aL7zqAi5Z380bv3g/kyfO4c8v/XNuPnYzb//p29slmdpo49cMvb296LrOxER80zUxMbGsYNb/RpuJRIJ8Ph/7L4oDjRt5oNmrEP19+XfZT/dNcXD/blWjcmkFka+Ip6Qpz65Wo3TvvbiVU6SceJFRYqGAVih7m2QJY/fC0dtW3l8tHAW7wn2T93L/5P1NXx9bPBZLeWn0EGtOFaRL6p49TefedXiWvU0esxaEZWoG0eA11N0qP/rid+nZvc8bY+TLaKhhtOyOK1mq1pFI7Olp3JJH0qUThFO7DSGSy6nixjvsHTMblh+aq4YhrCLIIQ63pksVRRLq45PKEyxE4MU94cxRcCrgecoaSwhppSK5O356WhVJg9E3RsedfBCWpsLpkVKpWx+8+TRajcOemcOtVnFdl+SiIgZmpYaULrVDh8N6vd48zXuCWMXb76A+OUm5UsV2JYm6p/LtOq3ZgPdZaPARlKYOYNs1fEeoIfS4F7dWp+Qpy0eHGoV7ZIx0VLVaxhlJpe5QrasyYtG2D0zM8+Dxeaq1KqVas4FCi6gUu17Is96YywtQW1LvgJMPcHLm0VjoMFIiqnWGHtpP/uhYky6UlJKlSjO5qtkuY5HyRTIyLoES2BJ1l8rtu6keini5hQb1EvValUrdic8H8WdT5Tu7ICPP/fQ+frZ/mkfGw/V/zJmOnB/1dkt/csLL+y0v806KcfrKPIV//WvK99/TfGCQHqH+zBSPNt140VSPWr1Ta0eOBBc7HnmOW6HxvtdsxxMUhLuXDvOTRfV+0jxDg7mg3jnuStoEjWOPecsfu4G0TYh/TWC7Np/9+rt45Q9czCc+kZ7f/331xfgu+MbrYM3l8NR3ndlOtgFA+snXMvQHz6Z0uMTi63+bT77sAp5z3jB//e3dPLpvO2/a+f/x3cPf5QN3f+BMd7WNNtr4BcKyLHbu3MlNN90UfOa6LjfddBOXXXbZL02bp8bynsdWsPyQzIryxAQb/egGKFp2qWFDV92/n/qJk9RPnMJz6wnlmHfvIXXv3ngvi9PN/fZPc+pK4XlqD7IW2aR7paXq0mHX9C7uGg/Vmf2NsapjLHFn78TwNoUAd4/tYapQxW4Mi516lKpTbTKIuuUy7u5HoRIv3wIgp6dIFDwl1phj3o0QQMk37h/j4RML7J1YYs94AdtxKN5+B4Uf/oh6qczkQilyLuC6FOsOUsLR2SIPHp1ROdKesM5ssbbMjKlr1mw3qKurBuGqDkb234HKdHBPm4mS6zh868EToafOQzRk0nFdHj6xwEKp3tBedECnzn01jxxAlltEQMSakpQffJB6Q8pB8f6HKN5yC27DrDSWVoyRKdvBnp6mfO+9BDdP01isz1CtFZbhw8okdMRTWtaqVZIP303H8Xjd3Gg/okTQhzG7L1YerakmdHArlCHjvx4e575j87jL5NHevHeK7z8ygVutLlt3+ZROvapax05tifjzKBFem5nxqZiHdKK2yLdPPsqDJyaYXoobxe4+MsvdhxvqCUeEuwCEt0brY2E5H4EL47vom7wNzWk2tKn5dMkWDqLbRWzp53V73088SKFiNxjvWnt1i7ersm41WzJZqERygmVsnCcXysHzFP1czBzArVSp7VkmP74RDfem1TNhRxTBzfE5Dt57f3PHT3WZyPsnWC9eaL2/NlcK/Q7eCN4xbs2mfEDVI257iNtYFn/7vX/kNV8/SbWjg9H33aDyH0qz8IWXQqoLXvRp0M0z3c02PHS8/u8YuLqLwh27mX7rm/jgC87h954wyiduOcQt95zN9Vteyqcf+TQ37r7xTHe1jTba+AXiT//0T/n4xz/Opz/9aXbv3s1rXvMaisUir3rVqwB4+ctfztve9rbg+Fqtxv3338/9999PrVZjbGyM+++/n/379592mz8P7Jp5hBPVefVHi1DcYoM2wuHpYuh5aQFtqULm7mjI5PKk2i/noqVS6tDlDmwImXYcB8fz5C090FwbWTaSNLsKM4fCvNz9npHBO6zqhGRVFJVAlitdatNTzLgFJkqhB+rbe+/m1gPTFKsNczC+i5uO3MSDU/HNrTxFeZWgRFN09G6Yr+uHWx+cKgZhyk7kPj3yXz/h/qMz1ByXolvhQHFfoPK7VLWZXqpydDIsg1S1HX66byoo+1Os2owtjTFdD72B339kgrsOz4QeuaDeT7g1bdqM+1786Ni8Q3zFZP9vLVKnt1izqdQddo8r0uxKl6l6C+EmAXXXpVR3ODpTotjgVTSOH6V6bPlIhZJbZbE4T+3oMUp3hx45fxzu0qJ3D8JxVRsIVdzbHh4XhDI7VeZqE5xY2t1yzy9pIETe2jAiY3GOHGt4DiUL5brqp/exOfVQuIYhYpxpocQcgSubozTUuNTPwvd/QGl3s5iWakqR6brbbNhpumik/zXbod4gHjVfqjFXrHHP0hEmawXGy4c4MhMadZzFRcrVxvxzidvwLEnPUBarOezaOK7ErC3RsbDb+6yxTNkiVn2R3PweL9dXogWRFZHjGlSnAWQkLc6eUc+VLxhWrtsIBELGCfGdh2bZNTavuuJ9rM/NUNkX8WxHUHfrHCs01+wtt6gCEO9cvP9asYK+WGkS8jsVFAlu8D6ffNC7hLfWXYkjXUot1oN/pZnaCWbrS1QOnaB2csbLIXZj7ZwOls+qb+NXBicLkwx97OP0LsLaz34MvaNDqV5+5XeUsuTvfAey/We6m21EoWl0/8W/ImefxuR//QCR+nPe8X//mtG+DO/6xsMcm7uUJ549zt/e+bcMpgd56tqnnuket9FGG78AXHfddUxNTfGud72L8fFxduzYwXe/+91AFOvo0aNB2BnAiRMnOP/884O/3/e+9/G+972PK6+8kptvvvm02vzvwHVlUMJk6Wc/Y3LyNo51FyjbPSTMxk2K5PbFgxyZLZLvqdGTtNk/Oc+J+eWVd5tybaOez4ZNkFv1NlN2HXZ9BafYQ8VcFXx/cGqJ/nySrNBwq16+sAA5PosjXYSUaEI0ba1ki9/UBZXXt+6oXNDRvjRGaRbZG+pzyOm9kO9HIind/jP1mVDtpG95gE5MsntupmLsBHIIhBKh8TbAJ5ZOsKlr07Lzsxyk74GVeDmREq1UY/7HdyHOWYfIZAKeEd1s18oVhBfePeMWkJjUncg9cCVVuwhhNZoY7t97iExpCqrzbPA+CxSkZ/YGbcS91mpjf2TxCIfn93KeHg/N9zFRnuVB52Z2dD+Zbx/8NlotBXITWkX1r0kjtF5m/+IR9hcOc3FulF4zG9xCieSQZxQwy3Osni6yMTaBEhn1Wguh5nHmACB5sHqY4lSFy9lGrHasK5Xi+In7YHpdbMkU7SIQKXMpI6cGXtlwEGW3gmEX0ehrOR+KLHokXBDe7+gzMjGFlA6J6jS4CRbLdaZmF6lGarpKJNJxQjVfj6iH0czRsPmwcceNh0y3gj1XYFJUKLhlZt0lhuwSKSONdCVHi49wtLrAkza9aNnzg5x1Vz2bD59YQKvCYOT7H+9VRiez4URZnKFSLjP34x+SWkhi57upbD2HI4X7SdkWDzx8LmnAqi+qMGVNV+Or18DMeEN3cVw3vtCP30W6dIJSehjXVXOfmi4i0o53bBh+7No25sRx9Tw2PCwlt8o9cz9ju7NEt54lYqMIUJcOR6qH2eFcEvu8Zsc9q6k9u6gnpklA04Pw0PRDTBy8D1GLe6ofOj7PJZ254O/GkGlvIpt+d4qV0yaVFbeElBZ1x6VQrNGVjueMh+kPLncsHOHg0izZTHjNqdIUty3sZnAhT2lpgqPGLH25Tv/k4N32WND2EP8a4MZ3/yGXPWoz+eKXkL/gfGXF+vpr4OCP4Dn/AKt2nukuttEKfVvo+YPX0XfOIgtf/zon3vpnvOSCYT7zOxdzcr7KHXc8nY357bztlrexb27fqdtro402fiXwute9jiNHjlCtVrnjjju45JJwU3TzzTfzqU99Kvh73bp1QTmQ6H8+GT6dNv87sCPhzHMnJ7FPziIlzDqLahsdS3JzcaTElXB8tsSh+cO40mFqaQUvUcNeRysXKe/a5eUvxr8MPDt15THcN3Mzjy56+ZJSsmtsgVv2TYPQkbW6t5lX+Xm7lo6yu9RarXS5kicA3zn0HSa8sh9Ti0USuw+TeCB8T/teQCllpESRV07HdsiNzyBcl/oelVMsBDxycpF7j85G2ojPoemJDEkpOVSfoCybKxLEVZ29Df1UkartYMxOowkRqkxHPZVCIKRDXTrY0kW6ksVamPO4aE+zZ+leFj1vZ/QyZnWe/slboKz6bjcIblGeJzhJ0kCIJbtnduO4ku+P72fmkYin3jvuYGlc5Tu7dYrlCotHfkDn/MOIasQj74/JdZG7v8X+g99Tl3b9OZKK/Mzsx7ZPIVoZEWBamJ/h5KN3wfiDZIrH6X/4JMn7j3DPkTlOLoQeaqXora4llyaCME+AekN0RJRMxsKnpYRqDTE2ju6UMYQVW+nHCseYKc9E5l7Ef0bmVSIxaguY9SUoTVPzjBOlqhOQtImlGe7/4Y+Z3/cIrnQDReM5t8iu+ZNhXqgM50SJarUOmW7EseoME848dWkzWVJe9/HiCRbqy9dXFrE1D0dmipQfHCOxVIotulahtgJIVKeRwB2LB9m3cAgpwZxR10uWx1laOIS0q2hOjXRpDDFzQL0XJOyb3c9JTzDPNw5FXwJHxu8nWVHjcHHR5ovkx+Yxj58I7qN/B8r7jpM8tNd7X4XTCFCUFcBlzo1qMcTHc9SZYro+xVQprv2QNDVOLpRZWiqjCYGbzcXOXSjV+d7D49Rsl6pTJfXgIVIPj8eiQXAdynaZhWo8NWB+eg8nSq33mgKQNTt2D+Yqc0wUVf+EU6Vr9gFErcKq+/bgFKYp1ouML5Qon1xE33XCG6VH6IOuODwwOcl8qR57LvbO7VXvooV5dZyUVGP5xurYOw81hMOvgDYh/hXHrT/6Kk/7z93s2jDAU97xDrVYv/tW2PVleNq74bzrz3QX21gJV7yR3ieP0H+JxuI3v8nxN7yRy0ZyfP2PriCfTPPQ/c/FFBn++Id/3PTyaqONNto4U4gq1e6bWGJioRzmLLbM3wzhuJKpSusyHtXSNLXqAr6/1vRUSdP7H+XIg48yPTbZFGbrE2JZa/Aqi/DSdccFoam9vefNUaVdXOYC5dqGbiMRjkO6sQ6uRzymvVqagUcxUtLHJ5suLrYXHtlqQxa9qlJmjfTCrgQkk3ro2avIOjNyiUN2uFkON93h+fcfmWFsvsz4YoWxOTU3US0jv77niaUxxpb2A5IDtXFPHRbGSwcD4lO11fkVbyz+VczxMXK3/ghsW4WUo9bEkYVj7Fm4PTZW4UgeWdjNbH2SZOkkZm0hWEdlr7TS1O4W5Zzc0Cv26Pg8FdvzfHp9WyjXw3G7DhP1QoSc+3WOUWlkhQnSlXju76JdZtf0A8F9CifVZd8tX2XsgArz1OwqwpUBR5pZComuvyYXynWOzhZjzdjSVmR8acJrNtz4jy+UWax4RFq6iIUlte6k9NZkeD93Te3ijpN3BCHZEolRrtL56N5wjNHuNzn+JEKAmJ7CHD/O7sWjLDpl7t31fW49cWvsuNumjnN8ThF+0fC8uS2MUgDG5ASiHiX/zZ7HvfOhAvmK+dxCUHMcNNuFmSL9uw/H++HUEKUi6fvuBDvMJxVS1SouuzUcN57NreFQqTtkimP4BrFgzQKFygITPgF1bSRwoHaCE/YcU6VJDpRDIq/yWFXr+kIh8CYHhhlvPbcaoUAoPuf6RrPmY3yjkuaFc/swq/Mc/vGXyNz2I1JjR3DSmdg87p0sUK47zBSrIUmvu8wUasw5S5TdGkcWd/Ojoz/iZ2M/i7Xt3vsDbLeq+tzUKfUyrdoON+2eoFipcduDn+ae4z8FIDn7KOnScXLj+9Fsh9y4Mqa5UtJ5dA69WEM6DhKoOm4QLeO6Dv46iRpZoiJ6oJ61o5FweCFdxGNzELcJ8a8y6oVFau/4KxbTGttu+LgKo7v5vXDnP8MVb4Qr/vhMd7GNU8Gw4Dkfpmd0jMEX7WDpRz/i2O//AWtTgq+99nIuXL2Gk3uv48TSBG/+8Vsa6vK10UYbbZwZBE60Wg2zNk+qPN6w+4t7N6NwXMmSPQ/AePkQS07oKdn9wL8p5d8WODFf5o4DLbxL/qWO3xX+7bpU77oTO1LOqOzWvQ2YDA5bKNcp1e2IkE283cGHDpA/GbmmR1QozwbXDZSfo7mJESLmiyo11o3VnCrCE6hqHArA7t1fgel9sXIwSrlVHaU1bvGkpHYgJJTj86WgLqjfrhAC4biYxbKXEwiTpUnKdgER9ex6oeQAwq2j24rkVRyfvKnvjOlJ1Xo5JEIukvvG78WuzyG9mrvB3CGZq0/QM3uv8iqjNs2R4OMmNAoT+Z7MKEGaLqjrTy2WqEVKMU1NLTDzkwewF5Y8HRWJZpdj7c3ZJSQwWT1C3fMoTy1VqNnxf29FdQUVc68vM8Uq86V45IPt2iqPdO4wVAtUnCpH7Snl6Z8qBHWz3XIFbCdYnZpTQRy7E+ol9k4UWpY76zo2TtfkA6RKJzGqdTITBcRSuelRDIw2bp3+H3+Kjod/FjtgsXqq+rQSVyry4vih79G5mS9gHdxPaveulmeLoAZ46Eltnf8Z5obW6kplW9c0ICSgAPlD36bn0R+il5Yw5sqxhfPIiUUcR3J8rtR0D6u2S36hQeldSg5VplV5IY8gPzS3m4naAgWnTElWGFsao+oZTHr3HaX4k7BmuKjVcGbVc6wFKu3xNdsIq1Ck88GjiPHplvPg4IVgezkKY4VH0H78dcyHfoRZWUC3y5Qn94alzCAw1GULh0ju+VpTmzNugTFnBveB2zCPNNdYF9JRKtRLR2DhOHMNddillEwsVliq2hw5cVIJss0epFCpB+8Zf6yZmXkyN9+raikbnvJ2VeWwj82F61O6TuTZD+fhgV3HqN19LMzNbzSCSpei/dicRG1C/CsKKSU/ff0r6Z2r8/3rruOcbRvhpv8DP/5buOAVcPVfnukutnG6GLkILvkDurTvMPz211C65x6OvupVZEuLfPp3Lub6866geOI3ue3krfz9vR85071to4022gg2KI+M3cdkQW2Cgz1L48baURshvVIHV4Vm1t0KVafEROUwj1b2NW/GvT/9TYz0XZsy7jmQpXlVR1h1KjjZKpZxpqcpP6Q8Ukv1WX505Pvsi9S1PVBqqHHbwhNm1OoICYVqLawjWpiA6X0hyUTC0jiFUpX9kwVuXTjATGUO7ApSuhRqDerZHrILj6J7JYoCj3tkUzhV8om4+qzoVjloT7AkK97cRNqTkvTsItU94WZfSDecSCQCRTw7jowx+MhBbF+Uyq6SWjxIqjwR25r7hFNfPKoMHsCiJxw2s1BClEtIK6E27vV6cK4LyOl9dCzsQUqX43NltWFWfLiZyBP6EmeWqtxzdC4YEwD1GkI6kZEQ/55oCL/LnKc0be6eYG7XESYXK9QnVZtSCITdHGoOkrpbY7JylErd5shMifuPxo0Vwol7xyOneoQzEooe6Zvj1pWui9fng0tjnHDmKMlqsGYrtsP8D79P4eQx8DzEet3b8JfmWKzUA9ElvweLdhguanrHZscXSd+zDxktUxWZL81WHsBEZYLZYp1K3UFfKJK8P1Iv2p9a4Yk6SSg7VXbN/4Qlew7bcZG4uLiUvcgB7dAYjmszMX0/Nc+ooEVEvqKC1eE1ZOyn7UoqtXg5IiFluFpkeI8lkKw014q23Sq3V/eektyDxx8lpB8IywuxoESoCrUlJuxCzOjijyE1X8AtLJF85EjQnv7Id6E4GTzjpXp4r6I9sQ2Vo6xV1Rw1GS8AY6GCW6sjCO/h3NIxpqvHmTy2HxfJoj3HdPkoi7UpDs+UvJJT6to+4Ze2TYvVila1sR59FBpC+YXrR4zsZd+B73Hk+G3qkY08eH46jF4NFd9/uGdSReBAc1iCK3FNT7SsWo/1puLWGCtEKgO4VRY8kb78kTHMch2qtZZjmKlNc6K0j7K9Uv36hnGf9pFtPK5w9EufYej23XzhsgHe+Advgf96B/z0/XDh78KzP9RCZaKNX2pc9U7oWE1H4fOM/MOHqB44wOEXXYdzYD9//dztvPNJL6c+fzH/+tAn+NbeH5+6vTbaaKON/0W4UiJdl5mbf0Bdqk2MMeV7Yxs2MOMPguPS++gkXYfGsF1J1S2zZ/EOQBHFViQDQsGXwAniemI3KOEt5+6vqfajp8byMtXPxPzDABRsVdfWlS7HF8rBRk56/9Ptstpo15aCzTHAHbPHeKR0Um0InWqsbem6UC0ytVRholRisrbEvF2Ckw9wdP4wsxXPe9RAiA/Vj3OkNhsjT8uqpkooeUTDzx2OtyfRbJtK3ebEXEURRN/LK0B3Kuh1lXdo+Lm3vvfcq59s1eaCeXclMe9TEKbrV0+59QGy996Om0iou1ezg3MlErwNc9lR1yhUHY9cSNLFsdjQ3Gi9ZNQ1HT/fGJB2ia65XQyPfQerVggOawXhhsYFfaEMpQquK5VKd+BdV4NYrM80nS+B+slZKJaZnIl7oPyyP62uPVaZZcHzouPaJKqzCFlXhoS5fVDx2oqIt0lCz/ie8QKHC4eZcha8fE+PDDVca/fJBWzHVSNwm7/3cXKxguYr98pwXRXsBaacRaR0kAKlOC4l+vxSjED7x08vVZkvVinZode75qi+HS89wqOzjyK852HJKVC3y8yUZ5qmSaDBwlGEl+ev1xaRvvqyd92xuRLH53wlcdFAamXwlhC4FMr1sJ51YCSTFJ1irM2WxDj6Ub0MtWLzMWrS0GJRH9HnVPUElOFp99wkzB5GIKjaTpCi4Lfjo2Z1eR8rUi8KxSYjX3rvNB37Va6ytCvqOfYaOVmf5Z76QebqU2hC4Mi6GreX72386PuIgkcSl40odKAwCZOPxj/2U9FxOVadBdfh0HSR6YK/jiTOocP03fUNUpP3Nc8XxN9wjk3vrgOBZ9+tRVIbgOPODPsW9gZGhM6Z+5leqrIwP0NHoxe/4VI17x3oyBXqGDegTYh/BVEfG2Pu/97AQ2s0+l76Hrp//Ha4/aNw6R/Bs94PWvu2P+6QyMGzPwiTD5M17mXdjZ9FOg5HXvwSirfcwiuvGOXDT/9LqPfztlvexs37D5zpHrfRRhu/xpCArNViYi3WYY/ceR/ZC0vMPXyISt3B9jwmqblZMgfuouegyiE27CK5qQWk7cSFXyL+12RlMjDy6nPT1MZOgJQk7nqE++++naNT8xSmT2AvRja2QqgcPdeh7lY5UnqUqq3yzmQk7DY+Jklu6SDp0nE4cT8sjgVeVpcIGao2kDLHZ27SU4uONBohe624y6JTplAPPV0uUoVtRjwwIJksTjNf8j2UEiHDWsd+28KVyutnOyyUa+BKr/94HrUJNA3shFL3dhYL1GyXUj3ilYv81jn/CJnS0fACHlGVgLnoeb298Qk3DOV2kTiep0hrFF+SYETKEKWWjuEevxPR4K2yXUWAHFdGos8l6dJxpISiU6LqVJoFmqSrCLHr53BLHFwmy/MqxDOSV35o6cGmUEx/c67vPUL2zp+hHY54sPyQ8loBGs57cHGMQ6UJ9tdPYlRnSZUnSJfG0b2xBrMw+Qj65Lgyynj9BaXaHnhKUdeRkfB4H8WKzZIvdoVE4NDk/rArFCs1UuVQLM43+Oyau485Zwmki9bwDMiGn/4vxYq6nl6tYZSr2I5SmS47KsRYc8qxEx45scBMg2CekA4snsSaVaJN6YV9PLj3G7B4IpjLupfOICXIyjxSxmvNds7tVjXLZagJ4F82KicG0cDrlTzF/iktjnGV+JholUrhtcyCMuw40uZkvaCU91EpIYpM1zDqS7EeSL+sWCSPPJh375dy3Uav2Qhpox/4AdmFPaFxKOaxlmh2BbO2iAQqXl+1E977pFaKtB7C8N4t5thU3GAQdCQ+5ortBJ5hefQYqYn4/lNKycnqSerSQdT8lAqozRzCLBVVOTDfwIb6qftr2HXJHJwkNb2EYav3am3mCMEdXabcnAj+nTmN++uhzYx+xSBdl4f/5LU4OHzmqqt5/eLn4O5PwBPfBNf8ddsz/HjGpqfB9hfAj28g2Wew7ktfwlq7lmN/8IdMf/zjXL11Nf9w1QdBq/BH33sLX7uvtShNG2200cb/BnbN/5TF+jRVp6wEmaQMasPGICWPji+ClBzed5IHx+YZ97wMVmWWjj1j5CaVeE33+MP0HTrC8QcO8qNHJ7Fdpe7qluaBcKPrCBdXuljjJ6h/59Mw6Xt8q8zZZaaO7ebR3ccpLxSDc7TxB3B2fQ/jwdsQrsN8qYYmItvkyIZKAjPF8QgZcMEOXJ4tEW62ndhnNdvl4HRREfDSHNr80WXnVKKIWTh1Em3fXZgP3hGSNQlHbr6FWVdtGAPBHUeiT4VkWrgupq5GbzsSIR2yS4eC7zW3jhACqautYeXBW9l38BGmi/UgNNQPUBUSNNduChm1XaVA7Zqq2I0oLWDU5mLzISX4PCKzpMJKEwsVb3MbCg8BzC09pAiNF/aeqM6RXTwQjHvRr50LzMydYOCBMbSazZ7SbhZnfspCdYLx8kHqgSCWq/bzEbI3bs8zVp1nrl6k6NRiJKDiRTcEEQjAlLdWdaeCmFuESo3JQiWWY12vhGRzqVpnbLZE1TP6lBZmPRLQaAyQnKzOU5cO6eki0ZI8krCGrSoF5kb6GTcUBaYi/ziIKxYXp7HKE0Eeq8Qn1qHvV+IEue91x2WuVAsnIbRFqRmVSil9+MF9DD20n7rrhgJIdoVWD8hCJR4eK6Ra21FD1HhtAY7cGhiNjjkzWLUCh2eKKjrDrgXCSUKqkF6rNqdq0EqJho1Zm2+eIpqnPv6lbP27D7sCRfVcBR7ipcnY8TKSpx4LTff24DYOcu4+0sV4PeZALyEyDwG3a9i+G3YJF5d0YX9oOIl0V5OQX9yLwKFUc9g7XmCuVEOUVXqCHLu3OeY8TQABAABJREFU5fD1uiLEWsWOCVkFsQstBKtq0uHm+Uep+6H/hGsldd+X0W/9PscP7qJ89OHgnPlSRHSO0ODTvT80YrlSkihUyI8tBKkG1T37MTxNAlGK5O1L6UW+hGv5saBNiH/FMPGvnyDx4F4+8eRO/t/ADNoDN8JT3glPfVebDP8q4Nq/ASsN33wDZl8va2/8LPlnPpOp93+AsTe8kScNrOctF/4ZWmYvb/n+R/j7H7TIvWujjTba+F/CVOU4exZv584v/wsPfOUL3t6kefc5Y89ypOrnOMrWiqCuJGfpCGBxahHj2DFs12W2WOPE5DTluh38szY9/ygnysq7ZLtuLMwxSrDKpcgG3SNJ1uISWq0W8l8ZqTXrj6te4OTEvRRc5e0q1+oIu0Wtyxbh2Ep52NugOU4Qvlis2TA3FifOLXfq8c9Sj5zEPTjDoemiJ0glKS3NN5wjScyVsA6GIlqa6y7jZfe+d6qYe3eTWFSb8vmFQ5yYv5/oTjzqt4rdM6HGZzte0SpDVSSdHPsOk+UDkV09uHYlENnJzkyRnlqi8/AM1pgSboruVJbcsvLEeScfLu9Dq6uxWp6X0VdlXphWJNQo1ZQHTtbR3BpVt8JibdbrplTK0rZL1VaU0M8+PlKdZW95IjYvZVnFiZDPqluhYFeZdhZJFvwSNMrwE/XqTdRPBsJS5boyDtW8SAHj0AnSM8UIwVCEoOzaTNQLVFwbveaoqANXYlcnqRT2Bh5/G9WebCxfhe8ZixJXSU06MU/oZKGCrDbkVkpJojITRAy4UiK8/k4sVpkr1ZkshF7d2Cpy4eGIoFfd9gh2pBsFtxSEsYLKD431WyhRvIUGwTHVoDKq1aVNYqGs8p8Do1VoFBCR331mmF06HITiA5S8kGnHy7de3kOsPi9XW4TcFk6GRNybo2pxHjFXZuBBr3xQRJFc4qJ7AmC+UWPcmWPamaEq67HJnKpPMecuIVynoWfN/dQdlV/s4pL21K8l3qPoJZoIT9fAlS5l792F9CJN/DVttw6ddi29oXyWOl5EnuUoRN2h6oXh+4J8LpLkMS/0emaO+gohzK50cQollRuM99Zx48ZEUa9RH4uWmpJkiscR0sHG4ehs0Usl8Pq6ktBdA9qE+FcIlb17mf7g33PHFsET16ZZdeSbqrTSlW8+011r4+eFbB9c81448jO491NoqRTDN/wdA29/G4WbbuLwddfxwvSFXDXyVNID3+fvf/JT3vWNh1uG/7XRRhtt/Lzhet7Qyalx7j+phHgCldDAm+My7ywy4+VUukQ3WGEYo3BdjHIdAx1RtzFPnMCt2CxVVV5joWIHrQskjnRQdZa9pqoFtUGMdtC7VG5iJvhbeOdLKXG90N5G75stHXBqOLgI22Fpz0moK0LcaGrWxhcp7p8OyKd0HKb9ENFKNSDb5lIV68hkpGsSZg/BzAHMehh2nS0cQTs6jn7fnsCrV6kpRV/bcT3PSMNGUyoPUao8FpBs4brI8nwwJs2OemhAK5dJTJ7ELFdJBMaKxmb9vMh4uKrwdIFtRxkT/NBPo17zNv3hsfbCEoP3H0WrO3QeniF3YiHog583a0uHhco8eqHYtPd2GowGrY2+4WdGvUh69hF0u8TJhfvZuzTJTEGp4UokFRkhepGQaatQ5ERpgv3z84wvVLy2lph2F5l3i4w788Hoo9f0z6/YNnPlglpfrgzunds0In/VR+bTcT3Pq83C/N0UlvYGdapt6XhkWq1T4ZHI3PgUHVPHgmdASNcLDfeZadTzacc9tJUFMkuHMbw6uy4y8H76+wfbLwMUnuU1KynVQuJSrjtIXGxXMlNU5GbCWaBkL3i505LjTkN+tpRUHRfN9XLN7VB4TD763eCw1FyJ3MnFYDhChuHPfscCo4CnilW1XaRPXL17Pb3ke5eb78WD1UPB75OLVcp1OxY6X7FDg5k/RwvlOoWpiJEh+jxKh+z4ItJxAs0DnxjKCFn357Qka4FhAvxU/dZ7uMVKHUe6aNFyZ1KiuRXSiweC8046c0zUxgKCu680yVKtSs12WajE3x0126VSdxBSMFGaoGQXydwVL8HUCqLuBEYexzMkTBUqLdd7I+q25KGxeYrFkMBqaLGp2V3dD+UJXOkGRs5o28dsLxrGuzeZmQU6HrzvlNcOr9fGrwRkrcahN72RQsLhnivSvHjxbnjGDe3SSr+KOO962HAVfO9dMHcYIQTdL385a/71kzjz8xx50XW8tfoUOpM5RrZ8nX+7/SCv//y9y1oB22ijjTZ+XnADD0CLiCQJXbvHSBw5GPwd/vBIcL1MzVahnsJ1yB5TZEkIb6Nbs1VpIO9crYGMONjhvn+pQSUa1GbRqZKfPBmcp7wqjudYUiVjGjeg0/YSIKnIGrkTi5gTi6QfnQzaiMLZPw1HZlnwNshONM+w7gRe1vzeKYyZsOxTtJVENSQMpl1gavIIZbfq5Y2GwlA122WyUAnKAfkQgOYd0zW3i3TxOMKVGHOharUWy8uNEgoH0wubRKi+SAlVWVdiRgjMegG95ueyhp62mu0gazZGURk7fMEcGan5+tCBR9S4SvG6voWKCssVwH1LjzL74H1k9x5tGbW6IiQx77XlKSznFx+lPncni26VonftkqxiuzIQYkOo8ecKBxl6ZB+ZybgQnNVCuTj0nHl/SWWGma9NcvPhByjZVYSEoqeqHN3EL1dOSnNcirLCnsrB4EC/DnKwgqTEOjZP+r5DWKVFVu++k6HdD7NUqVEo18kuHSVR89SqAT2yRgRh/rGaX2XgmCsUVQlc3ODeOS1ugLVQavDeNRop1N+VSim4jlkvYNYXsSJrO8iZjZybWRqj+8ETmCcWsBeWkLX4OvHzSxWXVORXSJeUn54hpQqz9vY8U4uVIH825kVGcrLQXAaqHjX2eIY336BVd10OTpcpeoRPRHJYZcSbLJ2oh9h/BprLhy3KaIkvNRPVahlzKfx8qlBh70ShpWNjaqmCi4vmOuhOJei2YZcxajZ6sULVrQdCexJJDYd99+/i4EzBMwA2Y7FSp1Sps+v4PTzwyLfRatWg1z7pjkIC+mIV3TMEPFo6hqg7JB852WTAisIvuVa1lTGzGJlDTWhMLYYpNxKYHPtKTMAt2nu/prhTLLeSYTwl2oT4VwSTH/kI7DvEp67ReU/lgFKSvuT3z3S32vjfgBDwnA8rcbR//33wclUyF1/M6Fe/grVhPQt/8me879GdzNUO8vTLd/Gdh8Z55SfvolCpn6LxNtpoo43/HvRqjcTSURLlZu8PeBvDShW3VoLY5icMvxWoDbif/whq0zPnLHGwehDx8DGEKzG9HLLFcpizlqxMo9cWqa1Qj93fxyUrU4zV5rxtsatC7lxJsapySCMO6/hPQPNCNpUoVYuNl/dR4lGlQl2zI+9dp5ls+6h7XsF4U+rvRbfEmDOL9MbmekRgcbrIiakCTkxkSw00bMpFkzbdYwdCr7UE3WkIT3VdXNfGF4cKPfpqs3pf7RBuJPWq49hcrKdCulQdF+vIjNdHN/DW+PmhEkm90ZvtwXYkemWWmmvTu1uFRdo0/5vVGObaGN7uHRQfWmRec2MLJBpEnWaKEW+5dDHrizGjRLSdsowbH5CSu6v7OViP12WtuWWkhKliKSD60EiIRaS7kc9dyQlnDtsnsRKqTQYMgZgpgXToWIiWRfJC46XEXK7sTAuS4qJC06X/e1DP2dtjFI8Ez2RqJpKSICX7luJlmQwdkDZmvdB0v7QYeY5QRKneA+klL/R9tkRx10GW7tsXO19I35+unj//9lvFqteiRN93FDEzD4BZceh7ZJzYopCQrEySKp/Eqs7SOf1A8L0ApmvHg2tFYTsuUghcR4U0GxHPuG8gUikX4Rp3/dB2NzTgmaV4dEbwu4C+3eMk55aCb2ZLdUx7CbfeXA7MQbLfHseqqlrv0jcc+vNqOxxzokYclaOfnC+HRqNlsinn58os/vA+cnsONc3F2HyZcj1Sz7tQQavaHC4eZcEtMlcrYEwWsArV0IDjX07aTSWxJMo4FX031qUdI9561cZ2bQ6VjkfOkw2teNdwHSWw9hjQJsS/Aijdex8z//IvfH+H4Jnds6Sf8SG48FVnultt/G+iY7Uyehy7A275YPCxOTjI2n/7Nzqvu47s577DB/+zl4dPfok3PyfD3UdmefHHb48JGbTRRhtt/Lyw4a4f03VoD+tvv51WoYgAjnQ4XlKb53I9zDMLNj5+KCIC3XZAg4qsMRUIRrl0HpnF8vIZ/VBNwy5j2Es4xYMcq4XhvtFKu4C6jneNmXqRKS80WbiSuis5sVjGcZVXKDu+GHgaYuGsrhshNTK4guO6zcN2HPYVlMChkC7SdVkug0XiqnDwZaCjIV2XpUodVyrvVM++KXoPjFErTDSf0EB6zHqBpWoYquna5cgIJMKxyU3dT6aoRL6iJDL8tWURrABKQNcLZ4zmuLqSuWKNpYoTjr9hI+5HukZL2UjpejmjkaYary/BKNdJemHNyqDSQJp9cu+4pKeXyJ5sMCCgvH8V242kpUYFhVqj4JapujVsXOadkCRqbpVs4QCGXcKwy7H+uK0IoQwKV6k5CDya4RiL1YYoAClZKNWoV4pxj533e3ZiKXhOWiH0EKuJd3GV6rWIE+JM8Ti6U0GzG7yZkVzlgYfiwnCGBpYnaNXkD29Bxv3IB4h4jb05qNQdSrWIEcVVhjA7KCulKLyPdOlE4B0GMJfCMFzDMxBE74dhF8k9cEtsXCVP0bhR20BKJSAlhPAenAhh895FAhkLmfa95Sp8vXklxS8RpoBEkSxPoNnN5Z/ml6bpuP8wZmDQkUGDfhpD9ErRwPxQ26AZrqGRWChTKlYpBbWfw8Xoun7KSuOJLlPOorp33r2pNeQNJ6pzwX2I4lB9gn3zcaIsIkuld88EPXsnvXekb0iKGzlApRRoTgmrNte8ZldAmxA/zuEWixx785uYzEsevrzOhm1/jnnRK850t9r4RWD7b8G518PN74Xj9wQfa5bF0F/9JUPveTfDj87yN59yuP+Bv+Fjv30e+yaWeMnH72Cu2CbFbbTRxs8XQrpY82FecKI6i2HHS3tosq6EbiKfxcim9AmxRLhuqAjt/XSlbNjke+V7vHDSBZrfbdH2T1bnY58vOmVk1BvtukwuFqlXW6hj+1d0JUteeGJ0wzzT8F6VuEzffzfW5BJS19DcOnU3VDH2na1Ral2pL59xZwgdHDcwJPiEJbVUaj5HwrLMG1hyqhw6eUewkZaAsTAdC4cMve9Qd4JtdHNbVVsR9ECQqeb9dIJB+qSgaofhqIYWb8u/ghYJMRdSkjoQ2SQ35GACSNelZ28YHh/2tbltscKczBVrzBZr4bExstB8XlXWmHDmOR6UxVLHLJTrGHaZqqyTrEyi2UUyk0voXvmh1iHTkkW7wlShSqlqB6G4uh3Wqy3EjCXec+JKXLuG5jT3NTXbqn5ueIR/xszCErOFUkiOhFDe/cj4NbfBUBP5LrlQiag9q7WZrM+Q9RTEG6cuTjJDkixjT0JIiE8slBlfrETOV4arGb3PU6eO3ysHF1u6HKyPK/Eu38gWjRyJ8ii7iCiWW37XGBrsunCydgJdKtGp+EjC/ksZ5oz74eR+JMNSC6Gu5pS2CGGvL+PlBxJTyrCTWKoGFNFfU42mKyFtumYfCDz+SMn83CyNgrul3ixS0whzxF2S5cnI800wL2a9EIukEN5Y9QPTOLPq3V+Vp45MlEjMYg3jSDzKQmsRTWLI8LlpJPSudHmoeIKiX2N7WVNWM9qE+HGOife+F/vEST72bI2NxgvY/qzXnOkutfGLxDNvgI5V8JVXQikugtL5ghew7sbP0q3nec1HjzBx89/wiVdcxMHpJV7yL3cw2ybFbbTRxs8ZPpnRnCpmfZFkZbLlliS60ZE0e2I0CZrTXEPVkXERq3ATo65rSyWUNLNUY8rzDAX5ra7Nwd2P0LUvUptWAtJGSMiJJDYOer0YeLdaQTjKi1dzWqhME+7WFt0yBaekwoVNHSHrlMaOoXuEvlBt8Hx58BWYwfOYep4nDRHzfPmqxrrTOgS5VWh2DTvoW2ZmISxxIhXpCdSw/xvIeSWcXF3Dqs6RLuwNw7KjHlLv185DjSHJra4r0edKwVdSwJgzwxE7eg9bnNfkMfXX5Ur1duIQEa+jVVsIPOdNvY14SoNzG8L2jUi6UnQTL4QKUj5UmeGEZ6ypOWENYJ/oiVbh+VIGxDlaqub0k679a9gkKlM40sVarHj+VpfE4goKvTIkgOlpVbc4u3SYTPEYVm0OPeLaC4iuXw4slu8eCnP5xpioVzwcksS3nwS5zXoi8KxHRaiqss5hW5WVWnRLkXveel6O1E/gENa+jYptRT2U/rw4Xlkn19CREaNOtNbx1GKZae85DwwgtoO7jEFmITA++bWTw+Pyi/uaPgMYeGAMa04ZPcxiLeiA8JTn0eLnJKpzQQSCGqfEsJtF6wrDeWTkJWvUCqTKY5i1MKpCeK+56HtSQlAvXLgyEBlr5cVthUSh0vR1q5SUpB2WzoubD1VN8egnc/W4x3kltAnx4xiFH/6I+a98lW9cKpCZDVx//Z+f6S618YtGMg8v/BQUxuFrf+iF5IRInXsuW772DYpre7ngQz+g46sf4pO/vZND00u85OO3M7O0fDhVG2200cZjhb9BT5XGws98RdUWx0spg1JGUWiAFiV63g7IiXiNY9eNiOVICQulWhNPkbhUKzZGOe6xyC/sATwP7DIbtpinxQs1rNT9gOzmDV/N6gxCBV0JrqkpsSqp0XVgGmupihTKW7RYXt6DUqza5I/Pe1MgcCNEy9/op6vNm76uQzMkpppz6KYc9VlN2hheCGZ2QuV51nyF3+hYGwYmxfLbRiHUYB3Ars1g1yPX98JyfSVvdXyDh7jl3Dd2qPnuG3PN6ycQuBK+Gq1CYmHlMix6zVHh1FIiI1Yas74YI11R2C1y1kWs9nQcUQEqP4e40uCBNV1BbmwhdnKi6T6rcxca188KpW18LLhFppyQ4Phkr+vQDAiVm6rXVxLijI/KcMJ7kF06giGbhY98US/dKUc84z4hjpSGiuTwV7w+TDkLLTz3WmgwaFGCCkAXUS9uxBAR6b7uVBryXCW63WzICR8GlRsvhTJ0BV/7hFRKCuV4jd3Ga0YxH81fD8JG4gcvVx6qMdpAk3U6D88iXAeNZtGulkEP0UdKiPC/yFXUYfHIjcYeuVJSGu1pajKKZdMtgnd1/PtU8WTToVVZp4rddLwfLRD9zHFPf4/bJsSPU9izs5x8658w1i/57iUprjjvbxjpTp/pbrVxJrBqJzzjb2Hff8Et72/62ujr4/wvfpPbd2YxPvVVVn3oL/nUdds5MlPixR+/ve0pbqONNn4xkM1/SCSz+x5p2gBq0o1787yv624jKfHLAMVVZLs876OMeHv8M1sKV0mJvtKWSIZdFLGc1oa2vD7LyEbclaoMkdq0q/52HZheMXwXFEFPCAsjGmIZmRPfQ7zc5nOl1u0GcjdJhaPOFON2nEQH1MN2GXhgjJWgOS4Du05gjS1Qd4pM6qWgf1K6gWDTbDFSZ3SF/hpCp0ukVzwGOEVZQWWw8I9IzywfRgxK7CgzWSB7chGtaa21hu1UyZ5YiK3X5ciz36PgOAjIR/QMDcGaORFRuW7VZvO4LWGcVp9bwSdXmt0s7iak0+rxXRaGG005aH2wHZmvqfIMx51p9JoTI+InPQNGmUi9Xul5lCPGmeUIsT8mgSBZiXjRG5/bhvFaXq3rmIfSz22Wkrrj4mDGiKOUitCmS2MkKxORz733jyOJuV5b9MT/OlB5j/WxeXzxfke91a3X31FnirKXVhKObZk3iD/e4DmIHBdEMETD0CWu3rotX0wsUZ0ODHGxcQRNNPw7sMwz6KdMxPzB0vMQP5aFGutjG487SCkZf/3LqZUqvP85BqL2Gv7wSVvOdLfaOJPY+So478Xww7+G/T9o+jqT6WT7+z7KJ56msXTzzfS/7bV8+pmrOTpb4pX/emdbfbqNNtr4BUNtVAqyTGKx0uQ9EUD3wTHSmhk5Gor1elCqwz+O2BHqp/LAaixV6gEd8n9G+ZOvyyOkRBNayxC95q6vcMy8H6Yd317ZKRPNjXjBTgMGOhmRCMvMIGOlbrS6H0rdeiu33JUsQzT1o+KpOc+7xdh3zUNdPifPz2Ot1G0QTpwsuA2edFo6e2NfrjX66MSIU9oW57TKyfQ7nqxOokmbBacY1GA9HWSmls/bbIQxUyAztURmsvU5K91zgUC2IBECgUCLG0MaWm1cq6YwHsPqau5jtJ+NmewiluPrn7TC1ezQE+978+LXIybK5LhuIJjXdTCak9psetJrNtJxFSEOjFTLEGLfUIaIGxQauh4db2pGkfnG7AHXe8ys2jzVustizY3x26rtUssmvObDE4uy4vWxuWZ5M8IjGldrq/JXLvF3YVgGyl32+VpwPUIaRFG0OMhXuIv0REQiD1p5u13A1QWl3mzwmb2C9kArNCpSnzL8vyE1oiQrpz5nGbQJ8eMQC//8Xgr3HODGK3UOGZfyD897AQlDP/WJbfzqQgh41gdgcDt8+VUw8UjTIRcNXUzPy17Ge67XqIyfpPMtr+Hjl+d45MQir/7M3UFoUhtttNHG/wb8TWKXnmFQ6wAIwjZzJ+OeSdMuYzglOoy0d25rBAIywWY33IrWrC5sN8yZO+HM0oggQkaCscKWKBaaF71+ZPNVTg0xV1SiSI270aX+nNq0P8bNWrQZV7eZ9jxXEJY9On3ZGIWEqTURnuVIdTOW77/ueXOkBISIEHlQysK+t0791LXma0pgYaSL8voBTKF53uUIKVqRRSuIqMq0L+pFs1d8JfRoudM+NiAWrkU5NdTi61MQYm8e4tG5IlJje+Xr+khgnPJ6rfugzonWi3UbiImQLksyEm4u5fLhr66k6JU0A5h2mr2dYcOed7zBE1h3XCU0pUn2109SlzaOngq+737oOHq5HnkGWu9fHFw0Adoy6yZpenMfGUuiEBfwivY1zMyQHgNtaFcL15uPQFyrlQr9MlBcfOUIkMbrQGiUElIG4fiNsL25Wsn4J5yIJFeL5yao+RztiwSpaxRWdTCxPf4cNK6n08WpomgWZRlL17xjYc4tNlbEPu1rtQnx4wz1h25l/COf4cCI4Fvnd/DSTa/lvJHOM92tNn4ZYKXhJV8CKws3vlDlFTfgDRe8gYXta7jhd7vANOl/xxv4py117jg0y+s+dy/1xyA40kYbbbTxWODvv7pSVtPmw2xI3RBIrNo8mk8LVhB7mtvQGzQu3Gj5Fg0p9Bj5c/VWJEwRKFPop0dYG0LyjKDJiEc0slEu9WZBE4jHuC0UhDmm5e40Qggq0drBgdN0ua2c7xGPj8lpLkaFhghEiyS0zBW2dG1FQhrNz230OhWW5gBJV8aiK2XSnbHQWjQlgUp3GjejxisQVG0X57HYayNLJdqPx0IUH0vosV9up5Lox9WanROtrut70QQEHuLGcNHlCI3XaIzQJIWFFgSlP3YP2bxbZMYNw7MrMprXqtHor4wKT7WEazd7+4KuN583U2zO9Vwo13FXdcQ+C9eoZNXEbEB0lwtRd3BJGHqTccGfu6Sp7vOsWEZVPuqA1KKEGEA0sdWW3lYfrsS1Tt/Q4iIZs2eoyNpprV0houHNLMukfXX3gGy2eqaj97fF3GpRcT//FClxNUE10RuIjTWGbssW79+ooaMRy+VdR5H087ilHwn036O2bUL8OIIsznLiDa+mLuD9v6HRUX4pb376eWe6W238MiE/DC/9ElTm4bMvaFKeTptp3n3Fu7knNcG3/+yJWOvWMfx37+D/9ZzgB7snectXHlxWBbGNNtpo47FgQO9s/YUQp/RI+mRA7dUEtitbbo7szgy1tBVsvAQu9aBsj/J9QRj+N3X2YFMbqg4rmBgY1dbMK87H4/mL/p6vkWIGR/uq0yP5pqNWQiU5iL/ddE1dEcRIeR3fg7MyHW72zrg010IWaAG5UJvv5lbr6X5qVmcghpUVyRipzUyEhMonzoaXS12UFWV00DQyZRujhXc4ioyRRGxdi0BQs11KdS9ccxlCXk30NIzH60ekg/PuyvnDUbQi6z5KPZnY30HOq4heOcRUCw9pwSN6AoGradRdN5YLLYCMSNCr55hZu7bpfIHELIckskfLeXOz/Ppyl40kjPfZ8NZ2WiSwhIFEJ59ocW40OqI7nJNTpR1EDVT+b/4z25RXbpkNPQ2P6EmZrDReSxikLR1dE7HzjFItCEX3l9NsR+u5iY5lqeYE6RoiIF8NwnArGIxquVGcTHMEwXKoyjplWWNyJQ876r6Wu1QkTfz90Bq6t7j9igCtSHw0d/d0I1ukBDvTq57FwFARf59Obe2P/S2MJL35FQjx6exHfSOJZ8SSmk41s8q7fttD/KsHx2b2rc+jNObyT083OMkF/P1vviS0jLTRho/Bc+D6G2F6L3z2t6ASD0XcObCTl257KZ84+e9Mv++NZC6/nDX/8gE+Zt/L1+49zv/51iMty3W00UYbbTwWmMT/ffLfKroQJE7hgfP3aBrhZraxHqdr6JRHB7yD/Y2qE0S6lDuVFy7mD43mtUZ+CqmUfdPTK+eOusL0TvTC9Fqq0MY3xj4pq3SlqXYsv/lrghb6tVxdA1NDOC55LS405R/V5NX0xXxaeIgbSbJEBnOjSpd4V46MwzWzSGEgFX0mIUx6s0mEgGJfNtaef163lkXAyoJl8Y4AkBdpNNmccymbnXLeaVGBJRkmikf6X5DNatQ+1uh99OmhN3KlcOVCTwOpeUyb7vg8CARogrliLZYLXevJIYQgJ9K4utnYDEBTabBcwvRUdltHQjhm63vg6lbs79V6H2v0Pob1LlIigdR0DCf0/qcnC+hVO5ghxzLQesM1OZxsWAsNiOtABSscUHnQsb7JOHkWkZBkzXZWNC9paIGXOkak903FjDfQXFPYv0aM9MfqY6NUyBs9xIElpblntu0yXzqVAnjzurM49T5/cXUnTtJoIoDDenfTsT4hzjouPRkrZjSKQ5KoziCcamDEsI1Mi6MUXCmp92xc8Z7IBqNMNqE31SOPIioqtxyiM65SLNTfsxt6T3luFG1C/DhB5TNvZOqHEzy0NcmPtmZ56abXs3Nt15nuVhu/rFj/ZEWKJx5WnuJq/KXyxxf8MWvza3nXff+Xnr+/gY4XPJ913/oc/2/8u3zmlgN85If7z0y/22ijjcc9DF1jrdEXbEJ9b6qUYCcMVR5khfI9Cn7IXbhZ0mSdznS4eVfkSIAQLT0BdjLhH9mUMxuFROVDmu7KfZJIHCPp+Z2j2zDVtiWSTf1XHY+QSs/NbScVyUlbKxgGokrVhgaaQLfdZcllSiRafh4NXRXAtFNgbn0PtUx4vBuhlLZ0kC1Cf8MhecYA7++MZVDLxa8dqOVioDeEra8I7zBTGCylmzfzAJYR8b5rgoU1XbHpNsr1UGW8KcVTMLVtANfQqadM1hn9jOi9WJoRpyIrePpazk14YstP50Z7mNncT3mkm8JwR+zoRlEtQ9ewPa+ZQGBb5mnliWtEjDwtCPFysI2QwAqUh9jSDBDC+y5uhRiaLannTYYeRl3X6csl6c8leUL/yIqBEAuUI/MrSCdCIpckJP+zG3qxI2EhfWZPbOXrttNkuPBFrbo8Q4xv+FnOwOF/auutn51oVEqMOLYygkTKFbUa/vxSjWLtsaeliVO+KwFN4Jrxd4kQgrSwgiiNaDcBjJrdMo+/nBr0iK/ErBeQMnyHyBUMmcqpHBrWVny3AfmkSSrXdXrjiyBptjAqgVqvph6ofdezCZwWho7l0CbEjwPI+7/MiX/6LpW0wQevqTNov4Q/e/rOM92tNn7Zselp8MJPw4l74TPPhWKo3JgyUrznivcwtjTGhx78CEPvfje9r38da++4iX/c9xX+4bsPc+MdR85c39too43HHWpWZ/C7KQxcw/caeVsNCZXO1Iq5keXOTupmXm3uNYEQ8fBVs4E8rEQUHM8bUZY17GwiCCv0IaVPlCVCCgxHYugaHYnWm+PYuZpONmEw3JFEuGG+ZX/Pk6kmupFChKQk4khyvV9cn9StNAChBXPl6hrC0EgsNHs5fT/ZcqJgsVxOATXXxjF1nES4YZXIGNG0jYzyhkfgf+uYvpc77Lxj6nESKUKvtYYICHG3GXqYklprzyeAKXRsXYd8s+c5JpAkadr0pmeKmMJg1BhoGfvsmjpTZw9SzyRUaSuvH/Garo2hsFESvvwmO0qEormRtXxSKY33dlPqU2RNevdXNpCSjqRBR38ed7AXOTJIpStPj54PxIMG9E6G9K4mbyoCckkDLZtYtvxNKzhG2E87HV/71URvUz55yjK8/HY12mo+6f2tkNeSrAwRi6AwhIgZQuqml2crBEuResYCDU1TIesSiSaJGchAGR4AOrRMzHAUJcTRmQm83GbzM++XYwv+ji5vKZGasWwOceucX8lKhpYoOrXwOZGnEINLCZOd1oampoVQ/+uIlC7LJ80g5aGvYnljiXZRUk6pVA0hJRPnrUIIEXjq/bUQfax69RwpYeEGJY9E0zEtU2QEkIzniPuGwpWgNURM+MtTSqnyvE/ZwjLt/jfPa+MXhZkDTL3nrVTnTT5wrWDBuYCPP/93MB+D9a+NX2NsfSZc91nlKf7k02EuJLk7+nfwirNfwRce/QI/O/Ez+v7ojxj8i3exds/dfHjXZ3nPV+7h27uai6K30UYbbbSCFAauUN6sxfwWbG9j63tTJVKJS/kGfZ/sRYjXic3n4foERde8jWV0MyvIJgwSHnmLEpdBPYyacg0NKTRczaImbXaPaCyu6Qr6CXjhpUrLNTVXJrXnGGlhsSnTHGoXaFh7wluumSFh6ujlGUwvdDWpZ3CMNHUzDwhcX1jGcdE80mN55M0nxEITOBFPSjwX1gi97LoAXZ2bbvAEu7ikTL3JE+RvDKuyUbBMebKiRMcng6YVtl1Oh/nWdtJE94hgLdFDMTOMjBJmIaj0ZoINbd3MMb11AF1oaGhB+ZsuI0WnR8D6jXy8v0KnllAbZBMdiYbsajxGzZk/VgEeoWwmGrpYRgTM9+I1EoiGdRZdlzISthoVzko1pa1Fc8fV70tD4RiG9W42GUN0aZngitJbCxkvwkAIQSZhIod6oa+LHfnL6dQyJE0dUxjktBQZLRkQPr99gSBl6aTPHaLvNELzu7Ucq/QepBbec92Ok6+0kSOfsmKVTASQSRj4K2xpKE+1cxSSeRKagYG2YgSIRCAjXwuhyPVGc8gzdngRJQJORvJnXT2hwqAj13YHshQHIkJVgZgT1PryLG4fCnQIYgOIXhywrdYkPhkRigvyYr0GyqkB6mZosJGwQvgxCLfZ0LLssZHjThVdYQhDCQIugy4tE6imJ9OZoOWcdprpGzKilO1HfkQ4iI7OWqsH25E4LmR0bz0G73lYnRxd4QLhWO2kEXj5G+Hn7mfyPd76CxGEcosGZYXTtwu1CfEvNeplSh98CTMPWfzk/Az3rOvgrRe9jfWNuTpttLEStjwDXvEfUJqBTzwNTtwXfPW681/Hlq4tvOOWdzBVmqLrxS9m+O/+jrXH9vD3d32Cd37mZ/xs//QZ7HwbbbTxeEEsb1Zooene+7xcd5AizAn2vTaxHEYhkGjKi9GwAfWRtozAmxknMSFcQwdNo5Lsp5Lsp0hENdc7L6elqOQTLLhFEosVEIK1Zi/5iMcsL9TvpaqtVG+1BEuZNawaHEQXAtfbmBlCp8Pqi8+Ht2nUHInWsFEuZoeUB7Exv1dPRqNJAyQ0i7Oyq9loDpEQRuhhBnb0DjCa6yIr4pv6kBA7aELNsYZAaKpeaMzrGXihIp47Pdx0LqzrDkMbhWC4u4OOgTXxMa3upNytvFG2kWVHZmPQootEF1E/YjOU8UJt7A2hq/XT08nMpnBeNaF8TVY6x5DeBZ5XaFk0fRV1W4W/D+SSrMt0NB4cg6OpOaxH8iibyvmI5j/sREisdXR69BzKS6rWuZ1S34uERUpYCCEwtSgBVfdmW3qI1YlQlMhAQwio5pI4Qz1ovidPCPTT0JdJCIOUFvew1rKJWOmohJ7mrO41K/MKIXCsHGT62JYeAinRHWhSbouMKOoVV8+GDL8LDBZC3V+hUU4Nke/sRWiKdLpSnSdNHTtCjgq5DUEIuJtO4iYMFs8ejIdai/g7Y7FviGpKEca4J1NiVOrB56Fysvfe0kxsIxJ1Ik5FiE8nXDr+bgSoGUlsrZkk+n0Njm24tj+Spex6Mr7XPtMHuUHK2Z5IfH3zfZrcvJqFEWVAdJFUg/enoCtjkTR1dCHoTFsM5JIYmobtSk4ultE1dT9E5EXmWJ1NhryGIauuaEJVDWh1mLeehK6TiRgRdaFRSYbviOhwtGXqU7dCmxD/EsP52ps48e1ZFnpSfPyqCpfnX8fLL9l2prvVxuMRIxfD73wPjAR84hq459MAJPQEN1x5A2W7zNt++jYc16HjN57N6o98mJG5Md73s4/xln+6iQePz5/Z/rfRRhuPMwjAaI5Y1QS6puEKk8GuEQDmhtcFX7seEbY7Ml6Zk2ZhJVDlUnTRGP4YCeG1dFyhkTQ6qCVzlNMRISQh6Nc7cFN9LA4rb0Yg8tXI2RoIj22kQqIPVEe7UQrVeozEgMBOqjZdXQQeYs1WojqVzj7688km5exG0Sj/d1M3yfd0h59Gzsufv5nVia7IBjRoTV0fF0PoWLpGZ1qRL6lpuJpONdGDq1kIlPCV30ZvNkE66oXR43VxLUMjl2zOEQzEnKREePOhoTz9Pct4fqL9rTmSjcagNxe619fwuiktgRBgaaYqMySEWiciHjkQtLhSLnDkd00TmIYaYSU5QC3Z2xQCXkkNUMysgiiZE75hJtpuhNBF0KVlYgS0luiibnXjAlNnDVLaPKzWcLIDPeLxE9KlI2mqUP7R1eG1ESys78VOmdiDPWFgvCaa8pJbIbyfAttIM7O5n2o+yWBfhJBIidYYIu4buNxq7LMd/ecH53Q+fJK+3c2lH0HNSxjS7f+UwV8y4v0vuxLTMFjdO8iAF5otNYFleOkEWjz82hUGlWQvAtBMEyHATZqBMaea6CaXCg0UmWQnC71rg+iLfr2DHj3X0pPr6Akqyf7gm4SeoZ5qyJ33a0q3GLdw4XRoVzGzOmZoKZiZlmXQfDVwPbLeYjm+vkienojdaxJZL0R8+TVSzyWpdPs14CXTTiE4XwMShk5PNoGVymIlU+jpJLMb+7x+eXNiRqI4hMawod5fvtq5kxuJrfOgf8vAL2+GZkDHqvBz/xwhkAI69GwwdiNSt/1UaBPiX1Y88AUmPvmf1CoGf/PsOgmu5sPPe+GZ7lUbj2f0bYbf/zGMPhG++cfwjT+CWonRjlHecck7uGP8Dj7x0CcAyD3lKaz5+D8zXF3gvTd/hDd/+LscnFpZfbWNNtr4dUfc0+MKDTdhBsQQFFG1UhnWnnUx2Q7lkXN0y/OWwWBnmmM7t1BZ108tYy1b11MA6b5sU5irj3Q6CUKQ0FOku9Z6eXEKPmlzjBzTXWcBBB4UbQWSLVuFJUY5U4S4LQz1s7Cmi4WRLpYG88GB5aE8xYEcbm9HIGgjG65YSQ9STXTHGteEht4Z1q6NEmktUpqmleiNi4vuhdOaurd91ASproupmzlK6WEATE2n0q2uUe/Kkt18PqXUKn9w2F4CtF8eyI1FBHg/fS+aDEtrLTefUfhCOYbQ6fVCLqXQlTCPEJRSqo8JYbI1OUSPlqM+3Mvspr6AECUMjY5U3OMZVVt2NQsErPKVdxs8hcL7v22kqGaGmwitFDpSmCp/VajzfaIRqwUtwl+qiS6yulpbfZoXDu7dd1cYVFIDLFRsXFOn11IeOZHMx8pSlVMDdPQONTauyITuhxfr2BGxIWk0b+8bjS/Re1FJ9uNqGo5uYqQ7g7QFIDBsOHqCYmYEutcDUKPedA01MIluy6CsTxSVRB+adIPog6T33GWs5lBz6RmnhNDYOXQWmpnGtbJITXjKxF6e/jIGLGGoMWixu6MFKssAWt5bVxFBKhUOHJ8sKQTF/Ci2kQ5DgTWNwlA3i0GtZLGyh1i6ywpI1TNRsUAjdm9c6WDLZnXq0EMcitzFBLy1+JPn/9SAWjIdeMqNqh14wqPHG2isNwaU9kOyX937WFve7/1bEbl0MAbdM/qUzlsVHBN9lmY29+HoSUY6NzUZW6Lv+3xDPnGly4vcMdOxPsSEwYTAINQzWLEudAPahPiXEZN7WPzoW1g4nOarl6U50DvIvz3vL9olltr4nyPdDS/5Mjz5bXDfjfBPT4Rjd/GbG3+T31j/G3z0/o9y64lbAchcfDFrP/Up+rQ6f/G9D/LW932d8Wg+TRtttNFGBOs71pDQLFZ5ngBNM6l2pigMhjmUrqUj0t2YVjIMmxRQSfbh6imGunKgGQihURjuQEqJ00JUxk0ZVEZ7Yl7RhDDQ0Fil93B2fi0pI09az7F93UBsDye9uqQSqPvhfZENY6ttZCukdUt5qLyzouVDFoeUh7HSnQ684gBOxmJpMI/0PFKRCk7BFR09Rd3Mk9YyuEikEGiajtB1XC1Uzg7OiMzBsBmv80k6pQixCAtY+V44YcZFxvpSXdTziqCUh3vQNmzE1QzKqSHKnaOUltld+jmaUjcDQuBoJkv5zYCqQRwVmEp7ir7RvMeQskRJtmDrYI6R3kwQVp/X0iR0JWbkDHSpcOMVvKF+aLnUk9Szw4AIcycjp/lZyMvd/ZgX0lB9Kad6cXo2B4eG3q5wLTl6ulkVPGpE8f6whE5GS9KdsQARC1eXQscY3tZ0bpeWAcPb+GsGZS+dThraaalMhwYL1cZc13YWOrchCPP6Mwkd4Y9LSqTQcTMpyqPdVN2QRLnp8P4uPbA/8N5HMax3Y5sZhLRJe+JqWU88qiNpsqYro57LaCi/EN76Fui6iZPq89aYp1Sn+Ss6nFF/TFp0z+zNp6vpsXusmynW92VYM9ARnC070xHt+BCu7YffClWuCEAI6r6wl4C6laNudsREtfx5EC6nVFQOShjlo+WNtJYeZxsH28iE5daEoG5Fwv5TObqy6tnxp8rpzmHqGp1DA/Rtvnz5fvhGJmGoMl6a0dog6PU5Sr59QhwPD4reUxVpk7M60EVD/n/DmvH/mt7Sz9yqdSxl1sa/iPwqAbNUi0XwnK6IWbyHbfxyoLpE/V9/m5N3pDk0lObLV9i88+L3sL6360z3rI1fFWgaPPnP4JXfAqemxLZ+8Je888L/j02dm3jzj9/M0cWjAKTO2c76Gz9LZybBm7/zQd75N19kvlQ7xQXaaKONX0fkrQ46uy6lq2c9rm5R3nkJWzacQ60jGRAlaeoYl5xH5tJL6PVL9UilyFtJDaqIPlMnqyVBEyR1ExfZVNbHzSQQeiwQEE1orDcHSGkWuZEh1iU3YWoJDKvBa2ioDWSh4ga7oKzl573RkrCEV4HhTrX59z0RvnfT3+xmjDxSExGPChgeAa57eYTSc0XLSLtRZI0OklYvFauLSnIAXdMRuobrlweK7JCFR7a7UhbJSJ6eROUxz63uUORH+Lm5AiEdREN90+x5W9H7+5ne0o+dT3ubVeUZ7BsYYnAkntsnG3aljpkP7nM1l6WYXQdAUljKO+uNtD+RZ2t6kJRmKTVrPYlpRO+k177Q0YRASxhUc2lMYZAUJpYRJ55CaBy/cFvsXD/320d/V55VXRmyqag3vQUjDlpu3B5HCLFmIno2UUvkFTlH3U9NhCHi/vy4wsT2cnKjtZ9F045esLor5eXGi5hi+GUb+tF85fNInzWhkTLT9GYtpDAo92UoXrxG/RvfwkPsI5c0kHoYHh+E52qaWhtCUMqMYBtZ1g70krjiQiWG5zega9gdKRYjdZ31ZIr8s57ZML74+tIQrMlupKfzUkTEILQtOcw5ubUYXlh+QLy89Ak/JzVrZlmVXYfUtDAiQRcxL6AUsDDch9vfjWYmVD8ECMNfy+G66NVzrMmtIWMZGOlQmKs+0h/0zfeiCkBznGAcuqbmT3p9zCYMNE1Qt7K4gZFNoWZ5EQmtKjX5/Q5WhPfJhjUxL6dAkhAmA3pncG4aC1tPk/L0AerZoVChGyCZp2vTpfjB8d2ZBLV1q6icu5GOdQMkvDXVnYm/H6M9s7wyWIHXHq3V64roh4Yw6clYQfqC1iDgt5DfQt3swNKbxdfcZQisa+pUImkMpZ1bmN/QG5sPH87ZG5nbMtrYrVOiTYh/mSAl8j/eyInvzFBxDT7wnCpPX/0qrjvv0jPdszZ+FbHuCfCaW+H834ZbPkj6n5/CP4w+H13ovP6Hr6dQUzkjiY0b2fiFz5Pp6eK13/wg737Pv1Gqnaq4fBtttPHrBqHpuHoSOtbQM9CDm8zSnU4wmE9S3NSnyqXoOlomg9Hby+BwD325JHkvV9WRyhu6bbibLi3L+dYoeT2FRLK4qtO/CJipINc23EZquFqCmtmB7O8mmTADERszUkYpoenM949STfbh6smAFEVz9uIUWKlip0UyDAb3DjA0JbSTS1oM5JPBib2J1aBpSGHwlK7NDOZSJMxAQkwdJAW1kT6ss1X4qdbgIXWyeRACJzuCq5mktVQQHltODwfhiYauKSKTH6IrY5EwDdYZ/Vi+Z0fXKHWnqWxdyyqzkw2p/mCssXBFKUlaSbasfhaljgGcRFdwXNoy6E4n6OmLCte4QQmpAKl+6hmLxdWdzIyGIcdDeleEJAiErtFz3hbcRJ5Ksg+ro6+lf97fRK9JdFPqzJPAYMtgHiPTHbtPgVmkex10raPfHKRLz0IyEdyswVQ3CcMkaRl0pAz/FgTQs2l0q7HkS+vdtBSCnqzFhoE8Sc+4gqaho37v1vLh6QLKOXWPbRShSpl64EH1SamFAQiVFyrC/FBQ3jc//NeHb2yRuqba0kyqkbBaGeRvNo/B0DWWsmuY7zqX+c5zAs+2jMyJY6Qp5DchhIawUpTOHQpUfqUmGIyUWAMwPTGw5NoBsNLUurdRTg2QFBZJERKunnSWzq5BSumBYI5MoQXjLXVsw9UsqokeSulhpFBa6z4yEaMLALoWdwhKWFzVj1zVj1+0TAnJGQEZ9s/u1LIY3rokIuyneREHEkk+bXpK4jJ4n7hGBswk0fWRMDRFAIWvii8Dg1LdzLGUXefVWg7PqZu5GIFNeUY5S0uQFFZELEwgpEsCI1ZrvCvdzUhyXXAdaTR4cPWIYQGvXJlh4HTncXNp0hdeRL0vg6FpsegW/5oQRt0E/T4Ngpkyk3SkTBKaSUYk6dKyuFYyeBYdM8WqzhSZhIEmdMrnrSXvh0NrGpVkL5Yw6DVzrPMiXjrMbOziMpticCDH5s7u8FN/IaQzVDx1+nVGQ8TMCmgT4l8m3P1JZr78HUrjCT7xVEFq1SX83dP++Ez3qo1fZSRy8Jx/gFf+Jxgphr/6h3zA7uDo4hFe/8PXU7FViLS1ehVbvvR59OFVvPzrH+L9f/UJ6s5jLzDfRhtt/Ooi8BgaBht/4+l0ZjN0ZxJkLQ03m6CwuhOECqUG0LMpqlv66NqxPty4CwFGgon+J5LwSjiBR0IyFnSPKnFATaAJgnBUzQvDs7s2sdCxhaShITzFYiuhwoA7tTQCmF2zmmpqQHl0A3KoBWJJogU5Thl68Jf/mY4WeM50IRjMN5cxGcgkySdNckmL4Xw69FAKqK/uZlv3Btabw6wz4grV/uZu28AgGzs30292BsJctpEltWMVvdkEXWlLqfR2rIGRS0DTMITubWJlEDJc6tvGmisvwxIqh7hmdaJpjQI8As1MU8woL2M013Jj9ybWdq2PddGM5JnOdp3LUPcFLHZsYWrtds8g4HlMhUbCU/41hIbQdYzLXkZt1XkA1DsyVHv8ENHojlv1fXtmFYMjT6Df7MTs746HROKTPgFCB00HPQnpFM7WdUFzQ6l+sqbKPy3X7eBMH5lzN5DYvB3phXNrgiYDiI9zV3mEV9eDe+LqWuAhrntkUXPVdS5YvZaBXCIgM+v7MvRlFaHSMFhr9LHFHEZK6RFDEasdLYSGML25DpSKvTnwIw2ETp+eh9wQ9G/DNX1vdWsG05tLM5TPIDUjomrukXSgz4vI0DUQhoG0jDA0WNfJ6vGIDZ9Yauc/D/rPVmJWmhl/hiFoPxAmC2p0q3EZliKIiiwqcSQjkjIhkV7Kg/e3obOqM03KywF2vJQCIQQpYaFrGjsyawJj0rLwIjqUASwUhtOApKWDBM1xyZs95Po3Qn4VnekOJBpre9MqJUIIHK8frSI/oirT1VySYWs47jT2IgUGspswhc7shh6cjSOUersD6eSYsU7o6JFnsLGeNTGlcv+Y8D1rDQ4GYc1RobFoiS0/6qZxLPXBnKohnOlt8nybgXCcZGD9NnKbNlO64CKcczcHvfG9x2vzaxjuH8VMxj3Ra4w+Bow8Vi7H+o51bDFWAYKpzWuwB5S+gm5opCwdoWn05xMUBjtUPnfE0mVprbzfrdEmxL8sGLuX4qffyeSuPD/eluCOC/r47HM+sGIttzba+Llh3RPgD38KT38PFx57gL8Zn+C+iXt40/f/kLqXJ2T09bH9y5+jvmEzz/v3f+Cf3vlR3GXLKrTRRhu/dvB31q4kkzC4bGMfXWYatesNyaSIEDGnI4WeNMMNsteEbeWDP/v0DtYne7E39XmbIUVeBUKFVgOF0T7q6W5GezOcs3Ub6QuvR9NUyK2eVERVC8o5aZTWrcdNpUEIldN71lqcDatj275iXzb4N7gr0+g99MhGhC11pi26t2+LhDpq6H5YtxdWGR6ugVCk08AIriMRau/rE3UgoaWDvzuSJkOdKZIJA034VDDS60ien4OL7alKV7OqRFLmnPWUn3otyYHNASGudGTZ94QnUuvaRH+vIuYpywjqDkskw7lVZJJZ+pNhGHh/up+1iW78usZCaNhGmlqQxyhwzlOb4PXdG9mWHsTSDIRpqJxOz4NV6euiNqrqL0f3PNEwy0x2ELljG3o6ERBigcDSBdXUILauPPSrsqtIaUnc/i4QIhTVEpoiOpby9A/rXQwYnZF7CdbaCyillRCQEDCaWMP6XJe3eRcMJtdj6Rp6KoEQGrXRYYLQal0LiFTNqyXd09XJ6q4U5wyP8Bv92+nQVM62oWnkvVJMEpcePY8pDKSEhGaCIGaMcCXoHb7XOfzcOXsDuaRScpeawWqjB91MQyIfeoh1HUdPBePykU9b5FPNqt+aZiCEYE13hnNXd6rQ4IB0ebVoDR0t1Rk7T/fyWIVpgVd7GsBJ9ATr09VMZDqsF6ta9N8ZiizuXNtPh0eObD2JFKCZmTBHVRLLTZWWjqYJdE2R6OijkNGSPCW3jT4zG5J5f5xC0BUhgVHlcOnliLsA6bAueC2dJKlnArX0C1YP8oadz4q0CU7SZHb9gKpvbiSpJPrIJ01GulJB2SCA+dHuQFAsOB9U/71ogAvSm1nftR5N6IjIO9SHEGAZRkBgz+o8h4GkyrHNJsLny8lkEUJwVma42brj/W1Gxv+bW55IwtK5ZGgI0091iUSwCKA7kVNk2H+XR4XKvPxzR0rsvgFkPovUzfCYyLGmZnFuz1mclxlRudDpTpIRQi63rENuGQ2MlJWOHNVt69REBdoBGgs7t1Ec7KDcG/ckt3OIH28ozVL/9G9z/GcdjHVafPKZ8IlnfJiO5Mo18dpo4+cK3YTLXw9vfIBrLvwj3jVX5CeT9/COG6/COXgzSIne0cEFX/w3Fraex1O/9o986i03BIqjbbTRxi8GH/3oR1m3bh3JZJJLLrmEO++8c8Xjv/zlL7N161aSySTnnHMO3/72t2Pfv/KVr0R44Zv+f9dee+1j7pdct9H7xfOEeGGIyWRXsAdqJMTqM0WocgmDppg8AR1amhGrlwvWbcdNJpRHzPOM+ZvtpbVXUOzfhBAEXlh33XqcdRtgUJG8QFZKQHVoFQs7dgJQHMihp5OQTcdCp+uZBAkUUYkKCPnQsn1NqrJi/UYKlz+FvNmDlVxFSjM5Kz2MIQyVvxsZFwIG8kn6ctGNsV9LVpH3bNKIbeqG+nKs2rS2oSMRT5D3e03aFLIaYx0O1UQPulCBp0ZHFrczx9reDOes8sXPNFw9SXrNDoY701ywpou0qXzvE9tGKfV3K6Kq6yS0UOwnuWUrXWYm2KzqrTbbmgaGzoaBfkX2AM3zognDZFV6M1I3SFk6/Z051nSH7UeVjuPthr/mUybl7FqPJAt6Uj1UL9yB9EImS71ee7pFZ6ID2bma7UMDrDH6GPLE39QUauhmqO4rhIYQBrrQSFkGpjBJ6ElWdaZA13GvvhyntyMMdddDEuhqBkuZdSQyKk8SIKmrsaS9sFjNC42WoYsUiaTPyLImt4ZhszPoW9rSSWzZQvqsdZD1S+FoYJl0pxPYvVtx9BSuDMN0ZdKglkuwuL5PCWEtN5dea+BFYSRGguVmen0XXp60cF00oSENnczaC2MtWN6zLowwzBegkhrENjIkUhkWcxsCNflQUE94EcauMqpoghEvxBxNYzG/BTuzGuGlPUgZz/2WhhYQrGh+sA/fg1+MCPuBKivWlVFtpnr8nGFlvKp1bAjnxQrX49yaIYrrNwbLz0gkSKU7grHKRJ5yqo9KZ1p5svUktplB12Bj13rWpZWifWVtf0ui5n8kvbViCl3V3ZY6vgc9epabz2IaeuBtTVkZTI9k61v6gxBqu7sXLBNL6KzpiL87+q1wXvz7va67lz8492mcl12NpmnMdZ0TXHhtejPnZUZIZ8J5ySdyKmUE9T7WdZ8QuxHjYOQd1Th23SChGQx0d7N63SYvRF0hXuc7SnTDiB6pabgR446LepZ89fzTRZsQn2m4Lu6//wEnvlehXNP54PMd/vSJb2N739lnumdt/Loi1QVXvZPnv/pO3pQ/h++487z5u79L7aMXw0/fj1aZ4LIvforJHZdx2bf+lX/7o7+kZp9+8fM22mjjv48vfvGL/Omf/il/8Rd/wb333st5553HNddcw+TkZMvjb731Vl784hfzu7/7u9x3330897nP5bnPfS4PPfRQ7Lhrr72WkydPBv99/vOff8x9s3qVNyXIRzMs2HAVZt+2eKif3hzGNnLxJhWmuUzZEoGg18wyklutCKDnnE0Iky3GMIOdFxNumIR3eRO5bn3wcSW3MYimEwg0EZbpiZa5oWtd8OtgJkM+aWJqITG1PbKl5Vcr5X7/mkILNnCj2XPZmN8J3aOsSnTy9L4dLTZ3Kq+vKypqEzEcnLtalWaKilflLttBesc58blZfVHwu192ycWlmksy4SxQTI+gYWCvuQKGzgvG35NPsaV3iLW9GXaMdNGb9cOFPTLjlKhl0yyOrkLzQp2jHlxzaBhhGoFHZ8Qr2QQw1BGSE2frKHpkAy38Da9lIRAqTHngbPRsP0kzWn5mucoaEW+eDI0ipUvOJn/10+JkQwjspAnZfvJWBxeuuoSenvWcs6qDtb1hnzQhAiXihBHeRw2hvGcNm/isqcbq24M1PapeLOPMRQjY9HTOGsyzuT8LmqHyfhFI6TLdezGz3eertoSgO9kdzHNfNkEmoby25hUvDdSfg4gLTSeb76YrZbK6K4UtneD7ufW9kEmdRukZNYi1mbPpDshgZLa98GjDdtX9MgxyifgzHOTiGtGQYRWVYXWci8iPYBpZ7G3bkatGqHdkY+cjHRXdILTA2yyFwNEtdN1Cz+eDdmNGKCFAE9gda7CNUDV9sv8K5jvPRniq0rZwsT1jhF82CiD/jGu5ZNvTSJsqCmO+6xxquTXhGKLkW9Nws2HOr0gk1H5JALqBmx1UJZNc14vy8Aibtxz8kOmt6bVcaG2gZnaS8L3E0XvkPU+jPRnOGspjePdcALZH+pfOHUL2q9rjPRmLka40XfkUAnAsA7svG0SLnLO2JyCsG7s3xaZ9c2qAVYlOzs4M05m26Mkm0IRG0kgpQTsBCIPexGr6k2u8KRdofcphN5AewNQsTE1wWXY92zouw/DvH5KzV3XRiCalbd0CKcklsghNsDGzBtnTiTE61PKfg4HMQMMzrnnCXZ4BwHVBohT52x7ixw/sH9/AzNdvpTRu8clr4NIrXsR1W150prvVRhuQ6eWVz/scf7bzTXw/k+a1WUnxh++Gf9iB9qlreNKrNzJ/4YVc8qMv8aXffTOV2jI1Cdtoo42fGz7wgQ/w6le/mle96lWcddZZ/L//9/9Ip9N88pOfbHn83//933Pttdfy5je/mW3btvHud7+bCy64gI985COx4xKJBIODg8F/XV3NG5lTYV1/nnU9Gbqi4Ynpbgw9ERI9AZrZ7MmxRwYoPvmC2AZmuvdiHM847IdMjmRXhznEXqNdelZtooWIqURrmkDXBUOZIfoSI+S6r2CuW5HHpJ5BExqrulKs6wk9w5oAskrwJ23prL3qfM7NDzOa6qXikbz6oOdZ9TbjUSy//1KeX1PT0ARsHRhiJBAWan2S0ZgT6KOhDJXIryJ9wfnoHR1ojcVm1aWVUm9uEHrDDbHQNDb1rMY0tIhyc4iORKe6nFSbYF8Z2IeWyZIY7kETcMFoL33Z8L6u6kzxmzu8MF3TQO/qguHzYehcWOMJhXp5saJug5VV/YzkprYixJrnCZL93coLhwy9tCkLPZUiyi4G8wn6u8O1LALSq8dqFqvxaWzoyzLcoYiFFFpAcqWMz2vKW8OWITE0QUcuDOWWSHJG5PkRApJ50glDiaDppvKmC6/0l9VBOT1M2jcUCI2kqbO5P8dId6Q0lpFgfOgpzHduD72kQhlVzt64lpRp4Brh/I10pYKSRUlDC8LH6z0ZEIKOlElfNkF31vNeG3kwDDLPfCZaOnJdb840XzfE1DF0i75cUoXmAnm/hrIRkiEAgUZCT3PWlquobt+Jm0wjt2xDJiJRIgKPEGvhM+x9bmS7EVsvJ3neeeHxmmBp2wDl81U4vtQENHjARaqbYnad8hALWG2ECun1Vf1U13dj9nUidB1TM0lHyLR/z4uyEn80BfhxJgAiYSkvZd8WyK0Kjq0lulg4ewTXKy0lATrzYR6w0MDswDYzrE+vDssmefBDtnuyCdKWgSWSCOkymE+hGRYp0yCTSyHQ0DQNTRMM5JPe8xmdP/VLf2fGi74hyHOPzmWfmcP0tAV04UfRxN9JGSNPSs/i5DvJXLQlNP74HuC6Q4eRwtQSsbxmK+nPq/dsCB1DFyQNr+57MuERYlhldXLB4E6GEwO4awbR+7tjdgLfsLNzYCfRZ1yaaTpSBn35NBlLD9IYpNCWUdBujTYhPoMo3Pc1Sp/9ANMP5fnRuTqlp1/K2y55W3M4QRttnEG8dPsree8T38s9msNLz7mCw09+M+gm4pYbuHTDf5DfZrPzju9w6/Oew+yJo2e6u2208SuLWq3GPffcw9VXXx18pmkaV199NbfddlvLc2677bbY8QDXXHNN0/E333wz/f39bNmyhde85jXMzMw85v4J0wzy66IY7RgNti+mruE0bAAbccHABQBUk31IK55ziCuDza//0WJ+i3eM54mJhPAamvIED6c3YmgmI+ntbMiej6FZWFoK3SfoHt8x1qkSOVu6uujJJdBMg56tG+i4YGtEZQnqQ73oW32RmBB++GLC0OnLJYK/ERplt4YQsK4nwzM3PolzOjeGDQLGYD8nt29kcXQVboSgru5KURu+hLSlSib5G+vy1n5K56r+msPDZJ/4BDTCaJ1oaKmOQT7ZEKrue2qEiAlk+RjJq7ZrjqtIp0eIXV2j+OQLEKZFYmSAxYtGQNfoWjHNS4BuYQyuJnGWR26sBALQ7FAdWbPSzHWp76uJ3uZWDJ2Op16B7MwpFW2pxtGTsRo88CqEVte0aHponNQ3up88D7hqRpECfbtf9zTiugc2d25mODtMb7qH7kyChGUEBhopXTpz61aYC1X+SmoaUrqAYF1PpunZyafMpjFJzURqZtgR/2fHath8LSTiIbD9egeuZrEqu56FNZ0UhjuojPZ4wxOs6cnQ5+XJ6l7khuvGPdzCC4HNJww6UxbS0DE003vWVA3lVdmh+PzK+LQl0imcTmXE0IQg4RFQ3xuM63qEOLxuSs+yJX8JW887OyDarlQFipyMhet5mVvVXHa8Z0TTdaSUWMJASElfNkF9dR/25nNIP/v3wjEKgS4EnSkTW4bGfd/sZgVe64hhxC/nlsgro4E3WEdPML7qSUEusJQgoqXfIvd0bU8kcgLB6vQW3Kjaee9mLE8oTAqXjQOdZDOhx1iLiq8ZKuVEj7QH6r0ckPEGI5uejucxg5/HL4J5iaK2eh2aZYZibV670nZi55ydHuaK/Ebc1Rcz37kd28wwPngV853b2DyQZWu3qqudu/pqZQwDRLKTXMM7RIs9o4Kzh73vI/3q7t6EQNCdTdFtpMlqqr1s0qQ32zy+5bDyv0pt/K9h/4O30vuvr2Xs9m72jxh874Vr+fRTPtDyH6U22jjTePb6ZzOQHuD/+/H/x4tP/Cfvufo9PLXvfMTBHzF83vcw/v2HcPdhFq97CtYL1pLd+RvqH+e+rY8pZKWNNtpYHtPT0ziOw8DAQOzzgYEB9uzZ0/Kc8fHxlsePj48Hf1977bX81m/9FqOjoxw4cIC3v/3tPOMZz+C2225D15u9dNVqlWq1Gvy9uLgIEMkfjGMwM8jF1mb22lPUkoVYCOeTO7ZQHrqEuyfujh2/dbDAUrUehKSGG2WVXxsle4V8hFiK0LuxtidNg2OPpJ4JyqMmdeUpY+BsluRWePRmzKFestufwOjUfWwdUaGV1uhGKM0EBFIIQW3LGrTe1bDnDu8z9b+UpRrvTJtcur4Hjh8hPMBD/za1WfW9oV4nRwY2MdG1maFNC6w9VIUaWKPrSOVyDPdk4OA+73iv/Es+qdqINK1Fvcfe50P5FBes6W3a3AqJl68cJ8QXDFxAykiR9DyDVdtRU6vrnLu6k7rdRz7ZFYxpdaKL40DSSKKhxertNvbFGhkJvI+iX6nX1jrDMFQdjVJmNaXM6uY2grb8cUjqiW40obO5ZyObvZB9v8TTug1bmTm5P04SV68GxzfcxudDz+eRPR1U+ofJ3V+nNjqKlp0FIJP0wsLzIyT7z8PUTXb07+Ck2AuAZihjRTWbZnHVOrS1l9B5795lh6AF61SRz46UCfON41sJnicvOoZEtukoffiZDB69m5Ru4Ro6pb4sG40MViRKYygzxHQ6RdFb30lTpx41pnjrNLWxj5SzmmJ/F4avD2AaPGtgG8N++Ln3Dqj3dkNhKmzD52Ee1+5OjpDSeyDRBcx5OcTKQ+w/s1II5bHvTCF9hWY//Dg6br25uJSvbaJrGlXv1JRpkEsalDQByX5IhutCIBi6YD2j6y+hUDXxKbHQNCSQEiYIoUpn+eHqmZR/MhC3r8h4lW6kBl1pC92V1CgigfX9OfTaUqzfutCxjQh57hzBYBd1oWFLF3QDaenY6T5K5joSxRJJZYvA9miqGYhNeT8NX2DLjpdaA4zO5jWj8ttD9f7y1nNI7dmlxuF5khvfJdJ2gvHrumBtUj2LVTNJMauMSo6RQgpfBCxqWEjDyMVQLIOmsbozRW1Cp2PN2Uzv3w/VORKGjmnoQX5x1sqTtzqBOYayQ2xadw2T3Ex16RgTkiBkPbUpLia3Etoe4l8wpJR85cf3kvzsyzj50w7mcjofuz7HP1zzj3Qk2iJabfzy4qLBi/jis7/I+o71vPHmN/LOez9AYfPTEb/1Twx85lHEH/8+xZkER28cp/b1d8M/Xgp/fx7c9H9get+Z7n4bbbSxDK6//nqe85zncM455/Dc5z6Xb33rW9x1113cfPPNLY9/73vfS0dHR/DfyIhSHm4MqQ0gBDXbZVjv4pL8OgYzg8FXad2iJ9VD45Z2y2COnWuj5UYErL3cq+VJsNczG7xDwrsewEh3mjU9aVaCCns2sL2yQJoGekcHuQu3Yvn5rJEyLP54lhkolucRdv1jc54xIhUKOGGm1YbSJyVuLdaKqWukPeEpo68Pa80atWkEyK9W6q5GUoU/D26PzZ2TDss3+SGyXVmL9b1xUSEAI51B0zTsgW76UuF5g5lBOhIdgXptd8ZSCt2mialrPGHNFVw2fFlw/LmZ1Txj9BkAbOu4jNXpLVw+fHl8ZvzQysg+WORyFK54CrYnFOV0ZunafDr6KV5bSMwuRZwvGDibtXm18S6l1WcDw+tUKapkJwDZK5+EtXo1uJ4XvcFDrCWT1HdswentpPKkJyN7OoJc3lw6yc613fRl+lmVDTfZQWiwoeq1urpGqa871m6rqD9T6KqWtkcClxUPWgZSaJw9nG9ai5cMXcK2nm3B37ZXT9p3egPs7NjCzst/Kxy3EF5pLIPfOHeYpKnH+ix0XXmgV22nvskvyWVS2dhL+dwhVuWzwfFCCPJPfxrlLRtjub7B/Ud1eSk7SvGqlzJ34dOiE0X6/PMxNRNd6Aym18e+A3BVC+EMWRnoHsU04mXCgrFpoehUMhKt0XSc0KiPDiP6ezl7YIT8hs3h8UC3lmM4tZHtqzdCwlQK4yn1/G7p2RoboxqnS7W70/tdGfHW92VZ6+XeVpL99A73gZVDR8OxQmOiNM2Iwrogl0qidYxg5wYRaEhdw9VM5rvPgydfjdXfBUBPR5aBfIps/yhkB0MvvWGQOWsdyXWDaFY8hFiYBumzR+OfRYyKArB7+rA71ZqWQq2N0CSl4NbtYH0lIvMmIjTT0jV6Ms0RROoGKO+28IyKZw93YKXyQbj+mu4U50bykZ808iR2ZH3Fe4Gu6QxlBtGFhpSSbZ0XcnbHziaP+EpoE+JfIJaqNm/63O2M/terKf9Mp+povP+6BH/zG//ImvyaM929Nto4JQYzg3zqGZ/iNee9hm8d/BbP+8bz+N7h7yGFYOtr/4Tsxz5BqZrm3u+v53vWq3F6t8AtH4KPXAj/cjXs+go47VzjNtr476C3txdd15mYmIh9PjExweDgYMtzBgcHH9PxAOvXr6e3t5f9+/e3/P5tb3sbCwsLwX/Hjh1TXyzjIQbBaG+WnmyCNRuvekxpQYa3ucqmDMgPR8KWlYesPxffYEUJ8enA3y8FirMeEY2WWyETrxEsW7RveBvYjLex9QWq6FgNZz8PUp1eSR0RlioxPZIrJYv5Lcx1nhuOo/ESZkq107tRVQQYOk+R7AbFbpnqZiG/lRG9lw1e3eBGj47/uzk0SO+1z+Lyc5/F1u6tLefn/JEuRntVvrXe2UnyrLNIRfM5G9o0NIuexDCdHgltHlBjjnPYr8QlFzFwweWcEkLQnbEY7eyiu6ODZ591VizcuJboZmzVtZBtrO3sh3m6sT7He+MRAQ10p6Z8blYG6YunNZApP7dYJL1wVdsGIblqa3+LsYcYMPP0pEboMPuWO2RZSCFwk0mSpt50Yk+qh9EOj+DoVoSohhdxNz8Dc9UqMpddGowaAC8ftRECAflVYKUDA4CuGTjdaWSyOapRWBaDHZ3YCYs13XlGe0Ml8kAETQhKuTVIDEh6REdoGL29JAyD1ekt5K2+praHO1KkTY1UQidhJGBgO+QGSRoaa7vTDHemvBrP3pB0jUzC4NzVnazJeqSuFXGO3NfVXWnO3TpKPmUBGh2GysV+6sZzOH9DP+4TL6K+Nnx/rsuvY3vvOWzr2c7W/KWYmoUrHRY2r8HVlYc5cJFrBsbWa5ED20ls2ACpLpI9T2QoM8D5F1wBKFVo1wuTRggufsaT6B4dxrHS4NRA13A9D33UkKLpGiPdabRsB3StDY2JhoGWSpBYHVmT0fvVqkZzEA0T/1h6HuZGSixGLmRx7dMBFWEQNhM28IxzhhiNCNnF4HuuGwisT2ilhJHcajZ0RkTfUl3QE/nbi3JxHIdqLUnWyPFY0CbEvyDcsm+aZ37ghzz7kT+j+7Y5arMGH36uyZuv+zA7+nec6e610cZpw9RMXrvjtdz4zBvpTnbzph+/iVd//9U8PPMwa6+8jC1f/SJ6Jkvfjd/jz++8nIMvvxuueS9UFuGrv6u8xrd8CMpzZ3oobbTxuIJlWezcuZObbrop+Mx1XW666SYuu+yyludcdtllseMBvv/97y97PMDx48eZmZlhaGio5feJRIJ8Ph/7D1oTDO8L8imT9b1Z6BpteYjv3bto8KLY50lDZ3VXilWdIXn0oXIRG73SDWGkp4BfLmZdT5btwx2BSBDrngibngbbngPZfq9ln1w0b52snPJKZhIGV28bYFN/JBRRU2I3l+c3hGHSEJR00XM5HCNNOReGCTcHgQJaaw+8jJLMp1wNuo7V0UneyrHNXMX23nius0/iNDSEZZGzcsveu3Uda1Rwrvd9Yv1ok5dpJbhagnIyogrbGMMewUqGkis397GhL5zT9b1Z1m+7nGvWXcOm7nUtGltOoZqgHBgC1nRlWN0Zhg+f23cuPakeUkYGza2p+5DqCgNgG8iUYSnylct1ogkdre7Qn0uSixLFxnGNXIqbGySTGFBljBDKu5lpzpluhaXLnswl1/+G33jrg4bOg8FzgktrQtCpZVhj9ZBryBuN6HO17HNLw4E3v9oy179izdlce9FTWNfVS3cmEd5+ZOw6bioNCf85UPd38LyzWvRNoCUTZNevY7gzHYo/NWC4I8XaSFSIX0vb0jVGEn2c23ee55FvTX9cz1hirLtCidAJ2JzuZ7QnE5C5putKiaEZJI0kCT2FLkwkEsvUGduxlcUrzkWPhEGfs3aAq7YNYg4Okti4gWwqw8ZcD3pnlsIVVyGTKRzNO951SGTy1EaHcFwb4dSRmgjUxqNecV8wrj6kjHnn9p8Xn8RloEVzloP60qHHPzY/Qo98G7570pc+AeEZ+KJ1hE/3TSw8gb1GQjzgCRkmR3ZwTv95bOneEn658amQjjwzmo4jJcJTWn+s2XrtHOL/ZSxW6vzf/9zNF+86wsfT/8SGu45QOpnin5+l85Lf/UBTWFEbbTxecHbv2Xz+WZ/nq/u+yofv+zDXf+t6njzyZF573ms5/5tf5eHfew2//b1/5sbD+zD/4I/441f/HumjP4HbPgI/+Av4yQ1w6Wvh8tdBu+Z2G22cFv70T/+UV7ziFVx44YVcfPHFfOhDH6JYLPKqV70KgJe//OWsWrWK9773vQC84Q1v4Morr+T9738/z3rWs/jCF77A3XffzT//8z8DsLS0xF/91V/x/Oc/n8HBQQ4cOMBb3vIWNm7cyDXXXPPzH8Ayu5Qt3Vvim50ILD0M4RSRsGUdLRbWGCjUtrjEZRt60ITgZ/unY5/3pfo4sXQCDQ0z26W80KBC9XTvveSqjd5AZjNjCxMqtNOMh2JbkXzETKLF1koIDBrK91hpGL2S1KhJ6c4jSCvBZcNdjC0VmtVgl8GGzg2x/F/d0CledBnZKbUpPLevj76e1vO6HCmIYnvvdrb2tPYeA7Dmslit1kacHFaCbsaASe3oMfTOztj3LYl/FFufDULQaViQbiTiMiA8y6ElyV51ASyOqXuiC4KkcqAj0cElQ5dw9+FZatITExNaUEO6MQSz76nXoGdOkO3oZmy4B71jAyPZjbREbhAK45DpwR25ArT/9DrpefrWPgGGplufGx8UaZ9wL7fr91V8ve870yZbzVWcNRQJnV+JMUQJcUvjjMbO7FpyelIZj5pOFwz0r6Ey/Yj3d+jpi0KaFpmrn0rq5L2QVeQmf/Y21vSN8PCJhdi1s099qrqfP/0PSHWd1vqN3i/hEeGr1j0lqJXrYygzxImlE+S9urxmMh9b163WUaA8HqhHe1ODhitd0pbONVvPZTjXTe94mep4gdiBHrYN5Uka8xQjY7UTnYA63n++Xekqo0npCLahiGKUEBs9PWSvfBL21E8ByJ99LuUHHogrhreaI8uAno1kkymWImW7oMW9F3ETiCpNBVomgz2tnBxJMz7npwPhk3I3rj/QlUly4dpuyLc2FmWf+IQwv1w3Ge5MMTvjCX0l8pBrbdRthTYh/l/Ejx6d5O3/vovJQoWvrvl3er69i9LRNP92tcEzXn8DT1371DPdxTba+B9B13RetOVFPGv9s/j8ns/zqYc/xYu+9SIuGryIl9zwO2z4zO284Etf5J6/HePZd/4Ov/vMHbzopf+OOb0Hfvo++MnfwV0fhyf8CVz8+2FOXRtttNES1113HVNTU7zrXe9ifHycHTt28N3vfjcQzjp69KgqNeLh8ssv53Of+xzvfOc7efvb386mTZv4+te/zvbt2wHQdZ0HH3yQT3/608zPzzM8PMzTn/503v3ud5NILJPvdQo0bcD+p8J6VibY4Ce2bME+egt2tsr5mWHSlsFIR5pjsyWkrqsNYgsnZH8u7hXrTFus6kwx2jvIaMcopm7C5qcvc/00bHsO5q7v01FyyCayPHnkyRxbPBa2ZzXn6MYgNBVW3biJz/YhAKe7CIAjVT6xleuAwkLoOVkGjUYElROt05uxSCcMei98fstzHp199LQ2q0IITLFCHzriojVPO2uAut18A8yBfvLPemazsFeLPuSSBoWKpzxttlCJDYwFp+7/U9c8laXDJhRDETiMBGQHEIVDy54nhGCu+3y6MydAHw8iCRo9WFoqRe9FL6BWr1PVoAc4b7UKzU0aSQw/TB5gzeWqvJDf9UhbmkAZYYzT/DcwYJat52B953o6E508fBSKOy4m3wWjowNNIfaxMS/z13Ie4gF/zWeXCcU1w2vpg4Mw7SCBJuXsRE4dW19iJQRGsTWXglOLEWJpGriZVmslXrMaIGGmmsY0kBngGaPPCD73DVK6ZpAc7aF6fIpTwX/vCqEhvWznjlSCkfwI1Znl11orzHeeBSMS0t1oKOPVUGYIMgPIzu24nhEnNpdWBj2pg9dVs78f82lPa24cyFphtIXQNEj3sCHdheuTy4ioFtCknxAQZekpRQM1W52bMHUY2gELR1d8Qo3ekOT67zlZq0H0dRPoN7QQ6kPpPYTH6li6Rl9W4xhgmQasuWSFHjT057SPbOO0MV+q8X++9Qj/fu8Y2wYyfHPtN1m88YeUDqT52hNMrv2zj/Ck1U86091so42fGzJmht875/e4fsv1fHXfV/n8ns/zJz97M0PnDvG63mu54OM3Mfqd9/HnE7/NP/14E7/3xFGe/xv/TOaKN8IP3wPffxfc/jG48i1w/m+rHLk22mijJV73utfxute9ruV3rYSwXvjCF/LCF76w5fGpVIr/+q//+rn1Lfe0q1cWMvnvkOOB7bDtWYAiINXt6+HYFEOW2gyt6fYIsaHK1Ej71DoFV24O8xNPS9DSsBDSpdPq52JPUKo/009SM9maHkQIQfbKlf5dFzGxmuVQdRRxS2/dRmbExXiM9aCjG+T+XLKlkXFD54Z4Lt7PEWnLgGUiqk/XW3TV1gG+cf/Y8gf0bga3Hs8fXAaWbmHpFg7V+BenuBeaANvMoPeeC9xCf7ofa/UqrNEWIf/ZfoTjAidJGFoQxr+1Z1uoIgUeAY4QND9P03Vb5u4CSn23JVYWePNzwh8RE7iZLOb6fmiR7xttIlqzNXX+DioPPUxi8ybcCK2RrYTllumDrzpvDg8hentgelKVQDIaqHfGy9ePRRrEva6x4/FJaziXpSvOxdAMcJUh5Ymb+lgo12ExPCZ99iaqxfSy6zD6uR95YAiDxKo+Eus3NB0XpCp449Q7O7z+qXJa0isRBcQFByPXsdatw56ewRzuQkweDj7XNB06h4O/r1pzFcVjt3qdMwJ+qmsCEjmwq0FKxVk9Z9GVXP698ZQ1T1FzBUrjYOG4yvV1NfTg3S1iPwLjjVDvsXAIEs0znNa8OtVJQ4POjdC7MYzoaUD+GdfGDEJ6TuX7NlUqOAUhjsEbv+ndl+UeqeXQJsQ/R7iu5Cv3Hudvv7OHhXKdN141yh/NfYD9n7wJjqT52pMSPO2v/pmLhpZ7wbXRxuMbWSvLK85+BS/b9jJ+cvwnfG7P53hH8QdsepnGn329wIdv+Qe+7TyPv5i5mBv+61FedOEI11/9CTY94SGlRv2tP4FbPwJXvRPOem6TNb6NNtr45Yb23/Qq/09g+sIrugEuyPryhPicVR0sVe1lv18REUEvgISe4KqtL2Thro+AlUHLLB867G/s1qQG6Ok/f9nDao7yECfNFEbfyqGOraBCKEWrwke/dGjcKvcke2J/d6SWMYzqhsqR/Z9AaKcgxP49TrLDu1+pHTuWb877GVPRNsxl16KlR64vZXA9o68PZ3EBKKvvOpcRXE3koWcj1DqbVMpj/TqNsGhD0zj/+c8k3x+SKD2bJXOp8q7V3eYxnDLUnZDcyLodlMvZ0JcNSiKFB2qw8eogCgQI1Ij7csu/TxpDpp+w6gncfOxmQJH77owFhfAYc6APc/XOU/YbIGmk6E310Zcfgo1PDAXwIvAJsZZIkLnicqrJNDw6jSY0bLcWz+1f5j5oySTZJygxrUrP+XBIlflaaX4vGL6I3u5OjkxAV9qEnqfHFt66jnUrji0VjUIYuQRWXUj+HIOFb/1nU3/92ats3IZ58jhOzjceNhgFCD3EMVGt5YwPDRUJzLVrEckk5uAgzDswc0Cl0lUX/RNWHFP0GOEbUx6DlgT8mhFi27b58pe/DCiLubGsIuZjx0NjC/z5Nx7ivqPzXLSui/c8az0bf/hGHvzM3STHkvz7Mzt54Z9/ms1dm1uev1LfbNvmC1/4AnfccQeXXHIJ119//Yp9j7b1vOc9j6997Ws4jgrT0XU9+Mz//itf+UqsbaDp/Gi/WvXV/yx6Hd8j4ff9wgsvRNf1pu9+9rOfceDAATZt2sT73/9+kslk0F6tVuPOO+8EYOfOndxzzz1hSAcqRGXnzp3cddddHDx4kJe85CU8//nP561vfSv79u1j7dq1HDlyhA0bNnDppZfGamo6jsPdd9/N+eefzz333APAxRdfjGVZLcfdCpVKhTe96U3s27ePDRs2cMUVVzTN4emsteXmzz/vdL7/whe+wG233YZt2xw6dIhNmzbxt3/7t3zzm98M+hG9H491LbUax0prAeBjL/wYhxYOccO3b+Adr3iQl35nkWf/9Cucu+0nfPOZv81nbqvziVsOsX1Vnuft+Cgv2Lmbjlv/L3zlVTD0IXjqX8CGq/7nIZdttNHGLwWi/55dd5bOZZddxmlsdVZENmngOi73PPgAYvEITxgaXPbdtT4izPRYoQIhGy/erzaVAEJQqVR485vfjOu6XHzxxcG/ORm5xHPO6WJbdg1f+ubNTf3ysblrMw/PPEzSiId/No5nuc91IXBdl10P7mI8Kblg07Ob/o3/eex9lpvfxn+rdi0muPSSS2Pn+f9WLYkM/Vt3sv4S9X5fn1vP5z//eQCe+1vPxzpFuLgPf84BbrjhBgBcxw3aemZEUd3vX7ZwgJmHbsEdN/jNJ53b1GbeI+NJS4udu9y/nz6h7UoZwXWf0deHqEOrsOaUpQceLeG6gTcrc8nF2LbNrZ94CwAXb3suADfeeCOf+9znSG19Ii972cuoVKu8+b2fYDY/y4te/qKm8YG6L62Iuj9fyVqNt157LaZp0TXYg23bfPZzzeOLEou+ZB9f/cFXmb99nuvO0pvqlEev/1teKC2Ojalr/OYOFV5/bLaE67jcfsftADxp/TP5xn9+J+izYRjkEhrFR37Cdx9q3vO4rsutt95KRmTYfsn2wJvbmNcP4Dgud9yqPKsXXzsSkJ5W+2T/+gBf+dKX6NhzlKEr1/H5r3831jfXUdc/oh3h1S96NYZhYHR1YddVXw1hsejMYDtJvvud73Kvdi/PveKKsFPL7Gds2+GWW25h3759aEjmLhqNrTHXdbj99jtYnN7E81/2MjZ1ufzH17667L4QlEbE85//fNakSnzoY58k0eq59cS4EhvWY/jPSqBO7hFfy6K2NiyDFYpqhXO5d1Hn3AsvC8ou+Z/fP2dw2aXhO6AVhBCKDIMyAqV7VapKqkuVTfPK16303vnG17/OUHE3o+dc1OoSp8SvFSH+38BCqc77vvcoN95xhJ5sgg9edx7PHZWU/+m53P2NOdLzJv/x4rX8wVs+S2/q9BQE22jjVwmjHaM8xXgKV+avZN1H1nL7v/0j53/+Pl72sfdjPbuL6QufxPj4Zt79n/P8tdC4Yv3/z955x9lRlY/7mdu2ZXfTeyMJEAihhJDQBBQUlA5SFJCiqEgVRawo8lPwKwqICKICNqoivYVAICQhvfdke6+3tynn98fM3Dv37t3NbrItyXk+n012556Zec+Zcs973vYg3zlmHfMqHsf9r0vgkNPgzF9AN1d2JRLJgcOQ009DDwS6bGMnltHtBEvaXlqAu8teLNDZVguxhyRQ44aMY9yQ7ieCyaYoz41AISmUXKHUgwqXtbzgScVepsfV685dV7a3aPNNoFwdxXAjnvPzQ0YWUVrgZXiRj67vPhOXS+HMI8bgVQTlK81tpoU0ka57nMVx00aysa3ZtBB3s6+jtWbmTU1bcgvjphJY0Enssa2oixyuq929P5wK8awRs9jk2oSiKIihk8HXRcyzbSHOeh6729c9PWbdsQAKpxW5i+RvHfbzeNCKCsmbPRs++qhb+6Ss/FaGaCFAx1KSx44luWGj2dDI7b/RVX9d+eYCWWzsGAzLC8dZ73dPVMUKEXtIMJV/RLp+tR1rntPCO/UzKIlWIiW7GeaoyX3IEJ3jpwzFk1XGaXyBwWmHmvrP6ZNOJ6bF9iywXXfd5YbhOcIUciAse3ZxnvmOHT80H4xEV7tkIP0R9xJNN/jXp5V89neLeHZFFdefcggffO90Li7ezo57z2TrcwGUqIuVd3+RO3/6ulSGJQc9LsXF/HEncv2Pn+WQ//yH/ImTuPHFds556g2S6u+ZcMxvOW7O+5TH1vGV5RM4qvn/8c/htxCv3Qx//Ry8cDU07xjobkgkkn7EXVyMb+LEjh+MPDTjzzMOH8W00eZE1DtpUp/IouT4LePzLma0ishMVtNX2JZNIdIlUgaSQ4p0TpkxIudnBSLGxAKdMV24xfYZigu/sBQk35B0dnEHzpja7jAkz5OhxKeSy3WiAI047miS4yehDR/ZIdFUZ3jRMmpv5yfzOXvK2RmZxp2kFeJuHT4nzvvapbjwKJYtbeIJMP7YzvezLfxZfXN3SKzWM3ns+FcFhXljzBDEEQW57zH7eUu4C2Fk7mzrufdTCE+bhnv48A4fFXrM6+rJsina136oL51kTEW1xHDhGWHVQe7kfih2ZKcvMDKVRldBAUVnnUViZD/pEnnFZhmjwhwJ04rHoOQPBY8bw6GUe10wfmjHBZLR+UbqvVTkLeozfche/CjwwIXHTsioTd4dpIW4hwghWLSjmV+/uZWdTWFOnj6Cn58/i8NH5pF49x7e+ftLTNngpW2MG9//3cMN8y/f80ElkoOM0sNnccz/3qb9388y5+GHeewpjVXnj+bJw5YSLH2fsSOGMMZzPI81HMr9oV9xo+cDvrXtTQq2vol+xAV4PnMHjO88Dk8ikQx+aotmIQ7/0t7tXDAcItHUn8X5Hrx5Hvyzj8IzOnfW232l0OsiAGYCmh5jJyPqW4XY63Yxa3wx1flGqlbpQFLqE50qlgowIs/o9SGZPmoILaEY9XtoZ+uIYtQRMKXzEpj5Rx7Z6WddkT97NkZDQ4dSUzYun4/EIebCTl8Zw21l08ilEXdTE3UpLkYWjOSQ0u5Z6lL75eeTf+QRaVdYi321/NvKvwsXIwpG8KVp6XfI6ZNORxcOi7zVx6hnWK+FXk0rncZk12SGKJnhF3a3CtxDOLR4LlE2pRRis4G1QKXn9hgoyvMwuVCnTW8lT3SMC3f5fP0bPnbEhcTqQ9DcMft3T+Nz+wPbQry3qz9SIe4Bm+sCPPD2NhbvbGHaqCL+du1cPjdzNKJmFQsf+BbGgihTGr1sP3M6Z9z/FENL+uZLWSI5EFDcboZ/7RqKP38WDff9P+a99AGnTJ5My3VX8ubkVj6sWURk6EfkD/fxtnsWLzddx7n+Mm7asoDSra/QMupEij93J3mHf14m35JIBjujj4CiURmbVFfBflVqbfroIYRcKnnezKlT3ozpJHbt7t5Buih701tMGZZHowsSg8BC3F2KvN13Z90TR00oRdOKeGlt1+1EN5WLvGmmIqj10BVf8XrJy5WVOgfdtRD3lLRCvG/HmWclg+3pGORNm9Zh24giH5NHFPCp9XdPe24rxLmUsg73UR8sQCmKQrFSnHO7zYyRw6hL+qgmPV7e8ePQmptxFXT+zhvmM8jPoQwPCC4XLnfmGJ9/tOlJ0d2M8f2J2EclXSrE3WBnY4iH3t/BWxsbGFro5d4LZvHV+ZMhVMM7/76M+rc2MW+tQqzQTeTXt3LRJd8eaJElkv0G77hxTPrTY4Q/WULTgw9S+ssnueGYo/n+Hb9h+xQPi2o/4qPqj6gftpZ/D4O3XMcxpc3FdYEtnPbC5TR5J9J25NVMPfNG8jsp3i6RSAaYMbPM//s6vrcP8Xg8lBT4Ohhp8mfOJH/mzC73jXqGIUYeBqNmArs6fH70xKHUB7oRW9cdfEVoihd/Xt+4jvc2p4w7hSH5Q7of1NpLGINoUt9XCvFRE0rZVBPosft3X+JyKRwzcSj/c4G6F+nQ7ZrQru5EfQ7ANR6S52HulNG8sVuhhHR9ct+kSXjHjetYWmgQk+3enh3/LQZRpgKxj4sf+89VGQDKmsP8YeFOXl1fxxCfh++edRg3nDqVYMsq/v7Sd6n9ZBufXwaTowrBL85j7s8fwVs6dKDFlkj2S4acegpFJ51I4PXXaX7kD9Rd/w1GH3ssN337W9x18V1UBCv4qPojFtUsYp1Yxx1DC/GKaRweE3yu4k8E/vgH9ILP4Jv3DY6edyY+7/5jHZFIJHtJP9YsL5x7PGptbdfllTpDccHY2Z1+fMjIIg4Z2UtWUpeH2uJje+dY/UBJXgket6fH1sd9ZlApxH1z3JJ8LyfPOLAWiruyEHdEyfq/bznt0FEU5rlRFIWzJp9FaEUoU5r9SBkGUjW1s7HHPleytoFCWoh7GSEEK8rb+MvichZua6TA6+Zbp03hlMPb2bTrUW799zKGbYxyyVKDU4KgzprKIff+lsKjjhpo0SWS/R7F7WboRRdR8qUvEXj5f7T+9a/UfPsmfNOmMeyKy7nmwou47qjrCCQCrGxYyarGVayoX8kf/GZMTr6xhSM23cy4NT6KfLM47Mgvc+688ynO23/cMiUSSTeZdXG/ns5VUEDejBn9es7OOGb0MRhif6g23It4e9/FvnrkCPKPH/gKBn2ZUXuw4izd0xNsC3G3rJN2UrF+UoiHOSzxXpd3ULoW9wRn2bFTHAsrqXJMg8hCvK/u8VIhBnRDpzkS4T9rt/HKxi1U+BsYUhjm5GMa0Snn5aZmFm3R+ewGg1vXCwrj4Jk9k/Hfu5vC+fP3+xteIhlsuHw+hl15BUO/fCnBt9+h/bnnaLz/AZp+/xAl55xNyXnnc+aJp3PWFLPOYSARYHXjalbULmVt+WIWJeqJurZC2X3cv/s+hokixgw5hCPHz2bG8ClMKZnC5OLJjBsyrtPsnBKJZJCzhxJGBzITrHIn/W5VHUhmntvrh0x4vX2WhK07nHPUWAIxdUDmkYNFlempkdGOE85IWNUZmhmPa/RD7P6BSL7D026kI2uzy1I+XX2cJLA/OejuEE1oPKE+weP/eZykniCuJVJ1wgAYAgVDrIx85Tpn7tT57g43JS2A20Xx589m+FVfpWDuXKkISyR9jOLxUHr+eZSefx7xHTvwv/gSgddeI/Dqa7hLSxny+bMoOftsik84gc9N/hyfm/w5OMn09KisW8MnS5+munEJbUoTVWobb4U2EnUkiXArbsYPGc/EIROZWGz+TCqelPq72NcxcYZEIhl4hviG7LmRRDLIyfO4GV3ccWFH0F9OvgOHW9m7XtoKscaeF4MUzawzrSmDJ4Z6fyK/E5fpEfkjmD50upl5fLCsrOwjB75C/PipEG4AQ8Otq1ypJtg5opj8gCBPCHzWT1EURjUrjGzPp8hfhFKtY0R1wE3B8cdT8p0vUfKFL+DprxpgEokkg/zDDmPsT3/C6B/cRWTpUkJvv0Po3fcI/Oe/KD4fhXOPp+iUUyg65RTyDjuMqROOZ+plpiuc3l5F3YpX0La9RVFgNXVe2O4pYoVnDJUxjfJwNRubtxLW/BnnLM0rTSvLDqV54pCJjC0am6qHKJFI+o8zp5yJez/KoCwZWBSPx5qz7z8qZt2Q2Xj1XkqyNkg5ZIhOIOmiwNezZ7nIU8RwZTjDlGF7bqwnzP9cUiHeG3ye3BZgRVE4fLhZ13mweamI0r1LJnjAzOZi69ejtbWBriN0A3SNWEIlXjOJaGQ4obhBIKySjGmcpAq8OpQaCkWxJK72ICKRTnPumTSKwi+eQNGJJ1F04nw8o0Z1cWaJRNKfuHw+is84g+IzzsBIJomuXElk6VIiS5bS9NsH4bcP4hoyhIKjZ5N/zDEUzD6avMMOZeLnb0E5+zZIhCjauoARG97hrLpPGRHYBkBCeFnPBFZ6J1BZPBp/STExF0STEdY3buWDqg9RDcd7QvEwbsi4DEV5TOEYSnwlFPuKKckrSf3uc/mkR4lE0kvkufP23Egiscg/7jhEUxPuIUWDbvLeGZorH82V38dnGdjvJJ8LRuX3PA5eURTGucZ1q60oNssE6dJCfFBQWXIC8ybN26t99xuFOJLQ8MdUNN1A1QWqbhBNagRiKoGYyrh7f03ptg2d7l9s/QBoPh95Q4fiHT0a72ET8I4fj3fCBPIPP4y8ww/HXVLS6XEkEsngweXzMeSUUxhyyilwF2jNzUQ+/ZTY2nXE1q+n9S9/TZV5UQoKyJs2jbwZ0/FOmkzxuHPwnnEDyWIPRHcSqF7PpLr1zPJvoah9CbSb54gLL9ViNBViFOXuIdT48mjOc9OeB6G4yo72cta41pNwRbsWVrhQcINwAy4QLsCNEC68dT9mWGE+C793Rl8Ol0QikRx0uPLz8eSoh3uwo1hJ2dwlB3Bo0JijqCqes88leSQHPvuNQvzPTyt54O1tnX4+YcI5FI0/k5GlBYwuLWL08ELGDiti+phSDhtXyqihheguFy+/8w64XFx22WV49rP05xKJpGs8o0ZRev75lJ5/PgBGPE5ixw4SO3eR2L2bxK6dRFeuQn39DTAyV6aV/HzcpaXEhh6Le0g+7nwXuFUMPYpPCzFTDzKLBnxE8bpVFI9AcQkUFyiKIOFW8HsUoh6FiNtFyKsQcSuEPApJRaHJPZYtBfNwKzouw8AldBShk6eqHOFrpFjV8b/iR8RiGNEYRiyGEYsiYnGMZAIRTyASiY6/J02rtWIKkvpR3G6U/Hxc+fkoBfm48gtwFeSj5Bfgys/HVViAq7AQpaAAV2FR6m9XgfV/YSGK/b+vby3cQtfN/iQSiKSKSJr9E8kkRiIBmoYwBHmHzsAzfHifySGRSCQHC6rHg2vIEPJnd14ObL9HURAyvELSDfYbjfCMw0cxosiHz+PC43LhcSsU+TyUFnhTP0PyPV2nrtc0cMlVIonkYMGVn0/B0UdTcPTRGduFqqI1NaHW16PW16M1NqIHAuh+P7rf/D/ZHEAPhUwFNRZDJBKAC+g6mY8bKLF+MglxIQs72Ws1APVZW5XCQlx5eaZim5eHkpeHkp+Hy5eHq7gYd94IFK+VJVtgKvlCAAKh6YhEHCMaxWhrM/sRj6f/TyS6HjwnLleGsqwUFeLKL0Bxu813qksxFXKXC9wuFMVlKrmqikgmzZ8cvxvJpCmHru9ZBmDCww9Rcs453ZdbIpFIJDkxXC4KP/MZPPl97ZotkQx+9huFeObYEmaOla7MEolk31G8XrwTJuCdMKHb+wjDSCmTRiyGiMUQmmYqd5qGUDWEpiJU1bRoprZZLttuF7jdKSVScbvB7cZVUIirIB9XQQFKQaFpqS0oQMnP73OrrBGLYUSjiGg09bsRtf+PmhZq5za7jbVdGMJUwlXdzMyv6whhgG6YFmqv17RQl5SgeL2mpdnnS/+e5zMVfV9e1t8+c5v1N24PikvBN316n42HRCKRSCSSTIYX+WiLJPfccD9nv1GIJRKJZCBRXC6UoiJcRUUDLUqvoLjduIcMwT1Elq+RSCQSiUTSkVNnHBzVdaT/sEQyADzzzDMceuiheL1epk6dOtDiSCQSiUQi6QPk971kf0ZRlIOiSoa0EEsk/UxjYyM33ngjV199NU8//TRFB4jFUSKRSCQSSRr5fS+R7B9IhVgi6Wd27dqFpmlcc801nHrqqUDHwuZCCJLJpMyELpFIJBLJfkqu7/tshBCoqorPJ2vlSiQDhZxtSyT9yHXXXcff//53AM4880wAfv7zn/PMM88wZcoUZsyYwVtvvUVTUxOvvfYan/nMZ/jxj3/MwoULKS8vJz8/n2nTpvHVr361w7GbmppYsGABNTU1JBIJli9fTmFhIXPmzOnXPkokEolEcrBzww038M9//hPo+H1/xhlncMopp/Db3/6WsrIy3njjDU4++eSM7/uCggKeffZZ7r///g7HLi8v57333qO6upq//OUvTJw4kSuuuIJ77723X/sokRwoSIVYIulHfvaznzFv3jxuvvlmHnvsMebMmcPEiRN55pln2LhxIxUVFVx66aWUlJQwc+ZMQqEQmqZxzz33sHXrVgKBAAsXLuTnP/85V155JRMnTgTML8df/OIXAMydO5doNEpJSQmNjY0D2FuJRCKRSA5OfvKTn3DiiSfm/L5fsGAB69at47777mPEiBEceuihHb7vQ6EQGzZs4DOf+Uzq+x2goqKC0047jUQiwYknnsgPfvAD6urqWLJkycB1ViLZz5EKsUTSj0yfPp0jjzwSgCOPPJITTzwx9Vk0GuVXv/oVxcXFuN1upkyZgsfj4YknnkDTNF566SVUVeXoo4/m5ptv5vnnn+f73/8+APfeey+qqnLllVfi8/koLy/n0EMP5Te/+Q2vv/76gPRVIpFIJJKDlenTp1Nfb1aXz/6+DwQCrF+/npEjMzP4Or/vDcPg3nvvZfz48SxfvjzV5r777iORSPDlL3+ZoqIizjjjDPLz87nhhhs6hF9JJJLuIRViiWSQcNhhh1FcXNxh+4svvsiDDz7I5s2biUajqe07duxI/f7+++8zZ84cCgsL5ReiRCKRSCSDmFNOOaWDMgydf9/X19enYowXLlzIueeeKxN0SSS9iFSIJZJBwtChQztse/3117niiiu45ZZb+NznPkdBQQGKovC73/2OeDyeatfa2soJJ5zQj9JKJBKJRCLZG8aOHdthW/b3fVFREZ///Oe54IILMpJutba2MmHCBBKJRH+LLZEcsMg6xBLJICFXnbfnn3+ez33uczz00EMcc8wxTJ8+ncmTJxMOhzPajRw5kvb29v4SVSKRSCQSyV7Sne/7GTNmcPTRR9PW1pbRbuTIkdTV1fWXqBLJQUGfWoiFEAAEg8G+PE230TQt5YISDAYHVUmbrmTTNI1YLEYymSQWi+1R9uxjRaNRDMMAwOVypbbZn2cfG+iwv1OuXLLa27LPA2Qc3+125/xM0zSSySTBYDD1dzQaRVVVkslkRlv7HPZ5nMew++A8pv2/fX4bXddT253n0DQtZ79zEY/HO5wj1xg6949EIqn/7baGYaTkd45fMBhEUZSM67h48WIMw0BV1dT+p59+Oq+++ipTp07F6/VmjKdTjuzr0dN7KbttV/eC85yD9bmTHJzY96X9HSXZN3ryXd/T77PuMljeO/Z3gmEYGd85zu+9vZGrs3dxd97B/THe2fJkzwWcn2d/53Y1t+gO9pjb+znnEJ3JZ88tbPns/ffU5z2NZfZ5c33f22WWsp+X7O97gCeffBJd19F1PfW9ftppp/H6669z8cUXU1BQkCF/d8Yw13jtbf96+nln7bo7p+zpfdLd56ard0d35sA9OXdXsnb2bOQ6ni1nZ88aQDgcToXR2de6t9+LPXk39fe5evJdr4g+nBHU1NQwadKkvjq8RCKRSCR7TXV1dSpTu2TvKSsrY/r06QMthkQikUgkHejOd32fKsSGYVBXV0dxcXFO9xAwtfdJkyZRXV1NSUlJX4ky4Bws/YSDp69728/Fixdz3nnn8cYbb/CZz3wGgNmzZ3Pqqafy+OOPZ7Q1DINf/epX/Otf/yIQCDBnzhzuv/9+rr766g7ty8rKuO+++/jwww+JRqNMmDCBSy+9lJ/+9KcD1tf9jYOln3Dw9DVXP4UQhEIhxo8fj8slI4f2Fb/fz7Bhw6iqqqK0tHSgxTkgOFiez/5kIMZ0f/y+7y7yHu195Jj2Lj35ru9Thbg7BINBSktLCQQCB/TFP1j6CQdPXw+WfsLB09eDpZ9w8PT1YOnnQCLHuPeRY9r7yDHtXeR49j5yTAcOuTQukUgkEolEIpFIJJKDEqkQSyQSiUQikUgkEonkoGTAFeK8vDx+/vOfk5eXN9Ci9CkHSz/h4OnrwdJPOHj6erD0Ew6evh4s/RxI5Bj3PnJMex85pr2LHM/eR47pwDHgMcQSiUQikUgkEolEIpEMBANuIZZIJBKJRCKRSCQSiWQgkAqxRDKIWbRoEYqidPgZOnToQIsmkUgkEomkF5Df9RLJwOIZaAEkEsmeeeyxx5gzZ07qb49HProSiUQikRxIyO96iWRgkE+aRLIfcOSRR3LiiScOtBgSiUQikUj6CPldL5EMDL3uMv3YY48xdepU8vPzmT9/PitWrOiy/UsvvcTMmTPJz89n9uzZvPXWW6nPVFXl7rvvZvbs2RQVFTF+/Hi+9rWvUVdX19ti7xW92ddsvv3tb6MoCg8//HAvS91z+qKfW7du5YILLqC0tJSioiJOOOEEqqqq+qoL3aa3+xoOh7nllluYOHEiBQUFHHnkkTzxxBN92YVu0ZN+bt68mUsvvZSpU6d2eU/2dOz6i97u6/33388JJ5xAcXExo0eP5qKLLmL79u192IPu0RfX1OaBBx5AURTuuOOO3hV6L+mLvtbW1nL11VczYsQICgoKmD17NqtWreqjHhxYDNZnf7DRnXdHPB7n5ptvZsSIEQwZMoRLL72UxsbGjDZVVVWce+65FBYWMnr0aO666y40TevPrgxKcr2n5Hj2nD29C4UQ3HPPPYwbN46CggLOOussdu7cmXGMtrY2rrrqKkpKShg6dChf//rXCYfD/d2VQYGu6/zsZz/jkEMOoaCggOnTp3PffffhzGksx3QQIHqR559/Xvh8PvHUU0+JzZs3ixtvvFEMHTpUNDY25my/ZMkS4Xa7xf/93/+JLVu2iJ/+9KfC6/WKjRs3CiGE8Pv94qyzzhIvvPCC2LZtm1i2bJmYN2+eOP7443tT7L2it/vq5OWXXxbHHHOMGD9+vHjooYf6uCdd0xf93LVrlxg+fLi46667xJo1a8SuXbvEq6++2ukx+4u+6OuNN94opk+fLj788ENRXl4u/vznPwu32y1effXVbsn04YcfCkCMHj1auFwuMWLECPHVr35VVFVV9Vs/V6xYIb7//e+L5557TowdOzbnPdnTY/YXfdHXs88+Wzz99NNi06ZNYt26deJLX/qSmDx5sgiHw33cm87pi346206dOlUcffTR4vbbb++bDvSAvuhrW1ubmDJlirjuuuvE8uXLRVlZmXj33XfFrl27+rg3+z+D9dkfjHTn3fHtb39bTJo0SSxcuFCsWrVKnHjiieLkk09Ofa5pmjjqqKPEWWedJdauXSveeustMXLkSPGjH/1oILo0aOjsPbW/jGdffNfvDd15Fz7wwAOitLRUvPLKK2L9+vXiggsuEIcccoiIxWKpNuecc4445phjxKeffioWL14sZsyYIb7yla/0a18GC7/61a/EiBEjxBtvvCHKy8vFSy+9JIYMGSIeeeSRVBs5pgNPryrE8+bNEzfffHPqb13Xxfjx48X999+fs/3ll18uzj333Ixt8+fPF9/61rc6PceKFSsEICorK3tH6L2kr/paU1MjJkyYIDZt2iSmTJky4ApxX/TziiuuEFdffXXfCLwP9EVfZ82aJX75y19mtJkzZ474yU9+0i2Z1qxZI773ve+J1157TSxatEg89NBDYtSoUWLixImiubm5u13LoKf9dNLZPbkvx+xL+qKv2TQ1NQlAfPTRR/si6j7RV/0MhULi0EMPFQsWLBCnn376oFCI+6Kvd999tzj11FN7U8yDhsH67O8PZL87/H6/8Hq94qWXXkq12bp1qwDEsmXLhBBCvPXWW8LlcomGhoZUm8cff1yUlJSIRCLRvx0YJHT2ntqfxrMvvuv3hj29Cw3DEGPHjhW//e1vU9v8fr/Iy8sTzz33nBBCiC1btghArFy5MtXm7bffFoqiiNra2r4TfpBy7rnnihtuuCFj2yWXXCKuuuoqIYQc08FCr7lMJ5NJVq9ezVlnnZXa5nK5OOuss1i2bFnOfZYtW5bRHuDss8/utD1AIBAY8Mx7fdVXwzC45ppruOuuu5g1a1bfCN8D+qKfhmHw5ptvcthhh3H22WczevRo5s+fzyuvvNJn/egOfXVNTz75ZF577TVqa2sRQvDhhx+yY8cOvvCFL3RLruOOO44HH3yQ888/n9NPP5077riDd955h/r6ev74xz/2Sz8H4pi9QX/JFQgEABg+fHivHbMn9GU/b775Zs4999wO9/lA0Vd9fe2115g7dy6XXXYZo0eP5rjjjuMvf/lLb4h8QDNYn/39hex3x+rVq1FVNWM8Z86cyeTJk1PjuWzZMmbPns2YMWNSbc4++2yCwSCbN2/uR+kHD529p/an8ezt7/q9ZU/vwvLychoaGjLGtLS0lPnz52eM6dChQ5k7d26qzVlnnYXL5WL58uX91pfBwsknn8zChQvZsWMHAOvXr+eTTz7hi1/8IiDHdLDQawpxS0sLuq5nvFQAxowZQ0NDQ859GhoaetQ+Ho9z991385WvfIWSkpLeEXwv6Ku+/uY3v8Hj8XDbbbf1vtB7QV/0s6mpiXA4zAMPPMA555zDe++9x8UXX8wll1zCRx991Dcd6QZ9dU0fffRRjjzySCZOnIjP5+Occ87hscce47TTTttrWefMmcNhhx3GypUre7zv3vRzII7ZG/SHXIZhcMcdd3DKKadw1FFH9coxe0pf9fP5559nzZo13H///fsqYq/RV30tKyvj8ccf59BDD+Xdd9/lpptu4rbbbuPvf//7vop8QDNYn/39gVzvjoaGBnw+X4cFf+d4dva9Y392sNHVe2p/H899+a7fW/b0LrTHpKtnvqGhgdGjR2d87vF4GD58+ICP6UDwwx/+kCuvvJKZM2fi9Xo57rjjuOOOO7jqqqsAOaaDhf0my7Sqqlx++eUIIXj88ccHWpxeZ/Xq1TzyyCOsWbMGRVEGWpw+wzAMAC688EK++93vAnDssceydOlSnnjiCU4//fSBFK/XefTRR/n000957bXXmDJlCh9//DE333wz48eP32er24F8n+wv3HzzzWzatIlPPvlkoEXpVaqrq7n99ttZsGAB+fn5Ay1On2MYBnPnzuXXv/41YFprNm3axBNPPMG11147wNJJDkQO1HdHf3KwvKf687tevgt7nxdffJF///vfPPvss8yaNYt169Zxxx13MH78eDmmg4hesxCPHDkSt9vdIXtfY2MjY8eOzbnP2LFju9XeVoYrKytZsGDBgFqHoW/6unjxYpqampg8eTIejwePx0NlZSXf+973mDp1ap/0Y0/0RT9HjhyJx+PhyCOPzGhzxBFHDGiW6b7oaywW48c//jG///3vOf/88zn66KO55ZZbuOKKK3jwwQf3WtZVq1axfft25s2b1+N996afA3HM3qCv5brlllt44403+PDDD5k4ceI+H29v6Yt+rl69mqamJubMmZN6H3300Uf84Q9/wOPxoOt6b4jeY/rqmo4bN27QvZP2Bwbrsz/Y6ezdMXbsWJLJJH6/P6O9czw7+96xPzuY2NN7asyYMfv1eO7Ld/3esqd3oT0mXT3zY8eOpampKeNzTdNoa2sb8DEdCO66666UlXj27Nlcc801fPe73015NcgxHRz0mkLs8/k4/vjjWbhwYWqbYRgsXLiQk046Kec+J510UkZ7gAULFmS0t5XhnTt38v777zNixIjeEnmv6Yu+XnPNNWzYsIF169alfsaPH89dd93Fu+++23ed6YK+6KfP5+OEE07oUGpix44dTJkypZd70H36oq+qqqKqKi5X5mPmdrtTlvI9cdVVV/HTn/6U//3vf3zwwQc8+OCDnHPOOUyaNImbb765J10E9q6fA3HM3qCv5BJCcMstt6SuySGHHNIb4u41fdHPM888k40bN2a8j+bOnctVV13FunXrcLvdvSV+j+ira3rKKacMunfS/sBgffYHK3t6dxx//PF4vd6M8dy+fTtVVVWp8TzppJPYuHFjxuTYNhRkKzIHOnt6T82dO3e/Gc/e/q7fW/b0LjzkkEMYO3ZsxpgGg0GWL1+eMaZ+v5/Vq1en2nzwwQcYhsH8+fP7oReDi2g02uU8UI7pIKE3M3Q9//zzIi8vTzzzzDNiy5Yt4pvf/KYYOnRoKnvfNddcI374wx+m2i9ZskR4PB7x4IMPiq1bt4qf//znGWVrksmkuOCCC8TEiRPFunXrRH19fepnoLMp9nZfczEYskz3RT9ffvll4fV6xZNPPil27twpHn30UeF2u8XixYv7vX9O+qKvp59+upg1a5b48MMPRVlZmXj66adFfn6++NOf/tQtmX7961+L2bNni5KSEuHxeMSkSZPEN7/5TVFfX99v/UwkEmLt2rVi7dq1Yty4ceL73/++WLt2rdi5c2e3jzlQ9EVfb7rpJlFaWioWLVqU8U6KRqP93j+bvuhnNoMly3Rf9HXFihXC4/GIX/3qV2Lnzp3i3//+tygsLBT/+te/+r1/+xuD9dkfjHTn3fHtb39bTJ48WXzwwQdi1apV4qSTThInnXRS6nO7TNAXvvAFsW7dOvHOO++IUaNGHfRll2yy31P7y3j2xXf93tCdd+EDDzwghg4dKl599VWxYcMGceGFF+YsEXTccceJ5cuXi08++UQceuihB22JoGuvvVZMmDAhVXbp5ZdfFiNHjhQ/+MEPUm3kmA48vaoQCyHEo48+KiZPnix8Pp+YN2+e+PTTT1OfnX766eLaa6/NaP/iiy+Kww47TPh8PjFr1izx5ptvpj4rLy8XQM6fDz/8sLdF7zG92ddcDAaFWIi+6eff/vY3MWPGDJGfny+OOeYY8corr/R1N7pFb/e1vr5eXHfddWL8+PEiPz9fHH744eJ3v/udMAyjP7rTKT3pZ2fP4emnn97tYw4kvd3Xzt5JTz/9dP91Kgd9cU2dDBaFWIi+6evrr78ujjrqKJGXlydmzpwpnnzyyX7qzf7PYH32BxvdeXfEYjHxne98RwwbNkwUFhaKiy++uINSVFFRIb74xS+KgoICMXLkSPG9731PqKraz70ZnGS/p+R49pw9vQsNwxA/+9nPxJgxY0ReXp4488wzxfbt2zPatLa2iq985StiyJAhoqSkRFx//fUiFAr1ZzcGDcFgUNx+++1i8uTJIj8/X0ybNk385Cc/yTDsyTEdeBQhhOhLC7REIpFIJBKJRCKRSCSDkV6LIZZIJBKJRCKRSCQSiWR/QirEEolEIpFIJBKJRCI5KJEKsUQikUgkEolEIpFIDko8fXlwwzCoq6ujuLi4XwuLSyQSiUTSGUIIQqEQ48eP71AOQ9Jz5He9RCKRSAYbPfmu71OFuK6ujkmTJvXlKSQSiUQi2Suqq6uZOHHiQIux3yO/6yUSiUQyWOnOd32fKsTFxcUpQUpKSvryVBKJRCKRdItgMMikSZNS31GSfUN+10skEolksNGT7/o+VYht16mSkhL5JSmRSCSSQYV07+0d5He9RCKRSAYr3fmul8FTEolEIpFIJBKJRCI5KJEKsaTf0HSDplCc5lACTTcGWhyJRCLZL3nssceYOnUq+fn5zJ8/nxUrVnTadvPmzVx66aVMnToVRVF4+OGH9/mYvYoQ/XMeiUQikUg6oU9dpiWSTbUB/rumhuVlbWxrCGJYcx+f28XUkYXMnTqc82aP46TpI6T7okQikeyBF154gTvvvJMnnniC+fPn8/DDD3P22Wezfft2Ro8e3aF9NBpl2rRpXHbZZXz3u9/tlWP2GkLApv/CyENh3DF9dx6JRCKRSLpAEaLvlmeDwSClpaUEAgEZV3SQsaaqnQfe3saK8jYKvG7mTh3GcZOGMqY0HyGgzh9jR2OY5WWthBIah44ewnc+O50Lj5mAyyUVY4lE0nfsz99N8+fP54QTTuCPf/wjYJY8mjRpErfeeis//OEPu9x36tSp3HHHHdxxxx29dkzYh/E0DNj8MiguOOqS7u8nkUgkEske6Ml3k7QQS3qVYFzlV29s5YVV1Ywrzeee847ksrkTKc735myf0HTe2ljP3z4p57svrOeZJRX86uLZHDWhtJ8ll0gkksFNMplk9erV/OhHP0ptc7lcnHXWWSxbtmzQHFMikUgkkv0JqRBLeo0NNX5ueXYtdf4YN50xnVs/N4NCX9e3WJ7HzcXHTeSiYyfw2vo67n9rGxc9toTbzzyUm86Yjsctw9wlEokEoKWlBV3XGTNmTMb2MWPGsG3btn47ZiKRIJFIpP4OBoN7de4UMlxGIpFIJAOI1DYkvcI7mxr48hPL0A3BC986ibvPmblHZdgmqkapDlUzfWI7v72mhNNmh3lo8Qdc9fQCWsPxPpZcIpFIJD3h/vvvp7S0NPUzadKkvTySTKglkUgkkoFHWogl+8yLK6v54csbmDN5GH+9di5DC32dthVCUB4sZ0ntElY1rGKnfyc1oRpE1sSo6BDYApzxHzdji8ZySOlkjhp5FEeNPIrZI2czqnBUH/dKIpFIBhcjR47E7XbT2NiYsb2xsZGxY8f22zF/9KMfceedd6b+DgaD+6AUSyQSiUQysEiFWLJP/G9tDT/47wY+e/go/nTV8RT43DnbtcRaeGXXK7yy6xUqg5UATC2ZyqwRs7hoxkWMHzKeUl8pXrcXIQSqobK6ppx/rFxHY6SNAnc7KxufRjM0ACYMmcAp40/hlAmncPL4k8n35PdbnyUSiWQg8Pl8HH/88SxcuJCLLroIMBNgLVy4kFtuuaXfjpmXl0deXt5enS8DWXJJIpFIJIMAqRBL9poFWxr5/ksb+MyhI3nimuPJ83RUhpujzfxt0994aftLJI0k88fN57pZ13HK+FMYN2Rcl8c/beJpfPmwy7j2qRXsWBvjkSuPYtzodja2bGRVwyreKn+LF3e8SImvhPOmncclh17C4cMP76vuSiQSyYBz5513cu211zJ37lzmzZvHww8/TCQS4frrrwfga1/7GhMmTOD+++8HzKRZW7ZsSf1eW1vLunXrGDJkCDNmzOjWMSUSiUQiOZCRCrFkr1he1srNz67h6ImlPHF1R2U4psX468a/8vfNf0c3dC6ccSHXH3U9U0qm9Og8k4YX8p+bTub6Z1bynX9v5MHLjuaq467iqiOuQjVU1jSu4dVdr/Lfnf/l2W3PcvyY47n52Js5YewJvdldiUQiGRRcccUVNDc3c88999DQ0MCxxx7LO++8k0qKVVVVhcuVTg9SV1fHcccdl/r7wQcf5MEHH+T0009n0aJF3Tpm32FbiGVSLYlEIpEMHLIOsaTH1LRHueCPSxhR5OOlb5/UIWZ4Rf0K7ll6D7XhWi6YfgHfOfY7TBgyYZ/OGU1qfOufq1myq4XfX34sFx2XebxAIsAbZW/w9KanaYw2ctrE0/jx/B/v83klEsmBh/xu6l32ejx1Fba8Ci4PzLqoz+STSCQSycGHrEMs6TNiSZ1v/XM1mm7wl69lJtBSDZXH1j7GU5ueYmrpVJ455xmOH3P8vp0wUAst2ylsr+TpSRV83LadyMuP0vBpHmOHFkJeMfiGUFo8lquGHcJlJz/AC+2beGzDE1z86sXcfOzNXH3E1bhduWObJRKJRDJAyBhiiUQikQwCpEIs6TZCCO7+7wa21gd5+vp5TB1ZlPqsJdbC7R/czoaWDVx+2OV8/4TvU+Ap6PlJgvWw7Q2oWAzVKyFUl/rI4/bx2cIR1OV5aKr3UhDPo9SdgEQIIi2AwAdc48nn8+Nm88AQNw+uepBldcv4zWm/oTSvdN8HQSKRSCQSiUQikRwwSIVY0m3+9kk5r62v40dfnMnph6XLHu1s38nNC28mkAjw8BkPc+aUM3t24EANbHnNdJ2r/tTcNmwqHPIZmHgCjJll/j1kLIrLxfCkzvefWcmKijYeufJYzjt6PGgJaK+Eps1Qu5qxNat5ePtKXi708SuxhCteOpuHTn2AI6ae0VvDIZFIJJJ9QlqIJRLJgUdduI51Tev4wtQv4HFJVWt/QF4lSbfYWBPggbe3ce7scXzztGmp7SvqV3D7h7dT6C3k71/8OzOHz+zeAQM1sPl/phJcs9LcNu4YOPMeOOJCGDmj010LfG7+dt1crn96Jbc/vw6XovCl2eNg1GHmz6yLzYbRNi7Z+jqHb/o3d8arue7Dm/nD0BOYf+avoWT83g6FRCKRSHoTRSbVkkgkBw5lgTIAolqUEp/MU7E/IBViyR6JJDRue34tY0ry+fUls1GsycuyumXc+sGtTC6ZzONnPs6Yoj1kJE1GYOvrsO5ZKP8YEDB+Dpx1Lxx5IQw/pMMuQghEMokRiSBiMVxFRbiKiyn0eXj6+hO47umV3PrcWhTgi7OzyjgVDofjr2XW8dfy78aNfGvBN7kpsIrfPXkin51/O5x0K3h8Hc4pkUgkkn5AxhBLJJIDELdi5q0xDGOAJZF0F6kQS/bIL1/fQmVrhBe+dRKlBV4AltYu5bYPb+OQ0kP4y+f/wtD8obl3NgyoXALrnzOtwckwDJ8Gn/0JHH05DDPLMOnBIMl160jsLiNZXkairJzk7t0k6+pAVTOP6XLhnTSRvBmH8sjso7k/v5jbnl3No1fN5ZyjxuYUY+SY2Tx9+bvc/O43+J6yjT8u/T9OXvccXPpXGH9sL42URCKRSCQSieRgxlaINaENsCSS7iIVYkmXvL2xnhdWVXPb52ZwwtThAKxrWsdtH97GtNJp/OULf8mdrKqtHNY/h7HmWYymWnRK0CeciT72FHTvGPRyP+pHfyexu4xE2W705pbUrkpeHr5DDiF/1pEUn3027pJiXEVFKHn5GJEIens7yYpy4tt3EF64kJuAK0tG8vr2E3B99+t84TOzcvalxFfCn87+G19/9+vc7vLwZ3+cOX/7PJzzAMy9QbrtSSQSSb8iLcQSieTAw65soht6n55nY/NGasO1nHPIOX16noMBqRBLOqUlnODH/9vIcZOHctuZhwJQHarmtg9uY1zROJ78/JMURQ1CyxaR2LoVta4etXwzWnUZejCCnlQQuguwrbYrrR8TV2kpedOmUXzGGfimTSdv+jR806bhHTcOxd29MklaayuRpUvJ++//+Nqnb6N9811WnP55jv3hHfimTu3QvthXzBOff4Lr37mem12N/H34dA57806oWwPnPQxu7z6NmUQikUgkkv2bcEJjRXkrJ08fSb5Xlm2U9IyUy7ToW5fp6lB1nx7/YEIqxJJO+cVrm4kkdR687Bg8bheBRIDvvP8d8hKCRxLn4v/6LdSvXm02VsBdAN78JN5iL/kzZuI+ZA7uUeNxl5biLi3BXVqKq6QU99BS3CUluIqLU/HIe4tnxAhKzz+f0vPPx7+rnJfveZjjFn/Iro8WUHreuYy+43a8EyZk7DM8fzhPfv5JrnrrKm5V4jz7me8yYvFDZsmnK/8N3r0oFyWRSCSSniFjiCWDlPLmCKG4RkMgnlFiUiLpDnZm6f5ymdYMTWaz3kfk6Ely8t7mBt7YUM8Pzjmc6aOGoOoqd713G8csrOSrK/NJBB4hb/o0Rl1wLIWJJeQXB3FNOxHmfROOOH9ALK1DZxzClc/8jtse/4CJC1/lsvcWEHrvPYbfcD0jv/ENXEXpL7UxRWN49HOPcu0713JHYjd/O/8RfG98F57/Klz5HHjz+11+iUQikUgkA4+Q7vySfcCluIC+txDbJPWkVIj3EddACyAZfARiKj97dROzxpdw42fMEkt/femHXH7/Cq56X2XIUbOZ+qMLOeTUTYwsfIvCz5yF6+aP4IZ34KhLBtTtuNDn4dGbzmT3hV/j2jO+T8NxJ9P6+BPs/uKXCLz5JsJhkThixBH8+tRfs655HffGdiIu/BPs/hBeuNqsayyRSCSSPsR+H8v8DRKJ5MDBdpnu6xhin9uslJLUk316noMBqRBLOvDA21tpCSf5zaVH43EpLHnwbk795VsMV4Yw+Z7rmXzEJxSUP44y9WT49hL48lNmDeFBQoHPzV+vncupJx3JdWPP5d2bf417zBjqvvd9qm64gURZeartWVPO4vY5t/Pa7td4yh2FCx+DXe/Di18DXWYHlEgkEolEIpF0n/7KMp1SiA2pEO8rUiGWZLB0dwvPrajmW6dNY9a4Ynb+/G6G//U1ds4uZda1Yyna8SsoGQ9ffx++8hyMPWqgRc5JnsfNQ1ccy82fnc7DtT7u/9L3GP6znxHfvIWyCy+k6eGHMWIxAL5+1Nc5b9p5PLLmERaNnADnPww73oG375IxbhKJRNJXyPerZJAji0/sv2i6wc7GUIZnYH/TX+fuL9fsAxmpEEtSJDSdn/xvE9NGFnHrGdOouev76C++zrsneTl1dgV5revhSw/CN96HSScMtLh7RFEU7jp7Jr++eDYf7Gzlm+2TGfrSK5Sedx6tT/yZsvMvILJ8BYqi8IuTf8GsEbP44eIfUjbjNPjM92DVU7DssYHuhkQikUgkEomkB2xrCLGlPkhdID7Qokj2A6RCLEnx18XllLdE+OUFs/D/6v8RfvNt/vk5F/MOb2T0zC/BLSth3o3g2r9KEHx1/mT++rW57GwKc+nzW2m75W6m/OufKB4PVddeS8Mv78Mb13josw+R787n9g9uJ3jKbTDrEnjvp7Dj3YHugkQikRyASAuxRCLpG1TdtJoaRv+/Z2RStv0PqRBLAKhui/LoBzs59+hxHPbGv/C/9BIvnaJQPEvl5HMfM+OEi8cMtJh7zWdnjubFb52EEHDp40t5WxnLIa/8j+HXX0/7c89RduFFFG+s5OHPPkxNuIYffvJj9AseNWOj/3sjtO4e6C5IJBKJRCLpB6Q3v0RycCEVYgkAv3xjCy5F4Qeu3bQ++SSLj4WVp/q444o3YPaXB1q8XuGoCaW8fuupnDB1ON97aT0/f2cXQ7/3Pab8+9+mtfi66xj7xGv87Ojvs7h2MX/c/De44l/g9piZp5ORge6CRCKRHDhIrWPA0A3BptoAsWTfZsEdbNSF62iPtw+0GJIDnP62EA9knPSBglSIJXywrZEFWxr5xaEJYr/6OQ0TdP58tocHzv07BSMPG2jxepXhRT7+fsM8bjpjOv/8tJLLnlhG69TDTWvxDTfQ/tzzHH3n09zk+hx/3fhX3vFvhi8/Dc3b4NVb5AROIpFIJPs9Zc1hdjeHeW9LA3X+2ECL02+sa1rHsrplAy2GRDLgJDQ95VYukQrxQU9c1fnFa1v4UnE9x//xh2henZ9d6uMbx32HWaMHTyml3sTtUrj7nJn89WtzqWyNcu4fFvP+bj9jfnAXU579N3jcfPY3H/CtLeO455OfsX3oWDjrXtj8Miz/80CLL5FIJAcI1gKjTOXb78TUtGW4PnDwKMQSiROh62jtve8x0BSME070X+nOvbFIv7OpgXc2NfSBNPsnUiE+yPnLx2WMal/LjxY/QDIIf7hyBKMnHsY3jv7GQIvW55x15BjevO1Upo0awjf/uZr73tiCZ/YxHPLf/1J81lmc+Wo13/uvxt1v3kL7nKth5nlmkq2a1QMtukQikUgke01cTVuGpOOT5ECkO7d1bP0GIkuWYsR7NxP15roA2xqCfe46va+u0oZ8+FNIhfggpjEYZ8uiF3my8XeEK7xsvuQoPh0T5hcn/QKvyzvQ4vULE4cV8uK3TuKGUw7hb5+Uc/mfl9GguZnw0O8Z89OfMnunxncfq+X+F25GPf8RKJ0AL10H0baBFl0ikUj2b+RkbMBIaGkL8QAk4ZXsZ2jt7SQrKwdajF5HDwYAEFrvxtLbj1R/xfbKrNb7jlSID2IWPf8QD8V/T8vqUoyjZnDfjG189YivcvSoowdatH7F53Fxz/lH8sTVx7O7Ocy5f1jMh9ubGH71VRzy3LMMdxdzxUPreOa5nyO+/AyEG+CVm8CQsRcSiUTSJWpcKr6DEGcyLZmQp3MU+tmdP9ICxuBLdBZZspTYxk0DLcZ+x6LtTZ2GJPijyYyFKcnAIhXig5TaBX/k8toHqFg3GeHK56FzBaOLx3LrcbcOtGgDxjlHjeXNWz/DpGGF3PDMKu5/eyueI2cx8+XX0MaN5KTffcAbLzwN59wPO96BZY8OtMgSiUQyeNFV2PYG1K8baEkkWThjiKU6PEhIRqBsEdSuGWhJDigGJkVB+qmqbsutEH+0o5lPdrb0ztnkotY+IxXigxCx9t9MWPITlpcfiaiOs+OaU1juquRnJ/6MIm/RQIs3oEweUch/bjqJa0+awp8/KuOrf/mU1vxSjv/PW9TPHsuMJxfw8dvrELMugffvhapPB1pkiUQiGZwYVlKZYB1oyRwN9p9JXJ0/hn6A+BZn90PGEQ4SgnXm//HAwIoRV3l1XS2BmDqgchwYdP1s9Wfirb5GCMGqhlX44/6BFmWvkArxwcam/8Krt/BRdDZFm3Xcc4/hl6OWcvbUszlt4mkDLd2gIM/j5t4Lj+Kxr85ha32IL/1hMUvr4pz+r7fYctI4Rj27kNWfuhBDp8JL15suThKJRCLJjRqDra9BIjzQkuwVobjKyoo21lX792r/pmgTS2qXDBorjpYd7jM4xJLUrx9oCQCo95sJphqDvZto6mBiT896b5U7smOHB0MMcUyL0RRtYn3z4LiPe4pUiA8mdr6P+O+NrHEdSdX2GXiTcf75pUI8bi8/OOEHAy3doOPco8fx+q2nMqYkn+ueXsELa5r44pNvsOTMMRS9uZRNG6YjIm3w8o0ynlgikUj2hBrN/Ds1aew9n0aRTBLbsAGh9b7lJRDLZeXeM+ub1xNIBNBE31qDqoPVJPTEHttlz9UHfirdP0TUSLfbDuyYDPTZzfP3p6dxIBEgrh14CnhnV/KtjfX7dFw9HCbp7/1yUQczUiE+WGjYCC9dS0vRodxfdTFzty8nfPnneUVdyXeO+Q6jC0cPtISDkkNGFvHfm07irCPG8LNXNvH7dyu45MFXeOO8UXiWbGLT1mMQOz6Axb8baFElEonkoCexezfJqmqSVdW9dkx7UpvU9m7hs7cSM9X5Y2idWJaiapSNLRtZ27R2j8fpoBAPtEYcbja9CPqYj6o/6vNz9BYVLREW72zu1WN2t96ufT/0Z+ztktolLKpe1KvHHNj7um9PXvvuqyx7+TGi9iLjXpwuP9ZAXnzfPRy3N4QIxfd/93qpEB8MBOvg35ej55Vypf827tj2Np5Jk7j30I3MGDqDrxzxlYGWcFBT6PPw+NXH841TD+Gvn5Tzw5d2ceXPXuLVi8bgWVvNxo0zEQt/DeUfD7SoEolEMojphxl2ahbfexNSe2Kd2EuFuDcIxEy37fU1ueNLbateUjet2Ho4gh4M5mybHTM84DHE5R/BzgXA3iUH2t62nbpwXW9LNXAIwfoaP22RvfNIyIVaW0tkyVLU2trunN6if7NRGeJA9LQTfbKwEEqGAIhrOqsq22gN79kzxMmnZa2MXvJfRq/47z7JoekG2xqCLNnVmtqm7EWHdUNnR/uOAb0HpEJ8oKMl4YVrIBHij+PuZ/7W1YxoqWP11XOoSNTzk/k/OWhqDu8LbpfCT887kvsunMX7Wxu57d+7uPLuF3jtkvF4twXZsHICxgtfh1DjQIsqkUgk+wd9oYjZkzErjGXR9ia2NeRWDLtLf8f+GolEh3PaibCc5ZK6IrxoEeGPF+f8LLs3A20gBkBPsqspzGvr63ocX7nbv5t1Tev6Rq4DBD1suosb0aiZ92TjfzpN3mUvkLgGJDvzgUFfPlPNoQSaYSAEbKo1r2FDsGceFo3BOMTiKIGu8zoIIYitW9fp4prI8ZuTcEIjru75nVURrGBX+y4qghV7bEvLrj6Jt5cK8YHOuz+G2lXUn/kwLywP8pXtC/F8/nR+61rAudPOZe7YuQMt4X7FNSdN5c/XzGVzXZBvPbOdS+58lte+PAFfuc6GhWC8cP2grCEokUgkA05vmEpadprlnPZ0DmtSH4ipbG8I7dMp+zO5tNB1QgveJ74ps+Zrb+om2cr2YEn2Vd4SAaFj7P4I4vu2iNFbDHTJnt47pLXI4HJBwAon2ENC0L2x9Eky6e1kV0IIlu5uobo9hnPZqK+eYBGNkqypJbp6dSfy2L8pOfu6cGsj725u6PIcqqGyvW07AEZ2Pp6YH7a9lVmloH6d+T3Qy0iF+EBmw0uw8i9wyu38YvsUbln/Mt48H3/5rI7X7eV7x39voCXcL/n8kWP4xw3zqPPHuP5vmzn35n/x+uWT8VZ7WPfcDowF/2+gRZRIJJL9gB4GKwbrTctAw4bcRxOCxA5zoiT2VoutXQ3b3szYtC8uxaqhptyYuzNrFbq5oKo25J5E5pxg7/4Ayj/ptkzZQzNI9GE03SA/3ooSbYbGTXve4UClLy6IrWgoe5722/f7gaIOD4xi3zcPlR22kVCNjPtkoMIeUgnY9mGIo45kix3eb83bzGSMkaa9P0E3kQrxgUp7BbzxXZhyCqtn3EJkwQKOa9hG4PpzeTv0KTcfezOjCkcNtJT7LSdOG8Fz3zyRWFLnur9t4nPfeIa3vzqNvFova/7vnxib3xpoESUSiWRg6e1JmrC8bzqxEOutrc7Ge3eOtvIOCZ72pRs72nc4JNr7A3U54Yy2QbQHyXE6ZJkWBAdBUpykbpAWbj9UxwZRtQkhBCKZzPgbQHEpe7yhByKpVm+i6cYBUzM8G1shdg3wxakIVLC0dmnvv+I7fUf2fX+lQnwgYujwv5tAcSEufoLfv7qR72x6Dc+RR/KLMcs4dNihfGWmTKS1rxw1oZSXvn0SeR4X1z+1gROv+gvvXXM4BXVeVt1+J0bj7oEWUSKRSAYRe5jU1K4xXeT2EuGMPRWi11yB9+U4ej+F0HSWyVrkUNKyJ52huMaH25qo88f2OpN2VWsUoydKSOMW83o3besgHYK90sZaY617bmShhyOpuNpc9PiaCwGbX+5RbGM42Vn85r7ft/FNmwi+tyDdD/vauFzp43cyxuklif1TI35zYz0f7ehoUUzs3k3gjTdz7NH7CATeSAxF693nP5lSiDPXNfo77GFL6xb8CX968WQAZOhtpEJ8ILL0UahaCuc+yIJaH0e99zxD4yGWXX0UNdE6fjL/J3hcnoGW8oBg2qgh/Oemkxhbks+Nz2zg+MseZ9HVh1NUq7D8moswQrmTVkgkEsmBzx4mSM4JlBqHtjKo6Mr1dw8TdGeGUsPotdjf3jpOb8QT9lhPy1GPubP+rKxo4+1NPa+P2hCIs7a6nW09idVu2mJeb8s1WrMVdyGsceq5MraiYUXG35GERq0/d7Kh8KJFhBctAiCu6iT2VXGx77228m4198f9fFzzMRWBin07byeoddZ1TI2r7TLtHNdOFGLbmtzJJUhqBkt3t3QrWdJAEYp3vO/jW7MXX5z07MGKqlHUrnIZAGO3lDF0+44u2/SUpLXo53L1fnzy3pByr3fcLPuykNJBqe7qhdewyfSO6SWkQnyg0bARPvh/MOtitCMv5dl/vssF5UvwfPk8Hom8wfnTzuf4MccPtJQHFONKC3j+mycydWQRN/5jHUd8+QmWXjWN4mqNpZd/Dj3S+Sq0RCKRHLBkT2a6svrZsY37UnbDYQ0Vhug1t8neis/bFwtKzklmwyYI1HS9Yw6FuLctOXZW6J4olcmmdvRwWlmNJEw5Fczsufa9Ev7oI8KLc2fLzia7Xx/vaGZVxZ4nzO9ubuCdTV0n/nHSHG1mQ3PuOPbuEtHMeUEwaSYPE4ZBRLdK51jeDXt7nYxkEqFaypr9TDhjiPdw2JQxWYvmTBJa64/RHEqwq6nrDMX9QVIzaO9heareuP8XVS/i45ouSm1a5/CGwoTiaq8tHqiduEz3uWq8R2+CPlbQrfPv9u+mXbNijpu3mfkTegmpEB9I6KrpKl00Es79PS+tquLiRf/CGDaCx+a14XP7uHPunQMt5QHJiCF5PHfjfA4bU8y3/7GWqZf8lVWXjWZoRZQll30OLbxvWU4lEolkv6Fpq1XSRRDQYjQk054yVa1Rs+QHkHMatw8KcUYiLSG6VGTb4+3sat/VvePutURdkIyC1rPaoR1o3gZVn3bZpCcW4u5iJ/7KptvJi4QgtqOa8LocmWKzauDqoTB6YO8yTicdLvR23dbu4lq9gqLVucd2ZcNKakK5FyIakgHeKnsrI1GQk2BcRQiRqrfqshaCdvl38VFgB2E9AQiqo1vZ4F/UI5ltIp8sSf1uK3/2s6E4ayl1er3Mtvll7+b02OjvBE6t/gqMDS9BoqMCvqyslY93Nney557lVLKy0veEhL2AEayD8kzl2Kl0h+IaC7b0TklOe+wNkal+DpS12OlN0KsyWMeNbtpBdFtlavP2tu0sC/ZNOKJUiA8kPn0cGjfCub8n6ilh42NPcZi/htB3LuSDtk+55bhbGFkwcqClPGAZWujjX9+Yz5HjS/jOv9cy9pJ/sOn8fIZVBFly2edJtHc/vkkikUj2N9SGBtMS1bgZyhYBsCS4izXhKrOBEKytbufTslzvQmsyJTqxpMQD6fhMIVAbmzKSBgFZ1qzOLcRGJMLqRS+ywyr10RVxVSeh6iAEefHOJt7dIzVhNHTY/hZsfT1Hoz0kPNrTsbMwoh0Vs55MXLPHWGtuJvj2O2jt7d0+BphWy/RBcy965MVbUFLxrb07PV1c0z0rMwB1a83rE+uBd5d13RqSfiBt+XUSiqt8uK2J7Y2htCLx0XJia1bQbsU/JwxzAaM9uXcKlB6OZF7zbJdpZwxxpy7T9i9ApOM9b3++r4md/rN2K6sru7bgh5Ihlpe9zdZYPYTqEZpGoqwsNX7+aA+sw7a41r56KIQeCmds2ysql0I4K2Y563i9voggsk7Rg8P3KNZ/D9ihDorSO5Z3gYBQA2z6L8T8qM1tqC3dCz2sDddSG67d63NLhfhAob0SFt0PM8+DmV/iX2+s4tK1r6POnce9ee9x2LDDuOLwKwZaygOe0gIv//z6PI6dNJSbX9zMyIv+zI5zdIZWBVh92ZdINvd96niJRCIZCKLr1pNWbI0ck0xrEptsZlXDqvTnasyyKNP5xHTnAlCjRFWNlbuaCC5fTnTNmsw2RmYMsd7JsaLr1uGta8YVzh1f6uTdzQ1srA1QFKlkZPPyVLLEXArPnkhNGHe82+N9uxuWZ5/DXVoKgNaYQ7Hq5rw1WVVF8L0F6OG0ZU6zMnnrbd2L3StrDlNX10LovQUkKyrMjZ0kGhvZshxzSiz2KamskUxiOEKVejpRDzRuokptIdAjpXTP54ir5v3ZHlFTFmIlkSS5/A1cnyzE7Y+Z3d4HxcKOi07hiM1Oi9q9pFqdYY+nax80iKpgFVv8q9ncWNVlO7tkWdiyxoYWLCC+ZStaVlmyHl1jq61aY1n5A9UQ93d/f6Bg+RZ8u7OUL9saLwT2KAoFEAYTat6E5n2PJ7Z7ma3TGj3wrFlbnbmYFd+2jejatXslj1032BnSsS9lroQQELLi36POhdNOjulYOFvftJ71Td1PapeNVIgPBISAt+4yb4wv/h+t4QTuxx/Bi2DFNYdTF63nx/N/LBNp9RPF+V6euX4e86YO55uvNzPmC/+PbV+KUdAYZP2XzyNZu/crWBKJRLK/Yk9aKyObaIo2oRoOd96mLR3aEazrcIzGQJy4qhGMqRjhTBfKbJfpTueIRtcKgb2/E48WxVXXQuiDRZS37OSTmk9oi+9lQpdO3GlznZdECCKtGVqK1t5OsjLtRhjS4ymFAaApGGd3c5j2aBJ/qKPS310DkdZilnIyQg5340BNesKKaW03Ep1b6TbWBlizzfzO05ota2NnXgDmh3Zl0+4JmYPwwoWEPlyUPmJ2f7soj2QIA9WSTxUOl/ZQQwe32Ax6qMSme2n9X19P/o7m1Kfpw+6b1c1+JkSGYtz5MaNqlOZYvZXcLDepGOMunp+lu1tYuqvzUmAR1VywyBjjLlAArbU9lUleD4YyvBT2fpiE+Z4py3J51vWc3hU2rlgcb3XuBRMhQHEIpAjrPdfcVVKvbkprO5mQ6enR3e4n9ASVbZmLeYk1i1Fr0+/aQDSdLGxP46rvS86HHHS46/YkQLYniTBg43+gtedu1VIhPhDY9T7sfBc++xMoncBLf3qRk6vXoV5zOX9q+g8XTL9AJtLqZ4ryPDx13QmcMmMk13xUxIy532Lt+TEIhNh0+UUkyruXiVIikUj2K7rw41NDjSB0vK48AMJquMN+wjAIvvkW8RUfmK6IbWUZx1Csf7PnSUYiQWJXOiZVGCJlIe44cXdYb7rVD3AZSZSAKW8oak7EO4sTTREPdmoNtUloOisr2lKJqezzpqwsO96Fsg8dYgkiS5YS27gptW1xYCerw2kFeVlZK03BGGXNYVZXNdEYyZy4d9tl2pbBVqZ01YwP91elPgs9+weUt//Zw+PlSvRlNRGCUEyjJbL3dZEzym+Rw11Vzz2Jb4218k75O+mkPU5st1jRM2W1NlzLktolHbanXKazFP99sa7lxFZYbC02Q+asxExtNSz/+B/sCmymMxVL2LH5wsAd63xBqDmUoDm8jzHy2PeqKacduy6EILFzJ5ElS9PvDcc+hjCI6eHOdSnn4oDINS4QW7OG0AcfkotOr7u1vSmUyGqT8tXuRKC9QIicRv+chBpSfV5YuZAtgaz7MVANWhwaNlHeEmHRjiaaQ11cO0NPxXOnFOJecpnuFEXJffzs50VPmu1au5cfwolUiPd3dA3e/QmMOBTm3UhFbSuHP/8E/tETeeqYKvLceXz3+O8OtJQHJQU+N3/52lw+e/hoLl07m1Omn8myC+Mk4mG2Xfll4lu3DrSIEolE0ss4JphZExi9fhPD2jfhc+UDENUc1ktrYqUHLMtRneVJo+7ZrRkgtm49IulUotIxxC5FMZW5ll00BePotkLUpYU4rTS5tSiF0VqzuaKklJhciuWmlk28VfaWOWHd8S56Qzobca72u5si1PljVLZmKmHZkz+R6GEJP2v35nglqxtXE1EjqdhBp4XY01RPwcY1OQ4AitudKUuuJGBaDFcgbV0yhMH2tu1oDqW3wyjnWCRw2rqq26NsquueS3pC0ylvjWQovQKD+nAdmpHMOrYlTydJwVrjpotmu5Z2t9Z3785wGe9c88i9fX3TegKJQMb1FKSTatmDk1aQM8+xzzpGSuEzOm7Luv9jH7yIa81yvMEwKdd1MC1ujsUfQwhKgjsYUrsYo70hc3z6CPuZa48mWVPVTkw17y9XOJiSSSSTBN54k5ba5ewIrqSyLWDt2w2yBlpt7Dy8LZXBu+MnhOIqy8tbybwfOl7EQLKZ9e0fohk9W/hJJUnLXszoTNkON5uJ0Zoz55v+ZFZseOtOaN5GKGAucsSS9jOS47i1a6BpM2iJtOu/JYMSjaPsQ4xyV4t1OT/rYCEWJIW+VzkIpEK8v7PmGWjZDl/4f+D28sk9/8fYaBvBOy7m48alMpHWAJPvdfPE1cfzhSPHcu7OC7hsxDQWXariJ8quq79KdPXqgRZRIpFIeo9sRc6hF2u6wKumFR0jxyTdsCa67sLCdLtIBC0SY1VlGy2RJAXxBiCrLE22kmUYKSXJpYCxezmxXctYvXUHZU1pF+DOrT1p2bztjaBqqSloZ1a8hKZT5rcstYbG6nAV9cG05dZ5roZkkFY1gpKlECEE6EmoXJZRY9O7+33z49zSAlAXiLGjMTObsn3cVVW1vL6hDt3IHLeCnVvxBP25D2hPKg3DrBPtVIg7GbfqUDW7/bvZ7e/CZTGXm2VnHQvWZbhoZ7OjIUxrOEFr2FJ+haAt1kZjtJHNgSVEtVBHS34nFmIRDONqzxw/Y/dOIkuX5hQ0Y4LeiaUxrho0BmNoItMqbmBlmbYXVzqxGO8zhmFa9aN+h3ydWH+tslnCMMz9nM0SodT+QoBXNf8OLfyA8KKPuhShvLGed17/xExOZ7EnS7gQgu2tZexozFwICsTM6xxN6DSFooTay1PdSinmtea9l6GSalp6QzdMq5phELYygneQLdm5EqvqHe8DJeu8rbFWKiKmh0fC2IOXSSeIbAtxZw+QnZtBzwxrqIxsymyXtfDY5eWJ+/G0RMjbUo6eSqqlYCQTFK7YgntHRTd60AkdumFv6MRC3OF5MUgKDRQFrbkZI9a9BVWQCvH+TTwAH/4aDjkdDjubDYvXcMzSN6ia/1l+b7wqE2kNEnweF3/86hxOmzmeL9XfyE3efP53hUJDQYKKG24g/FHXXyYSiUSy/5BpGWkIxFIWvO2WspY7AUxuhQIg9OEiwmt2ZDR1ZSfByZ7BCUHCSmLkcbsILVlBeNU2FGEQc0zMO7dIOJTGzRtx76hMbVMCYVz+ELqhs7RuKe9VvEdDxKxlu6HGkktXaVKDnVoq3mvYybuN21Lu3KmzGYaZ5Rgy3MW7Y3Op88dos7LupmJTrc8aak2LkG4IlHAjI1pW7fmAVokeva0Ndcm/M1y30bLihoWBQvra5rbmKKhNTSTKyjp+ZjfJtoAFqsFfRVXLbtoXfZBjgpvpMpthfQV2hlaxqHpR5jk6sWCJT9dQsD5HKShNQ9V1miOxdCwuELM8HNQcCrY9ed9Z1krbjroMi7nz8/Rdm9uimNQNR5myniOEgMbNCDtDewadaz2Czl39DWuVy9XJ7rqhUxHeRFKP0OIv5+P3/k1i9xraazpf2MhmffN63t6xkk+rt6WfVyEyLMXr68tJbPuEcLLdvN9SSa2yXOYjEYLvvItuXYO0fppeHMi+I3Y2hsz3VUaiLDNDczJuLgwJT1ZeHpG226acpJWMMwKwvH55t8chG9HZX473Znz79lTyO6xYbbyFZKMLI/2sZPUz13EB6sP1qLpGXlkrnmZ/hoXYsBYKXP60x8DI5k8p9W+hR3SySGEvImWgKIhkElU3SGoGGNZCgeImsnwF4U86hit0hlSI92cW/85cQT77VxiGQd0v7iXqK2D7tVOoi9Txk/k/kYm0Bgk+j4s/XTWHWdMP4fL22/lZPMRfv+KhcoRB9XduJvDmmwMtokQikewzanMzoVXbUopDTDP/T2r2ZMachAorDjFFamKWdcAMK7DTlTRrcpSleApD0G4ph4U+d8axnfN4IQRJzSCSyIprFQYimaRg60ZzD6dVaON2CtbtpC5Shz/uRzM0qkPVlojWSWwFSHGnD+noXDCu0hZV02G1qf3M8ygKe4w/FkIQXrsDd3s0o3/Wh/gSLQz1b8FbVU/x+nW4gqa1KK9mGfnx3AmBXHoSaleDoaNYaYSTNbVEt1ZmNjQyFWJdT3Tu/um4htEVK4lv61juSmT/5ljgSAqd7VsWs7t6Pcms/BspC7u1ny70PcdIZyfV0jS8Dab1vDGYyChLIxAIQ7Ctrp0XatezpS09uf+o+iMiCY13lu+ioiV3neOxW3YzZudW4rEsy3NKkejaUrqyvI1Py1pJaDq6IXh1XS27mnrgomz31U6uJehU4XCidJJUqz2cIGq503Zm5W2ONRNQm4k2vEt45f9QEklUI8GqijZeW98xUR4AjvCJmBajLlyHIQS6sJ4HM0g1NVqaIdBtq3s8M144rTgJvMkA7p1LaY+3s7FlI3Etlrv/QkCsPWUptfsoDIPYhg0E33wLMOPzF24wn3U85vOh6db7Q406PD6c91jmYl+Hd00PSHu7KxiALxmkINaQaczfuYvmxR/QEmsxwyoxy3HZYXp223KtkXItO7+AffysEwLhZJi1TWvZGK5MXQc7T4NZdqljKEpeopUh4cxntsv+dfXs5vhIbQ0SfG8Bi1ftYkOtH+zn3/o+6Kxmei6kQry/0l5h1h0+7moYO5vlj/yVKbU7qPrKFTxT+wIXTL+AOWPmDLSUEgf5XjdPfu14SifP4o7orfyfv4HfX+li95Q86r5/F+3PPz/QIkokEsk+kdiyFSOexIglMiZTWoaSYaAJQWcup63hBFuzJv0CIJHIbOtAcXeMJQtbE0/TYqCkdS3HuQSCj3c08/7Wxg77Jyor8bQ5Yu0E5qQ52805F4aGS3HtMZbNlTqWtZuhsy5cTUMymNu12Immo0fi5JXbrtUZPpQUxJoBgavNtKC5NNWKDO28FE9xaCe0lYO/suu6Onqm8rs5uIQVTR9BMkqdP0pdexeuig6FVDcM2iLJ1L2gpPrsULYs2TTHAoEQgrgWT8+9tThUL0cEajvs1+EyZW3IL9tB/u5ttEWSRJIa/pjaoVl8lakIN2bV5Q21tVO0djnNm3LXtPZqCfIS7ax+7aUOccSZvbRkNUTGiUMJ2xU8vahU3tKD+sg5M2qLrP9ztTBy6o2LdzWnLNbZyos/bloM7X76Yu1oW6vxBcOOEsBpS6v9t2jZBfUbIGklanJe52yrYI78VCLbyun4cGTzctzBKmJWAr9UuTQ1Zj7Lzmds10LYZhknbM8NQ5Csqk41aQkncEfMYxn5ZnLAXc1htjYEYed7KKG6DPlcWgxfoj0ldLTNz46qXHXY94wQAtFgZgBX9CTuUD1DwmUUxBo6tN3Rtp0V9StSgkTXbyaxuwwlkfnc7uHRyEC3sq/HHQtf9rWyFyzMPzoulMS3bu1YJm8PNMZa08+8ouRUlrW2NmjdRcK2iNsZ7K33bnOk+6XTpEK8v/L+veDywud+SqyikoKn/sSmSbNYcNxO8t35MpHWIKXQZ2afDo47hcfi1/Ortnp+cWmCyqNH0/CLe2l54s99m6lPIpFI+hDbIGrEsyyIjom5EAJNz4oBtl1thaCiJYzSlhWDKuhYL8i5fwflTaSsrvZESmAqwy4tAdFWFGF+FkmmLTYJQ2ORfzuRZCidmNfp1hwPEIvFiWt7sN7qKl7FjSaUlEttrgmdPXW0ZdUsRbMpGcJZnigdY+zcOStDcQe3W9O6mazdbir/ipKV6yyXy6UVqyeEw/xqJTyLxNO7WDGJ6WRWAkWoULEYf/0udjR1tJimy2Slz1vVFqWsJZyyyKUUwz1YTndUf8IHS+5H1U3lULEse4bfUdc2h4IEHV2mFTXzXnUqqdlfx63hRObx4qZy6ArlSAKmxnBZB/BUVmNUp2UTWcpDWlHUybCX7+N0QOg6W6P1bInaltlc1zzHfh0WY1Km+BRGNB1THkqGWFq3lO1t29PjkzHO2UmgHNix8mqma7iSuhfTt2I6oV3aQq047umknkiPqfUMAOS5fQDEdWuhbtdCMzlUToEcm52LGJa10W0l8hIe82WXXngTuGLtGfsVRaoY0bbGPhjhN19i/Po91yNWdZWyQBlCCIxEgviOHSQrKhCb1+NtqscXb03d85C57qG1VyHsskO2wmoHMmtazv6mFxStD4JBkjW1qYF1egM4lzJTng5OC3HbbjMru4PE7jLUutwu8xljbD8HQrC6bTO77ftWiNyhNroG0Vby7UUBYWAgwGVem2iujPGdIBXi/ZH6DbD5ZTj5VkTRaDbefhdJxU39rV9gWcMybp1zq0ykNYgpzvfyj+vnsXHkeayOnsutAT93n9NCyxlH0fzwwzT99kGpFEskkv0SpXkDIT3OprYKEo7auJqj7ItAoBlGlqKS/txlmPsZQqQmWUJxWCCsCXBrJJl2b822SlQuw+tIaOWkMFgGMT8kwyQciaLU2loa25uIGkkqghUd58jWhqrWCHX+eG4FV9MxwjGEnsSruClribHeiivO9V5XhF1KxjpF/TrH+bq2EFds3ZpRfxgMx4HSykAgECcvVo+i6xkKsZLDrTOliDpcpm1rcHitYyKvqzSEG1gbrqY1FkMRoFiT77xwO0Mqqzr0Vw+FO/QroaUXQjJQFIxEx6zWQteJfPIJzVsWApC/+01LblNWw0im3T5tK2T2QQxBKBlKf9JpBiFBQjMyZCtvCdMUzJTLl2iDrKRZxNow1r6cSiJnKC7Q0pa1dOymvVhioTuuIVnKvJ7EFY3g8ptKV0WggrVNazOesw7oGuXxFiK6w7vCcfxkVVUHt1IhMuvoAqAo6IaBKx4DYZCfaCa5OR0Lbj9HwdZ69JiphLhtt2vn4ordf6fHiG21ta3BWhwSYeLhNtP92do1oScdFmMBKHjVEG41SFI32N7YzIamzY6O0OF3zdDY9OaHbPhorblIt4e5ljDS5xft1XiTfrCyTGePkf2Xp7WZ4pq0p0LUSF8fV8B8J7kMLWXZ1XPEtO8O7GZb6zYaIg3EN2wgsWMn8c1bzMUBVSVTLc3sbFXFTgJWuIi9qKZYriiKpndoD6QWL5J6grLwepLLPiG2bh0IQV0gSiypp2LmAw4lU9dtC3H6GOgJCNZ1kpCsY83yVD/8lYhATca2pCP2Pvt9K4SgJulHEzoRLf1uEUKkXaY7nK1zZIDp/siHv4KCYXDSzTQ88w+Kt2/kP2d/jYWxZzl65NFcftjlAy2hZA+UFnr5+w3zuORPSX4cauILeVu59cRtPDPi87Q99RR6wM+4e+9FyU7aIJFIJIMYQwh2x5pJJoaytW0H3nACd1JHH2dOTeJGgqRhoOqenBZiMBU1JRhmTVkLTXobU0KCsZCa3RjCYE3rZtwxFbU5zIzRRVRHahgtTEtVsXcI6EmGtG6gcfS4tKXX/tc6lyuS4OOaj4FjAIiuXYdWVgHHFANmfFxEC9Ie3c0sYWBHA2e7fzoZs62c4EYV42vmMUWWIrC0binj4i2pv13YCqHVt1BD+iSOMck1sauqrTSVFK8HJa7iQqcgXs2EUCvRhAEI3KqOO6nh09tI6hqLtjcxy5oU+5LtuLQYhqcAT0szRn4BQnFblnQD7BwkuWKDW7bTOspHIJrEpaQte0IISqvbKXA3oLe32xtTn3UWd5o2NAvq9XbyDY3QAjOztuYYh2RlFSJQTTJYD0eONfUsYapSuiFIOCbcdhysEJiKpm0FEwa7/eWMKxpHKXSZUrcxGKc2EKbE0DGnzIKkM4lWtJ2iSCV5QYAJ2FfKqK8htHo7Pi1OHNBQ0HbuxD1qBkXJFgRxs3ZrONMF27AseIXRGvLjLRjDzzA/aK/EVbuS4lVBvHlFcPJMtrSabtxl7TXMG3Umk4Z3TJyUikM3NVOEoafuK62tndiWarTWVvJmzMjYTZh2tgw0Q1C0bgWucUXgAzTDVF4pSZkoPSs2klR2MkJtgPz0M9IxF7BlOddihNubM2Xd8S7hpi0UhxIEfcNTcixpWYcrauBmdGpbXqKV0tY11AdOZnN9G+6YisjLs/qQ8eADEIyp6P4WhrW1kxxRhDtke6IIdMNAUZQMS6EAFJfLrG1dsZTRTWHajFFEkxp5HUcbhEHBti0UxNuIAmGRoEytZFZyBEmH9+6QUAUePYwnGeDvK1dx/by5YBgkq6rwTZ2KRzGfvWAySInjfussBtxwPGNgJmPzCgGGRlTViOkGXg8oam6F2K9FMbQo1WolIbWNgBonEW5nXDxBvT/O7mQZrsa4QwjrvLr9XNjeDYBiJpp7a30dEwAlGIYSq300itvnyzVyZr3kZAIjP0JTrA2KnCMsOrxvW7QwlYlWYgmdikQZMB0MA4E75arU8S7uHGkh3t+oXgk73oFT7iBR30rrQw+xdOwsWs8L40/4ueeke3C73Hs+jmTAGVWcx9PXz+cecROXt4/mEFXj9iNXUnjT1wn892Vqv3snRo7VNIlEIhmUxPyp0i0YAgJVDN/dQml1u2kFCUXYEDOz+Gp6loU4pREKFMva5qow3eVaYi2pCT2YsWy6YdbyjCV1qoJVVIdrqQpWUh4ooy5cY+m9XU+G8rZXd/6hMGMoQ6oZm6aKji7SuVz9vLEECc0gtGARSiiGcMQQx5I6NYEWtkbTroPV7S1Wt21XQUeyJWdSrdTcXmRsao0kCcSTFG6oZ8zWMgqtZFnFoTIQ4Eo6MuvqBkndoClkWqxGtqygNLgNgIKdWyjauNrhJq2T0Ayq26IIw0ATOk1q2g26oT3Czk/exRCmTMPKawHTFd7puu2rLMPbWEfAqh8bTWqZFtBYAhxxjWE9SKXWTHU8bd3fEWvEW1GfGoTmeLoclWN1gsq2KKsrmlPHH7m7GgyBr6aJosXrwCrpZegG9f44oWADbHmNbFq1zPj12ugOqvWW1OkykrJZSYtcWWVtRCRqtbcUFQV2NIYo3LSWgmAZRpNVFzbWlrGf7o8Agnxr0cS2iDa3buOd9k0I6xoIka6zvbkuwJqqdhJZCcdM+TIzqm/68EUqKy3LrmU1VGvrCH/0cXrhwhwlkss3EatsSJU60qySQsmqDahCoyWSIFS/E9orM3x2RfM2Rpdtw9WJhT6+fTuu9z+xGhtsa+hYGkhzhBlEk3rq+Yhqdvknx3WwQjAUAaGEituI49YTCAza9WDqPOB08bee2UT6nl5b7WdHY8iRANCyZFtzarXFktPQaQiartdO67zp0WL+7k0GcOuxlJCuHZXEdtaknl/Fsnw2JxuoiW6nOlRNYqdpBdbq62mxrn9Ui9Ixnbfp/WGfy5XUEJjvSc0Z2y8MMHS21AWprKkgFFdRrGcg+4jlsRaWBnZhX61QMkBTtJEd7WZsfCKn67GwFGJzr7ZwemFM1UzruxII49pdk95Dy/SkSOgJdranM7sLILRsAzs+WZ7ekPos/Uc0oeFPmOcLRJ191jHiiXSOxj3lYXAgFeL9jQ/ug6LRiOO/TtUPfkhU8bDqK19kYd1rXHPkNRw+/PCBllDSA2aMHsIfv3YSt8S+yw9bIJYMcd+MtYz68Y8ILVhAzbe/jRHpQQINiUQiGShad2E4Y2sjaUuoGk3g3lVNabWpAKh62lILENtZhdrsBwQuuzyKqjpNh+l6noA30ZZWNiyXzITlmpjQE2bsncj8XDiUavuYAAVt65hQ86aZZCf1kcgKWXa6KJrTyZZw566qQhh4t9TjUtN9XF7ewrb6QEqxAFhStdAhSXrCnhQaZZGOyXJCcS0dk2y1Ve3yUk4XY2EpYw5F2msl9xFCUKY1sl2txW9kfr8IOwhcGOxuDtMUihOMRKmKt1OX8KdctFtbQwzZXps6XlGrH8h0/xSGQV5NBR5/GwErUVU0qZFxDTaX4d7iiBe3XY/VUEbdY0XTSegJ4locPcck185qrggNgaks5oWiuJMq3iaz37YyEIomiWk6oZZa2hN+qloXoiXbUgsxqXPmtC6lS/8AGLZL6p4sURneEDm2WRvVioYOCy0eNcLqhnJQdVQr6/KaKj9rq9txBcJ4YnEzydjmzPI2Zc1hPtpanzq+EKC0B2nZsAtdGB2t9Y7z6lqSgBajeUctO5vChOIaumGgC422YCWrk2VEjQTN4QQkQqZ7uvXs21a5VKZqYWSMWWLnrtSz5U4k8KzdjtYSIRyNsSsr9lwgaArG08e0jqMLnbCWrlFsim4+40XRWkoDW2mMV9C4eyPtDXU5wxuEYY5vUtVT1ySc0NhY6884v62Qtu6qQGkLgp62ui+sXEhLSuk2D+NLtJIfb6IgljYJN+kB1ocdC3C2gm6dOKEnzPcd0BxqpM1aKBFCoLhcbGndTFO0Me2CbuGJJhm1tRFXfQ0r6lewoPw9AvYzLQziWoyQEUNxKZTV1KKkYohzZDkXgFDwJYO4sDNomzL5YkncbVlx8gJ0a0GoJZxgfVUb8WQydV95WptwlaWVYbQ4Ip6ZbG9D8waC69dS9OGqVH+dhJMagViShJYgnEwvVG1pCLKp0XyuVQ3yg5bCruok1uwitt2uRS0txAcm5R9D+Udw2vdp/efzaBs38OdjL6Z61OuMKxrHTcfcNNASSvaC+dNG8OPLTuXu4Pe4qz3K8pYN/OfINsb/32+ILF9B5Q03oPv9Ay2mRCKRdIlm6CxrKrNcbjNj3HRrsuyJmxMsM6lWet9kXRPR7VVE9SS6bk5unJOjkBYn5ojFUwzNnNTt2IZY8DG4lAz3zJ2NIUcyK6z/0y6UCS2dvGhH+4fm9pbMZDfOhFH2b0lHDeNgPG2ZEAgKtm5I/R1WI6aFxKGUhxNJFAx0x7gMsVw2UxZiI2XaYFskPYF2jqVZa7jjRE/J2CQ6KFzDm1ejGBpxodKkB2jXw+nJvN1KcZnjqCdx60kUQ8PVtitVysawTXOJJC7MzK9Ot0Rd2Mm7jIxEapqhoYlM1+uwniBopC1PCaFSmzCV7Lx4C9HKjrWSt7VtzexzSnB7nFWiSZ3KNoeFtpNkbBHNxTp/LXnJNvKDW/H6KwAYtiYzjrErUj2Mx4mX1zkkyt63+xPzsmjajVoYOmMaF9HeXkfRulpsh96KFj8ABWt3MG7Tbjb4F9Eaz8xe3B5NomvOe9RAD4Uoa9nFu+2bEcKgPZrMmbCtpeUjatQ2/Foc99ptaLq5yGAnufJGktTpptKmGQa7KprA8mizF0XspHWmrqpk3Y8m7mgEAQQq2qhrDbG5Lut+zLLs2jp8REu3EwjWt66gPpr5/Cb0KPn+GHooml48crgfGwhawglqAjGiSQ0lEIZYAruJS08gdB3F7aYuXMuOWBPRZDgV929bse172LLbUhRxJHZzoCNS1kwlpZBase+ORR7dsTCjKAq4XCT1JDWhOjPDt7B7DR4roZcr4DdlMAyarWdaCUdZUr+BzWq1dVsqYAhcqpaK9/c6ysIhBHmhaoaEywgF/TQGE6ks0i6Xm/xNlmeBw3Mlf/c7jGxentrf0HXzIuWKQqhfj9j1fnr8DUFcS+Cubaa8JZhKTuYkGEvSGknyYf1SVjeuxnmTqtY4uRWF/EDE0S+B1txqiSQV4gMPIeCD/welk4j55tL8yCN8NPFY4ucpVIZ285P5P6EwR+Ftyf7BhcdO4PKzz+DF5ps5Pxzl8c1/Y+fxo5n46KMktm2n8pprUBubBlpMiUQyCHjssceYOnUq+fn5zJ8/nxUrVnTZ/qWXXmLmzJnk5+cze/Zs3nrrrYzPr7vuOhRFyfg555xzeixXeyxBIBIjrmodlBDVn17d97pdqLpBh5IqwKpQBbXxCsCe8pnH2RVvYmvSUlScNYtrKlMWCT1j8pzLIgcIQTSpEYipGZNj68AZv+fytqsJxDpkhrbxtKUt4uWRWhION2vNEBjopoKcY46W8hjPkNvgrcZ1VAXTlibFtrDknOh17HMqw7YCimFgVmm1Yqgt5V4xnBNRy9bZVk5p/RJcRjLjUupCd9QetbJWI/Bo0dTZXIZOSGtnU/MG8uItIARloW3URndmlGfZFWuiTvNb3RHsUuuJ6elM1A3BeEbyJbvbNe0x08MAM+uz2dq2mhvm/ecYhw6TYuvvAAl2tgesXrtQjAQuR7y0LxnIMc4iY7JvK/0iGiNR25JZrzqDzCzrtveDwHTHjzuuwfaIo1avJY+K7ZoqcGkxhjZ+giKMjGvTHrc8HAwNglaGYFu5EiAMQZWWvkframuorS6n1m/eU1ow7S3gDpvPWrneSr3WjqIIvI3rGN6+AbcexxtNuzc3BOK0ffwpydYwCAPdWdbLeuaySW+yn1UXilXb2r5n3XE19buBgTAcXhuOQ6qGRjDpT7n12h8ZGI7LZSr0bRGHi7MhUknddjaGcJXV4N5WblplDZXSwBZcuxeCotAaayEcVzEQKTf0suZQpgu249y5ns5wXCVkKX0phdh6d9kKscAg7vSMQEm91/yW63peTUX6fLY1Nph2pbdvz8JVW/GsdmbrN5+9Ceu2MWZrRUcBhcClmfdAPKESSWrohs6Q0G68WrqMnqI5F7oEeQnrnrLi06OqTjCm0hArTymtYNZf3lrZgmEIFu9s5vUNdSwra0IzDFyGjj/iSPyWhSEMlHgSrBCQOq3NXFhU7PtFcSw+4ggVkArxgcfOBVC9HH3e7dT+8Mf4hwzj6VM/x7bEy3xhyhc4fdLpAy2hZB+56fTpTJlzFv66S5mSVLl74c1oJx3DpL88iVpXT+VVV5Gsyr3yKJFIDg5eeOEF7rzzTn7+85+zZs0ajjnmGM4++2yamnIvmC1dupSvfOUrfP3rX2ft2rVcdNFFXHTRRWzatCmj3TnnnEN9fX3q57nnnuuxbIYQuLKVTAu9sh5N6HgVDwXefFRHlmmhG6lsoophZl4WQtDicIlsj6StogJhmYosxQ4XqElTUdY10JJZuqE5YcqYgwOGnmlFzVK9MMh0KQzrMRKGmtpStKsKdAN3XV0qO6pNW8Qqz2MdVDNEqo5nLpzlRsyBMGOICzfUUb50FUYsgae1mSGrlxGOazQE4x36kz33U2z7nKJgeN2pRQpb6R5l1V52GWnlRjjqNbsVc+JuOCy9myN1bIzU4SbTFpqXaEMxDJRPd5AXiuLRIjQ1bSYvUkl+rAFfoMxSmnMIilNdzMy6ne0enTQMEppOMJYkpupENc08nCVjhVpPfaQRRRh41TA57byGMK18ikJSaAhFoUFvp1ULkR9LP0e+RBveZCBjP7eWwGUkiSU1Nq8tJ5w0J/FKekUD1EjHPjr7Ud2Ia3UFsbhKvT/GRocCXB5vMZNVWShWXK0udOJJncJIBUMC2ylauZy8aHuHcmYAtO6CQA1uPUZ+tMH0ZFAUQolg2tIvBE3VOyiM1tAYiKA56/YIAbp5lwiXQkTELUu7muqVM8OyosWIhzZRv3s3NG9PL5jothdGppu5fYrR28pxRy0lVnHjEum64V5/jJHbmyiw3HQNIajzxwnEHDHxFrV6m9X39FZvJElhg3ktFRTTOp6laGUvaKWIRVMWVOJhlOplGG1lZmyxsPtlnq7zSnC5FwFSXiwObxZTFoPmUIKqQDXlgfKM/XSrJrQ/qpLQo6hGAoQZR2ubzN2JJK5QNLUGkZYh/V6piO1IbSpu61iezPzMzupvbtPVMF41SH7UsUhjv+MtLx1DCMZVv44v3gZC0BpNsq2tnfZ4PY26+fwk9Dh1oQiappHUzdrjdr/tk+sG1Aai7G4xF8XyN6XzCLgCYQo/3UTRkg0ocZUqvcXRN8hLtJAXbwVhvd1Si6MyhvjAQggzdnj4NBpf302yuoZfHn05JTPfpchbxI/n/3igJZT0Aoqi8KuLj6J+woUc1zgHv57gp69/lcITTmDyP/6OEYlQ+bVrSVZ3kQhGIpEc0Pz+97/nxhtv5Prrr+fII4/kiSeeoLCwkKeeeipn+0ceeYRzzjmHu+66iyOOOIL77ruPOXPm8Mc//jGjXV5eHmPHjk39DBs2rMey2YmnVN3oYNlLGBoVWhOaUBnvLkDVDAIx012zKtLClmg9Ud1UehWhExRRAkZWIhcB1VoLNbaVy0pioyRCKI3bMBIh8FdCewXoOq5d1SjxWMZ8D8z4XABXpB7qN2Wdwm5s1bM00z0jMCfe1Y6JWF5jM75dNeR/uoTgrpUZk69oQiOW1DNcps1409yOuAIIJAKsDlekNxoaimUJrV+1Dl+dOYltDofY0dzQwQqcoXI4FATDrZiKrmFQEGtAGHpGW6dC7FR0XIq5OJE96W8KJU3XaHuBwuq3N+xPtXHrcTA0yrXGVOkhj2ZbINOKuWGIlCUxL5QgL5wZY5itxNhXwzQ8CoJGDMv8CUBcJAjEVPISreQlWvCqUaJJnVp/LK0wGgZFkWo8dvIsazBCCR2FzhctxmysY9zOleQ1byBW0cDI3TWsXbfQclG1L4aAYH3q97R+lI77DrWailpTexjNMEg4lFFDCCpb0pZaO65ZRxBTdQwEijDd7r2RWMa1sRW8eLSFbdF63IlWCsOVtISTIAQ1bdtTbStaoymRPVqEUNxR3sYQKLqObhgIl4JX8eCN1Fvtsx4mq09aooWCqF1GyOxPfm1Lahe3llljGKwY78pdhEUcgdtcpBA6TaE4whoDb9y0TBq6TsxRLzy75JAB+KLWORQYvquZ0krb9Z2U0udcaKlMtBLSo2jCYHViNxEjDkIQ/ug/qWfZEIaZf8DQHYqWYwXKTgSmahgR8/yap8g8h7ugw7MusJMGOsoVAVXtYbbUB6gOmO7yiqOOu6EIEpYS2hCvoDG8Ga+VXEw4HmRFzUxYZz5XBobLS9xIkFqcEBrulDUeNEuJVoRIrUzZdmZ7oSTVYyEIRazSZqEGjA3lbAxtZ0VyF0OCu02PBltJdyT42tq0kUqtGXQDvbGB4iUfkFe2A0OkA0iEYRCIpb0C3H7LWm0kcUXs+0egJNPeEliLHQBDm8opXLnblNa+3tJCfICx9TVo2EDQdz6BV17l7Tnn0npMEw2J7fx4/o8ZUTBioCWU9BJ5Hjd/vvp43lGu51z/KD6O1fLvD+6iYNYsJv/9GUQiQeW115oF0yUSyUFFMplk9erVnHXWWaltLpeLs846i2XLluXcZ9myZRntAc4+++wO7RctWsTo0aM5/PDDuemmm2htzYxHdJJIJAgGgxk/ADVJM6Ywrhq0ZSWcilkWYJehUdq2Hl1NULVoPdVbqmi3Mr0mDNW0wBiOKNtMww+1ehvtRhRNNzCEjj/ZhqFGwTAwdHvSpEBSRQlFyKssc+TlMjMgN6t2fBngSNSSMXUSHct8ZCMEuGKmtYaERnui3vGhNS9MWX7tBExGh+O6QgGMaIyqYFUuw5I5NkLFHTStLXWx3bQmalISm6dPx0SnO2cNn6Kk6jgP3/0Jeet343YoF7ab8ND2jRSFKx2TX1shzhRKAIohOiw0eEPpxVpFiJQy67JrLdsZt60d2sIJDGHGIBsCSstaGLHDViZz1ycWwrSW2ptr9TZApLNzCwO3HkvFeYJBW8TM/J1ManhqmimssJOVKRn/K5aymXE+V+Y0ubAxhM8fS7mbuxNJAkYEIQySuo4wDNTyZvTtFWyI1hIXtmJjChxQm6lJtBDS46k6ydkBl4pDy1UcixXmUQSqYboluw01I4lZWySJbhhsD7QQ1VWSmsPlW4CItmQcy178cGUtkCgChG4QVw1USzpVjbEpVktEdHRrbbXc3NN1n63PrOzHnkQ7xZFyPGrYDCtor0BYz3zUCNOkB1L3hsvQqWkJoTSHrfE3GL21Bu/qCnxuJW1pzlhsACWuUlKf2T8DkfKSsO8jHZX2RCMVWiP1iQD1RoCEdY1CRoyQiBNpWUVQbUof23EPCCMd1KAIoNXMkOzevJvKJRtojrd38AQpbM58xxRGa1MZuO2kbO1Rq/Y6Bq5QhMJPN+GpN99TupH5bNv1i80Bsx3CBYGEBq0OjwbTJE1BY5yKWH1aZgcCQVVbhOaQ+e7URVpRhnTSLPvvplCCtkAsFZZQr7ZDyKo7rUVxpeLfBaX+9AIMQXNxQjEMYqvXAOCrr6GgqcV6z4hUVYDsUkk1emtK7mBMpbY97RofVTU0SyEubAkjMBM2VrVGSGpG514AOZAK8WDH0OHDX5P0HU79394hOONI/jTlCLSStzhz8pmcPfXsgZZQ0suMLsnnz187gf+2fpcTYl5+X/0OWze9QP5hhzH56acQkShV112HWl+/54NJJJIDhpaWFnRdZ8yYMRnbx4wZQ0NDx4zEAA0NDXtsf8455/CPf/yDhQsX8pvf/IaPPvqIL37xi+h6bmvZ/fffT2lpaepn0qRJHdoo/hiuT3el/q7V0gq2R1FMl1Z/gEh5Q4bfobchhIKeEWuaVnYcVjhMxbklVkcwGcFQDYQdQ+mcUDky6XY5NbJii1VDoMRVEDqGQc4StdGomVwmlFApbw5jCIGi6SRF2rqZctAWBl41hFDjGEJnaHUTHn8MX8i0RrnjKkXrV+Heua2DhEI4yzF1lCOlugmsWMjMRGYxI5GK4ROKObHW/AEMBF5HQjCXYcazKkLDm/BnCKA4lE+wkmahWPU+7dPnGllBTZs5HorQias64LJtu6YibBtsLbldKGlXVQvNbqTFwNBS+zsVZQXQbTdOISiINaIW+lJjo1jJvLxl9eRt2YaSKpUjUmPTE4aUteK2LHi6pRjEVJ2a9hgtgTiRbXXE2moyJ+O29VaPpC+m3VdrJh6OazRZ94VNW6IGzaFg2Z8YCFy6QyEWZnzs5jozOVE4oeIW6cUXBYGWUcYrvdIUN2KoTsXbEfpgL5tELUuoncHYqVi1prIsC8IJzZF9XZDUdKtWsYLbSOCrroBwIy5/pXWczEUBRVdx+9OZpovDu/HEVXTdMD0WnOPg0GBGrslMtmaK47BuJiOQCKNrEYJaq3kXGR3dae1ADl+82TqGcLwEhHXtHBZi1VQkY3qCDeFaljZvptZWpq12xXWObNiIDC+MgGqVXbNkMQyBy7J0u/0hGmq2s2nL+7gCVVmLNbYibKJpOg076wmtdCQWs9oPaQqRF4pb+QuMTCuy49n1VflpUu13qGUhtpKyJTUDVTfI37GeoVUtGYthLkMwtLwVX7U1ZoqSWjSzicate8K6r5J6HE1oDK2osfpuVxEQpINpHLRXQDJMaySBrqcXXtoiKmHDHC/FAIQgmEgSUzUrYZx0mT5w2PgfjIZt1HxSjHC5+OERlzD60Ncp9Bbw0xN/2mmRe8n+zbGThnLfJXNYWXUbwwyFHyz/JdHGTeTPnMmkp/6GHgxSee11qI2Nez6YRCKRdMGVV17JBRdcwOzZs7nooot44403WLlyJYsWLcrZ/kc/+hGBQCD1U22FcSStSZ3u8+DOyhjqnIO5FDM/sU8N4naRjkmzUISRYbHqbJW/INqAJ9pAZWuY5oDD1dZqXq+10xDeaE64oq3WdkFqWi3A2xjCdtltCiVoCMRxh5MojZtxNW3CpduJltIyeLQILj1JfrwRIxklnFBBNTImumCWSFKEoDi0G3fjekJqC8UNLRTsbGZYWSvFdUHcScv6EwxQHaxGGMIsdRRTaQ7HuyjtJFJu6ZlT4zS1urUIoSgYLihL1rNdr0dgZCg0+fFGXHYGbyNzMqpY9YjrAzFUw0iXjHLEgKfL7KTjtBVhmLVIIaX4CUVBVwT+RJCAIymTbituiuJYSLD/s34J1EF7JYYZxonTcRUMVLvcl72f25zeepMRhoSr8aoBRDwJoQbcoZqMtl2hCMx6sg4Sqo7bskYaauZ9nkhquKwEUJlYCqYwY9ANIUwrO6QUrpB1W/oiSVyqzpj1tUTqVrNdTXuEiVQMsJmIyF4scmmOcAU7tl4YKLF46lnMrPud7n9LZBu7/GmF0qWq6X3sOaaVvCi1DJLjmVSEWTM4ObI41eOmcDx1suLgLtOVPkMWW7kxz5NXuRtPdTqOe0iDqWw3hRJmUjhLHuF4jBWgwBF3mx/IdM8WQiCCdSiRRvISrenz6YZVV1qxMmKbJDUjpXw6yy6ZSrRjUcEwiMbjqJ6ilCeAUHU0Ybr9uvV4h3eCPX4uNXPhR2ltw9dQh6MiG57GNgpWb8bVWI7Q1IyyYAlrkScVg4zAG0+kkoSZHbHdqh2qXrSdwqjjfnKery2KK1VX2LrP7HezYmbVL9lZluFdIgAMQV7QHPNgTE3dK4ohSAqVOq2NcEIz3+NCILQE9fEyGmLmwmLq9S/Md0O93t7h3eJpiUCklbTiDIWVrfgc70dFN98KSc0wwzSEIJr1fHaFVIgHM7oKi+6nces0EuX1LLj4O9SP3kRY2cnd8+5mZMHIgZZQ0odcMmciV54yj2jNZVS5Fe5/7asQbTPdp//2V/S2NqquvQ61k2Q6EonkwGLkyJG43W4asxbCGhsbGTt2bM59xo4d26P2ANOmTWPkyJHs2rUr5+d5eXmUlJRk/IBpzdPyPHu0uLkU8KkR3FYMp6IZ6IYgktRTE157kmpbEwFKq9qthEjWcYSGS43iijebsbZ2xlbrPBERx9O6gcKQOfHShEFMi5JWIQW+mgC+SBLNtqTiQrEmfK5QHUWRavISbcSzSgYVxBtwqxGKIjWomiAU7BgjCWlLmgAIbs5Qwgpbwqk+hvUIOLIGJ6JJ8tabiWyiSS3nokBqS64FA8c2oQCKYloaFaxkYZmUBraZv1gClDWHaQjGTcXWWuhojyTTcuhpldSpJBlpu7Wj72mX6S0tzWwPVFOvpq1mBgI9aXkFpPY3d9ayFEvD0PEl2lJ/e8MJJq3cAhHbGp2paNmxkt5kGBGKWHWQs8gyLESSmlkWDEFVfFdGPVlVaGiGSMXcZis89uJKhyuSstQ6li+yrFe6zyyBU1wXYEi9qQiWNjQQEul7K21VN3Brcdz+ShShUtJeTl68ydFza2EpEGbktkaEkS4TlC2TW4+jhOpTie2GllVSZLn5Gra1T9jZkM19Ciy3Ved9ZlsEdY/bksPpRQBeNURhuIqIlqDZEaqA4/juWDhj7NwpxTHH/W9fNyFIOvvWwcU/03MihaV9NhtBXKqWUs3B8XwYZLrt6+mL6xY6LeEkujs/9XEwEMXtUK2U7IUR688RO5vJb4/iTpj3Z+Hm7blEz6jFbWZS1hEoaVd824PEMHBnK3+JiHVKu7SSIBZoy2jiPF1TKM6Q3dY9lDquDkIQUtvwhHN7JbqzlHsUxXRXN8w7ICocfTAMqFsLpMtL6dYql0sXjNrSYHq1ZI9DxLT2ppPXCXzt4Yxs5/YCk71rc30lDYHs93LnSIV4MLPmH/hXN+DfFMe4+gYejifIG/0OZ04+k/OmnTfQ0kn6gbvPmcmhE89heNvxvOITvPXCxaAlKJg9m8l//QtaczNV112P1tKy54NJJJL9Gp/Px/HHH8/ChQtT2wzDYOHChZx00kk59znppJMy2gMsWLCg0/YANTU1tLa2Mm7cuJ4L2Q2vJbfLZU3szAm+EojijyZpjSQQigfAchNNT/ZS+6qZ8XSaLtDRM+MuHefKDyco2rAEgMpkK9uiG3CiW1aL1YndVj1RJVVWxDknazVCGfspwmEhFYJYOJGz9GY6FhbcasyMaXQcWDEM3HoCjCTE/RkzYrvGaDihEUqoGMLISNyVnbgsY1yy4hiFy5owKopZwsRxHrtMlSZ0WrUAcUOlLRxH0TQUK+bZbl2nDbVPnlJd7d8UZ1kcBMPKTUWyTEsrlIIkofYmQo6JvoFBfI2lkNuxz7Zyle3yqCdT4164u5XSaj8A3lCmgmZYs1vFio8WLjct4SThhEZCtWvAkrGP80/NMJUoI3scM6XpoBDnV7aAMAjpmRNxlx5laPtGZ65zXLaV3bZ6utJ3UF7IHJ+8QIwx62st65fDcgd41CjCMPAlwxSEW1LJy+zxcRnpsTIQ+B3Kw7CKzBwBihbDb2UBzw93zFGSSqBmH9t6RpzPhSKspGcup9KfGZct3B5WttYQiCczrNTeaJLSyjZ0PU6z4YiDdZ7fAPuqGcJ5/To0z8Cw2piXyipT5FYQmmkhVoVGSW3A0bt0yIMQIlWL13xh6alWdrkyw+1Lncutari7eAc6F4xKq9oZt3E3GIKkyy4dl/l+UA1TUVUNgVfxUhSpzriHHKtilLRVUejMBo3lAu6IgU7WtXcUynFCdzAznMDQDYIiZrroa3G0IXkAhA4dlWpW0JZZ7krHoFZrTdWczxRIoFphJAWxBhShoQtQMDJdywXEHdbulnCCSCxpWbdNl/6YsDNV24uPApxhAqKzEmi5kQrxYCUZJf7y/9GwZjiFJ5/Mj4qPoWji84woGM69J98rXaUPEjxuF49+5TgQX2NYfCS/pIXq/30dhKDg2GPNkkwNDVRdfz1aW9ueDyiRSPZr7rzzTv7yl7/w97//na1bt3LTTTcRiUS4/vrrAfja177Gj370o1T722+/nXfeeYff/e53bNu2jV/84hesWrWKW265BYBwOMxdd93Fp59+SkVFBQsXLuTCCy9kxowZnH32XuaosKxKkRzWOE9cxR1NMHpzJQmhUhFrJVLfjoGgUfcjXKY1o9UIpWZYHawmGQYbU5Ez3SmBvBL8esyhECp4mhtN9zkr06pzUhqIqaYyLSBqmFmu49V+9LaQNbHq/LtWpGfZuJN65kQ1NWl2moi9gOl6aONSdUqC2ylo3oja5Ij/y6Jdi1IT3U51dFtqWzjLLV2xSo4Yhp7K+G1+YCbVsmUxrTcgXC60fC9lmhlPXqk1Ua42ssi/HdfuGpQWPwiDar3FkRwqcwTM49mu0WlLnCI6upCDwBNuARTijnq/tuJkRidnKl6ZdV4FEXvshOniabpvpuMyFTuU2JrdurJikjOOuYeEO9nJfToj4w5JaijQIUO6aWXVcFtKlGoYBKxESh7rnncqxLYLdPrvtCJsH9FUqA08WghPjgzMzlhMYWQqpr6Qo66sNepajnjL/EAsZV81jd8iQ852I50RO88KWxCORE/OEYjrSXbEd6dCK4ZEKnBb8Z9CcZHvj9Eeq0tlgXfuaz6J6VAKQxgpTxQ73rkoUoUv6U/t5VVDjr1FhuXerbhSpbpsoiKRUqYEZl3shkSQmCMjszAMQmorwqWkFWLFmzqGS9Vxd/LO0N15OS3V3niCpNdjZqLXBTubQqnFCzt5lU/zkefKS+1jnzMV+iB03HosI2M8gD+STFuIBfiysmpl287T/hnWopGup+4LzTAwDEgOyUvfAzkekbihElYjGe7M6RMKVEMnL9GKW49TFKlBJM17yBN3XndBcyiWcrEHiDvCIlxax3vV/sx+93U/ethEKsSDFP2jP1KzwMA9bBifXHEb243nwdvMb057gNK80oEWT9KPlBZ4eeraE/E3fxsNH3e3rUD98FcAFM6Zw+Q/P0Gypta0FLfnWP2TSCQHDFdccQUPPvgg99xzD8ceeyzr1q3jnXfeSSXOqqqqot6RcO/kk0/m2Wef5cknn+SYY47hP//5D6+88gpHHXUUAG63mw0bNnDBBRdw2GGH8fWvf53jjz+exYsXk5eXl1OG7lIbCeXc7ttaiyeRJCaShESMpmA4rfwq7lS7VCqbjHl1xxmYjpF2mVYUhDAzxjqPURZvtZQSM64tdThDWIqiSLWNxVWSm2pQKxu7UIdNvDHzWC5Vt5RAI0PxsBU1A4EQLlydZBRO6gbVbVGULlz8shWMbPLjzSSFxorkLlQcCpIChp3x2kx9bVlT0spNygpsK6bhqCW/kaGgCGeSslTCr7Tyny5bJTqsJSgCDNtN0mk1dNTGtX4haiTYpdZTEw6ltofjGgnVjM9UdANNZE7lC5vDKVffVHyprXhnKXtavjclZ3bm3dQRhcih1GfT0brclaJtD0l7JImiWcqOy5RFdGHoSC1mCINWPUTAiOI1XBS6C1GEgUt1eA6kFhXS4uUUyWFdREBTSoHs2DDDZb8LOUNGgriSvl8c4aG0G2E88UwlKV2OyTqm3oVVzzCseteqGZdvxXbbypEijAyF2GdlvbfvbeF4xhUFhN6xp2FhZ1s2laryZDNbIun3qTscI6S2IRTFzM6t6SBcqedoWGWzmTE5h/gJTeRYZBF4Y3HMZR3DdP0WELSVw5TSrmS8O4TLY/XGSkbXYRHBRDMEWDHEvqTfrNGedf6Mt4p1bZNWToEGfzS14KVqBrGkarbJoQ8748JdOcYWIKRFWNdujqfdH2El7jLc6f4ZgEeLddhfwfSesK3SGZ8JA5JhmrUQQSNKRbKqQ5uu8PSotaRfENF26n77V9Sol+JHHub+Je/hG7OCb8y+kRPGnjDQ4kkGgENGFvH4lWdy/YsVbJzwL/648Um+O3waHGvWKZ70xBNUf+tbVN3wdaY8/RTuoUMHWmSJRNJH3HLLLSkLbza5EmFddtllXHbZZTnbFxQU8O677/ameN2IIVZwOSbYKhqG24WiG6hZy/oi1IgrnvZ+UQyRoWeFx5YwpCGYVlwUxbS02FNxtwdNCBrjIQwDPMl0zVjhPGZKHIeitkdlKI0iBAWRGlyWJVX1DjH7arkWC2FaslxKph3CVnQUVWPE9nYiidwT257U0zStJI7jKAqqYibSEqkYYlPZsyfy6cRYgrydzSAKCIgYJYk9nze1b4bLdG7BDMORVMpKJG5gZsQOW1m6FYflrtUIUZj0MCTPYymo5tlcumEq+dZxFUNkulxak2vbQuw2kilrky4yrZydKbAGBr5k5+XHXIaaStJko6eyEGc+BCk372htyno9aqdZOksokKe4u3JGQDFM62hIxEz9VfHgNtIWREVPW08TRT48iQRhI8Zwl5ngSslpUbMWRSz5okmNAp+7YyuRaW0TipIhqgs3dj5qoUBUJCkFkkIlQVrB9QQjuLWO1l/zX3NQIsl2huSSE/DEmslLxigO7SZsJMmzYmSV7NjoFAoO+zCBmApuU+1RXEqHZH6Qvk4uK6u2Vteacl+3JSmK1mJ4BJq7lNGb29AnNGTcQzGRJK+Ti5nL68Cl6gjFfGfpQljXWiGa1PDHEuTR8RYVVmLCVD9FR08IZ1sAl1DTsQSO/rR4Yul04lliCy2S6W1i3drpxRuHB4cz9bS9WOZxZVhz69RWPMJ5Mrs8m0glwusc85gFbZEuWwgEYSOOW/fiVXN5tuRGWogHIc0/+SbhKjdjbvs6PylrgFEvMHPYUdx07E0DLZpkADllxkh+9tkr0Nr/P3vnHadHUTfw72x5ervnud4vl957SOgSQlVApElRUJQm2LChgqKiAgoCUgWxgeBLtdKRGpr0lgAppNfrd0/Zef/YffYp91xygSSXMt98Lvfc7jyzM7NtfvNrM7k5FuXxB8+HD/4LQHDWTBp+ew3J999nyWlfINPW3wdHoVAotgubcenpFxU5bwK1ris3YRYZC5HKIPrac9ssWTA77At73eOt6exjVUcfEsgg6fOW2ceSdhCknlQaX88GjHSXe1xJTijtkD1uoBfna5vVEPfvl/M5Z6vqdrHyrSV4inxLc7lbcz7DJclX0JVKJZLdb9mCbr4pK0AXSftYQiClhS/r9+eMXSbPDzi9uosO2cuaTBvrrcLgRzJv2ljcCq04JU2JNnZnushIW3DO+lpusDqcfMJO/7IrCA7dyTTdyTR9aQvD8XMVGekqz4x0jxsd1z2UlhXSM64vYzZ/q5Rs0uSzgAEugFDnIgLdy9xzYRWlOCoWYCwpHU1lvrY1Zz0ghLbJhSSRkeSLoZbQ0GROCPFv6CZJmlSqnYxjN94pe92FoVKLO1ZeRPGeZIbOvjTdyf6ClX175i0UFbUzKPItSUprDwFEd1+/a9cV6pxrofg85goKV8nvRv12vzPQSbSvVSmlu3CQbZVA2NrdAXEE47Wd/bZntbFGqhspNLxtnUWdlSXMvm1KCsSZjO2r7GinhZQYmS6S3R1FsRHyv5sbZAH90pXlegBWng9xb/GKI7BOdLtpyorPrb97JV15Qd2yz5CMtP16e/ICarniucxpiF1LDLdQrg/uLZix40LkL1KVWqNyPFs2ybrOPnvxEYGR7iywGNgcSiDewWi/63bW/et1YjOqeHzWp3i+59cEDB9XHfBrTM3cfAWKXZqTZzdzZNNZ0FPLd8rjLPnbKbDG9jsLzplD/dVX07dgAUu+eDqZjtLmigqFQrFN2YwUKdD6m6JmAwsVCdOepRsKhcGiWZHUBJajWchISGUkHb0p2q1uLM3jRDzNkY3eCzltUH6d3W70Vve/zZLRS5iWO1qVskVr7KBIqTRGugtfsr2gmH9DD+sznZvVAEtsH1Rvcg2BrqVoVukJd9Vry6l4qzCquHR8iHHMpC1kzl/PNZm2Rym8rI2eVDrPB7v4PDlbHa1OMpTXd5kT9vpFsdaCtlY6rz7D0eKmi44hLKufGXPWX1rP2D6tIi+ysLdvPWZ3HwW2A06/AutKa5Pyr7NNmkUPKl6L4P30Kj7MprkqcS47ZQ9LM3bwy1zk7KJFoU0cS8tYVOmxvEPqaBYF4ySA9vVPIoUglS60giglEL+ZXMKqzEbACS7nlu9ftmBLUTuL3QBKmX5LbI2x6KfJlAXf0fuZ9OaOZzkLChsynXRZfTnhzWl7W2NZUdXZFEKStV2F9YrsoYs1os7v7AJRR28657sKrMnmXBbCsTjQyEiL9VYHKb9ZVEt/ZNEykpCQWLIEX/ubbEzZ6cD0dAqjaxWicyWe1MaCsm492Wj8rla2//Mgt/CyGVGv4HwV1lt8b2hp23d7Y8bqF/k+2zffxh7iC52cxHppi5j8Y2nJjeiZZMGx7AWM7RsrSQnEOxA9r7/B8h9eTKAyiXnRFVz47A/RPeu46oBfUx0cOEWGYvfix5+awhjjPLosP+eVBen+09HQZkeFDO29F/VXX0Xv22+z9Iunk+ksXt1UKBSKbUupCXGBiaUonGgV6BWLTIpb9MJJrqc7SdkHeWaqQmAZ+d8RedoFgQastXJCqJsuJv8bmVwAqM6GOF0VISQUmv8KUTAh1YQgbQTpCjaS9MRK9NfRMDlBblLv2W32iMKFbWHZk+mBNEr5BLqXo8k+BBJvb6GpbsHUtMhu2RS6HQTI8Ze1kHkLEHaZTNYs1RE8c4HHSk9KJSB1kScE2ONYnF82i19kI/HmBAJDKz0F9XQlGaZXDhitt2Rgou4+11cSchrgkoF9wBWYY4vXY9LfTDh3rM3jmipnc8NKq2Qbk7JQ9M/6mmaKyooSYy4siTfv2pFCw+xNFRzHHS4hXAHX1RCXaHeajOszm71nBhIKLJmXQkkrEoCL1YoCQt5Cj8z1Vge9vV30sytwb1bnfPVt7Hds3eoEKZGOj/o6q4Nu2et2OCtkFWsjcwHacv9rVrJAEC4e6WwU93xNbq8n3q9+1/deaKSd895bFiDvUCXp71Ig8fbZ+XQ9zmJcsGMJEgpyCtsCfP7Y5S3oCEosNOQWQbQB7rOiwk5/cu3Kt9zJoqUz9gJbCfPmUt3O9wuG0otPQko8me6CwbE12YNbkMzSoOdS0RYv0gwGJRDvIKRWr+bDM7+M4U1Rd87hfP7pu5GB1/nC2POYVav8hhU5TF3j5pPnUdF3OgsNnYt8SeQfj4BOe0UutO++1F95JT1vvsnSL30Zq2tgfwuFQqHYHuTLNgLHn62gQL8PALZZaN7EKLiq0PJF0zRXIJaiv8mfENBudZecHmXnZsE1na7gJIUg49Fp70nRlp82REo38m/EmRinjSBSaHTHo/06aRVFaMkGgRFAmdbfS7J0FOeivkgLS7eFt37jV0BuateoV2Bqhm3JauVyg7rKtWy6lyJBJSukbSgymdaTOdPTYuNLIaUTqdstQkILExF+x6zWXvrILpgYA/gMRj7cSKLNImH0H6fC3uUwkskCc+5sv7IT8GLhOnudeNt7aRUVeQJ7cadKb94cg3M/z8+dm2uTKfoL6HYk5TyTUqFj9JS+BvLvgaxg1z9FV2Ejs8HsOvvSJYW2fPGk+GYv1hUAAQAASURBVB7T+i1cDDxoxQJRzmJAK7nfPl52cSNZEAm7WEs6kMl5/vKEkBb+3pWuL3quLsMpa9effz+kzTCJquG0NcTyymd/a25qrmTQ4/Zp4MWcwrvGSHflTLAdR95SkdGz384h7PzH7kkpXFDT0Gj1VtqfRen7zNAEEb9Z5OuRJ2jT31LD2QFAumjRo9QikLVJDXHuc8Rv9svZLAawghkIN8e30DE364/cHyUQ7wBYXV18eNbZZDZuoH5uH5fGx7LYuouRwf04b8apQ908xQ5IyGtw+8mn4O/6JP8KeLg5sx7+dBT0bAQg/In9qfvV5fS88gpLvvxlpSlWKBTbBSkoOR8WBRoNUSJHZE7jkiVj6sh0f3/MfDRNL9JWFJr/ZZsjCoSl/lOfyIcb3a9LXXM1bKXQs6a+hq0RyhhO2hzntyaEGzipmFLaP4Bu0vjMzU/JpCZLauAzeZNJ6Y6lwKPZk9ZMViNmWVh56WtyPsSFk/Bic8gs/o1d+D26rdmUEk9+RzM530lTs5P5+ISHSiPmpIp0ojY7wqquCcrDA0Qyz2TQB5iixkPefhpIzUq5KbsgZ6rpN3VCXgO9WKuZ97cdqG0gIS633TPgJDtXpsMJDDaQv2OBRjebJmsQQrewZMFo2EGVirRvJU2VbWuAknJN3saYHqVeT9BkVJSoo0igLhrLYg17vmDqEYOL3bupCNuutr+rryBlmizSEOcLc30RX177ZYHwr2d6+2uGnfskW6og3ZeEcjNaqBnPqeNJO4Jsxmu4NQzUnXwxfENLwg3eBTkt70DOkVpe3y1NJ2WGncUAUcI3G0wnbrKmDTy2xfdFcWtLkdH8AKwbVcm6EbnrpdQzQ+qFutp8oTf/kjI00U8g1jZjNRMRfrS8uyI75pZmYuoDW30MhBKIhxiZTvPh179O75tvUj97DU/tdyx/+fC3+NOj+eOnLlX5hhUDUhH2csdx30XrmsoV0SAPdiyCPx8DfbbwGznwQOp+9St6Xn6FJaeeRmbjxiFtr0Kh2D2QJYSL/FeZJuycp6UnwXlBmwxtExFkndKajpEVJEV/aVwI8ApPwRy+oyYCQCpT2iwv7TORyDw/2v5kHGFYCkHak9Uu2gextS6Dy4LpFSY6GikzgvDYE82oFiwwjy0QlDWBLJEgJF3CN8/9JbQC4aFUYJ92qzDFyaZmHrZoa5vc+jO5tgiZizId8tnb+wm1eZo5TQhbqCslfGfsSLuySKDShUCI/tplv164mGJlfYg9OgGP0U9AyY6HJrBTdg1kGp63OeoEHvIKk5QZps9bXlC2L+p3P3cn01hWqWsg19esH/jGnuSAx8+S0ssKBGApdPLjDCc9ZegaZDRPwX1lIUn5zeKUuwAFUblNYeLTPAMsDDhODVl31aIyvgLtuizoilEkLA+08DCQdrdSjw4oXVpaNhdvVkOcK5fV1tot2jLTW8hpigPCZ0dlz09RJkQuOruh4y7macLNfTwQ+b7cab9JZ1XY/Tvs0ZlYMcaN9O1qPF3HfbtNZVrI7bt7Toqep13Ratp99XQH6jYpEGfrzwUBzJqWpwl2fVhSY590TMh1J495llTeopohdLzCtLMHoBHVgiWOm2/unxOIB7MwCKALveC5nru2BF6vjqEJEp66QdUFSiAeUqSUrPzRj+l6/L/U7Odh8cQ6vr7qUay+am48+CoCHt/mK1Hs1jSXh/jTEZcj+lr4Znk5r6951RaKe22fuchB82i45mr63n2XxSefQnrNmiFusUKh2OUpNf8qMMVzJnp5Qo1XMwkJX2GeW13rpzUoRhf6JhaO7SNlsMgGv63QI+5ktq9EKppYyEPaZ9BmdbMovdreFvDgN/vnR87+0RcKZFtcqrsF37H1ermdlVrENWnUnd8VeoQGIydshX15k3tNuNqsAcke3BX6hCtwCFmYUzY74S32YR5IiMien+WZdaSlhT8vjYvMZNy0UQILM9Xm9ilb68bmCtsfm4FFwGq9DCwLDYGlFQlUwhZWisdXExoZT25cpCaIBz3omgamD1k0ZtlrQBMCzbIGngwXXLeQDHsR2OfA0kw2NidcM9jeaOGcLVliMSd7OWsCzJQtkJZw1exHSo8MOF69UT+xkJ9QKGKfz6Jc0RmPXsLAvaibRePcVZ4zV+/1VpDKV3k71ce0IFV6rOAcSycXuOvfWxxwa0DhtHTvIlogpyF2FkcMoZMyIzlNdZ67e3YBJf/ZYklpp1nKtkETdA5LlDx+2Fd4nVTrUcq9tfh1X6EZvlNdxsjT525WgSUKFqOkgJ5EwP1b62uj3p92TdB14SEZ9rJ2dFXuuNjPCUvzYGuG83yj88Ywo3tZRwzTiGA47c63qsjkPc8QuMHxsuOmO9HcS+VRy+j2da5rgCZYPb6GropQwTOkVotTqUWxDA0Lq6S1h0SiCUEi6LHdaCxpLzAYnpJuAxHhp0qP0VXhpLQzi33Gc/03dI2yoBevp/g8D4wSiIeQtddey8Y776T8yD1YX7eEL0Y8pFNBzh3/CybVqSBaisExoa6cmw65GisT43NVDSxa+RL88UjottNYhPbdl4YbbiC1bBmLTzqZ1PLlQ9tghUKx65I3Gd4cWR+0GiNOg5aAIjFJaoJ+iYmL0DUdoZc+XtZ8OyMtNAFxLYwfb4HpY7GPm9+rgxCuKWDIZ+DRtYIJdZEOmmQ4QGdjnO7amL1FFGqrAl4Dv8fAMjQyIX/Bt7PCsBRiYME+L2iYYWjEQ/HS5bL9zu8/WXPxnIZYOgsE2b9L0Sl7S253KnQnv95MvkCcZ5aaFTjzRssnvPRFvUgBDXoF1Z4ow3yFWlaAkOZDpDMIoREJ2JPvPm9uYlvoTZtrk9Q00o7fsdS0XNAu3Usq3OgW1YSgyax0P28Mj3XNrVNmmE3RF/bh9kzo9EV9rjl+scVDapPWDdmy0tZsDyAnZq8lYVkgBFG/ScA0CkymkyEPIa+BJgSxQKFAlxYGaY9JMj2wxG2bgjs+vE6dq4ZPcPdLAd2pNN3Z1EVO001hENYKr2fcxReRX7TE8XIuBwxYMnt8R0B02ujDpM8bz223chrirDbVKhCIiyxBhOhn9p1tQbEArwmNgB61LRu0IsEfyBiF472xaeB702NohdYZJe53rXsdHsf1AseyI+PL+ibb11OPvwYp9MLrzUqRP4aWrpGyJCMSjQgEqybWOt122u0pbHdHTYSMqbvjJhwz8FI+xG6wrmxgPl3DjuZvIYXmRt03hO7mAy+1EOL1BSira0V3LGOQdk7uvliAWMAkUOQWEfX5EEaE7oRt4ROub+7fOAchnGfPFljZKoF4iNhw+19Z+5uriH7yYDrKHuW0uno6UjozfN/iS3MmDXXzFDsZMxsb+c3+15DE5JiqFlaseRNu/aQbaCs4ayaNt9xMeuNGFp14EslFi4a2wQqFYpcj68+1iTgs9uegLeQkHf/RoOZDMww0CoUKS9fwFHjO9UcnN7ntb3Yp0DwRLCx3/mtbVecKpj2Gm4PTo2uYuoalmbRVtKIJQdDrTE4HkCeyk389ESdjlJ5SZeWDjU1xpNfWavhNnZDwYbomwbZAXJBax6F7ar3rExkPeamMRtwgSMWkgh6y0Zazk1tN00DYGiJD2uakPY7ZuOGp6hclu62hzP2c1QaV6JHd7zwh2LOhJ6+ELbzlC/lxPUZ2ID2aQbUnQtTwU6cnKCs2qexLkvLFCXj7+xhLWcLnV9gm08vGTqazvBy/L18DJrAkpHU/AY9BPORxrxkhQKK75s0ZPSfgJbQwQa3w+H0RHxsnNwFgCA+VWiTn11osEJcQQjO6mW2u25ceT2RAm2GBvTCkZVNMGToBn07hUoNj/iA0fDkLXrt+LCyPVtK/M1usZ0aD+1e21pQ3XFDSQrr7XPP7Eu21F5uEuzM/oFNI+NDQEAJ6/FX0OkGfCluTV5d7HEcz6ooshe2o0CK5zVkhLX/RC/uq8wiDKj1qB5nWc8+qjO5DCg1jAH/nVMaOcJ0vRLvPKaHREwvTXh8bqBu5HgrolkVRz/O9PQChGQhwFj2Es8CgUR7yuH7C+SbrIu9eyN+e0QRSSjxG4QGyJXrL/HiEmfuGJghGA1QGC83QS5kuZL+TchYi8vNQdwUb6fVVgrCfzdlnUL52ukwLERZ+PLFakjMmFL0cBJa08Og6IY9BIuh1x8YQGmkzTEe8ie6JwxCxgRavbLcQ+3QNXsxVAvEQsPHue1h50UWE9t+fvikr+GJFgDbLT3D9OVx59DzlN6z4SOzfOo5L97qaXi3DEZXDWbPhA7jlENi4FAD/pEk0/eFWZDLJopNOpueNN4a4xQqFYlfCjTa7uVdYaw2rJtZi6YIq3Y7QnGlt6Pfuk5rATIxghKfKNZescMpnEWgILX/SVyQ+B6tyZR2fVannT2zzJs9CI4NEal4yug9NDBRWprAFUgjHn3MAM2PNJB1upC02ymkDCE0UpWASVPni/TVuDhub4qwZWw1CEDCD/SbvrubH1PGbQSLCT4U/4ezTHA20oyHO0+JXmHWkDVsYTYa9rBlbXTg+RSezIFWSgHR9JaWQXoNp0Qb8ho7V2mC3Ayf4T9F59mseEnqEmtoRBUGd0mZoQNPqUibp5WYFkfrJbGipoSriK9hr6AKEhtfU7HY4GuFsPWnH/9GNaKzbfo/FacBkVvPknPcC8+SiGXVGSoYZVQXbLDQypu5+rV32YGmlBdZs26UmIGO5AqnQDUcbCgaaM0AaQmiApCrqc038LSTFaZJyNTtCsK6B0PE4WnWjSPtoHyvPz1rYvt0lBWJh/2T36Wi2cIe92FOjx2zfUs0LAnr81ba2t1Rt7qoB7j2Wvzm78BMjQJkWKuxn3ucMFkkrQ9BrMC5RQSLkyZWVdhtA4McsebGlLdk/j7NTztI02kY20JMIFu4YYB5fFvQ45s7k8oOTdy6ypuvOKpoU9j3oM4yckJoX0EvvzUV9L9AQO/dpcSA4adjCa8Zr0FsdwdA0TEdo1nUdo6jdJaNMOw/F7DXbYFS4gnPQY7j+7Whav0BkIeEjoYcp1yOg6Ui/l6woGvYZSEFBQENdE/TG7GeiVzMwNS9BPUKTp6pgjEPCV2C6b0mJhkax1camUALxdqbt7/9gxQUXENx7b9pPnczne1+lW/jpXnoG1x13CNHAQPHlFIrNc/DIafxyryvpMXo4NDGSNZ2r4aYD4MMXAfCNGkXTn/6I5vWy+ORT6HjssaFtsEKh2OXYVB7ipCdGOBbEZ+r4AyZB4QguXpOsZ2mPv5oGPcFwbx1WoBwD3Z0M+/HYPqYOGjlT43LN9qGMB7MTTjD0rGAAZX4Pmm66AZfAnmy6/oZZAVjkJpfZvKT+gkAvouijLWgPFC04FasDTSdt+hBCs+fqsr8ZYbzIXDdlhnNzPk1gmbqrCfQWpQly5/dCUEGESiNGJFTvNNEWmjQh7FzBQpBytPOyoiqX7idahpVnNllMLOChOurLtUkKZDTE+uH9zZ7t6LK20CbDtmmsbbhtDRhAyW/ka8zBrwdtH2CnF2VaMKfpEoW5UAUQNCJEzQpbiBWFE/FYwENF2IepaWD6SVZOsiPbukKWG+rL7auA/pa12UUVRxjO19Nmr3tT1zA0QZkWyjOJ13PaZyEKFG9S6ANGNRdkNcSS7FCkR08ka1FQqUedtkCtLwHSFiKyJusWkpAT+CjWL7BRVggTduA1Z0uTXoEsCIYlQNoaN1MYdkA1w+9+38gbpIDXJBHKXZu60Aj6DLpCTfQG6vFrXlp9VcisObDuI2VGsAydrooQRv4ChBBkNJ99bCmL/NFzSnWfEES91SQ90ZywmVeuz0rRK5P06l6MaCVGkaCWFRq9ra0lz4GUkhSF91v2XEtNZ0RlmLDzHMu2yTJKLGwJgalpSH+ZbdovsPPKkdOgCpFbqMmZ0tvnN+tznm+hMbzdl+tvnoDdWRFDGgZmkW94KliT7RR2wHeBx3m2aba5RCE9OV9y3b337L+DTvCv9ugYV3D2GoX33ZRIk5MfWBIPezEN+xmnY5u3578rvI6peLEXR8DnYe3oKgKaiYbG7MqpVPtDBfe4v8iSI5tabksUjEog3o60P/AAy7/9bQIzZvDh+Z/m1Devwit11r9/NhcfegBTGss2X4lCsRkOGTGHX+79K/q87cxLDGMRJvz+UHjjbgC8LS00//V2vK2tfHjW2az/y1+GuMUKhWJXYDBTjw9mTUfzx6iN+YnHg7SWh6mN+hlZFSZVGSMV8hP2N+LVPPgMX34IGvsYwvYxLdfDrB9egfTGwdFolhsRgpofQ9MIeQ28up6bEEqI+DxYFWMLJlIZw0dV9Uz7D81wTEOd3oic1lfXNBIhL2FfYQofWyNmC0ndFOYSTvmdBW5HOys1W1tWFfUVTDy9TtRo39QJ1Jf5SQTtyV3aCBIP2J97fZV2ZFnX1zg3fdPRchM/AQScCNhmYdoVTRNoaYuMRycT9LBqUh2ivIrueAyAVrOaWr2sMI2VKBQcCtK0yJy2FAq16UKD4MhGqK8sqENI6bbViIXcep0GYg2rz/VLM5kQGUbYb2IaGqJsBslQo9vNtaOKtNP5wmoRugAzG4THF2FiYyXxoNdtS8rvBGPql7O11OJOTiDR8hZUIv6cObSuCRJ6boGjK9hAj7/K1nSKwrReUmhkZGHO11WTctFx42EfWsYqyPcrhYZfeHImyULD0HIKlRYnAvbaCQ1IDRr0clsrV6Jn9qJDfvqaQs13IuQjg0SgUacnnC+WTlUVCZqEnHHo8dfgxQRv0GmzQEZCCGfRI5nnT79s6hiaArU0G1VEfCapgMdeTNF0Z31KoyfYbNdT1ANNSDJmgM7wsDxT5jxtqSwo7QiiOZPpbMmwEaDZk1vcyY/03qbFyDhCV9ITI23mFjfQYKzZ4B6kRi9zBXOA9roY7eW1WB57/C3NS5+3zL5epaQs7MXnaPQ1zX362L9drXBeSrE8E+mcICid79rfT/l9dM7aB+/MaXTV5qwutDzNOMBIfxXBaCUhr07Y7ykYXa+ZcBdxBIKUJ2pr0y0JnhAVIR91+kA+0/ZxEtEWvJqZvSnIONYo2XsVTaNrzkhSlSH3uvM6z3PLWdisCPjYd9gwvLqzWNZPU154lwpp2W4Vzr02WJRAvJ3oeORRln3jm/gnT+a1b32Ss5/5Fs3JJP4PjuPYaTM4dkbDUDdRsQtxSOu+XHPAb7E8nXwyGue5wHC48/Pw0I8gk8YoL6fpD7cS+sT+rPrxxaz6xS+RJVNEKBQKxRaSLzNpoiA1h9QNROUY+7PHjhDtN3UiPpMR01oQs0Yjszk1dS0398lOV/w5U9iMqdPrqyGoe9HQWF82mbLgKLzCTrVTG/O7QoSFo6EURoF2KGN4kaFK+rwJUt4ElpUznRUU5tbUhcDvCJmVhm2OvLa1ASkMegINOa2REyxoQ2u5beacFa41DZ/HQHe0cVkq9RjB2YcSSiTw6DpRf14qk5G5Cbpt2gloOdPOar2MuB7OWZcKQXpEC5lRze73NKFRHvFiarb/Zl8wljtVAjJmbqLpF54BTWyzZM3Xk2EvOlpO45sv5EXr8VSWIapzwbC8qXaETBPwGkT9Jt6GKgKjm6gvC+R9L4TVXGu3LWsVYNjXh9R9oBtkwl5SFUGas37QWS2sZmDrevVCDXHGyXntT0CwHDwhZDLl9r+vqZVMNvhPkTBdPKHOme7agreOxpoxVaweX1OQ3sZnlvbxBpEz8XfrtAO/5ZUo3K8LtEwmt+hhSWbtMdvVStplbFNn9/iOcJxx0lHpzj5/nmVBtjrb7VfHYwgs3UNHeASBvKBLpqGDsH2IDaFRFQiWTMfj0TVkohWEIKz7qQqNJVk2GRGsdsfOaq1HGANYQhoGHk1Dr4+yvtW+7iW2xYKmG7SNmlg4kk4TdEdgjpoVpPxexxQ5N5YbhONm4XpWCDB12yTeqavGrEbqGuE8n/k6PY5AYGiC9t50Xqq13DhbmgYyLyCeEAQ1H/kPwYxHp7s8Yj8XEq39Ip7nB+yjfYX7UQoDr9SpHzYG8q5DUeSzLoDw2Gr8s4a5y3nZAGC+qiq6mhytsDBciwvL0Eh4K/FpJnogSmXYh6kbBatawrmGNCFo0MtJesvI6D4EkpZmO8ZCg1EOuo+O8HC6go05X2j7i3RXT3M3yHAFadcKRuDRDcfiRYAmELqXRDRg+/iT07ZXmCHGBmudZ7kkJUu6NufaLdP0ybRtt7OZZ1k+SiDeDrT9/R98eO65+MaM4d4vj+O7L1zE9J5u5i2bgFn3CX54+LihbqJiF2Tvhj34w6G34PGmOS0i+WP0E/Dkr+xgW+3L0fx+6q+8kvjnTmH9Lbew7LyvYnV3D3WzFQrFTopw/ssKFVVmnNXjalwTXMPVVDoTHkdoMGtsoUnXdDJWnimxrrFobRedKYtao8w2QR0zPP9oZDSD0aM/S6JyLs0VMUY1VoOjFfbqPqJeRyvmaAyEphcIfG2NcYIhHykzTNBnIq1sSh9HIB7ALzish1jXUkcybGs8ekLNpJwIxzWRZsJeA6lrtgmy32drLrVctOpsH32GTsA0KA8m8NaMLThGMuAjE8+ZufZ5E1AxEmH6caMCC6iO5MyYU54wGyunQcBHV7DRaU8AvyerAdXpiDYggLhmCzZ6niYs3+c0O0ohr5GXdkrQ4LE1ThtaKuxRyi4E5A2V3pXqZ66YFfSi0RiJSlsTrPlzpo6i245sLcvygiQBCTPkfl8I6B1TRbLFvmb8po7PcHxyhZbTbuYdOtU6PFefL1rQt96WBMn6pjzz9UKtk9CLBFthC1SrxjaxZsxIe3FDt3/ITyNm6FSEvK62P78CzTEVLnNz5WqkBzKZzrufXONxSzJ8zqHIRMz+W0qk15PzPyUXHMuSGVvYcLbHtcJgWWBrsxviISrCPvr8lbRN349E0GPnAcfubzaolqlphH0GQlp5enI7dU6wOkxyRAPSa/sXm5oXafjyhlQj5jeJBR3BMm+sY34PmViQxPgmkg1lToJou4mephiecfUkK7PZVwoDPmnYqaaaguOon3oojdP2cq9JXdhBqZJBr3PyHHN6XRAQHrsO4aQ8KxKeNKGha+AzDbqTGUDiMzU7AJcj1Ho8hcJ99iw2J8bk3EE0Z/HENYcuWvAQ/XXtmbAXCXQ2T8AfjoOmE/Hb18v6yZNob6wtcD3IVIchGsDS7TLZZ67XiYK9MTYWT3wUZb4Y60ZUMCzSTMIsjMdg6rp9LWXvVEcIj4c8NMZziweNZYHcc0zo9PmqHPPnQhcGEEjDh0S3F9F8ITRnMW3YjDEYo5sdTb1mxy3QNExvMBe8zTEj94fsazY4fhh9Y0aTTBfmh4/5c/mzI6G4rSHWNXqtVMFCwuZQAvE2ZsPtt7P8/PPxTJ3EpScFuOmDv3BCd4ZvrvRxe+CLXHfytFwUOIViKzOpcgJ//eQfifq9/CK2hDMjJ2CteAWu2wveuh+h61R997tUXXABHQ8/zKITPkvyw2VD3WyFQrET4k7rRFaz53cntrrQiI2pZUpj3An+Y5eLzB6Hr8XWYAQ0DxkpMbICmq7Tk8qQsSw8mlFgguocEEvT8YciTGmupDridTS49vGHl4/Ebzg+dtJun5YnEDfo5QQ8YRrKahlWHrTTfEhbx5hlIIE4S0t5EI+uoeUFIirzJQh5DdfHrmNMM51jmpG6Rl9FVstl1xvx25rsvYeXo/uj4Ey0m+JBmitKRFF1guKUh71E/Sb1Mb+dFsoZ+h5/DZFInI7hR5L02UJjwDTcc+LTTNKml+Gh4Yw06wBJc2i8G/wpKdNYhkbaZ6ILO+p2wGMQ9plIj073zNE5eUTX0ISw02cJUTRS2dQ6OYHenb+bPlfY0fx5OZbjUUZU5nwWDV0HKan3xBgdGeGYQBaKDmGfSdSZEFu6xzGZLtIQO2ld0pVl7iZzeCutw0cxd/Q0xtVGkaGsJj7ve0KQiYbImLrr45k1j08F/KTCISdwj0ZUC1DmKfTRDfvMIt9z6CqP0NVgnxdT01xzcUsOZKEl3GBdrgbaAt3wFkY99poYee4BImSbk2ewkFp/gcuuWVCnJ6jyRCgLBG1BfcI4rFCE2TX70jhuJuV6FKEJJJYbRd7up7QDejnomkZydBVWOOCYw/YbTSQawyvDeCvi1ER91FSECM0YSWdFDE2DSQ1lVA+ryeuXIKP7iVQ1khk3DSE0uoINdIRtX9+shtjQbI2wEALLG8dnGq6wqDu+0N3lQUfIy/l9W0aU7pAdMbzPEwfN3tPoqafFuR9ijRPxmxpd8UqGmfV4DB2vrmFoOoauURcP5qWFEgSEvQiimT5wfGJttwoNTdMYXz6Bcl9dwchoaYsxgRpa/TlrkIwmWDm5heQw23Teq3uJeA0yuo++cBXDotNp9I/KO5m25UGfN0Gvr4KM6UcIQcQbZFrdCOojI5lQNQZD00gHsvdc4VVhaoa7QNBsVJGIBKgMe9GiDXgqRrj3vRXNy1Htq3ANuG1rivz7B9ANBJJyPcTIxCiCzjM8VBFHtGTNzJ1FiqylR3YMQl56xlURqLOvZX8iggyHSOandxOaHTAv256pB/HerL3cxVYxQDyEUihJbBuy9sYbWXnRj2CvGZx36Brmt73Kj7R6vrlqFT8U53LDaXtRHuqfUkCh2JoMLxvOPUfdwbDoMJ6MP82+/k/T5quBv55km1F3riF+8kk03HgDqZUrWfSZz9A1/7mhbrZCodjJyE6D42aEhBbG0HSajHIQ4BMm4WjMnjTlabKErrsak2pPhJHhiYQMW3DJz/uZ73OZnyZIouNzUhm5Kkojq5nR8Dga2EjARBMQ9JruBNarmYzxthILZid4AmnkwiQJYQfUieg+Rvhz/qqm0MHRpEZ8JsMrw2giFzlYFKVEkl4PkcYKqiI+6ltaIWxrujZOGN3PPDaLrgk7+i/2QkH+RDPqjRLwGG4QGsilvArpGrNaElRFfK7GJmoEGBWoZnSgmmqjDK8ZJBobk/uuMF3T4KgTuGrdqEqqwn4qwrk5Sl+LnTbKcqQNTWj2cTXByvG1tOXnYNUNqJ/Bxqo93E3ZvobLWt0BFppGYFQjmTHDkJFCgdLMameFQKuqJlnbwIbpYyHe0m+8TF24OYRzfqRQ5YkgNUHXnhPpG92U67PHS/3w4URMP8MrQwTj1XSGmvstf+hCY2NDLYGQrU0LenIB3gDaa/ajLToGHYFmFGmTAd+4FtfEHGB9SwPC60E622zNvSzS3ObQhEAvt/vr+ihblm12nbXEiHjJREPoWi5ljgjbi0wZaWGZOgJBW3QsWsUIAFIBD2Hhx695mBZqQsua8Toa+4Dhx/T6nXULjZTMkA1B1hSooNmoxqyrw2qsoSeUy/GcvU6T4+rpmjitoC/CieQdnD4ZbVwLngnDSFWWsaHZFvrcWzzgmEsL7AjUkTo0w0vILMPQ/US8VVT6Gsk4Edk1TUNL2v773cF6NtTmNMTJgN02qWUXbOxrTgCyssw1MbbMMJajzR4+dia9oWY2lE0mUlaOd95B9A4fTblRhkAQ8nsws2OtaXh1jYjXYIZ3BGOiw4knwliN9TnJLs8n29AM9151x0UTeAJxwnmBuAzdvq8SQS9jE2NJeO1noqV5kEh0ofd7zghhL874ffUMC03EdBYWZtZO4vMz9sJjGAXCo+vi4WwyDA8ibWFm7Os+7LPzW2N40YIVWEg21leRGlaDvWxo2y579QAxo5xq37C8c2332fYbtxdbKsdOdq8PPH5Xy47AzWWMlS4INmgNm4rHKWfqAqQkI3NDG/Pb7iPZZ0t3dATJQBSy8ROUhnhokZkMK3/2M9Zc/iva95/CaXu/Sa+e4eaqg/n0e09zWeazfOvzn2FYRWjzlSkUW4GKQAV3fOqP7FN3ABsTj7OHbOWhxi8j3/4nXDMTXr2T0Jw5tNx5B0ZFOUtOO431f/pz/1QDCoVCMQACe9Je4Y8Q9laDlASFn2TQS0jzMSHWyOj4KMqC1QPWMbu5GX+joznICwCT78vbFWohYOqgwazhlQQcH2U3DkKkBiK1oBmYM6cS8hl2dGEE8abaguN5DYHPmeBaPi9WxPaRsxyhPTuJDupeJocaaPLGGRGoAq+XHse098Cmua5gKACvqWPl+QELJ+hVQ1mAQCRip0GSYPl8GNVx/CPqc9KAJ+dPmw38s2d0uLtpetV0vLoPd/rmCwPCneiaSPyerGYqZzZa74vj00w8RpDW6Ay8ek4za/mdibhpENH8TDD7CzhdU+rIRP1MiI9xZ6OGnifO6zq9MXshotvvjHFZkx0ILFuTEIw3G2mNj7TrdfpsVsTAVxjFF8D0mO4ZMCvL6WsZgS8UgGAl8azm2R+HeAt6pJqZoxuQyP6BsYSwJ8h5CyzFfrxxX9bX2fZ5755Yg4xHsRIRu51BW0irivkZVRlxgybNHlnn9lF3BOKMJ0Q67kfoGsI0adDLqfXbiwC9vnI6YhPQ/SF3eAOaP2deC/jyI4hrXvRQGcPKgzmz9aKgQh5NI9VQga/eFiwb9TJ0X4iu8igdwVr81Y1kJozA0r2uv7ZHMymLVGA1VheYx0rLTuOj5wlOwgkKZ2HRF6hEaILGmJ/qMj8yESXli9Pqr6DJm8AVeIJerHC0yArZabcZIF1b7got/fCGiAdM0kYYS7eFVE3YeZ9r/cOZXF+JXw+RMsL0eeOOpXpOw57xlJFx7gHhcawCsgKxbjqR6SFTX4nMGm4LSDppygzDS9KbyFm6eJ1gdtI2mxZC2NpUAE3D0HVGVkeYWB9jclOc0NSRaH772s0GUcs3ixa5kQCgd499oGIM+SKZz2swsipEwKNT7i/HU1dD1Agg0QibcVwTixLEvTWEzQTJTH+rg4KgeEXWFp5YCCQYnY7rQp7AnbXMSPm9zKmbU/A9TehUehtpikcLm5SN39Bah2/2eHw1dUR9GmGfifD48gTirLm6Buk0hZWbbowAIQSNZT6mNZXlHcM+pOUsigohiPo9JGsc1wh/gMGiBOKtTKaziw/POpsNf/gjrx3YyumzXmVc1ST+NOZsJjz9W+7NzGHqsd9lWv5KqkKxHfAZPq6e+yvOnHg2Ruxlzk29xJcTF5GKDYO7vgh/OAKPr5um224ntP9+rPrJT1jxne9i9fQMddMVCsVOgEBg6hrRkJeUGQVLEtH8tNSNpXzKJLzBAMNireimb8A6Ah6TifP2IjNxRJ4AI7Eaqt18tgCJkJfmRBDTMHPCjTPLrA3Xo3nsXL16Io50Jscawha28yZt1WEPQtcZVz4OKxp0+mEHtElGh0G0tmDeWGYG8QidTF0NwyNTGV8+gajfz/SmcoZVBqkM+zB0g+TwujyNce77nlCEcm+MuB6mPNCKd1gtnqq8+UBiRMlxTXrsCZ6elZt1Rwhz9E2mo032O3akDXG/K+QIISAYh7JmuqPDQdMKAkClqhuwWuvxVJQ546RR4+TxjZsRmmtnuv6xDaFavF5bgPaYOjq2uTDk5DQrT9iWRdPMkObDMEx7lDe53iqoCOc0ZhVhH7NaEoyqsBdTdGEHkWo45ovIQAC8YYSm4dF8VHtzAn1I9xYIwrnaC7c1R1vdPV0VIaTPJN3ShE/3IUgDAsvn+I3WjCOjO5pUx4dUYufz7Q7UkfZX0LfvQURmj7cn7EKg5QkXGW8ZlXl9SwvdXnx2TkmFFqbVMdnVSvi2FuelEdL2ofVWljM51ECtHiZw8CF8OHFfjFCcYFUry1uOKPiOoRlYI5uQiZh9fQTioHvoCjY5+4UzGrn/00iS/mrQNIKhGCFXIy4Im0FGB6rdiz3nPpE75sZpc6FqHFTkmfrm4WoGhZ0my7WJFnbQKoGg6YhDKd/LFsjsnNqGnTqoPrfIJoC26Gh6fRV4NTuiuxROqqtQJVrQyc+dSZJ2x1KwvnwqmYpxBRYsAF4z9xyyg5UJ1xdWR2du3X6AHVTMcO4TLdPjZFTKmu87VhUBf8HfAMLrdfuZT1Z41YSGb8xwKiaPpnbyofh1O2XTluTYzVKQR7xIoPZEw6AJAqva7Q1O2aZIM+CMn4DyQC5Q3sgqx7JByoLc3z0Be6GowDNfM2iuTlAR8iIqRxYIxFJ3tOjFrgNCcyxybIZXBCl3/PJTRggrVAUI+kY2kBnbSlXEx/DKIJlEmK6ZjeAb+F1TjBKItyKpFStYfOKJdDz5JH89Ms4lM5Zx3rSvcfWkbxC66yu8bTUgPvUbDp5Qu/nKFIptgBCCs6acwY3zbiAS6uNp/83M6pzHwpkXw8pX4bo90Z/6GfW//AkV551L2333sei440kuWjTUTVcoFDs4AsfH09DstCKOxjak+9F8pSd9pQj5TJoqwwR8Jk2JALoQ6JVlVNTlBMdsLVLTCwRngKg3xsSKSbYmiFwaHoHAX1nhtqExHqSxoRmjuhqzpoZks21m2pe2221JwPCX1sMICBoxGiO2kF4e8tspeLI7aya6WpV8QxuPL4gQgnI9jNA8WPGRBW0nPwKtYzIsguWknQi3TtpSqr1ltPjKiThmlromKA95KXN8XcM+k31HVVEd8dnCcsveEKpC6B6kpuXy+zrClIyEaCl3FgQEjpZZ0hioJBZtZEb1NGZHWgFBeeNYyirrMRw/xdFGHTM8I2kyKvulQsoGTvIVmBO7Z6/UyAIQ9BpoeqEGsTrqI+aL2TUkhjNv0mkMqxpDPG5rRrMT7Gpfk1t9uG4Gs+pm9z9AkbmprmnUBUbQVR6lN26PdVr3E9UCHFI7mqpgFUbMnvxrgbjbi6y5vwSEzF5rwo4Enu2lMAsEcE0z3KBEQmgkgqPJyLwJuRB4hYe1oyrpHtPQT6AXVmGUYZwoy8KyF69lOoMm7IUNaeXaSF57tWJhqHkY2rA9yJj2NZDz1bZNjDPeKN2BWqRuQPMciLcUCLBUTUA070X23Lp5kPMXAqJxqBxTIHBmtd7xYL6FQDbGQEETOXJKPa31CTQnrZiw7JzaQgjGD8+3OhFkDD9Lpk3BYwQRjh+16UQhz/pXC5ki7qmmN237R0vNQEQLc2p7Wppd1wQhLVq9lTSHWpGGhi5Alxq6XkLTLW1zYksz7JgJWatpTXPGNqcxzqZHK3g2armUb5rQEP4YRjREpixv8UzoJD35yjXnWnTSi+1ZlB9cD4cKckYXB5zyGiaW38Tsts3PpZOOLf80SLI5rgWVZoSqbD5zj523O5uruM9fxYbElNyzT2A/2wwfNMxClNVhZF0JNI/Td2lf2/kPTFEYPR1Nd4XmlCcKXkcTrGvg+NFnzbVrPbF+z5BNoQTirUTPq6/ywTHH0rV0ET89VmP+jAh/OOQPnNJwCJ03HUlPRuP9A67jUzP6r/4qFNubPWr24L6j/o+xidGkyv/E4Qv+x2/G34o15WR45hrEb2dRvmeCxptuJL1mDR985hjaH3hgqJutUCh2YNwJUf5EHdgYG9ffui9YCXmahsJaoCLkY3RdjPKQj8Z4gIn1MRrjQUZUhhieDbyUjSacndiVSB2nCQ3C9gTYO7oRzZvziTXqp0LFKISuE5g2DeGmdLIb3utEM9XirRBrLKhXFgkpen706qzQ4fydyWuXaXoLxqbk+kCkzk4NZPog1ozWkBPo3Fy1QiNq+Asmj5ommDrpoFz/nIBYWQ1brqDutq04FBbk/JHdesrLqSgfQ5kRANOPMDyYgagr1JUF7Hy41XqMjM9k1ZgWeqaPKehgeThP4Mm2xRpYILaDsWkYZVG3v4A7iRaxBojakaobo81MqJiAptk5ohsTtil7OhEAM4CRKXGcooHXhMAQJtWV00gZtuBraR7Wx6dQN+toGprGk6yz69W8EaoiPmIBD2GPXbZKi+Je5EVmo23RUQW+jPuNrKd7xhgyMR9oBoYwSGt2FOQNwxJYTTWEhY+KYAUtseF2UCyhoQedxRln3NxeOdeACMXsP0N2ipq0TGEhsfKuv5ARJKGFqdHzzE4B/6RJhOfOdU9JvuAkgJQ3TjzQat9u/qgtgOcLLobX9lt2vqY7PsztU2wf8rDPKDR1dfAaOtOb4sT8Hrc/umP90OBxlEfFGn5H4Mt4TMoCHvyGRr7JdFbUzHhMNF+IkBGhwhdkluM/nRg3DYFA1zyEzThNwbHu+dGCOT/2TCSKf9w4N6AaTvzleCCI6QRaEwNcw+2JifR5EyQ9UTRNI6MFCJlhhG7YadOFbd1hj122/lw/XY02zjOsfAQ07kF3oM7dD3Z+a1e0Nv2E9juVzum2Bj0RLHRDCO65J5m9pxPyFrpUZPEIg76GWG5DLFawf3LVcCoc14H9a+cwJZSz2OlrGoZ/0kSCXoMKJzaSFDnjcA3R7zzq2YUR3Y7Ij8wgUhn7G6EKKGu2n1XZdlaNg4rRILNRpgWas7RTG3MWSfLMciaHGqgvH7xrqhKIPyZSSjbcdhuLTjyJdbKD809M0/iJw7jzk3cy3FvPimsOx5tqY/6c6zl83zmbr1Ch2E5UBir58+G3cNq40/HEXuL65T/gkysms/LYf9oTjbtOJ/jOT2i5/md4hw9n2bnn2fmKU6mhbrpCodghsQVUqQs3aBBAV7CRZLCuoOQ+Ez/HXpM+v+natJzJb3ZSFPV7iPo9+Bwfzpg3lksB0i/mge3vh9+eiOvF0qfuKRSMnM+1UXtC56aJ8gTBmeBnqa2MFNSpF2kcAVIVE+gMteSZZeYmbGG/E1Qp4Uz68xcHovX25E/XIFyF8Pgdv0FbS5XfVnAmzKaXnv3nEhqeM0c1KyvxjJyIZ48jCspLXbfTzBSRLVGoPRQE95gFFSNhzKfAEyA4ZzYVcw/G65xjn6m7aZ0AkqEAVsjWXEtgY2w8VnkupVQu9VR/TOecewL2OfDU2BNwPWoLntlJdP65FrqGLuycpodPrGVso50WKtlYhh6N4qnMaQ+TLbX0jh/WLz9p9rx49CCpYJW7vSdQix4rJzhzJn2OvXrYG6GhLMCYmghe3cuksv0p00PutSAAr+GFcZ8mNfoIpKMtNp1rtj5SjfQ6Uck1w9YeZ/10wwE6GifTE6yn2ajEq3lAE9QEqxGmzthgLRNH7AXA+vK8oFVCIGonQc1EiDW6PuVZzXzE9WmXjI6VUx8tDGCWJTusWR9i4dzTAoHpCO1ZwSZTM532yEj3uyKrHa+bhl6VzTVu97ki5C3IN12SYfvCsP3Ys2o64wK1eOnvVw6geTz0jJ5AeNJhTK0a6SyMSdd8VziLG3sPGwbSIhIcyd7D9kOL2QLc8LF7sueoE2ir3Kd/3SFbgGpOBJnUbF9HuiY4YEwVYY+Gz9TxmQbDayPomoZhFUVWdrAMP0lvORndz4aKmQyL7EF1oB7h5HQGcvdg1nqi4FmUMyF3hbxovXstAXa+cqHR63OuV3+Z7Y6i6RwyvqZ/2jPDAK+HskDpcfVrJugaAeEs2mmFaaKGJao5Zdon7LLBCrv9kVq3rLexEYG9+JHtj309CXeItGDuGnBNpjUDK+QBy0IaWeE+AP5YYQOz1gXOM1Bm06zFWzAqR5L0lNmR6bMDCITrB2+RO3hdsqIfVnc3Ky68iPb77+flkSY3HuHla/tdzCdbP0nbxnUsv+ZQmpOLeGqP6zj8oEOGurkKRT9MzeRr08/lgKb9OPehb7Gk71cc8ODefHvmNZw87XnEQxdh3n0UTceeyKrRR7P+llvoee1V6i7/FWZV5eYPoFAodhuqIn6SHj/drXNh8WukjLC76t5dNQ3qc5F0Q54BVu6zk7hYI3RvANJQMwlGHAgLclYqocRw9q1vIRiqI53aAIDm85PpSxZW59oq5iZ2FRE/0XD/qL6a0LGwIwmPSURIZH3ist/XBNIRbuvKIzSMygn5utD7qRh0j5+kx6JfbJtAOaHwOvafvYcdRCvy6Zz2JKdUoTJUzVLnK83BCWRkGtJryBUEsGwXU8NvpzPK708wiP+AzwCQ6ejIfUvT0IxsGqFSgrFdtzdv8g2AYU+kjXicsfE4oQ2drO54FyGgN9yA6Hu3IM1Slq5QE5gr8w6QtSDICbVt0TEEu5YQ8BqMqgoTqB5FpnoyprWU6F4TXV/ArCYvPxJtduxcX3KvE23a1AntvZctPG+0d6Waqgv66DbJCSaFaTKmqRbWttPmH513DANNaFjhajx6aYHCi+nWvE/dPqBphHwmAY9OQ1mAzMoWjMgMO0KxJ+DYpsewomVIoTG6dhRJ08/ayAgaAmkyC5chhGCfxv3p7XwT0bOBsulj0SbPBKCnYRSZZc+Tquizj+v14ps4FaOyEt3QGVkVJugsVOw3soK2d8ugr52g1yDQUs2yrky/PmSD1+UvHtmWvtl7CHRHc6hVN9GxQeBnea6sEEjNwMwzke+ZNrog9/eAeIIQLCdkpQn5EqwUG7OV9iuaTlQQAkKe7H0sGVMTYUxNhEffXs2Y6BymV1UzX34IQidVNxPv8qfc75vx4aTXr+1XrxaNwsplJEJeDE+uDyGvwYS6KG1v2c+TbH5q0/URHhgpNDzCtBf1NNsVwdJ1aiMeLCONzLpG6Dp6KITeJUgJgXSus2KLDWdQCPsM2npSpM0Q1E0BzeCgsdUYuj6odK65PNACykfhsQz2r5vDG/qj9uYic2PfqJEYccdE2xOEcc5za0n/VJ2VYR8r0LAkrKnah6Zau67QXnshncBZrkBseEDT6Jk6HNmzFnNVBz7DTydwQNMB8Ob9RQ13LCSEvbBnoZFomogV81BbpvPUcqdPgFk++HhNSiD+iPS9/z5LzjmH5AcfcNt+Gu8fNo5b9/0lDZEG1qxdzdprD6c1vZDX9rya/ecdO9TNVSg2ycSKifzrmLv52TOXc8/7f+UXr7/G3cYpXH3Kk9S9cjVi/vVUe7wEvnQkK/70LB8cfTS1v/g5oT33HOqmKxSKHQRT00gisJyJZGe4mZ7KWbZ5pRCgm5upAVxBr2EmAjC7/4dZVwe+SK6EJpDhWgLDbW2FHosRmDIZPZGg46GHc1VJOzdmqq4Cc42BEbS1lg3jDiHUtxD/pInkIwwPhKogVEnQNFw/SNe0Mc8EUJiFfTE0o9/EOOCYWgac8dir3tbsoXugakIuonR+9GMhXO3n8PgIxjbbmjZNaGjC45rLmjVVpN5bVzBmUvQX9PIqLvgsy1poj6ylI5yfKsXpi9CZGW5B82U2Odm3nLYkq6fSmamg02yive2JgjJhr0F7T4rQgfPIaLZQbNbWknoLdH/OfH3yuLGwCkivIuxEDdfr62BJdklAOG0rMW0tFb0s3ur6YxdryuzairZlLZ9Mr+0TWjWedHvumkPT2GfW1+mT6X6WCF5H+GjwxHlovJ9YKIiZDXqma4xxIt7qQsevh2wtt2ZC5VjkynVIf5Dk9EnUGJ34DJ21gJS5RRw3l6oQ9phlteSmh/SIYUwt62NV0NaEeYflzmfEVxjhOzsO0b2c675rfb9xcc2WC4Jq4fpACwRGWRnhA+fSJTXYsJq+aXsQHpNbaJDIguBNVnjwkX6zR8tvjSxxCR4wpoq+VAbezwnq+WQXTrJm3ZpeaMFRfE1krUHMujrMjWtJrVrd/6D+Mrx15SQNPziaTEPqee0FQpW2qe+q3DUmhEB6vAhNYFRUkK6vYRUGdaxwnosaRnkcT2IYqWUfMiZQg4gkeC3RSlequ2TqoL1GVEByJR9ucIKeark0XptKNVQbqmVxWQueHkDkLYj4Y1AzB9PSaY+txky1EdIN+kY22vcl4B1R5PJZIlid9JiIZIqGeICWeBmvS0naDCHDtgWMME332dkYbqQr2cXSjqVQORbLE4QP27D8Js1mC/VN4/HqJVLTSouQV2eVFJi6TsqOeceYmgh9mT67afEW8FRBoL+Z/kAok+ktRErJxrvuZuHRn2b9qsX87ASTujPP4dbD/kBDpIF3Fy5g/TXzGJ5eyIL9rmPavM8OdZMVikHhN/xcvPf3+f1Bv6cyFGahdiXz/u+bXKofQfKM+dD6CSLtf6L58F4Mv8bSL3yRVb+8FJlMbr5yhUKxyxPRveBPUF9pa049hknaYwsVpYSSwRCYMgWzstAaRY8XrvoLITDr6tCKIooalZVoQiNdW07PhFpMZ/+c2jlMPPwUPA0NBeXTVhrKmhldPZWpVVNz9Tfbvqr50X5dIcXBq3v7CWYBU2diXczN5RvxRNgs+Zo5Xc/52WVxzAU9k/ezJ9+BhGPiLOnnK1xQbaHgoOs6HZERFASXyu7ToDxQWdKsOp+sa66mGQgh7OjSRd+Z3BBjTms5wUgITANdCMzaWiKfmIOWJxAngh4So+bAsP0KD5K1JDC8TttKmUz3NzndZ9Sn2W/kkQO2vd84Oe+xrIlvKQLeMGW+/hPsA8dWM7WxjIqQn1hFhJraWO44efUla+3rLV/jJ+zOkDRjaMIOjBb0mNSU+XN9ygoeddPtCM3O3weNq2ZScxXVngiTEjmT9E1SdH4ymtcdW7spjoZYE3jiOb95zXVfcP72el3hWYZCbqCrnBu1/aEhvqXCcO4gVRE7knwpQl6DRCi3OJCfrizf1Livvtn+XJQjulhh7XWCe2Usidlo97v4Hqd2Cr4DTyZy6OEIr308vbWlsEzLPrZ1S96aidQ0MpEY/jl74h3Wgjl6HGm/l5CWizQe3GMPzPI4wtAxhE7AF2VmzSymVE4puFbDPoOGeMBdZHMGLO/Tpp+z1cFqjph0Kj2Nh7h+ty7+GMLjw9I9eGO1SIGdHmsL6J4xhnSlc49omuuTXuq5ZGgGEyom2H94w+61WVnfQHSf/alsKB2NHCtDfVmA6S3lGNUVZCJBMpYt3Gf7r3vD0Lxnv4jhm0JpiLeA9Lp1LP3+9+h99L+82ST4x0nD+cFhv2R03DarefrZp2j61+eIiU6WH/YHxs08fIhbrFBsOdOqp/HAsfdwzUu/45Y3b+TWJWdy14KDuHDfn3LQrDPwPnABzbP+x+rECNbffDPd8+dTd/lleJqbh7rpCoViCAk17c2MhjrC4TjBpjgfbuimUIc5CAYhOAemTSPT2dkvl2w+4U/sj/B6SaU786rejGmjIwxEPBHK/eUs94TpSHY4KXMsRPlwZMcG6OyvPfIZvgJhw9RNUpnUoEwXCygKftWvjU6AJOHxQVkLdKx0J4HSX0KbUqpeBj4fqyv3xG8IqI0Bz25Sq5+1BLczpuRq1PI+G7rmLgiMc/wu7eYUt8AxJw2Ww5hP5sypK8dCsMLNA5z11S4wmc6Oe974F5vk14ZqWd6ZZ9o7gIbYGwhQbOG+OXQtZ5Z/2IiZiDwBM/8a7WuxNWyu2bepuybs7dHRaO3L8RgaB4ytZuP6rGm8VmgKXj3Brc9n6tC6J2xYVGBBsUm8YagaBqveAGBlzQEwuq5fMUMTjJs1j8UfrmFp52IyGUCHkC93TWbNqvMjiGtoWM4IHjHZrvef7w/cnOx9AnmLHM74lIe8ZAJeoHfgCgyfnaqsbmrJ3anaelK19WhFwm3x+U8EPazEvl6Nigq8I0dgVFQUVqbpbjwCT9MedB1kUV3fvNlnlnDuY1/c/m65v4JRkZmUeVbSbhS6Eoi83Mx+w48/5C+o6xOjbX/h1PLS6TAHs/CoaYJDJtSQ3GjSrxbDcNPCfuj1AX0FKcM2i2lg+b3YFYu8xYnBff3A2Fh0oaEVLXoWoNvm5+FgCDF5HL2dZWRkofm/Tx98uqUsSiAeJO0PPMDSH1xAuquTvxyo03jqGVw16nN87zvfQwIH7Tmefd+6kLTup+/Ev9PUOn2Lj5FOp7nzzjsBOOqoo7j77rsBOOaYYzCMTZ+q3t5evvGNb7Bw4UI++9nPctxxx3H33XeTydgXia7rHHPMMQDuMfLr7e3t5fzzz8eyLKZPn85LL73E9OnT0fPMTDKZDM899xwAM2faPizPPvssCxcuZNiwYRiGwcyZM9F13T1efrvT6TS333478+fPd+vOZDI8++yzvPfeezQ1NfH++++zevVq9tjDjkw4f/589txzTy699FLuv//+gnbn1zdr1iyOP/74AftXPFb5fX3uued4++23Wbt2LXvttRe//vWv8TmahE2dk3Q6zfnnnw/ApZdeimEY3HnnnWQyGTKZDC+88ILbT13XBzyn+cfY1DnaHMX1ZMdooLo2tc/UTb464ww+PeJQvnTXN1kWuJ9vPP1fLtp4IMOW7snZoycyp+xBguF1rHjxHd4/6iiqf/BDokcd+ZE1QQqFYucnO9n3TxiPXNXhbs8+Foqf2yeMNwveM4NBmCZGWaGmLvs8i732OnvsMQvL4+HOO+6gV/ZSPrMcnf6pZorx6l76Mn0EndQzXt1LBx2Ov20KIjUgArZAnGgt+K4mNIgPI+NdzHV/u5dXnofG0Y256LWaxrzGeQA8/fTTABx48EElnu+ltdBWxuLZ+c+ir3ubPSdNcrWElrT44L33WBAWVEkLgej33vrb3/7GC08/zYGRKJXDJzAgAlKeGH6fCZFKiA8bIBK4Pd5vv/QM3e3rGTN9fzautDWsVSEPS995lSeXWKx/en3BXMBvGmQyGf70pz/x4fN/p1JvZ+SIkcyePRudEu8ke+AgnAtyVcqHOJlO8fvf/56NwQDfvv56fD5fv7rqQnUs71xOxsow/9n5LMssQ3/lbjShcfxPDyc0rIWKDd00j67hieWvD9jn22+/nSdfeJL41DgH73dwbqdmgJWmJlDDnXfdm+uDYRA+cC6k00xPaaxs60XXdFpjrbw3LAOmSbosQTaoVvY49//97+jr32Xc1HLSluS///0vf58/H2P8OC6//HKAgvmHL6+N2X6HZoT6WxgAvZEWrr7kR3wg6tn/hHnuzZlOp3nvhcd58vVFdExv5PjjjyfsDRLoC1Dm+OqGTJ3bbrvN7d/UxrKC/LOWZfH000/ztnibUceNwjAM4v647TedR/Y81Gq11E2r4/nnn2eJtoQvHvtFDASZTIaXX3mZtsxSnlueIhPwMa9xXr95zcHBIFogbrs7lCB736x6NcMxsQCaMx6ZTJqnn36alnffZVhrKwtee4k2K0lw/DFkLIu7X3wRKD0XT6fTPPmfF1lHJ3uPrGWg5SVpSVauWMnCN95k2IzJ7uKYz9Tx6UHS8ZHQl1uwy1iSl954jTUvvUn3s14ya7wcf/zxJeeKR+61F5aV4d1332VxrBvx5JN4dI87Rlk6Ozs5+uijAfi///s/fD5fro7aEq4EefO3EfWTiHh6CHteLdm/4jHufitNaEYIMxvl27J4+OFH6EwLZrcctsk6spib0eim02nu/M98Qqk1HPLZIzDa3gEgmUq61+XMg2ZSGxl8MK0sSiDeDKlly1jy4wtJPv4U79fA/V9s4bxPX8q4xDh6e3tJojMr/CGffPsPLPaPoer0v+JLNA11sxWKrUJtqJbP+Y9icWY6D3ufYaX5N14ONfC9jgP52WH/Ys70O2ipvJLlT/lY8b3v0fX4I1Rd9ON+k1WFQrF74WlqwvC2w8psMKfBLpR9vAW1VDSCnvf8yaUkCaLlCValmFkzkxVdK/Abeeaq2MG6oAeZStv+vw2zbHPlIirCdXgOO4Hl7/yRaIdFDTWsyjrg5dE+Yjhapn9Ao/xj2gcuMTl0c7Hkm90KMubgFhXy8+b2q9oCtJz/KMGKEqVyeDVIBC28eYJ7ZcTLUqBe1A+qPXkNG1yxrDY83493E5YCg8U/fhzjx40tEAgqwz4Sof6Clm7ZY90SzTOX9UWgu79PLtjmxXi91AF1MfvaGhUfxXsb3yPVWAVdznXmOuwKNx3WtlpgXpyuwCLNzObCd3Wlz6IuswKwzYY9upeRZaN4sWMDSGlHr867dItNol2/2bz7eI+aPQZsh0kJCwQ3WrczBpvIzuWymWugnz1C0bj2VZRjbsFlJISgnHL7WSHTm24a2Wjs9gGaEwEsKakIS5YtzysoNKyQl76AQbffwybsPcj2qCLu4e1Gi4CTEmprYkaiNJjltLFpgXiAptmxHpxNg4mpBkDLvtDdP9hZYf2CTk8lCMHIspFkZIbqYC6SfFOkadCKpHyUQDwAVl8fa2+5hdW/vYYkae6aa1L7+S9y9ZQz3AiDr7zxJp+PPcts/S3erf8MIz53DcLccjW9QrGj06Q3cO8R53DRHRfzgP4I6ytv5ouPPUa19Sm+evB9HDr1d7TfcS+rH3yQrqeepOp73yNy1GeUtlih2O3I3fNN8SACQWdfmlHV/aM6l/76x3tmdDU2Epidl7c3257q8bZ/3yYIe8JuXlnIaZSl1560C0PfZNq5GdUz6O3txdL+jGZBjFhJgdjy+QY0yw3MnEHXU7YGuZ8PI9BbVYUwPWj+nCmlDPvYWO2jloEFqGzO0Zqojw6fSTwvR+nMljieniAZR8jMBhgKzztwwL5CaaHacNocEYM04c2yGX/lLFmNp8/IzbWyJsXFeVU3x4JUFak8saN47Ga3ltaOa1JjrDaWmmBeKq6mPW3LgQEiUA9I/vpHfmqsggKDkQi3HIMMleFNi13heQfS9+4CWGwL+0aJazKfLX3nh0QoF204VwkAVsgHbZAZjNtBCYE4vyX9m1U4pj3V1cUFtpw894KqiI+1WZ98DEbXhPEauTRGrRUhulJdhS1yAvN1xnykpb4ZgdjGY2gEnHRgKbllKTGl17aEaY610BdtdrcbFRVoXk+/wIGDpsR1POjrIlRh/wwSj+5hUsUk0ulNL0oMBiUQFyEzGTbeey/LrrgcffV6nhstWHjyPpw57/s0hO2ACJ29Kf5z25UcuOhydC3DDZ2f4JSTlDCs2LXRhMZEfRydr7VhTPPyQvQl1qav4DuvtfL99nmcdtgBnDTlRrr+voDl3/shbX+6nupLr8LTOmaom65QKIYAv0cfvCDssnUX0T6O1sTVRjp+fcLjhZ5N+DNuBYyyMjsS7Zo1JSf5qUiE0IFzc4GkEGRqypBG36DqD3h09h9dqN2uifph0iF0ZjR4r4saR4upbSLAVCE54aLMuwnroIrRSDMErz+JyBdIAnEw/TCISW3YE2Zy5WQqAnmT5kEK0/kIBO1WwA0Wlc+w2DCqApu2JuiH4YVYw6D6UNyOkkJDv5zaH5/Q3nuBbrAlYpPm8aD5cqKZsRlVXykN8eao9BdbWzgmt+UR2qpayRgLNxsBeEsFcWtrDq/htfPxlueCQI2pCdN1yGyeuG8VmjRKLjxkxygbkTybLmxwOBG4DYNhYhirWU2FNnhBEoCKMVDRQU1ZK4G8oGzBWTO3rJ48xiXG0bPhXeiyI9Rnz9umLpsDmw7kwcUPfuRjbi2UQOxg9fXRdu99LLvxt+hLV/JeLTxyei3HHX8xp9XNccs9/erbJO85j6OtZ1kUnsxNS1tps0pHwVModkV0qTNTn8Yln/kJ97x3D9e+ciNtwWv5XU8j12T2Y85Bn+K7i2+n59mlvH/EUSQOGEXimz9Ba9iE75pCodi9MXyQ3oywaXghPTjBb2sg9phC7+oFWKEAnvo6PMOH0/nY49v8uJrfWVy3cnrkkK//dE0vi2G1rxiUMGA5ZYzaAXzrAnFCwCHjI4MOBNZrRAin1oIvCtg+xLOqZ7FEW4JlldCBV493BUZT5PbL8gGiyQ5AbaioD4O2xxwc2UCp25rqYDWWtFjmuJHmzMBFzkz4Y1hMzKyayYtrXnT/1qN2+qdU75Yt6kjLoiLsZU3Htrn3miPNGMIgiDOXdoKS9ekhLI+HRtm4+Zw4mzGZ1oo0wvrWvGaEgKY5RZsEWlmQDWVholZpUctyIsa7qYXyBGKxGasA6ZxDyzTxCR+NNLoB5wbdbE137t2PRzSQ0yQ3hhvJxCW9q962/w5mWN+nuanUSmHqJnvX721H+R9CdmuBWEpJ39tvs+auO9lw372Ybd18UA2Pf7acPY47l8uGH+mu3Cxb38FTt1/KQatuxC9SLJv5far3P5u2b317iHuhUAwNXt3LiWNP5OiRR3Pfe/dx6xu3ssT3Z96kgqP9ezEu7Oebr9+H/M+7bPzv0YT2qiRxypfwTDhy8BExFQrFToPm9eAdNfKjfXnYftC5atMT2xHzNi80F/FxNMRmLE7GiiI0Df/kyfmVDpoKUcEauWbzBfPQQvbE2OrLCSBzWhMsfalwwhicOZO+cg/aY2+yWbNaIWgbOQLfxImbLLYlUbG7zQRL9Qgz/WXMHeMeZlAC+tJUnI1aAG9oCnt8hAA4+WTNxz1bwWxye5JN7RWmg7dXthcohbPm31I30cL29bDR0NmSJDgJf4KZNTO3WFAqxmpvpzEepDEexLIG8H13cNN7beYmmVIxhaWanWM67AkzSstbFDH9yOFzWf/mv8GShERo833Ie26UVK4XNSfkNRgZThPxWoyoCLKOrX/tjCwbiU+G8cognhKm5l7DixCCUWVO3yO1dBqbiK6cR9Z1IzNoK44SZCO+b8Y0Ojz3AOQm7q09WxMsy3825aWf82hQ7d983PZ8V5WhYrcSiK3ubvo++IDk+++z/pkn6HjiCcw1G0np8MIIwbsnDmfWwadySesnXUG4rSfFv/5xF5Ne+ynHisUsLtsD/wm/oa5qFL1buMqmUOyK+Awfx446ls+M/AyPL32cW9+8lRe5n4WVJhfNmEHDa2Wc8t9HST+4jq5nLiY6+nt8OHEaq1oOwzvyAGqqKqiJ+In4DeVzrFDsxIT33x8j8hEXu7wh+2dTGIU5UwfDxxGIGyON9GR6aIrmAmV6R4zArB68Oe1HEYg9TY3I3h68eansvIaGv9jV0jQx4oMPYGh5PJtMVfVRsJzowUFvLhLuYEhisM4KIT+msAagOUHUrJ30/ZFVVrqRs4WgRw/TbjTSFJ+IHgqxfuwYNr7y8hYJxADl/i39Rn/0eILUyv6+8KXQNqvKtakOVlMmNnHt+qKOKfymBfAsm5s7CEBPJPDV54K9BQwIGXZuX3q3vkDsN/zELfvZ4SsRscvUTA5pOSS3Qfew1tcMPMvqTITmTdTtaWkBS5Ls7CywJNkSjKoqdN3ArNy0qXVxfvdidE1QuI62c96Hu7xAvPryX7HinjvQOrsxenKeE50+eLVF8N6eEaJz53HE1BM5Lc9MZkNXknsefIS6//2a48WzrDerWH/IzTRN/fTHDvqhUOyKaEJj/8b92b9xfxZsWMBdC+7i/vfv55nRbbw3uZKDl0xgzn8WkHphNYHX3mZqy4sEWi7g5dAI7rSm8Lw2gY7wCBJhP+UhL4mQh0TIS3nIQyLo/Hb+jvpNJTwrFIrNkp2gZ2OAbAmGZjAuMa5gm++jasC3AKHr+MaO3XxBgGgDHWYFXYaXkLmZBYUivIbmCrI7M5rPx4eJOMlNRJbNptLaEdEciTjfrzVgSBabNQyvdTSGQ/i+8w5rQS+LucHeNoVnS4OKbS0GEWU6MGtW6ejD22FsBz1fERov9tnRy5s3Vcw08Y4eBa9tYQTo/DoMA7O+fw7qj83WHs74sM1GvN8a7PxPws1gNjbwWovGCmHRFwqQrC8nOGIU1SOnsFf9HE4rG1lwob6zsoN/PP4kzW9exyk8TlL3s2bqN6iY903wBDZxJIVCkWVE2Qi+PfPbfHXaV3l0yaP864N/cXvySf5wUh+zV8c5+mUfmVdWIN6WVFe0cWb1PZxfdztpw8871nhebBvD06kR3NVTS4/V35zH0ATxoMcVnMtDXhJBDxVhL/VlAerL/NSX+YkHPUpwVih2Y4QQzG2Yi9/r33zhnRFNZ72/meEyucn0NqU4eHzN5gvtJPRuxnQ0YAY4sPlAHlv8GPDxLAe2NvGA3fZw3uKELmB8LE0iOEQCZhFikLnCi/MNbzfyBOKmRJA3lrcNyvy/fdRIAvvvD//857Zs3W5Fbs61le6xuqlbp57NsMsLxGXHHMNxRx+5yZu0qy/NQ2+u5Pkn/8Neq2/jq9oLZDST9klfomzed/AHBmfTr1AoCvHqXg5uOZiDWw6mK9XFEx8+wUNLHuKnjc+R3ltjn9cle72rMez1CGtei5AKGxg1H7J/2WscW9ZHJCaxKkbRlRjPusgYlgdG8YHWwupejbWdSdZ19rGuK8lLSzawrjNJZ1+h2ZPf1F3hOCco278b4gHKAkrTrFDs6pj6EE3StyMe4Rk6YWQnwdRMxiXG8Yx4Bp2Pb6q9tSgLejh0Qg3mmzuG8FsKze9HL4vhHTECHn54wHLZQFGm2M7XYt57fHhliOGVoYF2F2B5PHae6G3E2Gh6W2XN2nHZSedUu7xADKVXrDZ2J3liwVqeePlNyt67hyN5jCO0pfT6YiRnfAPfnC9TFioOBa9QKD4qQTPoCsdSSj5o+4AXVr3AC+ve5P6lbxF5YQHD3+9l7BKJ590IK4AlOqwp38j68ifoKnsUGUvjCWUYURFjdqyJRMUIysdNpKxmMlrFaLosg2Ube/hwQzcfbuhxfuzPr3zYxvquZEGbAh7dFZLrYn5qYj6qIz6qo7nfAc9u8ZhUKBTbiGbRjFfbdpNuxeCpDFQyQhtBkuTmC29HzM3k9x1qhGkS2nPPzfqIJy17XL2DyqL78fGMGkV6wcJB+RAPBZ4d+7Qq8thtZnrru5K8tqyNZ99by6J3XqZ+7RPsL/7Hz/R3MLQMnRVTsWadj2/iMco0WqHYxgghGBYbxrDYMHebPFaysmslyzo+ZOn7b9P7xuvIBYvwf7CCpqUbCb8B2UdWWkuxKraQ9+PvsaLs36yOQV9Y4gkbRMuj1CUaaI4PZ6/mSTTMno4ZbQRNo6svPaDA/PLSjf0EZoCo3+wnJGd/apxtyqdZoVAMREAEPnakX8VuwLD9oO3DoW7Fx6ImaJvhby+B2NvaSnDU5tN2qbfz9seoroL3Fg51MwbNLiMQJ9MWG7uTbOhOsXxjD0vWd7Ns7UZ6Vi0ktepdEj0fMFlbyBe1hSREOxjQHR+DPvZrMPl4QuUjhroLCsVujRCCmlANNaEaqJkBexbuT2/YQPKDRXR9sID2996h+oP3qVjyIZNfXYnumkqngXV0e9axMfQyrwT+xhMBsHxgBDQCoQCxUBnxshpGVYwgWj0SbWQzwl+G0BMkLVjfk2FNd4o1XUnWdKVZ0SdZZPlZ2d7LOys7WN3RWxD8BOwIkjVRP9URHzUxH7VRv/u7Omr/VlG0FQqFQjEgwXL7ZydLH5XPsOgwxmhj0IRSje6umPX1dqqwj5pxYIjYeQTila/Bkmd54f1VvPrBSjQrhW4lMWQSkelDZFL4RR9x2qkR7UwQbcTpQHOym0tT0BMbgafpk9A4C4bPJRDdBtHVFArFNsEoK8MoKyMwdQr58QallGQ2bCC1fAWpFctJr1hB15IP8H+4gNiaFWQ2tKGv6MXblUG3OoFOYCntPEf7AMcKOT8tgG/2DBpvuhldd7TTGYu1nUlWtPWwqr2XFW29rGyzf69o62H+B+tY1dZNWqZBWAiRAZHB74HykEHIpxH2a4R9GkGvRtAn8BhgaBJdB12T6BoYukDTJEhJ9h/Z31IihQQJrRUBdN3Z45S1pOV+llJi4fyd/zm7T1pUB6uZ1zxvG549hUKhUOwO7IjCsFqL3n4IXceIxwedgm1HYecRiN9/DB74PtOB6YCFRlqYZDSTjMeLpXnA8JL2xdFC4/CV1SBiNZBohcRwRKKVgHfoEz8rFIqtixACIx7HiMfxj7dTpJQKgyelJNPVyao1i1m6/GWWL3uV1WveZ23bKtb3dtCRSZGRoGV/LPv3+tCLvPGnKXgl6Ag0IRAIdKGhCQ0pBGkpSWORClik/Rn81aXbusH5ASDp/HR8zAFY8DG/D8ysmMy8xKTNlJIgLbAyYKXzfqdBltiWSUGqx/nphnSv/Tv7d8G+Pnt/ui/vx/k702fXJS048rcw+rCP32GFQqFQ7PJkg08reVixOXYegXj6aTD5RNA9YPjQdIMdNx6fQqHY0RBCYITC1IXGU9cyvt9+KSXtyXbWdq1izfqFtLUtprtzBV3da9i/ex3dfW3IdA9WupdMutf53AeAgcSQ9m9TSkwJhpSY2e1SYuD8dj5rgO581qVEc/YLZ58mQZD7WwBC4vxtb89us/fnlXXKFZSVefVkyzrl9EVL4bn7ttnYFyA0MINg+sD0g+F3fnvtn0Dc/q17wfDZnzUDNB2iW55LVrGDoxnsfmFYFQrF9mBWS5w3XpBKIFZslp1HIPYE7R+FQqHYBgghiHqjRL1RWuMjB/cly4K+dkf76Wg801nNZ6+t3cxqVWUGpHQ+W87fefsG+8reItuvrV2nAN3MCaiaAcL5nb9N00EzbUHX9IMZyP3WTWW/pnCRI+aBTA11MxQKxS5IechLSygz1M1Q7ATsPAKxQqFQ7GhoGvhjQ90KhWLnxfSDodyZFAqFQjF07Hie7wrFbsCtt97KiBEjME2T4cOHD3VzFAqFQqFQbAN+//vfu+/75ubmoW6OQqEogRKIFYrtTFtbG2eccQZ77bUXjz76KHfeeedQN0mhUCgUCsVWZtWqVZx++unu+/7uu+8e6iYpFIoSKJNphWI7s3LlStLpNCeffDJ77bUX6XSahQsLk5dLKclklN+LQqFQKBQ7KwsXLix435dCSkkqlcLjUaFiFYqhQmmIFYrtyHXXXcePfvQjAA444ACEEPz4xz/m3HPP5brrruOmm25i7NixnHzyybzxxhu0t7dzzjnnMGbMGILBIDU1NXzqU5/i7bff7lf3+++/z9VXX80ZZ5xBKBRi+PDh/OAHP9jeXVQoFAqFYrfntNNOc4Xg7Pv+oosuorm5mc9//vPceOONjBw5EtM0eeSRR9z3/YQJEzj11FM566yzOOqoo0q+7z/44AMeeOABfve73xGLxRg+fDgXXHDB9u6iQrHLoDTECsV25KijjqK1tZVbbrmFa665hqlTp1JdXc21117La6+9xsaNG7nooot4/fXXqa6upqOjg3Q6zY9+9COqqqpYt24dv/3tb5k9ezZvvfUW1dV2wtsPPviAPffcEyEExx57LMceeyxLly7liSeeYOLEiUPca4VCoVAodi8uuOAC9thjD84++2z3fV9fX8/vf/97HnzwQV5++WUuvvhiEokEI0aMcN/3P/zhD3nrrbfo6Ojg1VdfZe+99+aiiy5y6120aBH77LMPfX197LHHHnzrW99i+fLlPPXUU0PXWYViJ0cJxArFdqSqqoq6ujoAxo4dyx577EE6nQagu7ub//znP5SXlyOctDR1dXVcd9117vczmQwHH3wwlZWV3HbbbXzta18D4MILL6Svr49f/OIXxGIx9t9/fwzD4JRTTlE+ygqFQqFQbGdaW1tZsWIFkHvfZ2lra+OVV16hvLy84DvXXXcd6XSaO++8E8uy+NGPfkRtbS3z5893y1x88cX09fXxmc98hmAwyH777YfP5+O0005z5xMKhWLLUAKxQrGDMHLkyH4vR4A77riDyy+/nHfeeYe2tjZ3+zvvvON+fuCBBzj88MOJxWLbo6kKhUKhUCg+InvuueeA7/vLLruMN954g+7ubnf7ihUrXB/jhx9+mMMOO4xgMLjd2qtQ7OooH2KFYgehlDD797//neOOO4499tiD22+/nfnz5/P8889TUVFBb2+vW27dunXU19dvx9YqFAqFQqH4KGTdnfK5//77Oe6445g1axZf+cpX+PGPf8wzzzxDRUUFqVTKLbdu3TrX0kyhUGwdtqmGWEoJQHt7+7Y8zJDR29tLMpkE7D5mP39U0um0uyLY3t5e8NkwNn2qsm1Jp9P09PS437csCwBN09zzUKre7Pcty6Knp4dkMklPTw+6rrvHyGQybh97enoA3GPmf1fXdfd4+e3Oti2/7myd2TrS6XTBcbKfS41HcX2b6l+pscrva/5x88/lps5Jts35x8qOebau4vHo7u52Bdmuri63nmxU6eI+3HXXXeyzzz5cfPHFbvuTySTr168nlUq55ROJBIsWLWLUqFH9xmig8djUvoHKFI/35q5LhWJHJHvfZN9Rio/HlrzrSz23t8ZzpPhZBZt/F2wLit8v2Xfo5t7Bm2Og53Wp7dvjub259hTPPfL3Z9sDFLRpMO+kUpSai22ufalUimQy6bZvMPO3wVy7xcft6uoCcu97sO+XdDrd73754x//yD777MOPfvQjNz1Tc3Mz69evJ5PJuHOOeDzO4sWLicfjBX0udfxNzYFKfXdL+7el+wcqN9A1XOo62pLrZLD3zaaeHZu7vwbbx81dz5u6N0rVl23nQPcaQGdnp2tGnz3XW/u5uCXPpu19rC151wu5DWcEH374IQ0NDduqeoVCoVAoPjJLly5VlhVbgffff5/W1tahboZCoVAoFP0YzLt+mwrElmWxfPlywuGwGyRoV6O9vZ2GhgaWLl1KJBIZ6ubs9OwO4/nEE09w+OGH8/e//529994bgAkTJrDXXntx7bXXFpS9+eab+frXv873vvc9Zs6cyfPPP89NN91ET08Phx12mFt+8eLF7LfffkQiEb7+9a/T0tLCsmXLePzxx7ntttt26fHcnuwO1+f2ZKjGU0pJR0cHtbW1aJryHPq4bNy4kbKyMpYsWUI0Gh3q5uwSqGfN1mcoxnR7vu+ffvpprrrqqu3SL1DX6LZAjenWZUve9dvUhkjTtN1m9T0SiaiLdyuyK49nNhBGMBh0+yiEwDTNfn0+99xzWbt2LTfffDO/+tWvmDFjBv/85z856qijCspPmDCB5557jgsuuICLLrqIrq4uGhoaOOqoo4BdezyHAjWeW5ehGE8luG09shONaDSq7outjHrWbH2255huz/f98ccfPyTXirpGtz5qTLceg33Xb1MN8e5Ae3s70WiUtrY2dfFuBdR4bl3UeG5d1HhuXdR47hqo87j1UWO69VFjunVR47n1UWM6dChbMYVCoVAoFAqFQqFQ7JYogfhj4vV6ufDCC/F6vUPdlF0CNZ5bFzWeWxc1nlsXNZ67Buo8bn3UmG591JhuXdR4bn3UmA4dymRaoVAoFAqFQqFQKBS7JUpDrFAoFAqFQqFQKBSK3RIlECsUOwH//Oc/2WeffQiFQkQiEWbMmMHjjz8+1M1SKBQKhUKxlVDveoViaFACsUKxg3P99ddzxBFHMH36dO655x7uvPNOjj76aLq7u4e6aQqFQqFQKLYC6l2vUAwdyodYodiBWbRoEWPGjOGSSy7hq1/96lA3R6FQKBQKxVZGvesViqFFaYhLcM0119Dc3IzP52PWrFk899xzmyx/5513Mnr0aHw+HxMmTOCf//ynuy+VSvHtb3+bCRMmEAwGqa2t5ZRTTmH58uXbuhs7DFtzPIs544wzEEJwxRVXbOVW7xjcfPPNaJrGGWecAWybsXzrrbf41Kc+RTQaJRgMMmPGDJYsWbJN+rOjsbXHs7Ozk3POOYf6+nr8fj9jx47luuuu25Zd2KHYkvF84403OProo2lubt7kPbyl50ix/VHnaHBccsklzJgxg3A4TGVlJUceeSTvvPNOQZne3l7OPvtsEokEoVCIo48+mlWrVhWUWbJkCYcddhiBQIDKykrOP/980un09uzKDsnPf/5zhBAFAuXOMp7F7/qhZNmyZZx00kkkEgn8fj8TJkzghRdecPdLKfnhD39ITU0Nfr+fuXPnsmDBgoI61q9fz4knnkgkEiEWi/GFL3yBzs7O7d2VHYJMJsMPfvADWlpa8Pv9tLa2cvHFF5Ovj1RjugMgFQXcfvvt0uPxyJtvvlm+8cYb8vTTT5exWEyuWrWqZPmnnnpK6rouf/nLX8o333xTfv/735emacrXXntNSinlxo0b5dy5c+Vf//pX+fbbb8tnnnlGzpw5U06bNm17dmvI2Nrjmc9dd90lJ02aJGtra+Wvf/3rbdyToWH//feXU6dOlbfccousrKyUgKysrJTf//73t8pYLly4UMbjcXn++efLl156SS5cuFDee++9A9a5K7Etrs3TTz9dtra2ykcffVR+8MEH8vrrr5e6rst77713e3VryNjS8XzuuefkN7/5TXnbbbfJ6urqkvfwltap2P6oczR4DjroIHnLLbfI119/Xb788svy0EMPlY2NjbKzs9Mtc8YZZ8iGhgb58MMPyxdeeEHusccecs6cOe7+dDotx48fL+fOnSv/97//yX/+85+yvLxcfve73x2KLu0wPPfcc7K5uVlOnDhRnnfeee72nWU889/1w4YNk7quy9bWVnnNNdds13asX79eNjU1yc9//vNy/vz58v3335f/+c9/5MKFC90yP//5z2U0GpX33HOPfOWVV+SnPvUp2dLSInt6etwyBx98sJw0aZJ89tln5RNPPCGHDx8uTzjhhO3alx2Fn/70pzKRSMi///3v8oMPPpB33nmnDIVC8sorr3TLqDEdepRAXMTMmTPl2Wef7f6dyWRkbW2tvOSSS0qWP/bYY+Vhhx1WsG3WrFnyy1/+8oDHeO655yQgFy9evHUavQOzrcbzww8/lHV1dfL111+XTU1Nu6xAPGrUKBkOh2V5eblsbm6WRxxxhDzjjDMkIG+66aaPPZbHHXecPOmkk7ZpH3ZUtsW1OW7cOPnjH/+4oMzUqVPlBRdcsBVbvmOypeOZz0D38MepU7F9UOfoo7N69WoJyMcff1xKaS+gm6Yp77zzTrfMW2+9JQH5zDPPSCml/Oc//yk1TZMrV650y1x77bUyEonIvr6+7duBHYSOjg45YsQI+eCDD8p9993XFYh3pvHMf9ffeOON8uGHH3bf9TfffPN2a8e3v/1tuddeew2437IsWV1dLS+99FJ328aNG6XX65W33XablFLKN998UwLy+eefd8v861//kkIIuWzZsm3X+B2Uww47TJ522mkF2z796U/LE088UUqpxnRHQZlM55FMJnnxxReZO3euu03TNObOncszzzxT8jvPPPNMQXmAgw46aMDyAG1tbQghiMViW6XdOyrbajwty+Lkk0/m/PPPZ9y4cdum8TsIlmXR0dHBNddcw9KlS/n85z/Ptddey8EHH8xPfvKTjzWWlmXxj3/8g5EjR3LQQQdRWVnJrFmzuOeee7Z1t4acbXVtzpkzh/vuu49ly5YhpeTRRx/l3XffZd68edumIzsIH2U8h6JOxdZFnaOPR1tbGwDxeByAF198kVQqVTCeo0ePprGx0R3PZ555hgkTJlBVVeWWOeigg2hvb+eNN97Yjq3fcTj77LM57LDD+j2fd6bxzL7rr7/+er74xS/yiU98wn3X//jHP95u7bjvvvuYPn06xxxzDJWVlUyZMoUbb7zR3f/BBx+wcuXKgjGNRqPMmjWrYExjsRjTp093y8ydOxdN05g/f/5268uOwpw5c3j44Yd59913AXjllVd48sknOeSQQwA1pjsKSiDOY+3atWQymYIHI0BVVRUrV64s+Z2VK1duUfne3l6+/e1vc8IJJxCJRLZOw3dQttV4/uIXv8AwDM4999yt3+gdjEQiAcDkyZMLxnLevHksWrSIsrKyjzyWq1evprOzk5///OccfPDBPPDAAxx11FF8+tOf3uXTPGyra/Oqq65i7Nix1NfX4/F4OPjgg7nmmmvYZ599tn4ndiA+yngORZ2KrYs6Rx8dy7L46le/yp577sn48eMB+xnj8Xj6LZbnj+dAz6Hsvt2N22+/nZdeeolLLrmk376daTyz7/oDDzywYHv2Xd/R0bFd2vH+++9z7bXXMmLECP7zn/9w5plncu6553LrrbcCuTHZ1D2/cuVKKisrC/YbhkE8Ht8tr9HvfOc7HH/88YwePRrTNJkyZQpf/epXOfHEEwE1pjsKxlA3YHcilUpx7LHHIqXk2muvHerm7JS8+OKLXHnllbz00ksIIYa6OduccePG8eyzzw64/+ME/rAsC4AjjjiCr33ta4AteD/99NNcd9117Lvvvh+57t2Vq666imeffZb77ruPpqYm/vvf/3L22WdTW1vbT3uhUCh2X84++2xef/11nnzyyaFuyk7L0qVLOe+883jwwQfx+XxD3ZyPxebe9X19fYTD4W3eDsuymD59Oj/72c8AmDJlCq+//jrXXXcdn/vc57b58XdF7rjjDv785z/zl7/8hXHjxvHyyy/z1a9+ldraWjWmOxBKQ5xHeXk5uq73i0C4atUqqqurS36nurp6UOWzwvDixYt58MEHd3ntMGyb8XziiSdYvXo1jY2NGIaBYRgsXryYb3zjGzQ3N2+TfgwlRx11FAAvvfRSwVj++9//prm5mY6Ojo88luXl5RiGwdixYwvKjBkzZpePMr0trs2enh6+973v8atf/YpPfvKTTJw4kXPOOYfjjjuOyy67bNt0ZAfho4znUNSp2Lqoc/TROOecc/j73//Oo48+Sn19vbu9urqaZDLJxo0bC8rnj+dAz6Hsvt2JF198kdWrVzN16lR3PvD444/zm9/8BsMwqKqq2mnGM/uu/89//lOwPfuuLy8v3y7tqKmp2eScIDsmm7rnq6urWb16dcH+dDrN+vXrd7trFOD88893tcQTJkzg5JNP5mtf+5pr1aDGdMdACcR5eDwepk2bxsMPP+xusyyLhx9+mNmzZ5f8zuzZswvKAzz44IMF5bPC8IIFC3jooYdc05hdnW0xnieffDKvvvoqL7/8svtTW1vL+eef3+9Fsitw6KGHsv/++3P22WfT0NDALbfcwumnn84DDzzARRdd9LHG0uPxMGPGjH5pP959912ampq2TYd2ELbFtZlKpUilUmha4WNV13VXG7+r8lHGcyjqVGxd1DnaMqSUnHPOOdx999088sgjtLS0FOyfNm0apmkWjOc777zDkiVL3PGcPXs2r732WsHkOLvIXizI7OoccMABvPbaawXzgenTp3PiiSe6n3eW8cy+67/85S9z3XXX8cADD7jv+u3pQ7znnntuck7Q0tJCdXV1wZi2t7czf/78gjHduHEjL774olvmkUcewbIsZs2atR16sWPR3d29yXmBGtMdhCEO6rXDcfvtt0uv1yt///vfyzfffFN+6UtfkrFYzI1AePLJJ8vvfOc7bvmnnnpKGoYhL7vsMvnWW2/JCy+8sCAVSzKZlJ/61KdkfX29fPnll+WKFSvcn90hIuTWHs9S7MpRpqWUsq2tTZ511lkyGo1KQDY0NMjLL798q4zlXXfdJU3TlDfccINcsGCBvOqqq6Su6/KJJ57Y7v3c3myLa3PfffeV48aNk48++qh8//335S233CJ9Pp/87W9/u937t73Z0vHs6+uT//vf/+T//vc/WVNTI7/5zW/K//3vf3LBggWDrlMx9KhzNHjOPPNMGY1G5WOPPVYwF+ju7nbLnHHGGbKxsVE+8sgj8oUXXpCzZ8+Ws2fPdvdn0wTNmzdPvvzyy/Lf//63rKio2O3TLmXJjzIt5c41ntl3fWVlpfR4PHLixIny9ttv365teO6556RhGPKnP/2pXLBggfzzn/8sA4GA/NOf/uSW+fnPfy5jsZi899575auvviqPOOKIkimCpkyZIufPny+ffPJJOWLEiN02RdDnPvc5WVdX56Zduuuuu2R5ebn81re+5ZZRYzr0KIG4BFdddZVsbGyUHo9Hzpw5Uz777LPuvn333Vd+7nOfKyh/xx13yJEjR0qPxyPHjRsn//GPf7j7PvjgAwmU/Hn00Ue3U4+Glq05nqXY1QXifLbFWP7ud7+Tw4cPlz6fT06aNEnec88927obOwxbezxXrFghP//5z8va2lrp8/nkqFGj5OWXXy4ty9oe3RlytmQ8B3o27rvvvoOuU7FjoM7R4BhoLnDLLbe4ZXp6euRZZ50ly8rKZCAQkEcddZRcsWJFQT2LFi2ShxxyiPT7/bK8vFx+4xvfkKlUajv3ZsekWCBW47nl3H///XL8+PHS6/XK0aNHyxtuuKFgv2VZ8gc/+IGsqqqSXq9XHnDAAfKdd94pKLNu3Tp5wgknyFAoJCORiDz11FNlR0fH9uzGDkN7e7s877zzZGNjo/T5fHLYsGHyggsuKFCKqTEdeoSUUm5vrbRCoVAoFAqFQqFQKBRDjfIhVigUCoVCoVAoFArFbokSiBUKhUKhUCgUCoVCsVuiBGKFQqFQKBQKhUKhUOyWGNuycsuyWL58OeFwGCHEtjyUQqFQKBSDQkpJR0cHtbW1/dJhKLYc9a5XKBQKxY7Glrzrt6lAvHz5choaGrblIRQKhUKh+EgsXbqU+vr6oW7GTo961ysUCoViR2Uw7/ptKhCHw2G3IZFIZFseSqFQKBSKQdHe3k5DQ4P7jlJ8PNS7XqFQKBQ7Glvyrt+mAnHWdCoSiaiXpEKhUCh2KJR579ZBvesVCoVCsaMymHe9cp5SKBQKhUKhUCgUCsVuiRKIFQqFQqFQKBQKhUKxW7JNTaYVOx7JRYvYeO+99PzvZayODoyaakL77EP0sMPQgsGhbp5CoVAoFAqFYmekax2sfhOa9wLlkqLYiVAa4t0EK5lk5c9+xnuHHc66G25E9vRglJfTt2ABK394IQsPOpi2e+9FSjnUTVUoFAqFQqFQ7Gx8+Dx0roJU91C3RKHYIpSGeDcg09bG0jPPouellyg78UTKzzoTI5EA7Bxdva+8wqpLL2P5t79D53+foOanP0Hz+Ya41QqFQqFQKBQKhUKxbVEC8S5OprOLJad/ib633qLuyiuJHDSvYL8QAv/kyTT98Q+su+l3rPn1r0ktW0bDjTegq5QkCoVCoVAoFIpBoawMFTsnymR6F0ZKyYrvfofeN9+k7qrf9BOG8xGaRvmXTqf+6qvofeMNlnzxi2Q6OrZjaxUKhUKhUCgUOz/Kf1ixc6EE4l2YdTfeRMeDD1H1rW8R3m+/QX0nfMAB1P3mSnrffIulZ5yJ1de3bRupUCgUCoVCoVAoFEOEMpneRel59VXWXHEFkcMPp+zkk3I7LAvWvAVLn4O+dvCGoXYKVE8ig2DB6g7eKRtJ5rTzGXP9z/jv6eex9twLGF8fZVRVeFDJrRUKhUKhUCgUCoViZ0AJxLsgMpVixfd/gFFVRfVFF9lCbDoJL90Kz14L69/r9501njquTx7Mzb37Y6EBcT4z7jC+8Nw/ePBiD98ccxA1UR+fmVbPKbObqQh7t3/HFAqFQqFQKBQKhWIrogTiXZB1v7uZvnffpf66a9FDQVj0JNz/VVi3ABpmwd7fINmwJ/e/l+LO/75M1YaXOIVH+T6/45zqZ1l90BUkE1EkjXBpipPuf4D9PjGVO8rGc82jC7nhv+9z3twRnL73MExdWd0rFAqFQqEYPMlMEo/uGepmKBQKBaAE4l2O1MqVrL32WiKHHkp4n73hkZ/Afy+D+DA46f+whh3A3176kCtufJflbb1MqKth7nFfoXn4d/jLcz/n3wvv5bX5p5F2TKP1MZLvva4x5oZfst8Pj+bMc77A7x5fzy///Q7/em0l1588jdqYf4h7rVAoFAqFYmdgSfsSXl/7OnvX703Yo7JZKBSKoUcJxLsYa678DUhJ5Xlnwu0nwrv/gmmfh4Mu4fU1KX5w3dP8b8lGpjWV8fOjJzKntYzb37mdI++/no19GxlTMZJT1y5lZNtqAnt/k87yESwa8QZtF/yF1l/8jW+vuo9pUw7hZ6OO55L7VnHENU/xu89NZ2J9bKi7rlAoFAqFYgdnbc9aALpSXUogVigUOwRKIN6F6H37bdruuYfEycdj/utUWPUGHH4Fmamf59rHFnLFQwsoC3q44rjJHDG5luVdyznl36fw2trX2KtuL86ZfA7jysdBzwb4wxHwwM/gs3fA3ueT/OOxvHfsMfz0PoNvhh7mQfNBPj33OB55ZhKfvXE+f/zCTKY0lg31ECgUCoVCoVAoFArFoFEOoLsQqy+9DD0SJuG5F9Z/ACf9jaXDjuO465/hsgfe5fCJNTz09X05ckodz6x4huP/fjyL2xdz+b6X89sDfmsLwwD+Mjj5HkgMh9uOh+X/w9PURONvria8soObnx7PYc2HcNf7fyTSejWxshWc8rvneO3DtiHtv0KhUCgUCoVCoVBsCUog3kXoevZZup56ivKJvejJlXDyXcwXk/jk1U/yzqoOrjx+MlccP4Wo3+Tehfdy5kNnUhmo5PbDb2de87z+6ZQCcVsoDpbDbSdA+3KCs2ZSc9GFpJ58lrOfDHLTvJtIyT464lfgL3+WU299juUbe4ak/wqFQqFQKBQKhUKxpSiBeBdh7VVXYoQEsYY1cNL/8bfVtZz0u/lUhLz84yt7c8TkOgBue/s2vv/U95ldO5s/HvJHGsINA1caqrBNpvs6baE42U3sM58hfuqprL/1D4z872Lu+tRd7Fe/Lz2Rv9EX/StfuHU+XX3p7dRrhUKhUCgUCoVCofjoKIF4F6D7qUfpfvFlEmO60T73N25cVMk373yFPYYl+L+z5tCYCABw8+s387P5P+PApgP5zf6/IWAGNl955Rg45hZY+Src/WWwLCq/+Q1C++3HyosvRrzwKr/e/9ecOelMCM9nsXENX/3r80gpt3GvFQqFQqFQKBQKheLjoQTinZ1UD2sv/jq6zyL2/Zu5amEFP/3nW3xyUi03f34GEZ8JwJ/e/BO/fvHXfHLYJ/nlPr/csvx/Iw6Eg34Gb90H/70UoevUXnYZ3uHDWXrOV+h75VXOmnwWF82+CD30Dk92XsJNT729jTqsUCgUCoVCodhxUUoRxc6FEoh3ZqwMPb/5LF2Leokf90l+vbiOyx98l89Mq+eK4yZj6vbpvWfhPfzi+V8wr2keF+95MYb2EYKLzzoDJp8Ej/0M3vo7eihI4003YlZWsuRLX6b3rbc4euTRXLrPLzGCi7ni1e/zyodrt3KHFQqFQnHNNdfQ3NyMz+dj1qxZPPfcc5ssf+eddzJ69Gh8Ph8TJkzgn//854BlzzjjDIQQXHHFFVu51QqFQqFQ7JgogXhnRUr493dZ+4+X0UM+7pr6ea56ZCGfndXIL4+eiK7ZQbIeWvwQFz59IXvW7cnP9/45uqZ/tOMJAYf/Cupn2KbTq9/CKC+n8Zab0UMhlpx6Gj2vv8HBLQdzwYyL0ILv8oV/fIOO3r6t2GmFQqHYvfnrX//K17/+dS688EJeeuklJk2axEEHHcTq1atLln/66ac54YQT+MIXvsD//vc/jjzySI488khef/31fmXvvvtunn32WWpra7d1NxQKBGLzhRQ7J8ptTrGToQTinZUXbqb3P7+jc7mPZYecwM8eXcxRU+r4yRHj0Rxh+OnlT/Ot/36LyRWT+fV+v8bUzY93TMMLx/4RPCG4/bPQswGzpobGW3+PFgqx5HOfo/v55zl+7FEcO+xs+nwvcdI931P+xAqFQrGV+NWvfsXpp5/OqaeeytixY7nuuusIBALcfPPNJctfeeWVHHzwwZx//vmMGTOGiy++mKlTp3L11VcXlFu2bBlf+cpX+POf/4xpfsx3hUKh2DKkhJ6NQ90KhWK3RQnEOyOLn4F/fYu1S0ZgBUOc09PKfqMq+OVnJrrC8KtrXuWrj36V1lgrVx9wNX7Dv3WOHamB4/8MbR/C306DTBpPQwNNf/4zZm0NS754Oh2PPcYP9j6D0b4jeL/vAX7x9C1b59gKhUKxG5NMJnnxxReZO3euu03TNObOncszzzxT8jvPPPNMQXmAgw46qKC8ZVmcfPLJnH/++YwbN26z7ejr66O9vb3gR6FQfAxWvQELH4LetqFuiUKxW6IE4p2NtmVwxyn0ySY63m7n/5r3ZFhTFb89carrM7xww0LOevgsKvwVXDv3WsKe8NZtQ/10OPwKeO8ReOD7ICVmVSWNf/gD3lGj+PCcr9D293/w+yMvxNM3nj8v+A3zl7+4ddugUCgUuxlr164lk8lQVVVVsL2qqoqVK1eW/M7KlSs3W/4Xv/gFhmFw7rnnDqodl1xyCdFo1P1paNhE+j6FYgCkCryUo2e9/Tu9q7iZqXOr2LlQAvHORLoP7jgZUj2sXD2dXsPDQ2P24/qTpxHw2IGylnUu48sPfhmv5uWGeTdQ7i/fNm2ZciLM+QrMvxaevgoAo6yMxptvJjB9OsvPP5/kXX/jV5/4BVaqjHMe+hrre9dvm7YoFAqF4iPx4osvcuWVV/L73/8eIQbn0/nd736XtrY292fp0qXbuJUKxe7CtvWrllLy1op2elOZbXochWJnQwnEOxMP/xiWvUjfHj+h85Enub9lT35x6t7Uxmxz6LU9a/nyg1+mz+rj+gOvpy5Ut23bM/fHMOEYePAH8MrtAOihIA3XX0foE59g5Y9+zLiH/sXBiW/Rk+ngvAeVP7FCoVB8VMrLy9F1nVWrVhVsX7VqFdXV1SW/U11dvcnyTzzxBKtXr6axsRHDMDAMg8WLF/ONb3yD5ubmknV6vV4ikUjBj0Kh2PFZ15Xk3VUdvLJ0Iz0vv0zb3/8x1E1SKHYIlEC8s7DwIXjmapj5ZZ74y8ukhE7LmV9kdmsCgI5kB2c9dBaru1fz2wN+y/Cy4du+TZoGR/wWhu0H95wJr95hb/Z6qb/yCqJHHsmaK67g6++8SrDzU7y8/in+/NZft327FAqFYhfE4/Ewbdo0Hn74YXebZVk8/PDDzJ49u+R3Zs+eXVAe4MEHH3TLn3zyybz66qu8/PLL7k9tbS3nn38+//nPf7ZdZxQKxXYnq5PISEnyw2Xb/kAKxU7CR0hIq9judK6Bu8+EqvE8Gf0slU+fxLvTD+CkgycD0Jvu5SuPfIUFGxdwzQHXMLFi4vZrm+GB42+D20+Au74EmRRMORFhGNT87KdokTAbbv09NxxyBMe3juCy5y9l7/rZNEWatl8bFQqFYhfh61//Op/73OeYPn06M2fO5IorrqCrq4tTTz0VgFNOOYW6ujouueQSAM477zz23XdfLr/8cg477DBuv/12XnjhBW644QYAEokEiUSi4BimaVJdXc2oUaO2b+cUCsV2QaW8UigKURriHR0p4d6zoK+dDYdcy7OX3YQmJQf9+BsIIUhbac7/7/m8tOolfr73z5lTO2f7t9ETgBNuh+EH2G19/ncACE2j6rvfJXHmGXj+dS8/+V8t6bTgm4/8UJlOKxQKxUfguOOO47LLLuOHP/whkydP5uWXX+bf//63GzhryZIlrFixwi0/Z84c/vKXv3DDDTcwadIk/va3v3HPPfcwfvz4oeqCQqFQKBQ7FEpDvKPz8l9gwQPIQy/ne/9ez+kLnsSYexDh5kYsaXHh0xfy2NLH+OHsH3JQ80FD107TD8f/Be48Ff7xdTst0yd+gNA0Ks49F1Ipxt70O07tGcfvD3qJO9+5m2NHf3ro2qtQKBQ7Keeccw7nnHNOyX2PPfZYv23HHHMMxxxzzKDrX7Ro0UdsmUKhUICKMq3Y2VAa4h2ZztXwn+9B8978KX0AsX/fgz/dR8u5ZyKl5LIXLuO+9+7jvKnncczIwU92thmGF479A8z4Ijz5K/i/L0CqFyEEFd/4BmUnncShL73BvGfK+Plzl7KuZ91Qt1ihUCgUCoViaNlOVnMq1dXuhUyn6XzqKTI7UK747lQ33anuoW5GP5RAvCPzr29DqodFs3/Kpfe9wmcWP0XoE/vjHTGCm167iT+++UdOGXsKXxj/haFuaQ7dgEMvg4MugTfuhlsPh46VCCGo+t53CR84l9MeX8vYBV2c/8hPhrq1CoVCoVAoFArFLkdmwwYyGzbS+9bbQ90Ul8eWPsZjSx8b4lb0RwnEOyrv/AveuIv0Pt/izH+3c/iHLxDo6aT8S1/ijnfu4Df/+w1HtB7BN6d/c9C5I7cbQsDss2wT6tVvwQ37w7IXEZpG7S9+gW/MGL5+r2T52w/y3yXzh7q1CoVCoVAodkIeX/o4Dy5+cKibsfXY0eZzHxUVJ2bHQNft35bKO705lEC8I9LXCf/4BlSN57d9h7Jg2Xo+u+gJAjNn8mTZGn7y7E/Yr2E/Lppz0Y4nDOcz+lD4woN2JOqbD4FXbkcLBGi89rf4QhG+/n9w4QM/IqNuVIVCoVAoFFtIV6qLVCY11M1QKHZIhGaLedKyhrglOz5KIN4ReeoKaF/Gojk/5arHF/EtuQB97WrWHbsf3/7vt5lSOYVL97kUQ9sJYqJVjYXTH4Wm2XD3l+E/F2CWJ2i64tfUbbA44V+LuOS/tw51KxUKhUKhUGxHVOqfoWNH1qUotiLZE70jC8S97bD+g6FuhRKIdzg2LoWnr8KacCznPmGQ8Aj2ff4fMGkMZ7ddT1Okid984jf4DN9Qt3TwBOJw4v/BHmfBM1fDX44hOGEEiXPPZe83JGvvvpqlG1WALYVCoVAodmuWPgcdq4a6FYqPjTKZ3iFwTNdlZge2xFz4ECx7cahboQTiHY6HfwQI/hw6lVc/bOOy4GKslSu5YspKwt4I1829jqg3OtSt3HJ0Aw6+BI74LSx6Em78BFVH7UP31Il87pEevvv7H6jcxAqFQqFQ7Ma0rX2HxW/fM9TNUHxU1Dxuh8KdV28HDXEqk2J97/ot/6LcMbTXSiDekVj6PLx2J+unnMnFT7TxqTEJKu+7jfeH+Xm9Ea478DqqglVD3cqPx5QT4dR/QbIbcfOBTPx/9t47zpKjOv/+VnffPDlu1q5WYZUTSEICbAxGYLBNDjZgeAkGg8EmGhOMwYBNMNgEY/MzGGxjhMggISEJBZS1Sdqcdyft5Lk5dXfV+0fne+/MBoUV4j6fjzQz93ZXV1VX956nznPOeceLUEaMl/z8dv71jrtOde/aaKONNtpoo41ThLvz+9lRnjiuY3M/v57Y4aOPcY/aaOM3H4+Hh/jBqQe5b+K+31jnVpsQP1GgFNz0QVTnCv7yyDPIxHXeXd+JPT3N/zzN5ou/9y+c3n36qe7lo4NVT4G33A6DG4j98q0MveIpnDOmmPifj7JjIneqe9dGG2200UYbbTyWsCW1m27FnDg+8tsKuVqW+JOGED9OJMK7zG8oaWnjBOHdZ/ux98Lm60+QWsdSnlRW7TYhfqJg989h7EHuW/d27h6p8HfXrGfhP7/MttMEL3vlR3nqsqee6h4+uuhaDq+/Hi76E1ZWf8Dc2Sn+5N5JPvofX6FYs05179poo4022mijjccIom6CgurevcGHJ0jSDuVOfSKe31SIx5oQPwrtW9JiqtSOJ39E8CXTj42HWFlWUwZrdarjxw/+Cnb86IRPaxPiJwKkDb/6JFb/2fzFw+t52un9dN35FZLZCvnXPp+XnvXSU93DxwaxJLzoq4jn/yOXnXuEehxef/t3+cC1G39jJRdttNFGG2200cYx0P43/jcW+XqeW47cQq6W44aDNzBeHH9MrrNnfg+bpjaRq7WVgycNL6mWfGyet/yNN1G6++6GS57ktR6td0Ile1KntQnxEwHbfwAzu/hO+k8pmorXPa1G6ru/YGRDL2/4k8+c6t49thACrnwbqTd9n/rTTc6YNFlx0yf411v3n+qetdFGG2200UYTbGlzOHe4vXH7KECE6/+cwHw+eef+caqH9Ajmb9fcLup2ncnSJPDYeerrsg5A2Sw/Ju3/VuBxeE7sXFQqfdIe4lP8TLcJ8amGbcLtn6bcdx4f3bee117dz8P//n56SnDphz6LrumnuoePD9Y/i6v+7kZ2nyX4w60HOfTTr3LDtidLbFAbbbTRRhtPFuxd2MvOuZ1MlZ8kck6zCgfvgNzY43/tkyyI++QlxI8Xjn/+pJKR+a7bDlHVhWOfPlb1pON6HICy1SbES6Fklhb9zr9vj2Pd6VMumfYwue2EDm8T4lONrd+B+YN8uvYyVvQkmS5/lef8Og+/cyWDT736VPfucYUYOINzPvkFKnF4xUM3cNe1X2D7eFsq00YbbbTxZEB9bBxVr5/qbjxieJ4r+QQpF/KIUc1BaQaOPvz4XbMloVWhr49hVD9pCfHjnFzrOHDjoRu5d+Leps+lZSJKlcUvoRT3TtzLbGX2uK9lZ7OAU8LnSO4I4MQSPyJI26lza9UeWTuPEcazFeaKJ9e32cosd4zesbhs/TfqOXn0+rq9NM6eI3ee0DltQnwqYdXgjs8w1X0R/z13Fpdf8gBrf/IgKVPj9A989FT37pRgwwXXsP01l9M7pfHGg9/hrm/8DZPZxV+4bbTRRhttPPFhF0tUtm6l8tBDj06D1TwUpx+dtn7roRp+PnaQSmJJC+FdahEP8bG8TE8YL9RvKk6QKGVr2eBUd+7V5m2kH9zV2kOsFHVZZ6G6wEMzx/fMWzMzFO+6m/rhwxwtBQrBR3yvsyMwfwimdjyydh5NmFX/142H57lr//FvGoQxV5kDoGpVWx/g3mexmBJjZi/s/OlJXXtRnOztehTJ+0htngPVE/v3oU2ITyW2fgfyY3w498dcdNYED+/+Ds/fLOh9+ctJnL7uVPfulOGP3vY5Nm0wKD/cyf+XvZYHv/oGcsVFHvY22mijjTae+HCznMrqo/Qu3/dLOHRiHoA2Hlso2yb38+upjy0uvW72GLaOIX60PMQLpTrThbb90IxHTj7Ugqvge5TkuLLiOD/sQpGUkQqu84iJ0uO34XNcKE47lWVyjzwZWdEsApA20q0PONbcTT4M9qOr2jn5DYx2DPFvJ2wL7voCo5nzuU0NMJn4Jm+9rws9Hmfg7X9xqnt3SjGYHkS++81UDNi+7UxeWPsFu7/0Iiql4qnuWhtttNFGG208ufAoeWaUu9lR2794Ukw/Y7BSNBvAIUJ8LA/xcfb5zn0z3Htg7riOfULgMZa4PkEo4TGhiScxPfGyIFfmH3FTNduRWi/qAfZjiBfftajbkrv3z1KpB6WZtk5vZb56cv37TVVvPIlX3BMc278P2SN8NPf7DJ/xPc6Yggu2LND/hjcQGxo61b075Xjl1X/OT/6wn9RInh3ll/CU6n2M/etzMQsnJytpo4022mijDR/VHCwcftSbrVk2P9k6zsQTPNSnZJZYqC64f506A7ZkSYq15hjRYxrVj4A4Pnh4np9sdbxzql5/1BJ07ZjIkSubJ3fyCfQhXz3Ja4QQpkcnO37vHrVOqvXI5lSdwObI4wWp5JIJrE4lFr2Hx3Fvs+U6s8Ua+6YLAJjSZKI4waapTY9mF5tQtyT3Hpijbru5GNpZpn8LIW349ecZiZ/BxuFxCvYIH3hwGXpfH33/3xtPde+eEEjoCX73jR9l0xkC8ctN3Lv2o6yu7mX+S89CLRw51d1ro4022mjjBGBLhWk/gZJQ7bsZxjae1KlLEYhC1SF3h2efmIazhztG7wgSJXnjOQUG6cOjWW7dNdV8/cau+ImR6u6hJ7+WvM0KZZrkf3kztd27T7otD7ZU7J8ucveBR7ppv/Q9mCnUuG33NCNzjzDz8gncatOWzLZI+hQQ4tZwiLKC/KQfMvFEQ/0E5MI753Zyx+gdJ3TOYw7v0XV/kaWSLz2H0CO1hIc4YThUMF85dvIyO58n9/PrsfP5RY853g2W0YUy04UqUzkvpKFNiH/7sOunMLuX93AJdN3HB2vPJrZlN4Pv/Ev0jsyp7t0TBs857fe57zUXUxUWy2+6n59f8GUStTmKX/29E06n3kYbbbTRxqnDlpEFHh7L+n+XN2+hdG9z5trHC1Kpx6R0jzxWEpsTba9WQ5Yea3J9CgxR6RLaxZSebp/mijXnPs0fcv6b3RP5vhVyFRNbHntM3v2vj46eQMfBLhapHzmxjfmaXeNw7vAJndMKnjc9V3mEXuLI5sPSc3VgpsjhuRJV08bO5aDmbkocz/nlOVg4CNO7Tr6rS61Pqw7l45X2RhfbVGmKW47c4iemOhY8CfEjznr9KKJxbgq33U7h1l9FjgBQlo0yl14zFfPYmxbWrLPhY44vHv98wh5977a0PcS/ZVAKdefn2BxbzZ7l27iw61yect12EmefTc/LX36qe/eEghCCt/3+h/j352nUtz7MM0cm+J9zv06uDvWvX+PUTWyjjTbaaOMJj+mC42HySIg5MYE1t7QhW9m6ldrBQ49JfzaPLHBorplo2sUS1tzJx5x6Np32KCUaKtx8C4Xbbn90GvOw/YfwBFFaqah4N/SbYrZY4679s+yfLkKjR3gR27lm2dy+Z5qHQpsvx+zDMYhCI4q330Fl2/ZoG8cw5h+afoidczsp1k9tLpSgm8dHPmSthip7Xnko/vou4g/uiDSxWJZphQru2wl6VY97s2r0Pjjwq2CD5QSwUHNCBnL139zynn7G78XuZ2gei3c+8iSEIp5wmt17G8wdWPLYydIkR/KLv2ce7RLJdrFI8c47UdbJqRHahPjxxt6bkFPbeVffADFD8fGRy7DGxhn+0N8idP1U9+4Jh/P6z2P4D1/MLZfqzH39//FnK7r5tzO+xn5zAPu/XwLbvn+qu9hGG2200QYhI7ay0ES4PI9po+dOSoW1iJS6PjZOdefOR7+jLuZLzUZ68fbbKd1730m3aclH10P8mEBJKE6G/j4FnpljXFMq6Sf5aRVjvJj9762vhRb3dvG+HP+hJwtTOqRbcgzi9pgn1Wohj18qBODmWxje6njlpSt7FnVvA0FFfjxmWKr9mhP3inmcEvLJbXDo18Bisc8nh9H8KLvnH7n0/kThvXOPJ4ZYVpbItq4Uml1zbOr85KKHiVjMbasEE1uW7NPmqc3smF281JXy1TT+J4v37zhQ27sPO1/Ayp7cplObED+eUAr7js/whe4VZNNzfPzMv8T81rV0Pu95ZC6//FT37gmLd17yTr773BRzKzo4+oEP8KHf2cC/rftX7rPOhh+8Ee796qnuYhtttNHGbz3q0iUh+2+FsQcj33ke00Yl670H57h+21EaIcuPMEbyUUKpFRlbAqblEJ5FPcTzh2DPLx5hr04OrYzmGw7egClPQUxkq9jGJcsu+Sc0/P0IunASXsVF23rUWnqccCLE251y1VAyTS6VVKs084hCEmaKVeZKrqpkqdmNueWZzONMYjezB4pTJ9WnpcazbXYbB7MHT6rdR4IT8RC3gi0l+6YdAml4nvL5Y49DmY9cNt7UM6WYKc8sXlP5MUabED+eOHg7O+a28e3eGE8b/n0u/uE2sG2G3/feU92zJzQG04O8/tK38PcvLGOZNSbf/nY+8+JL+Oa6z/Bz+0q46YNwx2dOefxBG2200cZvM5YyGDWX+DQe0ypZDwQ1SYXx+CmnbKnYdGSeyVwFpRTThSq37JpaNGN0KyJguSRrUQ/x+CaoHzsmuFizuOfArB+T/EhR3bOH/PU3oOxmOWHB964tEZdbNik0ZjeuFQMP3QlCHEc5GP9YIZr+fZ8qnxypCePRNBmOV/55bJLY/P22sRy/aLFpdDLwLy8lLCXfriw0faRqLkGNGW5b7loPHVOXFpP1HEw/EmWH8xweOlZiusIkaE5feDyyP5slhyweK0HY7H6Y3L7o1/IRJIQ7YRxjvVVMry/Hm9VbOUcskSCx1flKKcypqYbPnJ/h9+iDkw8Gyf4eZ7QJ8eOI+dv/ifcMDpEQ/Xy6/2Xkf/oz+t/4RmIrV57qrj3h8dpzX4tYvYL/+pMhaocOMfP+9/GlVz+Va9f8Hd+zfxdu+yTc/NE2KW6jjTbaOJVYxOsmfA/xib6jH7ms0ZqbO644US8L9nShRv76GygsOGSvlbR68Ta88T2yf4t2TuSZKdQoPgoldgDqIyPOL1Yr+fGx+3r73ml+tXs6+uHeG2HvTSfdp8W9wI5RHf06SqC3zzzyxJr2I/QQP7pJ2RZv6+BsMShN8yihc/4hmNoB0my+/7kxR+WRjSYb8wgxHiEOvvF/uzO7m83FEUxluzHEj4Inv1Ub1RwcvguK7pp8PLJY5yehNAOze5c+7uhWmGktnzalyY1H7+ZAZebR7duiDuJH2SZWx76nra5ZP3CA8oMbqU8Gcmw/S3mDZLpinWzJukc21jYhfrwwtpHPVvcyZWh86qpPkf+nL2AsW0b/m9pllo4HSSPJu5/ybn7RN8qRt1xD6c5fs/Dxv+ffX/tUfrDy/fyX/Ty451/h+nefVHKFNtpoo402HhkUCo62jivziO1xv55bGVX2ideMVaZJ6d77KG/a7H82On98cmy94hxnHUfGYg9eDOsx+csJjKNQNblx++SisdYnglblilSLuFZrZobawROTgJ7QrWkxp8o0MVyv4GL3uWqbzFYeaWkjtwuPqmT6N2Mz3uulVnXL5ki7+cZ5Xv9atLRO42Gt1lLdzcCsQlncT4aTHfM5byTAj7UzJDcexN3L0CbVvlvgwG3H3Yzt9vtILZS4Tym0kyzldMx5Ou5pOQ4P8e4bYO7kZOFeCIyst1YEwaMbwnAyaBPixwnX3fIhft6R4eL0y3jqw0epbt/O0Hvfi5ZOn+qu/cbgmtOu4XdW/Q4f7b+T+FtfT+5HPyL36U/y/15/OT9d9pd81X4RbPwG/PhtYD9x0uK30UYbbfw2QCkFhdZSVj+GuOHzzrt/BS1kvI0GrlKKW47cwrbZY3sGpwvVprI0djbr/755JCQHbWFQeg4LQ/cSgZ24oWYd65zjMOAHZu5FK00zka1Ss2y/xvEjgpJYuSIiFBvditiU7n+A6s6TL5XT8tLVAhQ86W+zZLqy9WESB+cQVbPZKHfn657Zh3jg6AOPStDucXOo6d3OfzQQkEjMc+tTq6aNLRVH5srHp454rJNqNUrVG++9bTre1wZ0jU8HffOIrufhU80qDtni/p50n1vd7CXUBcfX6AkeX14k83w1u/h3S8AOzXtXfg/Lj94M1uJk8Vjw56hJBh8dpzk5GZEuh9fzMWfELDvls47hJT6++xWSTHtL8VgJ546Fap7GUZyIt7lNiB8HjB6+nc+rMVZUu/jC776d6S98gdSll9L1gj841V37jYIQgo9c+REMYfDJc/bQ/7a3kr32Wor/+Em++fqncNPwm/mc/Wp4+Lvw/dc/opdLG2200UYbjx58QtzCMyjMqHckWuc1anyPFca44eANFO3F3+/3Hpjj9j2OlLJq2iyU6yh3k3TfVEPM6xKkxnA7Hcigjw2P9BxPHdxjIVGbR8s9OuWR/JhmaVPadpD0wxPBl77K2/ll59xOFqrNMaTHxtJjNg/dAdkRkBZOWR4ihEnWayhA2CpiVHtH7JzIsXc2u2j7k6VJbjr8C2r28RnBLT3EpRbkZmq78x9EpffHIFX7pwvctGOSnz88wUSuwlT+eJIFBW3a2Sy5n1+PqDaP55FKqP1yV41jOHSnI5kOQQDdE81JslQDQY62fwJ9UYrpclSOf+zzH+HzdRIS66XGG0bOqjhx1K0u6xLhMCFOVVyCehJe4khSrcKkI4MfvT+wfxvWePb+eyg/uLGpHaEUti0jnv3WF3RiiFvCthHlqtOX7CiEyajbphSt3rdufonFNhFts2VMewSlWSc/QyGaIfue8XuWPi+ENiF+jGFKk3ff/jfoCl565j9gfeub2HNzTpmlJ3JZhicohjPDvO+p7+PByQe57bnDDin+7rUU/ub9fOtPL+ZXA3/KJ+TrYdfP4Ht/5hRtb6ONNtpo4zGHQi3qEdJOIIa49OtfY042JmCJnpdfZOe/bkWNqvsOzHJwpoiUimLNYufRBhnoUlJBt8+2VMedCMfr5rEJ8SmS2HpEIOzobPDMHM4d5kj+8KN+6Zp/z1TL4QtNMFuoMld0pPHR+6Eom3aQ2KsFOZssOcZwzpxhtrJA1Vya9DTdooUjcPC2ptjZyHXqIZviGGvZq71ds8uUrfwJR3PVx8YBiM8dbfLkji2UTzgDOjSTEBrjfJcgHkoppx/j2yE/EYoBbX7mm+/f4tif3c/GyY0s1LKtr3s8HkelqJo204XmTQdlWVT2jiLr4c2M0NpQQH7i+OM5jnHft5fH2VwcIVdrJsXeWOSJPP/l+ZZee6croXbCmbbNinNOPfisbJbYObeTucqcf65d8TYWFaZUHJoroRrzNkh5XBsIiR2HSD+w09loGr0fjj7cop9B2/76afi7CSP3OjHtS827J++3KpE5sU9g46NNiB9jfPnef2S3KHFNdj2vWbuW+W//Nz0veymp88471V37jcWLzngRV6+8ms9v/mfKr/9jhj/8YQq33EL2L9/Kt19xDnf3vZSP2m+Cvb+AH765LZ9uo4022jgVGN/kG5leJtGWhLiR3DwC75cnlfaN9PnDGG4G2lbX9jzWM+UZbjz8C0wZ8jy735XNKjceupHR/OJEKTjFPcc6Ri3MRyKNzU9EjN+5Yo2fPjTBfKnOT7aOc9ue6ZaeeKeDx5annzSO0U4tFHspWhjI3u/F6lKx4q03XAJPGRytHGBPbiM37Vi8niq0WA+e3HSJLOCLeYgbmzqaqzDjEuKFurO5c0IkKGiZwel76F1oDhUo15vv5c6JfFO4gIfbdk/74QLlus1Mobr0PWtBOpEWwpbEd+5u9phadXBLeB2LDC9UF7jh4A0U6gVf1noodygo3RbeqGrZx2bJ9O17prn3QLOH3zw6TX16gdrBkeDD8HNQWYAj98BUi3CM3JhTm9cO5vRYY6u5cdTleqkpmd/SG2uLOMkO/Ar23dzyK3/dW7UoadZ02Hcz6tCd5GpZstUFaq6qpmQ567u2dy/VLfugGmzyzJfqHC43PDeHbocdPwpdtPUY9Jz7/LjvfK1QRfcUHSryw/ldQXrbJsx9o5GxNKE0G5ywGPzNDO2ktxrbhPgxxIOTD/LNfd/jJfkSz37WPzD3mc+gJRIM/tVfnequ/UZDCMHHr/o4ST3J++58Hx2vfjkrv/AFqg9vI/f61/DtZ/WzdfjF/IP9Otj5Y/jJ29uJttpoo402HmM0Ga7zhyDvyC+FcAjITGXmpMqOyMXiyxquOTLvGHs9qRgA3Qvb6CzsXdSY8voyWZpEKRy5rVciyj2mZDqG3tHSsUvfKGChPsnOhQeYKc8skd362GabmJxj0sw11wk+cg8cuhOlFDccvIHv7PgJu3L3scv1fucrJpXFvKMt/i0M92SmfOzst4XbbqO8eUvzF4sZrNIGq0Yt4pVzpJfKV+4qlCsjELJBMi2CtpUIeTYbcLyqO+845Urhc7VcZO1uXdizaOKuiIc4/HlDfx44NB/5Nl4so5WWlkzbUjbHcyuFNjZNavbYyYykVOybLnD3/tZ9z4cyllctRaFmUbfs4yYQTtZop3/GQjnk4RPOutr100AaSyipVosreN58z1sJkK/lOZg9QKlmHZN01scmKO4NbVApRc1q/Y5YqJjkK2ZUvSJDjhKP7NZbJNvzavJWs87YTPuYfYsLJwt39cGN5G/6ZeS7R5p8rVgvsmN2R9PcqrGNMLe/+QSlODS3i8MNio/K9h3YC64awLRI1IL1eqgSqHNMs87GXfsZu3cn5T0jznUntrhNN2xkCpdSuu+Y1K5pktu9dese2/CI6vkccj4fOa/FIBp+tjrEfbdoekSWfSJoE+LHCNlqlg/c8X5OMy2uql7GBQuzFG+/nYF3vB2jv/9Ud+83HkPpIf7h6f/A7vndfH7j5+l63jWs+dZ/ISsV5t/wOr6+OsvDK/+Ez1ivcmKKr//rR28XvI022mijjSYsZexpQK4+xVhhpIl0iePxUrU4ZLKeY6YUjT2sW86Buhate7zYFbw4Uk1zPAth+fCx5M+L1dusWEUUisLCNPmbfulLXz1DEqBqVti70Lp8y+7JPMWaiTVxlIlKnsP5Q+ELOD9rBSwVGPU1O2rM234ss03drocy1zQTZW+OclaZ247cw8Yj834JqlaQpTLmxIQT+3k8dYgP/xp2/SzwECuCGyI85YD3u3AV1YuUXVrkz7pdZ7ww7vJsRWZmYVED25Pv21KSq2U5lDsYIQwTlRkncVcLKDNEpFp4iKWSTBQnoucAw7sO0bt1T8s2PWwZzbJ1JNvqqhj7DjvS2eOA363yfFM8cNnKY8k6KtiJOK42wePCwcZERDJtRtefdx9OFLay2RJKerfYJsfc5ofYt3M0UhJNKxbAim5A7VvYx3X77mSm2LAZEXkOvHdMi/WiGSjbpnD/w8T2TpHZMo6qL10KLaY5tdPrM867qVAvsGfeufcnnCVfKWaLNf+8+4/ez5H8EfYu7GX/QogAN2QEn6vMc8P8NgpW1cmQDUyENvTqhw8DwT3sn9tIYtcORDb6PNf23+WMYa6AOZNtdvGG4S2pJUq7tTr9mJJpD4XFNySt+XlHWSS0E55jD21C/BhAKcXH7v0YC5U5/ml6lvXPfS/Tn/wUibPOou9P//RUd+9Jg2eueiavP+/1fGf3d/jZgZ+RvuQS1v3g+yTPPYf5D7yPL8zfwfbT/ox/sV4Mm/4LbvybNiluo4022jgFUEDZLqAA3TUYw9+ekBHjSqA3F0d4cOpBh/B5LXkeqgYivVjr3vG60H0i1uiDXCpWsrk95zgFUHCMS+vBH8H4Zpg74B/38Ow29i/sb4ozrFk2eyYLTkZpBWWzwVvWkJq1WDNZKDd7LT3J9Mapjdxy5JbQF60IsUMETGUzV3SM/arZTA5ErRrJULs1e5TvHdnBgfmJaN8a4Uoeg0RCqulYWyrQHJNUNCb2mRgjf8d9rdt24XkcAdLzOfoOTxCfaC1x9+T71twclidvtcruEI6xORMiTa2OPFo5yNbprRTMFuRVHZsQNcXAhmTJcv+tS57f9M2BX8HIfZG53lfYxIHiVgIaspRaw/MAe4eqyPqLSqYV20vjoTMVqsXmy7Eh3M2ckPc53CN3bVRdubgfU44i89CDZLZtjhy/f+FgaCQhtAodKBxtjtXVDOxSFVkqoWcdabesHl/CVsu9xgOTD3AgewDTNn1FSrFmcdueaWqW7feuVUjH2EKFw3Mlptx14cmeD2QPOBtqi7zfZt06x7lQrgWzIWmXAjfOXiEm59BzWbRD41RCmz62WzVA08JnLQLNK623eFhGOCF5cwzxMVRAI/dBJQtE1Q5KSkoPbsVaKIDQjkd807r7J3daG0vhur3XcevIrbxtroidvoqu2+7FHB9n2d99FBGLneruPanwzkvfyRXLruBj93yM7bPbMQYHOe2b36Tvz15H/tvf4u/v/BqHV76Wf7deAPd/DXXL37dJcRtttNHGY4Alk9+4SXYqpkWuUm888Ziv5UjbU6FyQEpFCJ/nzJX+ZZu9eK26JxB+IiDHSG0+SCCQtRrarfei5Ustxys90qPwY6EFViC9dGG7ZKE5c29zHxs6E/lr92RrD63n1fYT6HhneyWuIjzD3RRoEcNY27cPa9YhtJktD0Qy1M66dZpni63jpY/MlSJJzvwYWqX89UAottz7S6jo/RZ7djueWaXQqyZYzbVzwzJ8zb1/jdnL/e8FGGaBnbfdF8hsj7Fx4lzEWtTrbEqTormAqRzCYisbbBtjZsrfcJBqkWcElrjxwZzdNLmVbXObFzluCbLdUIqnapcCB72SeAmpjkXWlXusc6KIPDsoxUhIdqu8h3qRNoUQ1Cybg7PNaydCgkV0zoq/+hWFm2/G91TL0JoCtHI0/tvpBzTd2cWSLTUmFdOcjbLwRsiNh7bwnYdvwS4WW+Y78Iitr+Dw11aQnK/gxnmXanbTeWF42cRNq/U82otsOij/neV90HzModkS2YqJUKAdDVQ7I3OBt9+U3oahXxvJu0CkTeXsBDq/2zZ5K7qxs3+qwKGGe62Uo1jYXh2jLq3j2xQ1K4xnK9y2e5qjuYqTCG9mf+DxF9pJy9LbhPhRxoHsAT774Gc5wxrkzYU5hi/9/5j/z2/Q/aIXkb7sslPdvScdYlqMz/3O5xhKD/GuX72L8eI4IhZj+IMfZMXnPkdt+3b+4rufoDL4Ur5l/T7i7i9g3f7ZU93tNtpoo40nHZYyaIRZRihJoWpx74GGGMfFYoqtmlOmh0Yi4WSMDnsJPHhGpVTKJS/u35KW8byeZNqUZmDEAzOFKsbEZmL1nE/khBDYs7OgJLGJ2ZbjjUi0PaNbaza1FpMJWrk8oiFONcpdQ3O1hN1nNxJGry9+7GRzttf61gMkGsoaVffspXTf/c4ZDQkqPeLijyF0zWLNYutols0jC2StMqa0GzzE0f4G9rVANEjUReic4Z2jpB7a12K8tnfUMRGvLzA8dSfJyjTZsrMmPKLij8W0kLUGT6BbLirSaRdbp7dwoLgVGZKxJ/fvJrV3B4ZL0hTR+102y5TNFnGriyD90ATZ0hRSyZZx+I1jr4gkG4/Ms5BdoD4yQvzIAfoOjZPMuZ40dwymLblpxyTbxnPkrAr1cHxtqFUV/lsIarZLekISYtOWzJfqTjz0EnejZtrsmMhzcKZIrYUawZtarYGmyEoVVTeD1duqhnn4eOndV6fPS4UOtIRmAIqyVfFj4GfzRQ5Mj1O8/Q4q+8eaTvEzSSubqmlF4vkb5yT8DgkveyXlcRFET+GAUiyU635CNc/bGoTTNs9xxQo9j0Bn4YDflvXQAbRcEct2NkE0bWl1jKrX0byNTtvm7nw0nnkyV2G+VI+UVlJAwXQ2IAp27ThzSyjyxQqJQ/vIF6tU7/4Z1buvjzyLbUL8BEDNrvGBOz9AXEvyqfFDjHRfTvVbP0WkUgy9772nuntPWvQke/jS732JmqzxppvexFTJkXh0v/AFrP3udxHJBNf8v4/RYzyD75nPxLjjk1Tv+uop7nUbbbTRxm8P+ifuIFVxYsAaDZZkZaY5mRA4SWLyE1DJNhmHB2eLzBbr+Ga6R4QtC6SNqBWhGMhot41nmZpoThilUOTreUamH0Yp5ZPfWqWEVpqkd+Eh/1iB8OPjlN7aEyGVK5lWClyDU+gaI/Mlyi3K5DS2Ufz1ncze+XVmqs1y33ByqVbnRvrRMJ2mR9QaCYRpUbGqzthLVbr3jQTXWgrVfMAtGu4BBHS7WLW4J3+AB4qHIoTYj150GzFnZzDHHem1kMr11ocQktFqhRCJNCswej/Si2VWx+687iYp0+2SE5/pjSF0zczdDzNx/Y+iE2mbgUfS75ODhdpCZC4EoBedPnmJwBprvN4+eju3j94e6ZtouqfRv/WaybbsHezOOxJyqST5er6xOwDkK849n8xWqDy8jfjoYTKzWYb2HEZIT6FgY7teyMlclbvz+7kj1zq2XanQHIU2ebQHHvL7OVuoka2YVFp48cO49+BcS49oeJsGQs9Sc2cAsN1SXLUjY6GvQiTTp/EekXfDNUIeYrXIJoczOCdBVtYMPM+aZfkqBLu4eM1rqSQ7JvJsG3dk2FYLL2j4r3Bd7MIvf0nhllsWyzvtQ5RKaPOzKODATJG5Ui0ypsBDvATZbBhyMldmbt8ExsgUZasOtkQhmTdLDfMT/F7dsQOsKpRmUHY08Zi1sOCflysHm0zN9zXUnlVtndVfKRgdIT4xihgboTY6TX1qIbLBoY4zuV4j2oT4UcQXN32RPQt7uHrmHM6R83T2PI/SPfcw+FfvaifSeoxxRu8Z/Ptz/p1sLcubfvkmP54oefZZrLvuOjqe/gzO+u7XWDO9lpvqTyV5ywfJ3futU9zrNtpoo40nO1wjx7LRZdRYs6XEMIv0zm1GTu3wzyjWC05mZSVdz2E063ChGhDLTSNOAijv+/gDd9N57x30TdzmZGMO2Vxz2WZvnFSKcm4cZvYg8uO+4RhJSBsmoR4hNnQoTDpe7MholV9mB2mDkljKqUm7b9qRDGatMvOlST/ZTRimbSGkYqY6Ev3C70NoQFadmLmIZFop7t+2m9GpBaqWzZ6pLLJeQuW8hE+C2MgkmbsfZs/sXvZXpmmyjJfCzK7AQxw2bO06jG30Zbqe5DNnVQJCrELjcefZOjqKmNrufKQUUloItw0pbbZm9zFlZdGkFa236sZ8Wn5SoaAvs9UxSlYO2eANVEIDqdxkbk4SL99DHBrLgex+pkpHA6+WCuI93YP9X6WSaKYV8YB5km3/zrky8X0L+yIxz2H0zW+F/aGY70bS4Dmw3Wdp1/wu7hq7i4pVWWKDJOLbJV2eIFmd8dsXAvTsgr+2TW++VPS5U1L5z0eYdAgh/H5qmiBWqlEdm3U2uUQzxV8KoiFqWCCoZI+i5g81HgjAQqnK3u0jVPcFIQlRfhsixALfM27NzqJqrSX1YchanfpEVNGi2TaaFw7RoP4I11/2VAuel/b20dubvKAPj2VbXldZNqq2VPkxB+mbbiR1223YRD3K/n3zJeWtCHFr4hhzcxLUUzHuKe+jbFWYMvOM1ObJhhUN4Xmum6jcGFTzKDuqxCndfY//+4OH57BkdD0q99aEN5s2Tm1k2+y2aH4Iy6Y+MurfYBHerFLBOKu7jjhrV4F5AhVm2oT4UcJd43fxP7v+h6v6/4h3zP2K2cz5zP3Xz0iedx69r3zlqe7ebwXOGziPf3vOvzFXmeNPb/hTP6uf3tXFqq98mcG/ehfdd93Kii1J7imcT8dNf8XRe689xb1uo4022nhyYDHj7cC2X3Nw92akUsTMgm8IHZotIZQjQxX1IrvG7mHv5AQPT+9h55wTJzxdrPKrjTtQHnms5ZkpBIRIKKiE4x9dubFqQSB9L7RnUM0sIGt1x7MBYNWiBIBoG0IIVKXoEDKhYGIL1uFfR8ZaNAuY0vE6YksY34TQo6bWvFV2YorzY6jyQsMcRus2N8Efl0CN3ENn4YATB9oA21boR+5EHH2Y7eM55ss1yke2wPxhfyzGUTfm07SZrR+jbvISiNz28hxYNYQbM10PxWPbeL+ryDgARg/u9mdbSIU6+hDpwzdjWWVsHKI2Zc4TM3OOasA735WMynCiNve7+fpR9hc2M1GJyjeF0EBKd96i2ZYbSWXpjjspPXyAsfkS3713I6PZIwSstALTu9zTFSu37qHzULCREUjMAwKgKlVGb7ueh3b8qnkivaPcxEEtvsFl7z7RyVadY01pNnHnoEJVVBorlBW0piQPjt5FfctNxHdtb76mu2fgjdFvK0IEhd+ermn07Z/l8J7d1MYfXNJL3NTP0N/efahakiM7H2BiR/Q5w7vflnSes1ZqDamYK9bwhBUOWXUuVtq4Be7z4rGdcw9WZ7lh/A6ftM4Wa0xs2o45F83grFk2wlVaCKOBEBNkR5fh+OaFIzC1vWl9hTf3GsnyeHGMu47csPQcuufsr0yz1wplN5ehzafoL8GpWnTte9DroXWroGbVAuWMPI4ycktkmSakknB+hN+3wfhr7kbj7sk8D49leWg0S3n/GJVde1A57360eEd6GxIKJvNV3zt/PGgT4kcBc5U5PnzXhzmz5yxWbrVYo81gzV2MNT3tJNLSGzNqtvFY4eKhi/nW87+FJjT+7MY/48bDNwLOLt7AW9/K6v/4D+Lzs/TcabF98nT6b/oL9tzzk1Pc6zbaaKON48dXvvIV1q5dSzKZ5IorruCBB1qXiPFw3XXXsWHDBpLJJBdccAE33HCD/51pmnzgAx/gggsuIJPJsGLFCl73utcxMTGxRIutcTh/GNOVIpqzOczZHCjFkQNbMJWFRJGsBp7IihnEuVWqRQ4duImbH/wWk/mqn8CnWLXozu2E0QeomDb5udalN4K4Pe8DzwDD/VxhWkFGWspVtLEp6tu3R8yqSOZTGZw7Ol+mbkrUobtQ8wdRukbOqvDLyfsi3j47LMV0PcStYLUyGgHLPb4um7MNNxqQspqja2SBeLHZ8+3FEHsxmBI7mhkY0FwPmUMMW2f6PpqrkK/WWyaTMuaKEK4ZHGJPHrEPEwAZ8ei4/wlB3a5SKIcIuVJQmiFnVdiZv5tcfQFQaC2mslytYUuFLW1sqZjMV4MyXu6Pqh3IXWeLNSqWpGxXMWXNp3JK2jCzu4k2qGIBu1hhdtsh6vffwMGFA2ye2sov925jbvfdMLXD8VK7HsPk7ByNUEo5JFRK7IUserZI/EjUQ7wo5Wm4J0LB6k07WfFwVNYsC0VUaZb+2Y3oVsnNLu2sxd2F3W7W4VBbHumRklwlR86cRSs3boq06JW3nhtZrNtPjx/WlMXOqS3HVSrK38uybcoNJY0sy1lB+YrJTzeNBFm4Dceudoipahlav2eqwFg22Dy7Z247m0ujwTgarnXQzczseXbv3j/LyFQu0qYpJUIqNLshP4CbjCscdiHdDSC9bqKPHIR6KZAym3YTcWx8xKZLM/Q+uBMxHpSW2z6ea0pO5WFBBuvce+7mPAWJlM23c5E9N6PmzIuQjkJHSIXuvkfKdt338C4WT6/sRQixUmhWWGKuGg4Jxxc73+2bKlC3JaaUKC8e27ZIlcejtaRDHmJv42jRWuyLoE2IHyGUUvzdPX9H0SxyWeLP+bP6D5mzz2Xhp7fT++pXkbrwwlPdxd86nNl7Jv/7B//LmT1n8r473seH7/owhbrzUuh4xtNZ9/3rSK5YTvzOKod2r2DVjW/m3tuuP8W9bqONNto4Nq699lre/e5383d/93ds3ryZiy66iGuuuYbp6emWx99zzz28+tWv5o1vfCNbtmzhRS96ES960YvYvt3xBpXLZTZv3sxHPvIRNm/ezA9/+EP27NnDH/3RH51w36ZL02yf3kdl3yjl3Uco7z7iftNg+DQSKKXAMx4j9XSj3todEzkmFhpj9lTEo6SUwjALoQQ1zi8z1SPsyN6PJd24Y0+2Xa2hTJPUtglEud5Cdiqo2zZThSr3jR7gntldfttZ17jbPLU5JLn1fuLH6/pE0zVAS1WTw7NFSnWr6XoyYPTMS+ffrbqsBXWGw0aoZZNaKDOwv0FeTbR2smE5GbEdkh+yun0vkmpZfUcpxUS2wr6pYuS6VdNiplgjdniaRL4ackKpINNsg3cdwPYvohC2BGUhpMnehduZKO4E5fTRiSGWFN1NgYrpEAAtNCahoGrZFKo15ko1bGUxnnUS94glaihvOrKAUIodtSOMmEf9Elmymm/od2hMgFgo4K0b05YUrRyT8879mSnPBInAWmwcJBayZEpjJEsjKE9G3SC1nasX/fG2greGRhcc0qOHSuMU5woUb/815vYtJKtT9Ew/gMyOItz1OVubYawwFmT5BuTIuDteotmcQhjPViiHrqNCcdxRQtyKOC9B8hsPrVRIbt3H3okcRxYKFM2s/50fpz4xS8d9dzC2UEEqmxkvEVfdSyIVXO223c67sNoimdWU6XoXlWRqEdl6RArccP5CqY6QipjtdEy4xJzZvaHjXELsroWBfYdJ7p8FWyKRVC1J58MTJLdsdRv3NvPcjcKtzueH50rMFeuQK/r9qFo2c6VjS72991DOkzjnJyDvxllLCaP3kyjPNp1XkTU0y98JdMZYrfvX3zeT5+BcnsOlBabywXpVUgYhFHZz/wSKdHmU/pn7/fjtpmiA0N9BkrsAM8U6+6cKWPMjJKvTGPkRbCWxIiERMpxu4ITQJsSPENfuuZY7xu7gLee/k/I9t7KGaXIPpjGGhhh897tPdfd+azGUHuKbz/smf3HRX/Czgz/jhT96Id/b8z1qdo346tWs/b/v0PX85yO3Wkzc1885t7yJH/3iF6e622200UYbS+Kf//mfefOb38wb3vAGzj33XL72ta+RTqf5xje+0fL4f/mXf+F5z3se73vf+zjnnHP4xCc+waWXXsqXv/xlALq7u7n55pt5xStewdlnn82VV17Jl7/8ZTZt2sTISDPRWgrVfAm19ZCT5MRHK8tYhf7v1oSdmCXz4EgDoXAIiJjPN2VNDkMEjaFQZEqjvo1vKZuSrFKVZZAKS5mOB9EjbtJGzmfRKhaJ8SxBiRyboptFN5D4KZASC9u/lp6toGUL3LhzLz97aCLKK0Mywcg8uTLimiWhOOXIKV3YvmQarFBr05VDzhBDXhTpyTbdvw8VdvrfafkgyVBXfp9DiAUh8hMiNFYoyVUItTCxDMluD86WKFRNbOmQ17GFEiU3YZitJIcqM9QtL35WYUvnnHy1HsyHacH0bgZm7qc7t4syNd+j49QhlkilEAq//rPudcHVwPrSVOXEGXuEQvg/nRNiZgmqYdmrQkjlNuNYz6qFAe50VfqkWSiFskNHuP16cGaLK8FurQjoGPWIiELWatRtyUwpuvlyX3YP22tHWshNg2MsKSNraedRZ0yHJrLsmyphZbMAGFaRsYVKILt3TylbgXx02nZ/VxJh19HtStTLpxT7pgrsmgjOUVZIKRAixF6yrUhvVYvNhUWgHRhBzxZI5Yp+P71zNTSHYs7nmKuNc6S0gy1TW9lXcDKNi2rdfU0E1yqXypjj4/7VY2Y20helFCVz8RCB2UqQQT4cAe39poUJcSQcIprtwPM0GxWXOEqn7FLRy46vnPJfhh2tgV0fa8wt4Hz+633NSQGDMUX/LtZcCX1kA83NdyDr1KRJzPeWO8fUpMm4PR/eBQDLJjE67RNUqRSTdpYd2WkOHAhl2A5tqihpk3q4QWGkIFb3nkF3Ddk1hHK90UIQlkzL0PvGg1cz2fLKqdWrPFwaZ3tpIjhO2se97hrRJsSPAPsX9vO5jZ/jmaueyeH95/Pn4odMjZ5J7fAEyz72d+gdHae6i7/VMDSDt138Nr73wu9xevfpfOK+T/C8HzyPrz/8daZVnhWf+yxDH/gA1pjG9K3dXHXLn/PV7/8itEPfRhtttPHEQb1eZ9OmTTznOc/xP9M0jec85znce++9Lc+59957I8cDXHPNNYseD5DL5RBC0NPT0/L7Wq1GPp+P/Acwf/fOpmNHFypM5ist1XUKUC65qR8cdT5okcVXOzLB4aPZSLvTMheU4wnRuaBt55e95gQTdta/oHLlwT5XkDLi7PKuPlYeYWvFK/nUQo+ZPYICknumSG3dx2yp6tTSDXl7lC0dgtvCYam75E/O7EUdvg9zagprfj7kVToSMewyO7YhzSCrtjNWd8zuAGargZw8cTQqo1fK8eCU9zRvcji1aCGQGzqouX00dIFulhHSYtaNyfQmQyinBNZd+2eZzlWZLGeZs0vsvO1WYlMTiELer+s8Vww8SsK0qFiViNdyplhzKuNIJ6lW4FF2rxitS+N1AYCSVUZz58FLtqO55LUntwP2/dL5rlREq9Ucj65yZnhkvkzZlRCHiZVdmqc8sSsSjx6bnPMmFMOL37UlIzMFMqVR4tXWSg2/22aduUKdhVKNSqUSSsqm6BrPom/bH1xPKZjZ437rbCyI0BRky055I4BaY2bfxo0laEou5l9j7gCpyhSmWcSYLYXOCKBJk/jh26DkkrJ6sSGhXJQQ+066Bmn1eLbCzHw2RI7wSbZ0veYqPEgntToKQdEj9KVpYtNuEq16c0xrcs8Oylu2Ui8XEMpCtxpUDFL5yc9Sm/egGtrYMnoHh3KHnMu3IFdC2kFCp8jLQ0XJuXKInb9BE54gF8NTd4bOX0TZ4K77+SU8wxJFZspRLFi24uHReeZKdYQM3QsXlrTYVZ5kwpr3+wmBgsPr7+h80VdbWP6GkUK6xxlj4bUeei+Vy2jVho0d/xmS/q89o7fSUTzifq2im30tktx5fc/VcuRkmaPTCxQaS+9JN/Gde168vsDxok2ITxJ1u84Hfv0BOmIdvO6M92Nt+T+GC/NkH6zS9YIX0Pm7v3uqu9iGi7P7zuYb13yDb1zzDc7uPZt/3fKvPPf7z+XNN7+ZO5/eTf/X/gVUNws3p3nBL9/Bx759fURq00YbbbTxRMDs7Cy2bTM8PBz5fHh4mMnJ1vK/ycnJEzq+Wq3ygQ98gFe/+tV0dXW1PObTn/403d3d/n+rV68GaJncafdknnwlasglqjO+MS08A9UXGwYGUDjJTGU2mk05LytuXJvr6XPPS5bG0NwMvFIpJwmMa7PGKjMMHr2VeD3rt2NMbGrosXPNql1x4gFVyOcjQt7HaiHizQ5imIP+j2YPs600HhBqV24r8hUGd04QyzqEsLJ3lPJdt1H89Z2Y0sawyqQXoslg9GIee2yMGw7/knvzLhnw4zmjIxCyHjjy/P4tDsuUHJkrNZAoR3atlGK6MkLH+A10LzzMyMQIsapHCr2GFVXTZvPIAuO5CijIT+dI7t9Nx8MbiblxnF5yLJRDiGfNIkc9ozzove9Jk2HtowLNG4QIkjh5KJtln5t4ZMVPfBSaoNTm+0ltfhChlE92lIKZvNPHo/Vg3iu5GQ4VFlioOkReKAmWhSUlMSvvT+50rkLFjcfWrZLbxeY6zwqgbhKTJTpzB5FjW1ATW/3vEnl33VYCoindjNoKR06vNSQ1smzlbirRcuMluHBrj23VtDg67ZCGQmWaxME5tGKtSbKqSdOZKDf5mhJEve4NaoiwdDh83Y2H5zl4/08j5cz2jGcp1a1AteFtWoWbDV3GLofeBWH1htfXmnO/CvUFfwNBhgowhSdLy5dQR2ewSxWSW0ahMA/Tu6hM72Tl2PUkamFZsfvsSxUZ39FchYOzJbyETiFqiEQikBSrTvJAuchNWrCL7Mru5cj8PDsmFiDSSiOlDVCuW2TLdZSCjslA9p8pHKJSd645V6wxU6gyXaiSLdf9muRFVY3MYVCiyfm7VDGDDT6332oxh1Fo/mWuMZGVIlM8jKZMN5TY8xBb0Q2UFiqgyJpVMFY7zGR5nBk7R8XMh2x170a7tN79M/yuPxbahPgk8cXNX2Tvwl4+cfUn+Movx3m78RMmtq5E6+hk+EN/e6q710YDhBA8ddlT+drvf40bX3ojf3HxX3C0eJSP3vNRrjnyPr7xnvOorBiifGeM11//17znaz8iWz52nEYbbbTRxpMFpmnyile8AqUU//Zv/7bocR/84AfJ5XL+f6OjjvSuMS4SQEnbkZqGPuvJboOp7QQ7+Q4BUiokXVVgmhUK0iVTSiJa1Db1DF5PzpyozKC5pl1ATp2/E+WjoEwGZh/wLDDmakVsOzCVPSIg3HI8CoWSFpo0yVdMbCt0/ZB3Qu28H7tWihh4nmfHs/9MqXhoLIvtJgYyXNmsXanB9E4O7drE6FyeZHWaZKXR06iQxSKgWLBKmNkC5Y2u97CBEGvSbCI/jaZ6mLBlS1XqtnRlz8ExRwsjzFaPUDALHDInmbDnmcs+QLroeZmF37J/FSUiMbwK0OtuzVZpu+RUIdzY1KKKxoQLBEIqJrMV7LrpHOvGiHuE2CGAoWsooFYhPb2PWKVEx0wWgHi54vcyOhkKYUcZpOa2t6cSbBQJAXVlsa8cuhcKpvI1tEgstkVn3vV0SWcTRau0rk8r6yaJWhZN2kwXaxyZL8GhX4MCO+HEo5bzJSrunB2eCzy2UkJ3brcjzXZhShmUNmqYk8NzpcimQivCMVusEs9V3TlwPey2pCotbBldD5HTQ1nnFFCz3Q0uL7YX1fio+tDthlhpKSnVbH8dh+9XzYrSQcMskQ1tsIliGS1biPRTyiBL8oote+gazzp02OfCgYfYv87YDMK0MeYdMqe53v8AwXicTbzgXTSRdUMrkK4H1blWsW46ygylKJsWluW955rnZI81wUhhhO9sv5H9uT2YYWl+q3lUCn02S7FmOaXNIocrdNO599JWkU26XMX014lyS1At9k413GcRwIpsdIS74b3jQmvv8JbggGoOqnlS5Un/+FYVAKyp+ZYbNtGNAQea+w4erYUl2871y1aZ0eqcv4bEYouwBdqE+CRwz/g9/PfO/+Y157wGs3gWyw//kM79BaoTJsN/+0GMvr5T3cU2lsDKjpW89aK38vMX/5zvvvC7vPbc17JVn+CNL5vnrvMNatsMXvuTD/Pez/0n49nFi6630UYbbTyeGBgYQNd1pqamIp9PTU2xbNmylucsW7bsuI73yPCRI0e4+eabF/UOAyQSCbq6uiL/QWBgSaU4Up1z6pmW8iTy0Xg9haJqVahZVcdL5xJhpSDheupkJcfh6jxTdpa6spC2YtWW3XSPBll8JYru8Tn0bMGhZbt/7hCnUDURv9asc+HAQ6MUWVXmodxR7jpy2D/e9wJ5Hl8kvfNb6ck6dZLrpifJAxUqKaSmj1C/6/t+yI1SKpRUK2p8BwZ9Q2Zns+wbq5pqloLaY2NoRWd+rNnW5UREtYJWqzn9CG9ESBPb9RZJqSKkQ0jpb1okcoeI1xyPYX56EyLvlBUSCiqqHiHS3ucAieos8dq8k3TXTcojpEVH4RBCCOL5Kt1bRkhUnfkTVkPCsUh/FPUDk+gPHaRjai7yufOLgKIj3fXuU/rO+xjYvJPlu/b4x+umjd5CUuutuYAhQdjwlgom8zVsl9jna84Gg1CSkTlvLQfxvLHSUeJuNl+JYtt4jp6tm5uu64zXjoxFKpw4ciV9yfDesSw3bx916mgHZ+ItzzChtHziJDmaC+yVsOcsVpqAuQNEyYW3TiWp+bLbl2Cubs/t4aHCRoQvbQ6Jh71nKnTv7nEl+qLu1TB2fmTLJrOFaK1uD8lsgfT8CLrpeeAD0uWti8MzBXKyzJSdR7crJGst4mirNV9NX7GLjBR3UJjbT3LyfjQ343FQqdybx9AzWZ71x+KRck3o3rCbEM+X0etmJHbauYjCnJkhdmSOuYLFTL6Gow5xSaXdHN+qHTmKtm/EPd15Lm1lEeGMloX1wE5ws+SnZ7Ok795GcvtBvx2v3ZKsoqSjZrBVNEzBGU5o3IsQ4sDrLinXg3wJQYdCQ7Zdgh2OP3fJab5SZ3563CnF5n4WG5vBdMMT/GTVgHngKLlankYsFQ8cUSR55aeK49RCG0YnUgW7TYhPEPPVeT5094c4s/dM3n7xO/n8z7fw19UfMP1wL5lnPpOuP/zDU93FNo4TQgjO6z+Pd1/2bn7xkl/wrT/+P7Lvfx3ffWEnyUnBm378r3zik6/ijoN7jt1YG2200cZjjHg8zmWXXcatt97qfyal5NZbb+VpT3tay3Oe9rSnRY4HuPnmmyPHe2R437593HLLLfT3959U/5RrURTsKgtWmfHaAuSykWOEAmomu8uTHK0cxCOXJTeeNDXtEgsl/aRWKBClMihILhSJFWt0jS6gUPSNHSGzbT/KtlFWjbwss9+aZJ854ZtCQtkkq7Nu+GBgIJnKdrIVmzXvMj5h1oTAk0AaZkA+NeEacko1kTlb1SPml23bniM6ChGYXrLBYAvHK7fKQG3sH/fnRLWQX3ZsupfMxnuwKzX0h/YSm3cIXLW4i835EbKVOgsN6qeOg9ENk47SEbDdZDfeBoFrvRp6IECW3oaDUgzM3k/v7CafYwokyeo0MTerr5eNOl6ygpNbzI3AaVNbKKAUpBeK/jzrHokE5o4ejpwrXAKohZJSCSXpnXsIYSvqc949dAiKZnuxnQrDKqPXs5hzeczxLGXToly3qFoyEiMary+QKXneccWMl5gqRA6VK4uPIiAT0iNFoc7XpCMd9Y13pZx5C5WokSFPvFNHGLRS0S+BM1sbZ8fCQVAKbXya2uFJRL6IRCHczZDwxkxVmUxYC85GlHeNEJFQypGbpgpu9mQB1dHJYDQhL33FrFBxa3mnx4MyRUpJpvJV8p6S4uhDDMzc719jaO9hlj94C105N0GWtyZQJGrzJKuzvud+RuaX9PZVahYFc56COUe8nuf+g/dDyMsrlXTJrqJkVanL0DNQmgvuh0+IPXd1kKnAf58AyZlZdh6da/LMVh54EH0yD9JRQui1BX+zJH54AXvvAf+Ukl1EzOcQxWgGeaEsGH+QZGWKjtJh//qJ/BQoxfC+vYhaCUqzoWu7U2wvRN4Kth2dMyFlUCKqYXNL+uvLvQ9SIaVynepBTK+fTRoF45ud0mP1YK0qd/1XLYklFbnZiUj8/+HROYrbD/vE2bvrO7PRUmL+NVws1MtOL0OhEYHMWzb8bE3gl0KbEJ8AvBJL+Vqef3rGP/GDjVM8e+5aKvdoaJkOVnzyH5p2T9v4zYAQggsGL+B9l7+fv/vsfYh/ficyo3jXz/ay6cMv4W0/eidHi63rX7bRRhttPF5497vfzde//nW+9a1vsWvXLt72trdRKpV4wxveAMDrXvc6PvjBD/rHv+td7+LGG2/k85//PLt37+ZjH/sYGzdu5B3veAfgkOGXvexlbNy4kf/93//Ftm0mJyeZnJykXj/BsBHX9vA8tPNmmenyKGFz0qiaZHY5pMKR3jrkYMSN1TM841kEvgyFQp/PA44B1HdgltR8GSUViVrWiUe2a8yZRTd7rmJOekTKva5V9Ntyfmn46f6umSVQQayrVA2kNUxk6oEnJ1GbJ1mZjhDuQ1MFCtV6pDZxGMVKc9kl1SrxkYv9M0UOzjjjKNk1Kl55k5BH3O/bfAFUsMHgeYtV0xWd0zsPBPWhAYRVjZJV9w+tMX5XOcRnxs6xpX4Q2429Dh8Q9izG0EPe2ZDHPgypsGzpGuEKzBKqlke4h5ZMi2LVIl8NpLGRwbjQZB3dkmRG56jsPIwsleiZ20qmdCQgXwqHuO/ZztHN+6jvniZbdkv5CIHSWth07kbAgdqUf03fe93CAPdlpYB04yZFiCD8OrcPLyETgDY+jag2eFUdtyaJUJ3lzNYHsCpuIiVlUrFLiFwRMT2PmJ5DOzDmnuYoA0rWQqg5RVlVqVg1f9KUiiZCEiqqJNhVmUAIgUwa7ieSqmWza2qOQqUOtiTmeoOdfZJg3ADM7muIyXVuqB7OPu5+3pN9mHR5LBQDL6DBXVsLxVNPZMvM1yep2CVi9RxSKeqy7s9V+Bm+K7ePUU8G770GvPvh3m8tdBsLdpU5s9R0a/dl90Q9o66nVKFIFJ0xpUtH/E0hLVfB3rYJzc1wPVOfpB6upetuQhlWBWnbGHYQP56vmgzM3U+mPEayOgPZMUeO7F+b0O8huXrDJkK8voCque8ETW/2crtwktvJpvkLSLPTs2y5DmYZe3Sjk9kamkqPzRarHDVnqStHgt8zOkV97zjF6ayfyEu67c2Van4Svsb+H7a90AVX2h/2EFueyiD6/myV12IxtAnxCeAH+37A7aO38+6nvJuhxFq+ffMDvHL37VQX4iz/9D9hDA6e6i628ShAExoXPfdtXPmda0lcIHneZptX/uMtvPefn8+Xt3yZslk+diNttNFGG48BXvnKV/K5z32Oj370o1x88cVs3bqVG2+80U+cNTIywtGjwebdVVddxXe+8x3+4z/+g4suuojvf//7/PjHP+b8888HYHx8nJ/+9KeMjY1x8cUXs3z5cv+/e+65p2UfFoNhV8GuA4KqaTNbrFGuZREqaksqoFizHPLnxuJ5dplTuiZK2jy5Y6P8zTfYbQs1tpG6l0RJBDHElp4MjrcV2coC03YOJSU5WXIMO885ZNskKkdJFw76GWGrquaUIgFWPbgT3Y37lVIxsVB2YvKAmJknZhUjZFCTkpolub9wiINmEEM3bs+B5xmvWdhSUax5pVhaG3CNNPaehcMcrnpZYm0ypZFAjqsklbJLTPRoCm3pUwtBrVpx4g8BvWZRCSUgCyNm5n1pdNW0qduKSWuBkgzI2ZSdc7zt9TJV06Yiq/j0u26RdmNhDaH55G8x342QiikzR9kyEVKiFZwM5KnJkEcWaCm3xsLwElspiZASo+aQUFUMyFiYkAKYo/PMlWr+GD3IFoRY4Bj2ApA1k76NR0hmA/KyWN8AlJsFN+ztLJh15/6HTtFnW0iDFaTnSv65hpknPr4plDgoSm4mrQW2ze6INtAArZ7z5fnhzRjV+nDXhe/OiVmj5hL3crWOVnIUElYy5ra3uHduQRadcljhpr1xVWb9YWgNntswRu3gftqhjRVvrYZLtflxvbWGPADeeWH9rlJ+DDdCsGneK+EU3URTyMgYlRVIorv2zwTX9a4kwc6PoVW8jQkV6bc+vz/y7goQbN4sljU5Wwo2UGaLNX9couEWKNvEcp/5ujI5YE1SdzcWwn11FDLB+bLpXjr6lF3FaSbreeYWSpRrFnXLjoSSAJRVjaJdZc4uoIB0aQpTSgp2BbNhE+bQbIlt4wHRT5VGqSuLSbdSgFChzQulmteFaryfi6/BRhjHPqQNgNH8KJ958DNcteIq/mTDn/DJ63fxlxPfIL8rQe9LXkDns551qrvYxqMMbfVFnP61Gyj90x+h3W7y4e8obt75VV7+Bz/gbU9/Dy9Y94K2IqCNNtp43PGOd7zD9/A24vbbb2/67OUvfzkvf/nLWx6/du3aJQ3XE0G8WkANdTE3XfNlkpoVxNwGUH6ZGwuLxpIbcTMHdIQq6zh02Pkj5MWUCiEEWnEKVZ6l6hpXvqRXi6PQ/eMzR/OoiSwHL1pJWvWF2nMNTimRSEaqh0mllgGKA6YjUU4YGkLZvsfNOU06SY3C5UJC3hEhneOklEzLPKfbg9Rn5yJTYaOYylcpF2ooJZrijd2OIYGCuQAxJ7NsqVxHd2v/JmszVGsWidksHYUM1eQAwrKpSwvLt4gbPGXSIjd5kGpykB6HvzBjBTF82UqdTtdwTtTmqagg5tyUNkVVRZcCVByUjayUHPKKU4bJ1mvUZZ0kkJ8pEnOnOqbpbv3RICa29+AsWt0GOvx5QylyZpV4sYIpJYZy6r8GN1hh1LNNnE2XJWLVOsVMBpRyia+zIh46POXeE+Un/gpHlvq1VgNpAkoTTRsxmrRcqbiTEdoQmiPtDs0zQFduN1LEmI7HnW8UPDQ6jyGjhHw8W0FqMQY8b5ySFMx5Qku3wbOv/H5oxRpxb1PDtCPeuaKqkp4X2IMZAAyrjNQS0QkLERJbWYRcsqHZccmq9wiGRAKx4jjoy9HqXokehZmOo3K2K691z7EDeWtRVqkok676AuidTt+qCwzMzVHMnEayfBRwMtevuu8+Spl8cN0GFGSZTi0dZDAPzY+SAcXLyRK9E/Pkc5JyZ4xO/zmQgBa8V2ol0rvmmLQq9Jx7JgB1S2JJ6XsQNWWiyTpKhG4QIAplVF3HadGZpLACQiLJ10yyFZNhWngvTRvdcMZxtJ5rWtteHHsrlGo2XqFXSyr0isnwgcZ6xs7MTBerdHVolExJN1CXJkmim25e6IJXAcDP0e3lOLAk6FBWVY7WFatxNmSbibNzTaGC5Hi6XcXSoKJqwQF4ISihm1xZoCs3yy5rioqq0xsc7PRBtp6LMEQrBcoiaHuIjwO2tPnQ3R8ipsX4+FUf58hcmYd+dRPn3n+Q+HAXQx/9h1PdxTYeK/SvJ/OhX3LGqzvpOafC7z0Ef/vlWb73zQ/wxl++kYPZg8duo4022mjjtwCaaaMMnb2hrLyaJZs9xKE/pDKxVTTBkiN7C9UWdn+myxPEzCBBl5BOPJtHZmqu/NB36i1C9PWa5X/nSf+qlo3ykmC5x6XGcq5HD5KGjgDqlk2xbqOkW2MYooQY5W+UeuV/5lz5pDY+gzE27cspvbFVbJOaNNlvHaVk50LfueN0f8tVjpAuj2NJxzD25yvkudLqCyRqc2BaZGXRty89DhOc40CzTcKmsPdTSuXE0LqIFUOlgMLUTylS2SN07pmke2QhMhcz1jR2KKuuAqQJcv6QP/9GzSJeqGHUAkKj+WTVGVvFsiM1WD2apUpBwi3/Oz/2UyGQbjZpB3MFR901bs+HCKlzLUtJDlqOBNqWwby2kkz7scdVE7taAyVJCpf0osAlYrpdccozhVa/bdvUvHkNkeJErkzMje2etnNMVA/5knipJDMyH1rOzv0XyiaxfwbNjYfV6ybaSLScmpmK+VdP1OZIVSYi30fCATxpv/LIV4MyQRHE1CrlZjeWJOpZjMJk4DnVNGwpqZkSkCTnS+TvuA/plqZq9Ao6fXdIr0A68c7ORUhWZ0nPFpviXT1M2Tmqsk7BCr0X7GBjQQutR6Wga3SBiiU5mqtiK5x64irIB5DcN4uwFaJuoW/b74/Xe36qPSkAN/Gc8u9hZqpA7PAumN7pPIcuvYpsYygcFcsi8a1dD02wbMtuAGbMoLRUU5jHccDLHdAEr2Z5sUZq1g0jaZS246hshJsh28/QHTo23K9K3Sb8yrUbSGhoW8X5v599P5qNnvlZ+qYfomdkAmp1UDaqbpI8NEWsVCfYXpEo0bxRJZWiXHM2LfVctKTU8aBNiI8D39zxTbZMb+HDV36Y4cwwn/npQ3z0/m+gbI1VX/kaWjJ57Eba+M1F90qMt9zEsmtWs/a589giwwevkzz9Pzfxumtfwhc2faEto26jjTbawDGw86t6/L8T1SyweFyskmYkmU/wRWBGBXFrDfFhMuyBUhTd0i+e0efU1W02pAd2T6EteAanIl2eIF8xwU+G5JYGsiXLHh4lXqi6ebAUVVOSrzp1P31S5RrdNWUip0ddB6b0vZC+k9ZNqCTcMinp2SJqrsB+czKQf7bKoovjMfXIjJdISXPJWqxUZWjbBGbdoqrqxOtZhGURE4ZvyGqy6hj+qIiUNGYVEfaxY8XT04GBLkMGvVCQye4Pehq6R3VpctReiCRLmsjWmCnUAkIcKl1Vkm4cYETOrFCeZ96FaCgzEwtnMfa8mJpAKNv1NsPh6hxFV1pcVXXHw0WwaRH25ClZ9z1xStOwkZFYz0RtDt2u0jmaZXbXIcr1uk+AwCH0eiGcIChMOkNJv0Kyzt5Dzv2vyjomTqmyqluaatrOU1WhUkNKkazOUC7sxFQmwg7aNJXFfvMoZVnz214KYUJsusQ6cWCW9M5JOibzPjGNKAwE1EybbLlOoS7RZJ30RI7YrFN2TGkCqWA860iikwsVpFlDVk1MZTmEyR27qST5SOmtoMavt+HlDHrxMYzZc+Rtl1Ar25eAO2qNRr+6+zwqiR0pneV8m6/WKbr1e7GCjTNvBqSh++Q8Xs85dcXrdTom88SPTJGr1DGlRMMhlGGPqVJO+bigSx5xj278Of0IlXQLN7AIGhOOyVrrzN7eRqMTnuJtzIQkES40dwdAuDXB67akXLdaEmJLSsL7RmO1bOSKlvtOqKgaR+0FwNks8i5Xt2wWynXS9z/E8I4xeiam0A8dBQR6oUwiVyHj50IAvV50nm8ZEPFsuc7huRKFmoVpSRJHFryZWHTOGtEmxMfA7vndfGXrV3j+2ufz/HXP5+79s/zOdZ/CmLNY/hd/TOL8S091F9t4PJAZQLz+52Quupirn7uHh89dz1O32/zrf8L2H/w/XvSTF3HryK2PmvSwjTbaaOM3DUJJ8rIW8ebEahVSlalFz1GyHjVMvc9DXhvpm6MN1wudN3FkhkK9ihnr9DPEWraKnBZuoTQ75bah6DjskFAvO6qmzIjx2T2SpfPQnN+CAqbz1VZdwtx2F+lanf7ZraQqTix3ar7E0LYJl6hH40fl3vGgZibKj3+NjFMpdBkk0JIyOi7hSoONikXVK51jBt4+7xjLzRhbrFlUPZKqKyeBVqhBYS2+gQFguvJUhTN/8b2jwZc+IXbumURGEljpQlA1WxupnrEcRrweeMy9szRTkpkOPGDd+2eD/nhrJib8GGJQzJslRvNb/HM03/vdPNZkdcZJXAS+h3jEDjYqvCzPdVty3+woMpztFoewl+rTVLx7psIkuO5LfzumCghbkq4Fcz9mzzmbJlKSq3qxnR5p96DQ7CpZWcJSMuIp8+5/0a3f3RhD2ghPJq6h+fJSYSusXJVY2UQhSRUOu0oCqNQtZx2FK94Infh8GT3rxo37dc/AsBwpfT4/xZiZZVP9IHOy4K+JWlN5MTeze65M2k0g571PjqembBBP7XjjNaBLSzvtSLdTKpqiy6k17pDXqikp1yxAYimbXbXRSPtKF6AJDLtCzCwwNh9OtqWYL9WZL9WdetpKujH7zpVM2wmx8MbheF8lB61Jhh9y5M2ixbsuazvJAlW5GlEVLIlyddGv6g0eekvZ2A3k3ZdMq2D9FWsW2vS8U04v1MuqKZkve2qG5uvNSYfM+p5jpUhVpkKEWpGv1kPDtimVasyX65RzjgrEW1O6rKHJmvO3Ukjl1OL2ri8gnMS/7SF+tFCza3zw1x+kL9nHh678EHVLcss/fZkLDx2g76lpuv78U6e6i208nkh2I17zQ/Tz/oBXXvhrtj3nLGYSy3jvDyVv/H6ej1z/Lt5+69sZLYweu6022mijjScdXKMqxA5EUwmaqLmnrAJS2SjR8HllnlLNI16NxYm8th1js24pFrYfYn52HsvIuN4NRcUyI4Qg3EZRNRuMMlSyR4/Ivm0S2UqkTqpQgcGYr0S9MWmzTs+R+YDEEsTFSr/fTlvTViEiF24JpUJyQTDtgGBGDhMi8CS6Y2nyHLlGadmTJWuhEioulu2YJk40PjIMn7gqiJXr0UzRqtnb5HvKAV05ctpS3aLR8G8FTYYJU3B8ohDcP1sqpKsoiLnS6vIKnZhVIJmvoqo1LKlIlwOJtWZ59YBbkH+pHA8WQKss0+FDkYDtxow6WLHNKSM0bs+Rk2UyhcP+dx3ZvSg3hXF6tkjHZIGY3ZC5G0jmili1BrLoa8+DclBS1+g96CWXapFDXCmSIe9+6/7DsN4d+bxYs7CSht+aYZVQKPbOzzNZrISuo/wM7v4lQ4RYr1kY5ToPzI+yveAoHBZkKfIshSGkU6O6cuAAHVNuv4X3clhqvQQk0x+bcjyIQ3o3htBRON5ZoZwM5KrsJKUrVExM225qvSArvozcj47QRGTDz7IDL3QtFGKgFGjum8sj/QooW1ZEGTAvi5FzRItx5lWFvCxTGT2y+KZA+D2norHLYbSKQR43ZzlkTUWualhFuuZHiJfqNM6M13b43nkku2raFOsWFXPxd5rwhx/0ZV6W/A1QTVrMTOeYHp2nOD/dsEbcBIya8NvJlZtrjftqgON4x3hoE+Il8KXNX2J/dj+fuPoTdCe6+fHXf8DL7rqWzPIqQ//wb6At/g9GG09SxNPwim/DFW/jT/puRTxLce2Fz+OC7WW+9l9JxB338+KfvJivPfQ1avZikpU22mijjScfvJq0Hvq1zpbHheld1pzDkhaWLSm6ZXQ0aZEvVZDKyXY6axc4ojXLev0YYiUpqArMlwDhZ0jdUR4jnjt2OItncNXrVuizhmsJQaI643+bni3SOZFDKpgMJdcRyqR/bIR4ocX734tNtcOG8+IGm193FhVJDuNliW08V1Oux0155NvxRhtovlfSpzGeUaoJKqaThdlys2LHhUGiPr9ov4L+OZLnsMepZjskJmy4ezHBGkGG6alczfF0nwBab4s42YQXStH1oWkVpC6IlepUVZ26pUiUAsM52IRoJghhybY/b2Jxc9lJGCSwEs15amuyTng1KaUiJFvYMpKIzUO8UqU46Ww8NJFGwEsWJ6zAOx2O1Rduf4WCTChrbyMWpJv9Gw0DmC5Ug+fQlpE1WKhaTNk5Z8akQopYcJ/DhCwI4mdgd6AOOZoNnsWOyXzLsemyhsgVQ9cVKHF83uHGjkjbRnfDAQz0SAw2QDU/gykl2X2TTC1UIutR8+T73uaTpw5pLMWlAsVHsWYhQ2RZU04yL4C47twPGUroJpDUQx5y05bUbXtRr35F1kLKhijC82MtEaKihTbpDKvsnusOJfQsxOrz6HaF1HzJlzw3InzvqrhqBqUo1ywK1SU2+fw1E5xvKsu/ulA2umkRKwfvUK+P3gaW0jV0930d8Ww7jmMnXOYEFZttQrwIHpx8kG/v/Dav3vBqrlpxFeMbH+Ksr3yCVI/Jyre/EHHa5ae6i22cKmg6PP8f4Xn/yO9r9/OKC+/j/c98E6Xu5bzjujIf+2UP37jvy7zkJy/hxkM3+pKkNtpoo40nN6LmreESxVY+NktPYRlO9tuaNMlXrUhsqodMwiObzRvQXgyxVI5BpR/Nk9Q7nBqaSjFeLJCeC3uvXA9Eg+nj9TpWrzZ8HngxBPge30YzqzQYeNcypXFSxQlawvXcaA1E8NjFClRwVSH8GOJag3HcqRJIlC9RxPVkXxo/ndMNNwtsg/xWacLlqI5cFN84jiISYyuO7QwIe6I8gqkLzf9dYGG3sFfryiK7tp/isq6m7xqTrIVhK9XUaakH91kh6ZhtlqNrLRI8hUmcR36qyWFqid7mDnvtIJAxZ15iZljmHfXaVmQVGS6FJUDZdoTQeBsMKtQG0EToop85n3v2hkfEUGrRhFRR+NG6lF3vnla3Q30PngNP37BYu96cNZX8Cf2dmi83jMRBotYiUZrmbHCZ6fixRxFad8VanYR7L4b0bizpyMuDEmLS3UhR1Op15sKJ27zHzZZYyRhKF75n0oyl/ePyssKO6hH/b5/UCcdD7EH3lRgytOESXcnO8xx61htQUlV/bVat5nwKHqzjsDkzqVSQk8EdrBkuuxULnp2qMhE0vzfDG1SNpLnx2Ehf3euV7Erkc29DQigbzbSJVYP7oZk2iULV9/i2rA/u9d3dIGssrXYstAlxCxTrRT5814c5res0/vqyv8acmODo295KIm6y4g9i6H/Ylkq3AVz5NsQr/5tzOMg3V/07H7nkhfzq6peyftMU3/xuH+snFO+78328/Gcv51cjv2rHF7fRRhtPaohQshwgJCN1Y+hiXmEQhRnrxHZrBNdls+TNb8PLatvC+BZSIhBOvWEkAg1N6H6yKce11Nxmp5aK/O171ZQkFXOzSZs2tnQyOeuNhqCINXQy1CcRVdkqLfjS1DIooh7iUtVuIrbNCLxQYXO5scRJD858LsgSE5bjXdQUaEJDd0msf65noIe8ec4P1XoDw0syJcRxEeJWnlcNzZeaZ0pji/6bWOtOYqZjTZ+3phGLQxkhQqwCyhds1Aha1X3Wwh589/5JzcAyOpqODSD8+ruJ2oL/qWzor1QSpWv+ugbROqkcgXc2+On0WberfuKoRgSbIQ6SuUpL7+r0+ctZWNfv/60L3Y/J9/pm1CxPbBAQTTckQlg2CI2Um13bl8iqxYmyt+67RoP5USxN2AWAEE6ZLl0je1rfosf6HfB+s23/nseFQcXb72qYj6oy2Vc72iQz7k7HnDJdIqqoUCF16Ig5SymkBtw74N0XEdRQBoRPiEH3Erq1JK6q6X5JXUMgSMUDBUK+YkZIcZj8mUQ3eexY9HntTBpkQo+Xdz0z5FmWoWtJpJOgr7GnYXn6IrLqlnAP9RO/hT6WwvDLmul1C+UqL7wM7MdOkhVSX7QJ8SPHPz7wj0yVp/j0Mz5NbKHInte+nni1wOm/M03y1V+GRGsZWBu/hTjnDxF/9nMGY3V+0flxdq1K8aFnvQPb0nnb10b59+nnYZo13nXbu3jV9a/ijtE72sS4jTbaeHKiwcDzvASBieIYZtI17T0Zal1G5a4R7+ISxrJmO+14HmIDHYRAA5LEqMhq1Exz/zAW8RADdCRjIJxEL07yJ4UhdOxMyDvV2KeQK0wXgrDrU4ZIGZakphqkvUuaYZ7HRB2X/M+Qgm43gVBZVV3JtHcdhxpUZA3iMWqut80jI2Hb0Stl1RrakvLhaN+jbYQl0zR92wAhGNS7/QRWEIpdbDjRn8OlPMQq2KCJZsleOoGY0gPi2ri7khAxOkTK/VZgJQ2mLlqJmQrYhoUVJQsusUsauiPvFETKz3gQKvAsB+eHsi57Y1yy907ysFZJzJQevYeG0NDc1ozQjk4rmboQoJdNtzcB0Zsv1Xz1AoBRiZL2nsPz9Bye973D4NyLxr409VXgEtOgba/MVegohLLQ7UDlIVU02ZknCU42XK+i6k2LynmzuLWvhfB2NlCa8DOjSxGjFh8IZVEX/pprXC3hKxpLLzkaF3J2bV/L57FYDRoKz3W14X1qpZza096GpLMR5NQFNjTh9z98r2U8Wj0nQSwiqQawDdOXgivVvFIWe3N710suRMNZlFIoLeY/k3rdwk4Y2CFyvlgd5lYwahY9h5oVB4uhTYgbcMuRW/jJgZ/wlgvfwgZtBUde/wbs6UlO/51p9Ge+Cs549qnuYhtPNKx+KrzldmLDZ/Nl8RleufZhXn3529h95mX0/ufP+dL1Q/zjuX9DsV7kHb96B6+6/lXcPnp7mxi30UYbTyoIIFeq+ySr0UNsGQ55UMrxusR05++6NCMkM0qIibQRhl53ssh671InEZRDivtFh581OmjBOU5zCV3CaK4V2ngVx7AV1Fb2LDrucG1XTQiEGfK0hKSH5XrJj9n0j1/CDAu4RSiGeCn1q1TEQt5bU8mAEAtBp0hRUXXkQI/vC2pZZxex6L9PiuPzEAulmiSzOp6rzfmiUl+iHBfQraUj3nnp1XZVoEIeq1AOp2gbobEpnPjqKSsb8l4JhFw6oZkKefZazUhac4iZpayAgIfWcl1ZTXJSqQnQ3NrWqrUny6//SrgsT4tRRu7TydkUHSIF6VRLb3krf7zCPbRhY8SSTiZzb432HGmOQ0/kKg2fqKiEvBWEIC3iIMCOL772eqyGeymjGwgeoRto6kMzFK4n3JauTtwVv2sB1ZV6DFtPBR5d4ZRl8v5IhDJeJ0P97gl5yBuhSasp07zSBCv1Zs942FPdHWozryrEQ8+H5RJKhfPTW54DHUn6Mgl/2dih+1/vDGThAEkt3rQZU1Wm3weJcjYDI1hEKeDOV6whmWDNlEjN8GtH66blzHerZho+y8mAXHvrNTNZIF46dkk5D21CHMJUaYqP3fsxLhy4kDee9kpG3vgmKiOj9D29iFi3AuMFnznVXWzjiYrulfD6G+CS1/DK4v/wi3X/zWfPfz5ffsqrKGzczJnv+je+M/B+PvX0T1EyS/zlr/6SV/78lW1i3EYbbTyJICPy30YDCkAJzTf0Y7oTQ9z8DmwmSqqFUZSadwxH72xdaPSkEwgBCWHQrRIte+l5iNMJg1RMDyTTDT89aAiUoQUxjI3epCXi2RIhT9Zkvbn8VPhMz540GtoTSkY8X+npAsMVk65k1Eum2YoUwWcWFrplo2/ZDTjzI3EyFPv+HJ9MRjcFWv2r5MgmxXF6iEFrSCypuTHEHlE2W2Qg99DreuTDNrbXp7ot/T6s1PtpPsL9K3RyijhCQN7NLi7ASYC0hFw/2kazhxigU6To1jL06B2+RPtYMbtK1/w5NhPLF5F2hiXTgWe86T5F+HC0nW4t0/L6c2cNRf7u0dJOn5QkpmuRWZQNQ9GFm+JNySXWwdLj14WIbEYpQ6PeEBObCMvdNUFMaSCUL0uPN0p4lSJmlbD0IBxCqGaPOkCscHwkyfd+CxGSTGuUBnvczxuVCQKp65Hzla7RkTAiWcjFEtQrWZ3GSjWQfk00ecQVAtlCxuzBUy4ASE0jYWi+bNsLKfFXtoquMwAzaTB35iC1TsdT3CVSrNIHIht43mYhuKtVBffFiaEOxrxaH2jRy+i9qdsS0Kh3O+9tzbKbk5iFxh/GjJ0jJ8uRcn3aEu+XVmgTYhdSST5y90eo23U+dcmHmXjL26gdOED2qgzLluXJ/Ol/Q7z1y6WNNgCIJeGPvgwv+DxrFu7n150f5uxnDPO2Z7yTwyrJxFveyuU/2MWPnn8dn3r6pyhbZZ8Y3z1+96nufRtttNHGI4JnWFlJxyjyYhEFjkfP1hxDx5NMr+rtcU5sTDLlttOVDMeRHttc6dY66M0kEQiM2TyJhajRZHgGbDIqB/Qz2rZ0RrjC0JC0EByDXROChdP7I0eHudD8+oFQrCi0at0zKDUh6ExE42bDCY3CXqPOo3mEEMh0L0AQ3yclCS1OWrgSSafIk9cYmpvmR6KaZd8oKqkVkWs3Gp19WgdK01BCJ9EYR90CjXGuGoLYMcoYeUjGdfozCd9rpYQeyZ4rhKCaHPKN7mbvFMyvXke537HbpHTn2j3MmTMN0bD5Ysd0qt0OmehKhcco/DkLx4ULIRjUu4ijB7GaiwyxOxVD61qG0gOhcafeTzfBegziPZ27r9xyUgN6Jz1aJpLFWLj3U9OctgVE7ktykXvkt+H/EGDoCBROeddQPKoR3R7RXY+dU+JbbznYQaOL5Xqv/3fciD67HUmDmK5hJZyyTlLTkC3a8TaGpK6hSYiZWXDLHqVEPEL4BWBIi5XpM/3PMlPReGrDDdkYjC0VC+4hGHNYESF1QdElxKBByMM/oHWzMrEMTThqBOH2vZGWLfUECCVbyFREJHRECQ0r1rXkxlTKCJNqZ715c9x4logoEEBICx0LKx0n677fhBDENYOeRTZZvO0bA52eVJxM3PCVOAAJrcVa1DQG9GgIqnnFVZRXdAZKEnHsDSYPU6qCjcS2vXG0Y4hPCv+763+59+i9/O15f4V698ep7trF4d/dwNOX76D27H+AZRec6i628ZsAIeCpb4K33IbeMcg7j36Aa6/ezH++9K/46bqrmf/GN9n5slfzXO18fvzHP/aJ8VtveSvvuPUdjORHTvUI2mijjTZOGgKwkzGmLliBtW4lc2cNIYSgnB52CYXwiU064cjyFiup0ptIHsPX5F0RKqlhKl0bMFwPTWxqAVHMELYuB7RuzjCWRb2yIXmwQHBuZgUpop5lARDT6Tqtl86kgWc69qZjWEmtyXvtjcZMx32jsNaZbDLszFh3xIsCjcaf05JXOib8vSE0aJAue0mLhvUezFg3lhHEeJbjy/y+FFWVhZ6zm/ps63F/HkBhxTqpJQLCb56/HhBoIsZqI/D41GM9FDOnRY4NOhWMRxcanXGd/syxybTQBN0hQlpOr4h8HzM0GpmD1KNeNDOdorjcy1btzYTz/zgxR/7dIGeu93X4cd9JQ/fvbXcoyVdLia8QXNh5JvmuszHj3ZGvvHuW6FmGiHf4Cc0AYrk8qblA7llc3oWVMPwYYtsrn+SvlMBsd5px1kh/Jo4m8JNchUcMUEt1+0S+sTarR4gH0k5cs1RQ73CegZwe9abKTuc+SKlQmt7y+UxqcTJaQPIbj1kd78PuXOXHDjseQIUSGraeohV0GSgx5s8cjHxX60oCCiE0NBFn/gxnbXYkjMi1V8QGHaK+xEtFE9CfSbDM3RSx9SS2ngiysuuaL41X7r3w5MoK6DG60YRGp0gh0JyQiQZGvHTeADCTDRtjofVix3Qso4NaordJxTHQmaArFaM7FWO4K5j/ZMwgk4zhDVzTGq7fQBw1ZZKMKVb0NN+Lpv0sTeBEnzuDXNWdIW5o6JrA1tNN5/vjiBtY6Tg9WrA5kV/Vg6bpKE3QUTqCJqCnIx55hww11MsGkFocMxZ87mVJ7zKOj0j7Qzmho5+k2Luwly9u+iLPH3gmF33qx1R27CD76hfw/L4bObzmpXRc/eenuott/KZh+Dx486/gyrezYu//8F3xXp719iv5yrPfQmVklF1/+GLu/vJ/8/y1L+BHf/Qj3vuU97JpahN//JM/5t8f+nesY8Q1tdFGG208IaEUKUMDTWD0d9HV7xhFcSMw1KXruUzEkhQza7BCXoJqeqX/e5eeOg5CDGYqhtRTWLEMyzuW0WekOaevl7WDXfRmAnIroMnbAiHPiICY0Elq8ci3mWdsIJ6KIVb1ULxstd8nTdOcrLO6Rkds0Jc1hhSUvvHrZE0WZERgqOaHhrxeOXGiTgd9j5QvBXelx9VkIHXVhAhqzXrH5YqRv810HMM1fi2V8CnVQXs68D67P9KxUOIa/2OBGev0PVEi5hrVWlSqacUyIASmEXiPaol+lNCxQ95BL7FXZ+haa/TBpk2BMBRQ70y4cxIcJ0UMqekIBOmY4fe3lFkTnCs0n3TZ2L5ktJJajp1Zg9I0hLKYOWcYy5XPn5EYpsNoNuR7QuQ8Eps85MR22hecSQwDqRnUEj1AWPoe3YLRdCMSG6+Hs1p7XyiJVEGiI80VqKqQ2W5rglXGgFObdf4Qdl83fVoHlb40M+csixAJ0+gN+t2UFA6Uofuxm1KpIHZaF75SIC4M4qkMQipspdCNZslubk1vRFkQTojkocdIo4wEuZ4zHGLnuKWRwqCSGsaMdSOA+fOXYydjCFSEEGd7NmDGe6iklgOQHlqGUDZJEUNpBra7vnQt2BAC0NHJaEn/mWhEMqYx0JFE14Sv7KgmB5wQAymxpELqWqAQcKQv/vkWkpge5+zEClJaHA3HQ2wmeyHVE55u6pnoppsyNKYuWsnMucuo9aaipNlLfBdLgRB+ubqM1sVgiCBqCJKGTsLQ/fMX1vWzqrs7oqAQgNUXkN1+EfX6muk4djJG0mieJ0/uHXinRRCKgSLuxhRrWrCFUxrqxD7/DLr6lgXjFUAouVklNczsynMdL7Z73d50nFjMiDxvXk6B8KZOObUCK9nXtEEQN1qHzCyG33pCXLNr/M2v/4bldidv/n/j1HbtpuMDb+ei+jfYlziX01771RbSojbaOA7EkvC8T8Gbf4XoXMblG9/Dly76GfJDf8GRwdMY+upn+M4f/Rk/+vV+XnX2a/jZi3/G89Y+jy9v/TKvveG1HMwePNUjaKONNto4IejAU4ZWcFZqiPOHe+iNpxnSuomHks3YSqIQJPQYCM3xhrlGz2DqdDpEirXGEMvjzbVowTGePBTXDzF/VkAsE0aM05L9JI0YmUQMI+TN87MMDwZyTkJeNs8IDhujGtDXEZJYa1HDEs2pPxu74HmsMvodcyHEsOMuubYTTvytjqA80EGtK4ltJP0rDerdvgezmgk2BRw4XkyvTJXSNAy0CLEvDnci3Phtb5xGZ4K45hmwum9MOqWTvLEqulMxvNDHcFyidM813KQ+Xl/DElLLSCM9OaTQsIwMlp7CjHVSyqz2CWm5P0MMHc3NbutBF1qTIQugBjf4v+dW9Ua/Ezp2agCpxcl1n+V8hsJ2Y4vDcb+eTL9P66RHSwMKW08wf/7lgAB387lzeRedyRhnDvaw3Fi6tE/YQJcrh8g943lg6P76kVpj4icv1lQhYwZ6bw+VFd2UzltOtb83uiEgBP0dCZdriQZCTMQeLfWmMM4+i7QW57R4DxsSK9CE48GUcT2qvFBQS/a580ekLQ0BaUeNYdmK2Q3D5Ff1UFzehZmM+QRXQyMV1/0sywjHQ+yty7mzhqj2poOyZ0ClL01pVQ9rjSGKHWuxujPOZg4gjRi25pA8gcJL0mUZKaxMnK6uJNLQiBdqCAH9rhdQanHK6VWk0+vo1zpZZwyyJjFEp5ZCaQbFztUOqRaCaOyuMx/LY63fK2EE4QoCJaBuKUo1y3n+dWdzQAlBtxGoImzn8MgVpa5hxbshHmyydCZizXGxXnmvmE7HYAfmGauCVoSjllB6inzX6di6s6YH40N+VvlG6EJQOX85dneKVLIHgKHebrqSMWpre6m5UuiY0BgQ0fkoLu9yxpnqw9JTJGMa/ZkEmXjgcbf1FLYbo61QSDe+XSBAN4hpGsmYu0GoCYgZ9Kw/m2qqz50Dg3oq2OCTWoJashsbhdCD56Vhz6F1RnkBg+k+hroCkt+ViiHiaarJqJpgKfzWE+LPPvhZJsf38unr4tgHD7PiHz9C58FPMy+66HzddxGx5LEbaaONpbDyUnjTrfDHX0WUZ7hq17v5w9fUMf/w97j04GYG3v0mXv/eb/CDB3L87VM/zhd/94tMlCZ4+c9ezn/v/O920q022mjjNweGxopEN89dfTqpuMHlmdOxei70v/ay9cZ0zSeLQiqMmkW1J0X5ac9mmdHj1IoVAl3T3PI0bqZUXUOGPZSuITl58TlUz9hA2BzVGnyPOjr2hWejBnr8zwrnL/eNX13TSKwZbg7hC33iRdutjPVRvnC5/7nVN0g1OUy/3kkqphNzjboBwzE2PRLanY5TWNlNdl0/UjcodG9wrwGnp/oZMvooxaOeDYdMBxJNqQuHdIRi9GrdIXmjGwwdNiSlFsc0kt6AfPSl445HySVH5fQqpEtwVvR1c1pfmlRMJ6UlXOMXEAZqsNf3cpX7usmucozbanKQamoYqWsUz78Ey+17eSCDkcmg4h0RY1aEZtXzYgngilXP8I/Jd50ZOsohTAOdSTJxA6UnnfWhCCVmEv6c57o3kF09REqLM6R1MX/mIKNPPQ+zf8A5TkkMTSPuSoQ1226QlDp1ULtdry8QGOwucj3n+cQbmpMAhf8Fr5y2go5YhtryLjr7Mqw/fZih0IaLEh75VW7BJo8Qa5jKDs1Bhlg8gUonWGMM0BvLuEoC4W9CNHrevYRPjdm/HdInqF6yBnnlWuyEgYzplIY63f47z2BPKoYuBBm/VFfgzQ4jGdNY5kp2pS6oDnZgoNFp9LLqzIv9Uj123HC89E1lpwT5MwbIJAyEm4lYIOj0JLgu6dSFQa/ewVBXkkS/s2lSuvQKaskBLCPZ5MuKmXnAec7jwsBMxcitDm+2NMyXO9tWKt5Q8zu4K5mQdzVz5iWRuVAoqqkBMomouqEnFfc31rpdjuGpF3rSMTqTMVJdPUE7wiGkSgjm166gtzfjSNsXyfYuUwbJy85kYLiT0/rTaJl+6FtLIpkiGdOxhjpDGyvReskQ1CjHSHDWORfRlYzTnYrRlYz5o1BeYjQBGZHw50SkexHuBlmiM5pIS0MgXTKfScXozgRkXgFoGmmjM6qnsGULnXZzmE1M1yMbMUnD2azpy5zRco5a4beaEN946EZ+sfm7fPGH3cTGZ1j9z59Cbfs7bNtiz3O+xbKVp53qLrbxZIGmwyV/Cu/YBC/4PFpuhAsz/8PpL9ZYkajx4Zu+yMEvfoWrP3ULG3et5OvP/i7PWPUMPvPgZ/jr2/+afD1/qkfQRhtttLEkPG9QY4ycrSdC9qDj7VjWk8bQdOJagnjNqQOq1yzQdAqdZ0XOTxgalpGiNNzJ/On9ZFcH0jvPWJLxOHY6Kv0TQjR5I9HANkKJXLTAQ3ll7xr0VKIhk6qK2MkegVOdq1GhWD+ZTFNJLadz+Ep0TdDrZqQWmsaQ3o1QioXThjFPH2K5SxbWdF5IkF5JMZjopFPLoM4+nWpD/J7ySa6B0jWHPPrELYhrlFoMy+hA0CLBU2YdKRFHQyPtJvCKpeLQvQI6lvnHW24MrB5PoWuCuJvoyUlKpbGsJ0Oiv9uJj1SKaleG4lBfZK5lzGDNiqvJr+oht6YXOxnDEAZCi8PQuXQPrfaJkQcvs3RSxOhMBF4rKxb1gsV1HV0TDHUluOSi033j3i9N5c+pRkxP0HfBG7C1JAqB5UqfBW62bCUdQu2Wx9JM25eie5jbMEzfs5ySm51Jg0E3LllpgtP6PZIWkgnrcaftSIZqBxcPXe3fc9E5RGZFP3rYoywADYS0MQHby5iLIKXF/E2QDqOb9alV0ealRAk9VPs6uO7K9JnUOtyyZ15ysMhRAhHTSbprOhVKyKUQyK7VdAyudebfbb+OgWVkqDfEjpdMGdSn1TSWGz0gBH2J5XQZSZ+4FAd6qHZ2URyMEicVIvUi3Etf7RCEPSzvcsIq5PIB7HNPx053ReLwbSODXL860r4AVun9zJ81RK0rSUzXWK0PYPYGz5xa0eNOkED0RNefCNU31i2nf7nVveQ2XOOUTXLHZ2JRS/aTjhvIZAJx6SonsZrQfNK5LumM3XYTEaZFguf3n09SxCkPdJBdG1IrCJ16Z4bsxWe5Wa9bUzhroAM9lDhQtMg34D8zyW4WzZovnDj90xJ9/sR5mwTidy8i0ZUirSXdGGIvaEGhJZ3nwzx9fSQmXAiB1A3/+kPdwft68KyzOb/nmWT0Hud5jMcA5dSfDhFdf8QNmzq6Fmz/eHJuXQg2LGuOOV4Mv7WE+Ej+CP/8y4/w6WvjdM1WWP2lz6Pt/AR6ZY7/WvtZnv30q091F9t4MsKIO0m33vUQvOLbpM9ey5m/d4CeNUVev+sXfPPuT7Llpp/ywi9uITn///GWc9/NHWN38MqfvZJdc7tOde/baKONNhZFcaiTmOtF8tHCcDP6MySe+VRA0B8P5MFGzUYIAyuWidSZ9QhEPR3HSscpuR5eJYL4MiEEsrMbLR0Yr5qIJl7SESAEWsg49AzrTMKg/6oLEIZO61RBDtJxg86kwfIVayHVx7KuhN8XhEA1xJ/K/m66tDQru1ZRHuhB9XeQiusMdSaIxzvoiPVST/STdD3Jawc7efWFz2GoIxFJKuXNYSmzBjvmyJ894qZwjFgB5HrOp9B1Jla8BxWK40MINHRWGv2ktDhrBjvo70ig4hqlZ1+FSAbJberxfoqZtT75MgScPtDhjlMjk0ySTgT3R2mCTDLGYEfg2fbsVWVoVHvTrDUGQdPIxHWEkSIRi6G5MZ4KN6FOiKiJUPmawGD37nXwV/L8czHPvQhw5Nvh4xCCgUwHRnKQUsdpyIYyVUo4ck8hnBhaAM2SDHQk6e51pJYet0zHUpw+kCEVMzCHOuhMOomKku55830XU0sMOJJzzYlllkaLBFFCY67nPOr950LvWujsYNnZZ5FMd9LplsoRgMDGRIaIhiCVXE067oQLxEUCPd0gl5USW0+yYuBqzo+t8VdxpS9NbcNFLKxextxZQ8hQTVzh/je97Om4j0cTlKaDnkBL9bpzEsxvengdKXcjKhKj7GfkFqwOyYprg+dB/3oniVssxvQ56yj1eYQ4uLE+uQn3U9PoShp4yfkQglRcpy8TpzMZI5ZKuM9haLpbZWI2EmhCox7vYc3adcQMjZjQI9nDnc0uN3NyIsbshmFmz3ZVEIkB1NXriW1YHzyDumCgu4MLljmbSADDWg+DidWUnnERlUtPJ92bxuhNOwoD4dzTWF+P02afcy81BIbQMIRGYWU3te6U7z3Gv1ZjHG8w5PqqbszhTgyh+Un0xBKxtCLV3ZRUK4iRdvrZG8v41/A2C7uMDLIj7mw6hlU5SqGl+qDvdISeoB7vxdIzLPReRCmzGktPYMa6UAJfgbvOGOa5V7+AmGYQ19OclVjO6jMuQimFJhXlvmCdC6HRm4n76gUPsdCmkiL4fbF48Vb4rSTEVavK3//4nXzw2xUGC7DmS58jse2j6HN7+XDiA7zpVS871V1s48kO3YBz/xj+7Gfo79/Oyo++hxXXdNIxNcPHb/1P7jz6Ti7f+rcc/PFeniHeQc22eM0Nr+G6vde1JdRttNHGExJ93UkGMgk69MA7UVv+FBCC0zrcciiusdyX6kUIiOtJTouvYqAjSS3e73uBsj3nwnKH6KTjOoYmyHedRb7rrIgh6HmDvGQviTPWO0TDj0EN63N9X5j/kel+rWsCETNgxUWR73Hj4p7Vs4FndDtjSMd04roBA2eSjhusMHqxjDTlcy9CXXZ5NOlUZwb7kg2oRCzS746EgdINYlqC5T1XIBOOh9YQkIon6YglIhLANRf9rjteLaiv6rZnuuTXi/W8cFUP1b4+jFXDWKv6IO4Ra+d73VbIlYPI5V2Yy7pAiOayRS2IUT3WRT3ei9AE9f4NKCHcjMqC9YMd9CZD3hi3vZrrXerWMpw13ElC0x2CK6KC3tk1G+jecDoL6weoJIejRMZtq9LrGMYdeqjcjhBcec3rmPzdV1KL9/l3zBtEyk38VLrwKVhnrEFD0B0bRCAQStGRNBjqSiI7E5iDGZJnrGRlT4ZEphv61zPUk2F1b8pP0KMSjrGdihl0rdqAfebznLlJ9DM7eIXrxQ+u362lOT3ueSgVaBpFI4GKORnQlYLM8gFWJof9MAFwvJAWys/eqwmNUsdp2DGHCBSXrYZUMnqrLBuFhtV/CR1a0l/H+dW92P3DKCPme8jDJwoEdizTILEWXNTtrEkviZNfRicUqznUmWZwoJPs2n5f2g8BuXCScoHq76Fy9vnUe86EtEOAPeIltRjz6wdo9awOdsSdeFAEStPo7h1oijnXNY2zl3WxfqjT98wL5fVBoEKJvXpSMXCzkduZYfTB9didq5y5CidLw0sOrUFMx04Y2K733DZS1FZeAak0mtBQwqCcXkbC0Eh4my6aRkKLccWaM0HX/fda9Zxh9MvW4wlPkoM9rLjwcpRbHswb3Gm9GXpWnRMdqDf/WjMh9mAOdYDmJLpaEe+G3rWIhiR4UWgtCLFw5qhjiEsHLvY/j60ZplNLsVLvY3kiyOMQWTUdw44Sx914tPU4pY7VlDPgcrEPAAEAAElEQVSryPZeCJpGPdkHA2ciYs460l3yfvHqHhAaq+K9xAzn35Ez4gOsSQbXqnWdTecFp1PrTjJ23qXUEs4mTTKm++s9rafp0k883PW3jhArpfjyTz7IG768l6FqnNO+9FlSD30Qe2Yvb7Xfx5v+7I0Nu7JttPEYo3slXP1Ouv/lAdZ97zvE157Gwt0xnnLPXj5T/3f+df+7+dzOcc6upfj4vR/nQ3e8j7JZPna7bbTRRhuPIzIJgzNSg0G9X8DqXE11/QbfEyuFjtJguCOIv9X0BOsTg2Qyw4H3VujgxqLpmsbq3g6kHnO8gOGYMi1KcuNr1pB+1gsg2Y0t7SY5IERjK4UmkFoczft3v2cNdrwH8DyIjsGX0mJktMDT4pGDhBZjfWwIhIbd24/W0ws9ayJZZT2PkQp5bQBUKEtv3fVIYtdBCKy1/ZjDnUhNo7isC5XpwEwl6HJJh9aTRmgaxY611BO9brIf13tz2SVseO5T6OxMoK3uRSWdflu9vchVw5h9HaBrdJy+Ctx4ZY9865pAuVSgPxWVwhY61zuEHA2z53TsvqcSi/UT1xKga5zWtTYYm0di3azhnocPEUgmIZC+1hL9rDvtTOodCSrJQbRQHVUZM5g893Tyq7qDU/0bKOhP9bOm76n+F/VEr5N4S0/67Zu9y0in41yeOJO1Hec7CZekiTQsJ95bCOrr+jFSSSeG2L2GuvAqYisvJBPPRK4JIOJpRGLxmranrbvUyQIc6vBApxtD6ZFHofnrIy4CmbuGRn6wkxk759wft0NST1LsWEs1FJ8p3E0mYdvOtWLOWrbOWUfHU9b4x6zMnNvcSYF7T0RT9vBhoxuEjumScM87WN0w5HtLNVfe3NE7GGnTG7LUNVZ0p5BrlmENDPkqf4UKwh00AzMdd7Jl4zxbviRZePGgwvGsdq3gwlU9rOpNc97Kbm8C/Et7Cd+OXriO8nnLmb/4DEgmGOpIsLY/Q9+acyHdz5q+DOeucuYwsepMZw5DxFAJtxybIJIN2YMmBJmOJCAoZVZR7lhGXNfR1l2OduVlyKE++rq7WOaFPoQ2izRPNoygv7uD89cM0+GtBzcue6i7m77ePveo4P3hzV70b/yM22jOfYwJnfPTK3n64KWs7VqL7s5Lbe0A6AHHEZEsgG7rusDoXgmaEXkHxFcNYW9YS/zsM+lNx513Y0i+XsqsQcQ7As+0r+gQ/NFFK7hoVU+wWWTE0RqSz63uS3PN+SsZ7EyCoXNu9yq6tQTLdS8ZnIEV66JvwFlrZjyDGetmZU+KzmQseLcuUZ95KfzWEeIf//SzPOMfbqRTS7P+S58g9cA7qc8d4bXV9/PCF7+G81d2H7uRNtp4jBA/9zJO+/GNDH/kw1QWOjlw8xomrJfSkVnDv4/u5V3zWa4/fCN/8j9XcejG98GhO8Gsnuput9FGG22gC8HZ6WWRzxQKc9kKElqC/vgKaslB6FlFT/ca346tplfQedblGE97dbTBkKG7pnNVpJyLB+nZQEKQcmNdjSHHWLeWtaiLC4DG7NlDVNf2MdiZRH/KOdjnr/Cv6Rn+0xtWMb9+0DfsNN+YS2JoMdb3rOeKi97AuqteQsb1Qjk8T4Cms6o3xRmDHZy3vJseLYOmJVgV6w11w+mvOTBE5fxLnc8SHQ65ienItf1MX7iKWncSJXSUECzrTNKfihHT9ZAXVVBOryLfcxZnD3ciYjF01+jtScbp7Uiwqi/N+av6UIO9viE6sOGPec4V7yGmx0DXWdGTZFVvyvdKGiHZeselZ9GTcbwuCT2ObuisSJ/BcOo01nVcwLNW/R6a0BxyDKzpOM+djyBmV7jzgpSgx1GG81092Ulc1xqk7G5Mr9AwRIxnX/AHxDTbjR9d2nS1jDQLvRegx1NuQiPIxA1OP/cp5DsdL7+tLKrJPoglEcvOD67rewoF5ooBp1pELIOhGVw8dIlzkFKQGXBk6q3U9R5hdsmEXx9ZKQa6kvz5lb/Dmm7H66UINkwSuHHnQnBWVz/aasfwjwvDX3v+5WS0fjKxFGrVMCqZQCYdEtbX14nqDjxlPakgL855Mcdr3ZHOUOx04rDl6it8VQaAXH0VhY613sQE618T6DHdfd6czzq0ZCjuONBYSEMjnTDod+PDdSGIrVgR2ahSwqAjZeDFgC9LBP0MaoSDTMRBcxLWDWQSvlw9yLbuqCbScYO1py1H60wwvOo01p33VDqSMTQhSP/u86FzGcaay30p8RkXPtfpa0hKrgRYSedZVboTRJEUMSeRFLC+6yLOWr6BS1Y79zgZ73Ziq/vXU1p/DTPDV1PrPy96j3xSrBBKERcGaAbdqThP614HQJfrYTYiz4Lzs7w82HRIGJpPiM1YN1KP0WM4Gbsvf8rbSAydgyYEXbEMCT3Bmb3uuj/3abDikqb5DWNNf8YPiWgqiZZK0tHfRWci5rynhEZt9RDW+n5W9aVBCDrd6gAr1yyjKxnjzDOGEUKwpi+NEsJJhmfoCD20AePHQWh0JAyesn6Qjl6N9LnrIpe/8nUvgVVPpdixjrqblCthaO77xVlrAx0nVm7Jw28VIb7/J//B2g9/E9WRZsNn3kPy9j+nWDF5ceUjXPmsP+Qll646diNttPEYQ2gafX/6p5x+/c/JPO0qct+/F+0WxcLF/4ka+DTPm9jAjLR51dEbuOm6V8A/nQbf/mP49T/D+KbmfyjbaKONNk41BHTEeliZ2cDl658XiRFVQkMbPgMVX9yQ6U31cV7v0yOfDXYmUJrA1pNcsW6IZ5/jkAwhBJ3P/X3WXPlsP4asQyT92EchBHYyhjnQgaFppM85H+KB59JyPcTVrn7qmXjUJFx2AXQ6pP/svrPp6FpJV08/6wajCb1AcGnnanrSceKGRl8yyQVdT6PTCGUUdvsmpKIe74GuldB/RuDxE7C8x2lXajEQjscsoWsITaO6Ya3fVjU5gJnppSMZA9v2EzXpmsay3jTDnUk6MhmkFqeScQiH0A3isRQ9iR7QNZKGji4Eys2Ua3geQ6XQEnGeccZpXL3mHFZ1rkJLJX0jVkMnFXOy+g4nT2d1egOGl0E8nMxHCIgF8yRdw7n61LM4Z3mX7+FRKMebDKw1lnNO91VcuGIZfzR0PqlzNqCFy1K1ZKQOLlzV47fZ1xEnvvJCCm6ZJltZJJIZ6FpJzC1LAy7p88inVPSlvIRCoeso5ZAbTQtIooszOi/1szmXu9eT69qArYUTHAmSRpIVHaENGOEQubhmcI6xistWPp1MPMbynjQDnQlSIh4535m8gMgIgHiG9EAX9rnrfUntmUPO/KZiXoKrwDPYqaU4rT9DanAtVqwDpWlowvBVGQDpnrUodw1IT6bvYlV/muXdSX8DSODI4gGUEcyhdKWsXr8NXZC65GJmrrzAb0tqMfoyCYSy3WPcmNHMIKr/TOhehbF2OSJmhLyAAmEYpNavxOhx49u1IJlSR6YDVj2VZSvX0r8uIICxoSGS555L+tJL/c+M3l7sC86g1pvCEBpJzYlDNtOuVFfXvMTt9KRjDHYkOXd4iPVDGxDCSVh2Wv/ldLiJsQQCpQcJ0IIJddZSj5FmKJXmnO5BiDnvvGWpLi5bNsjlfc5GhdGQlK37j19CaX2wUeBk8dZR3R1OUIfQOPeSp/AH/RcykAonKXM3FEKE88zeIGlhTdad+6n3+7HJhhbcP01oxPq7EHrrauEKh0iq4U4n0zMayzPLOKf/HHpWryX9nEsRgz1OW5pg3UCGwY4EKqYjNANDc2onB2MN1nVq3SBGZygnhCZId2Yg1UM93o2MGSTODN4FQjPoiBukE9FcAceLpYTlTyrs+9//IP3JLzC9PMnl734RydvezlznBp4//XZW9aQZnHqQ//u/zbz4xS/mRz/6EUDk95e//OUYLYqQW5bFdddd5x8DcN1112HbNrZts3HjRq644gpe9rKX8aMf/Qjbdh54XdcjbVarVd7znvewZ88eAM4++2w+//nPYxhGpH3veO+6je2Frw9g2zYPPPAAAJdffjnxeNxvx2ujXq9z1113ceONN9LV1cVVV12FYRhomsZll13Gpk2bALjsssvYsmULF110Eddeey1CCF71qleRSqV4+ctfTrVa5aUvfSlKqcjnjfNWrVZ53/veh5TS79OLX/xivv/973P//fdzxRVX8KpXveq45rvVMa2Off7zn88rX/lKAH7wgx/Q0dGxaFte/wA++9nPkkwmF223sQ8n0r/wOd/97ncjYwf4/u23wzOfwR+86pXMfe5zlD74fp5zySV0nnkxe+ZfyIGO63jvsMaPC738c2Ga1K1/D7cCmUHkWX/AnTNdTKXP5qWvePVx9eOJilbzE16/cPxz3UYbbTy+8BwQvnxO6dx8863c9p/f5LmZDlIrz0HXBLGVK+Coia4JaqvXkhg9HCEhAvy/k17WYwHFgafRGctw6eBFfO/a7wLuv8WaxvU/uIFVIyXWdA4SEzorutMcctvr1zq5aPkV7I7XQWjIULkUKzlI0VqDGesiWZ3xrg7AcM86Zi8wSa+5rOU4LbPO1/dvIa2qvEbVGHGN9KmaTuLKK1BSsnfvXkBw+nqP3LhS124va7DAbIgXtIgxPj5BbWGC87tt+mId7F/Wx9hFZzO2b4Ty3n089fxrYGEBmUxy2y9uw6juov+sc7l9T469m+7htEsvQV3zWiq1fUCgLCrUCwhDR9Sd+rK2oYENRogcIcBIdjDc4XjElGGwdccOuudnWHnGuY7yVghQsH//fsrJNEfzFaZje1m//nyO9j6DS8wJZHaeB+67E+57GFvoGKk+nrLuLQws60QdvJejR49ydCaFfaUzN9WO1WhCIxnTsW2N5R3LqHT2IKf2+l2rVqt867++xZm5XZx19tlomoaSinvuuQfbynD5BeuDGsG25L7770PZdTJb7mevEFxxlUuY3JhG4SVtkpLLl13urI2aiZQ2e6ar3DWzm+eagzz/LS9rypSdEp1syc2T0SzWDAwhjBQ1zcAuJyDRFZDtUAIxAGvlCmLmEVId3ZDs4fDhUbYmapx79dWoh8bYuC3Hjrt+SmYgxukXrKbY3cE/37SbhLB4yzXPZk0G1nXlmZqwuOeee3i23I1YeTkkOhladyYrutKMLZT9ObjzjjvJxkf53bW/568zpSR33XMv+ZFdDHX1+wnFACxLoWk6UklG9x6kKk0uNM4N5Lz+c6A4ODbG0JEFVIfwybL3BGmuxFYC+/buA+CMdWs4eGgfA4UF1q+6GsuKU+o+i327D7B2x1GUrLB6dQ9nr1/GTl3D0jR+ffAAom85L7ukJ7RGg/eC84uGZVv83//9H2fs3csZZzgleBKnr8OyLO757j0AnPl7T2PvwYOkVZWzu9axP3+YnXt3I6e6iA30MHJoH6pe4vThszB0m1W9CX70/e/B/8/eeYbXUVwN+N3b1aslWXLvFWOKG6Y71NASejeEUAOEhJoQIIRACgkdPmogkBhICBBqbGMb2xh3uXfLqlYvV1e37873Y2+/V7Jkq7jM+zyy5N3Z2TOzbc6cM+cIwazkFEyK7pFRFHCPLsy0sQeFVIuBr7/6ilX5TUydNhVjir60wuZTODF7CL5GOyRnAU2YFANTUoawbNkytu/YjlOYqZo8nn5pSViED0xWNKGxY/sO6i0aAy3JqEYTO1qbqa2vw2NwsnJDG1NPPIFgTHiANmcbd/3sbnI0Hz+4ehYqGqu+WkW9YxcThZFgFG9hSqWlv8CTkcQw/UqF7tPksUMA8AbynKfZTICGv18Khr1taClJVJRuoK3EwqBjBgEKVqONVr+fpWtWoaDwg4E/wGQyYTIZ9etjMmEwGBmUrU+iGNOig2TFkp6ei+b04Pf7+eKLL9jhaGTEiBHkpVqhCTShsa2iCYNm56iMIQiTA9f4gRi82R3WG8lhP4IUPh+7n3gU/5yP2DHMzPQLCkhb+WdKCs7knD2XMTjdyAVFjo4mGSWSPiXlhBNIP+EEmv/9EfWvvMKktWsZ2b8/STfcxO1N37Ak43uO9xRx+eQ3ubPIT3rpXJTNH3GKpxWvIQnDxwth/EUw8gw9yrVEIpH0EgOykqh3eCjIsFHbqithkdFcARwnnI45Nxf27iU7xUJ9fqGuEKMwKikfp+bRB2ZWM2cWHke1awc2mxklORvNlMyAtJEkJYroC4hkMxaM+K0ZmIxhpXekuT85BcdC88roAyIsKcFI18kRa+6OyTsG8o6JcNPUCUZYzk+z4jUb8Wv6/72GJBQERsWHppjwZuqDcqEoIYu4mqpb8oyZmajNzSgmE57AgLa/JRuDUcFvSgmE99IYkTaEDHOSrrOZjPjMZkDlqAmDSU+fjqqqJJGEy2DFpBhwB3MhByclQuGG9P/nJuVSOWEYySs2A2Don0NWrTNsIUb3XCLCum0yGGjKyUeYTFwwZTSmCMXQbIAsq8bewDmEYtTXG9rSQKsPzR6oGCgzD2NoUgFFqZm0BYMFAQazCcvMSxmTnYchMxOAvDQrfk3DY06htiYkmS4PPgyqBbNiQcUfvv5RpcIYMGBSTagmfTLiqPGX0+h3Ql1JyGVaX+aqr/vW0CcLcpUBpLa2oBx3ApmDRmAyxVgBgYJUQZUxGQKTtMJg1td4GiItYUHBdPWlNX8sGTZ9n2XcMbQsWoTTZoWcHLx5+fgMSwGoTM/AdNw4+llTcGPFLay4Bh5F8kAFSpdyTJGVrfVOUp0BpTslF2NKdniNagQ+NcIjIyYiO4DFqJBjLcJLAz5NI8WcgrBayHLaqFJ8gX4NKMQi0lEa/IVZtGRGTGgFLcTBQFoRnrpD8zJoLIUUxUhecj7bxkwBbXngftUQ6OusM2xmQtHW++eTrMQETkqQl7czQUiDl8SMGWPeBDAaqMZHfu1e+mfYqDAoHG3IZvrA4Sx17kSNONBSWIhXS4+qLzPZwunjCnBuqIvabjVa8RhMGBQt7ApuTgJ/U6jM3uQx7PE1YddsJAM+SwaKR39mLhx1GmVrHGimXbimjEM0joIF68lQM/EoGWCKyOccbFRwQjLYDQHPkYykkxGiPKQQGwLTFgpgNZjwJFCKLCYDRxVlYjYqNFjS0FKstJw4icy6SozB12Zk5OsEdQTzBwuTMZTv2za0P4olZmya1h9a9wJQnzuF3NECxZJovX44CruiGPAaUlEUPRe4lpGMwSfTLgHgLS1l1zVX4Z3zEV9NMzP+FDsF9cV8PfzXnLrnWk4cN4irBrtCF1IiOVhRTCayLruUIV98TtkF52PwelGe+C3PvbWah/83nFGNTcxp+C1TF67hPu0Otl61moVFd1CWdgzK7gXw/lXw9Gj44l6oXJMw0IxEIpF0NyajgeOGZGM2GphYlMG4/mkRkaHDmI0GZgzP5fgh2VFKQ7LRQn5GP2xjx3Dq8SOYOnAMZpMRW8Eo3eKGwJxAKQniK8zBP2ow6cPGYcpIxW3tF+WeN6NwRsLj+icNY1zGTMaYixhozYaCo2DwjKggMpFkJJu54OiiUC5dFSONliLqkoahCBWzQXcNb0kZEjizgpaUTNvkKXgH6evkUqZOIfWkEzGkpOhrV4FRuWMYZOoXzuUs0CNoDzkhFLwsRdOttpm2zJBsOUoOSZaxDB99MaoxerBpiFEcJuZO5IxxFwRyf8LAowaRdPxojAYj3uFFtB2v24xQFKwjR2IuLMRg0KP+OnL66UFwYsiyCIan+rGK1MChBt3arSX69oQHtfpvoa8JnziBnKK8cH5is5FhuakoZmPMkdBPbcBuLWJs7ogE9bfjWR3UGYRgQO5Yjio4NlxYURJ+Jy2KBZPaOVtSws9s6N4PKJIGBSZejCEQFT3ZYsLcv4CGCWMRRgNJpiRSzJkAVFuSaExNCckcRBMi5I5rMQiSI8WLCZQVfPZ2qIV4m4cwNmtsSI6gFb1VJOFVrCiKQo6lP+aA+3v6CTOZccndGJKn02IrjKq3Jf940jKn0M+QTj+RhEhPwpedTLrNRGRintBcWED+LIsWCmSbr+To1niTCZMxaHkWgfXLgXzhQYWaCOUv1NbYNcVhtKwULEW5cdujUPT6hdFEo8VLfRoIs95/6ViwmoyQPTzqkOTJR+MZNiquKkNAwTP4fKFt0wunMzhtoB6cL3j9sodBTvie9RhTadBS8UXYKxUUEBo5yRmMT7XqOovRgAg811ZhxYotOthgLAK8hbkYzYG13IZkHCcdg69/OM6CUKAomIu5HSuhxWRAURRSU/rBgOOZNuEkBmUnRyjE4bJK3DQUoOrXTZiNoTgHUQ9KSj+9TyLWOftNqeFnsh30JTgR35VAUdPQIe0eE8thaSEWfj9N//gnNU8/jdPg460LDPwkcy/D8mbwa3U2720yc8WUQfzm3NF8/NFOVLnkUnKIoJjNNB59NI2TJnFWURFbnn+B8cVbeGK1Smumje+G/Ze1dd9x2brzybFO4djsyTz8k7PIqPkeiv8Ja96BFa/qA6pJV+g/afn7PrFEIpHsg2xz7DraaCwmo+6GGWMhFgG1pl9a/Bri1GNGYbCYUYaHB6I/GPwDys4axI7qTShefU1texhMCpPHFmAaNQusaTSsr6Zf3TIArCZjKPVHEEVRKEi3YXcbqTUlkxlYF0lqXlTk6I7IbslGFSotlgKMBiN+g5U0sxN/spWizGDe4sDAPjmVE0f20weaZhPGQIRgsoaCNY2MoSfRUJ+O05IXtnYKBcWShMGgcNSAdJZuM1GoTsBqDPefUTGSpxRgS+sfXqss9J42BizfPs0XarNRCQS7AtRkK6oli5ThR+OzF4OWA4N/AIBttD74N9a16u1oZ27V7Ggj1SQ4MS2PE4+ehRApsNcBQoT0+iDBOsJriNthxCwwGCkoKaWGVVG7DAiw+SnKsLHWFOkmGVwLGT2YFoAWMJuNzh4T3jHmXAxVO2BXFVpaTJ7fLpKwHbFyBBo/ZWg2ZlcmFpMBP2AMOL72Ty3AmAelAEKjyOnknNETMPn6871YiEtJ0vvPZIVB0xEGK2yYG3G+QOTxJP2aTzAPo1W0sIkmFAx6QDU8YAivEa3SslFMg0PBvkyKBcXox2iyYDKa8BmT8JEcaI5eZvLwIvKsRaTvrGdVre51MSg7KWQFDDY7WGdGsn6fJxn19jfYhmC3Qoqq/z+43l8AAgMGgwG/UEExgdBCCrGY8GOoWA6te0lLsjImLZ0zsn9Es7eOtbVrQ+8WNT8D25BwZPtElyQQ4Bm36gaTQt2gXBzHT4DvSvVySZlgISpOSyLlG3RvDwCD18tgw2BOLDqRZHMy47PGQHNN+OYwWyB3AjTsjKujSCnCEVraEH83aQY90J4evT5mZ3JA0Y2Ibq0m2yhKyaeZZv1ZMxlRsyImrIhQKYOW3gjvmEhsRhvnDP8hADVJ4feOksDOGtlHil/vO2E2hYIXRjVNUaDoGCIpzEpGq25HHw5awE3m0P2roGAKPD+G2HXcHXBYKcTC66V13jzqnn8Bb0kJm0YYeP1Mwe8EeIf/kelrirC7VX57wViumTY4tM5WIjnkUBSSpk6ltKoKo8vFrKws0hYu4geLFnDmmno03qQ8x8bW9JE8/u0q0saOZtyMnzHzpt/Tv/JrWDcH5j0C838Lo86CY66BET/Q8yNLJBLJfjA5ZeC+C0GUhTjVamT84KyYEuGRj7FoTHhtbQCz0UxWdiGau4zkhvQOLcRROXsDgW68lkyO7SewWq0Ig4VkczJJ5oA7nsFAUVYy/cxWaiKta11YV2VWzRi1sBWzNmk4SXg4b0wh+D2YMeI2JDOhKJ3yZjfZKQmWshiMkJqPxWzCndxft6woSqA9BBQYJcpVuV1Cwbs0BGAKRAP2qt6oYrkzT6Vq7w5MAWXDkpkNdnQrY9zEgf47ciybNm0aPu86kku3400PuIEbFIoysjGZTLiqA0pXRORgCFg4iRyUt6MSByYkkm2p2Ew23H53nC902tnnUFj9LfmqYOXeDpTrCOkjJxIwJ2EcfBTOKTsRSZ2LVnvCiFyqW9zsqnO0W6Zf3tGMyzKHlIMMq66oFKToAdpSrCYiF+3aFBuDDYMZnTWapnp95btBqBhQmNRPj15sE25cSlKo/8goAn/YXRwIuRH3z0jCZjaSYrCSbMxAFS0x5QxYY3K3plpNHDckG1UZh8vvwmq2xfWn1WgDtYXMpBTy0lJRjQmUswRWwxSricEp4TG47lYvQg4Ewfs6GOBNUQwkGyygKNgMNtKIWHMaWuagMLpA397i6/zzqqDgUZKwKr6OyylGoHN6gyElBcuwYTjr60lVkkgNvl8C97i5Xyb+FgeG5OR23y0ppGDrl0Zho1cPuEeMAq4Y2ZE8kQxrJeTlYLc4wopweiGM+SHC4w+1cUreFLJyxrKNbaEq1NwMSLJh8CqY84ZjMjRHyYnJqo8RVS80lkBTSbAzwm2NuMCJHTEitgYm3YTJiEHV7819ubWPK8xk4xZQzWGX6QyLxqDsJKhz6RvMuieCK1XPvz0wKZvMjGFk2mK/Le1zyI5+Na8XX3k5alMTvspKnKtW0zrva9QmO2o2vPhj2DQc7k4+h8f3nsG6xT4mDUjmH5dMYlR+x4u3JZJDCTUpifTzziP7ooso9HppLV7Dki9eo3XF90yp2cCZJRtgHTAHys1JrMnIw99/AOlFNzEwtZr+a1dg2/AFxux8OPpKmHw15Azf53klEokkEmMnZ+OD1lFXfh6TzjmZpIxoZUuYI6wSA45LWEe2LZtTBp7CwraWuMBGkYSUq4icly0ZYzGNSgVrKgpwysBTwCtAaBjS0kg6aiLWlFQod4VSOSUe6nUOTTHjDiobJis5SaeQrlgYmpvCyILEa9xOGnBSnPUpFLhIE/qANbB7fLofU0feksHrEooeHVCItWiFeMKwaUwYNo3y1nI21G3AYrQwOnt0SHmLJJRbOWIsm1yQx0nnn8wn3lraRAKXVgCvj/yyeqoBQ0C5yAmsv46MMt0RitlMe9fDbDRz6qBTaHI2sZLvQ8HSgl15xrg8vl+u/x20CFpM8YqvSI5WDoNrHN3Z2dDUFLUvN9VKbqo1pBCHHPKFYPLoQr53WrA2NWAxmkOCpJhTOHvo2e1aGAFSldTA+uWAlTumT4P3trEDV1mLyYrVoo95Tx7Vj+ZmK6V1HvzErLdVFMZkj2WJkkOqVkquVT9XqtWEx2TBZrIkVNyybFnYBo2kIE2ftBJFxwKBDjZZIeCFEMy77PIlViiHG4aDsovCDBvG3BT2OPV7VDUZMfpVDECS0cI5w87RA2p+/2FUT+gdlEClCdxKe1PGIoafnvDcigJbrUeRbfRzGuj5tD3b4wsaTHRWIQawjhmDumFD/MkAS0E25vwsFJut3cwgJsXEBRPOJSMpQ3/eIyY7RmaOpLCwH61bU6hMGkWBTaXJnIMYdkq4ArMNPOFJGqvJGm8xFQJhMoIPCvP7k2fOZqAq2G5O47jBswIHBhTR5Gxw1IDPGdOkyLXigUktkynhvW0WBvyoelAtYQzJ0CEmK/W5UzCmhN27M81Cz+ldqx+bbE0jWUmhGRcppiSMuBiUnI+945qjT9OFsgcH9TvBUY1361ZK7n46tNlgESTnu/luhsLvJ6SQrmZSX3oj93jyGJ1v44UrJ3DOhP6h5PMSyeGIwWIhY8o0zjzmON754B3e01azy7OW9Co7k1qyGdHUj4y9grSSrWRvaMSHoAwj0B/NaiD543ewpr2JMyeP+uEn4Jx8Lhljx9M/P4t+aVbMnbFGSCSSIxtzEvhc7e8PWCzd/fphLiiI290v3UZ+zr7dVZPNyQzO8YUCWiUimNs0KuCOYsCYEmM5GH5qoDxYBg0CYFaqnyRDIGBON0beFMaUfQ6+UiMCyJwyOo9vNlfrayk1DcXrQzGEV2aaDUqHsVAiXaZPGZ2LQ7WyoaEyzkIcZGDaQAam6db+4ZmJJ0eNoRRW0dutJgOK0QBq/CBX+KLPZxQaA5NV8oKu8rn6elY1QXCkKEzhCZNEg+4Ucwpuk+5qGgywFXSZjhoDCkCJsRC3g2I0knbOOXjmzIFdu/ZROPxn1qzT8RZXoiWlgGevbhHsQPZEBLvSEKM4aQGX03Rb+3fTrEGng1VXiG1mIwXpVvY2GfCJyOcheB+ZyCQTMz7SzPETGooSbbt3Hjua1BEnk54SsVQiQ79vBEDeOGjciYJCZkYGozLSGJzguTYbzdgUGy1jRpN52inkZ2ZSGvAgrhqWj9njY3xHkyQRgfDaw2tMbXfJQ8hTwWjEPHQoRUVFDPjqA2pFLUPSh2AX2YA3kJLK074cnSFSeQzJ0/59kGZJi1NixxvHMyIQnM9sgIHJB+jtajQAGicWzMCmVWFoqSA3dyIYE3iu2DJ0hVgLK+fGCPlN+fmkT50JikKbqy7u8LFZYyh3VOA0GTFoRt37p9+wfYrosfUjOeDBmKVk0UIL6ZZ0fFRRmFpIqjWNFFIYYCmg34ChJCW3drkbDj2F+PN7oGQRZp9C0QwrxhQLpqLBbB0+hHt9VZT46rC4j2OY9UZ+NDOPM8bnM65/eqdfPBLJ4UKSksRM40yevPJJ5lfM5+OdHzOndg0AY7LHMDXrQoqa+mEtE2hlNRgqykmtKSWvphxriYOMVV+T8f7XCGBXegZzcsZQUjSG5uHjsBUVMiIvlQmFGYwvTGdQdrKcbJJIJDpDT4btX0HCqKCBQEIdMGN4Ls7GQWiuDpTqAOMLdeulP9ZVNHSy4CKzrk/mpVhNEQPYvnu/BYMO+UxGzC4/NpMNze2GTi5xFaZAsCG/nzSbmRQlkw0N0C+p337LFFQwuxKUVPh8xPZj5P+UrEGUmUdgER03zJCSTLI5GbffhTGRVRCwBAbz/oBFL9EQMMWdjGryY0qwTrJ/an98ascutO0x3DiYDJNVDxAHHDckG3dRBhn9jtnHkYlJDlhXTf62qO024cYqPIzMS/ycAVF5hYOMK0ijn1oXp2IqSnjtcjrpcccp5ui6tNRkjKntn1sxWiF/AsrgM1AMRsa2Mw4XocjDprj6VLMR1WxEc/sR6UWJDieRhTgvOY9B6YMYkjqEHexIeNQYwxgEgmSL3uZko8A2Vp+UyVAyyFAyGJ01mmolE6hFMZgS+uAfMyiL9KTEa23jRY14D40IWGB7WD+pM5vJ8qsYcqODivVP7k+K8OMybgU0TBoY8seD1wGp8ROVANjS9ejPEc9GcmBCqXTCQKzHHB26T8JB8iKWwBhMmA0mPaiW36S7gscsiYklaIgZHsj1blbMjFRGkmpOpTHgKh08p1ExknT0JEzVa9td/9weh55CPOsR8LkwWtNIScpkZVsVf9v8NkurlpKfnM/zJz6vuz9JJBJAt6JcNPIiLhp5EaX2UhaULWBx5WLe2/0efuGHVBg8bTBjsscwKO0HtKUNZICpH8kbirGuWUTytvWkVteQV9GEVrIclkBLWgars0fyn+zhPJY7HHdOHlOHZjFleDqTByeRn2HA6Xfi8rvCv33679DfqguTYsJmsmEz2rCZbGRYM+iX1I9+Sf3IS8nr1My9RCI5yLCmwtCT2leIOzEATD7++G4RJZHLdNcqMOiuxvuhUHc3hvRRZHp2YjQY0VpbUbI7aWEMRbzVJw0sRgs/GPyDqLRKXZYlGCRJ2Ye7YwTC5wuN/X1GA1qCiZHRpmG0eDp+7xtTUxmUP4pceyNJlmQ8CeLBBL8dweBL4cF5GK/RRrI38UTK5LzJCbd3RHaKhXq7m1QlldTkYL5WQvlp95eUzHQGJvlZpnmIrMmIIFdrJMnSwb2d4BorBj3llTHUN2FMiol+Tf3IJVp5so4YrruNtzfxlICQISpBhGBzhKKeYk7BHuPcelTuUexWdmNSTLTQQkXaUBg0LfGJ+o3W3zlp4aBZBsXAhNwJ7U+UoStPAOlJZsam+7G2042hO9xgAjVmTSwwMLsLwdci3yO9ZKhzGwysT0nGYIteBnB03tGYvHYaBq7CqbXo19eaFlbUE5E3Tu+HjHC8CJNiYLSWjVBywmulie+nIEIIMBoD8rTEp1wKYjCCpmI0KFxwtD4Z4o9xG18zvIWsgXnYCocivvwKT04OZA4CRejRqh3tr+uP5ZBRiFu9rVQ5qmgy+Njrq2Nd1TwWli+kwd1Aji2HXx73Sy4ZdQnJ5gOLCiiRHM4MTh/M9ROu5/oJ1+P0OdnUsImN9RvZUL+BrY1bmV82H3+EKwxDgaEW0kyZ2Px+BlR7GVHmZ2R5C8dXrOK0Uj3SZ106bB6ksGGQwvuDFGoy2efLPsmUhE/zRZ8vAgWFwtRCBqcNxqt5sefaKRfl2D12sqOiiEokkoOO1Lx2d2ntDYB6gPqkYXqgmf1V/pKywNkQWn/bVxw7OBN7djapdbr7qzE3F0WpAtofeAYRpvi2m7toPYlFDUQ/6mjtcpwcXi9GxUj14H5stbhRhGDsqLFRZYYnWyB530p2+imnkup06pahBAqxQTGQpCSRYdC/Fbmp+j1nMhrINAvSrT62ZmZi1bRu8yA8YXguHp+PjxMsPz0QjJmZtAwfRu264gR228TUJw3VlZvYiaCMgVC/i0g1ONYHwiAMcX2iWDs5OR21nlRpdz34qQNOpcHQgBMnx/Q7hs/5PGp/UWoReYY8VKGSwT5yySZldjoCfHu0pwzrBCZTTJauLCHusK7oTX3oXWeykjOkgIzhkzAlWL4Sh8EIedHPLMnZZGClwFAQdd+oQu8sKxFRqE2m0HZzYSHJqYWY+ieO/s2os8HvTrwP3dhzyuDTAF1RbhkbiBavKNBO+rWOOGQU4g+2fcAza54J/T/dks4JhSfwgyE/4MSiE7GZbO0fLJFI4kg2J3N8wfEcXxC2xKiaSrWzmvLWcprdzTR79J8WTwte1Ys2SkP1trGptZqNbXVkl9czYKedfhUa03cZOHmjPvvpSxE4sxVaM83YM5JQcrNIH1DI4GHDKMwfQFJqAYaUXEjKQrVl4jHbcKoumt3N1LnqqHfVs7dtL3ta9rC7ZTc7xA68Q7xs17bzj3/9g/zkfEZmjkT1q+QpeUxunszw7OFRs84SieTgwZCaguZoI+n449Hmz++187pNGXqgmf0ddA6eAU2l4cAyfURhZhKWCEugbdw4KNMV4n0FoUJR8JhNuPL230U6lowkM6kmQWEX1i9aR47Eu9qOOyWYekqJS8HVWRSDoUN3XYBhhmFggXMnFmCxhL8NQ1JVvF6BZjDgSTBZsL8YDMqBx9lITjzZq9q6NsZtM+ciRp4Rf98PnIKWOwFYRpz7eheekZGGkZwy4JQOSigcl3ccVa4qjAm8M4wGIwbFQCqpIff2g5egl4l+r4zMHMka1uxfVUELcYI+EZmDgH2sT+9uLCkw8gxM1v0PNiyGnkzZqpq47Vm2LLKVbPop4fdO6sknMbB1LNXOreQm5WJO7eDam22hfOy9wSGjEJ866FQGpw8m25ZNv+R+DEgdINcFSyTdjNFgpCi1iKLU9tbqJEAIaKtD1O/Au2k1zuINODfvIbWikYxNzkCUSTtQimr4jr02FYNFYLRoGC0aBrOGwayg2FJIT04nIzmdkalZKKnZKGm5iNRprNpWwLrKUrJG5ZM1poByZw27GsrZ4S1ndbLKJ59/gslgYljGMEZljWJk1kj9d+ZI8pLz5LtCIuljUmbMQHM4IL2zNq6e4agBmbR5Ou/2ickK/Ub1nEBdpHX4MFJOPhlFURidNZp1tevC+Tw7oDw3l8K89q32XcVkNDAirWvmMsuAAWQUFMA/lnebHJ3hkIlvMeZcPZCR1nk39C6jKPu/fCACi2IhydSxK3iWLYt+qd03CdNXKEHvEIMxFOV6/xXidiJijz0vEPa8lxVi0NcFHwiKAZEgEJ7ZYKa/Idr6a0hKIitpEGcw6MDO2QMcMgrxsIxhDMvYdyQyiUTSyygKpOahpOZhHXIC1nMhGL9V+Hx4S0vxVVZSt3MPZRu2Yi8vx9fUSIrXSWqrmxTVi1n1Y1A1FLUFobYA5VGnGBT4Ye1WAMbHiKBZjHhSFewpe6hL2kV18id8kwIfpSq0ppkw9MslKb8/qQUDyUvvT5YtiwxrBpnWTNIt6WRaM0m1pJJiTsFmtEkFWiLZX9pZa2uwWDBkZ3e4pq83GJqbsu9CBzFqcjKGQFTfQemDKEwu5MOVH+7jKMkhQTDXczvLiLobf8CaXZiVRAvE5w/eLw7Db2fIqtsdluxA/1hjlFCTtUvrsyXdzyGjEEskkkMPxWzGOmIE1hEjSD35ZIYGtrt9KstLGpm7tZZVpY1s3duKPzArnmYxMiLbyqR0J6NNDfRX63DvLkZpKGFQqoH+SQaMbY2I1iY0tw/VbcDvMaK6DeR6DAyqM+BzGVE9BhShAF6gKvCzGnsSNKVCU6pCZSq0JoHPBD6jgtcEqhHMBiMWxYRVMWJVTFgMZqyKGavBglWYsGLGIkyYNBNGzYRRVTCoCgYfGPwail+g+DTwa+BTEX4/+Hz6j9/Ht1feTV1mHrNnDGJsXpKeh1Co+kAo9KOF/xaqPqMc+2M0B/426tFEQ/vatxhpQgsFN3P5XHHBz4I/XtWLR/XoP379t1f14tW8DEkfwo0Tb+zazaD6we/S0/GEfpz6GiGfE3xufZs/Yp/PHV3muBuhaP8itUp6gYKJUDS6r6WQHOSMVka3G/lX0ntoBgOK1UZhbhqjji5KOFmlBFy1DZ1dQ3wYYrfk4zPYIKMLnnPtYbbBwKmQmn/gdUm6FakQSySSXsdmNnLyqH6cPEp3p3L7VLbstbOxsoXd9W2U1LfxTR2816LgU3OAMYSiiXgAEyjZggzFTabiJD9JJUNxkW5oIwMXqYqLJM1DusdBistBstOB1enC6nRjdrrJd/kocPgx1GkYPAJFExjUyJltDWg/5YYG+E3gN4LfEPhtBE/E32robwXVKFAtIGygGWFV2320mOG+/wmMiKigJooI/CYy2IkIbwt40/kVPcOqqoCGgqro8T40FPyBbZoS/lsNlPXuh/XbJsCCglWABfBoJljyVriAUPU0DJpP/x362w+qV/97v4ISKWBODqwlSoYx5+1HHZJeI2c4WGRgS0nHGPeVZ1jSaySfegq2DtYnW4YOxZCUhLm9wEft0GY+fAJf+g02Wi22/Q/MF0vmwH2XkfQ6UiGWSCR9js1sZPKgLCYPyoraLoSgvtXFOx98zMoN2xk0cixHHTsFt1/Q4vSyduNmVC2NocOHownwa4JGTVCjaqiawKeG12IpSoSCGcwGgRLxt4ZJVTF5vZjwYsaHVXhJNvqwGXwkKz5sigebScVm8GMRLhThBKUNIVyowolfuPEYVDyKwGMQuBWBZgC/oiujfgV8CMYh8CHwItDQQ3boqWgUhKKE/i+CSWMUvS+E0AI5GzWMQsEIGNBf5AYBRvQfgxCh36bQ/wUGIbAByUIhSRD4ESQpBpIxkISBZEX/bcWAFQUzCsq+At8oBt1CbQz8BP82mPQ1ccHt5mTdLdCUpP+OVHZNtvhtRkvfRuCUSCQ9QqozFZNfDkH7GkVROlwipChK15RhRaE89Wg0OekhOcSQbyOJRHLQoigKWckW8m0a/bQGjsr0cfnxAzGZTPj9fj5sXAvAJeePw9SN0UIlkoOZF198kT/96U9UV1czadIknn/+eaZMmdJu+Q8//JCHH36YPXv2MHLkSP7whz9wzjnnhPYLIXjkkUd47bXXaG5u5oQTTuDll19m5MiRvdEcyRFIslt6EhyuaDLbg+QQpO8zzUskRyB/+9vfGDlyJGazmREjup4vTSKRHJm8//773HPPPTzyyCOsWbOGSZMmceaZZ1JbW5uw/HfffccVV1zBjTfeyNq1a7nwwgu58MIL2bhxY6jMH//4R5577jleeeUVli9fTkpKCmeeeSZud/s5ICUSSeeI/N4PGTKkr8WRSCQJkAqxRNLL1NTUcNNNNzFz5kwWLFjAhx/KCKESiaRz/OUvf+Gmm25i9uzZjBs3jldeeYXk5GTefPPNhOWfffZZzjrrLO69917Gjh3L448/zjHHHMMLL7wA6NbhZ555hl//+tdccMEFHHXUUbzzzjtUVVXx8ccf92LLJJLDj9jv/X/+85++FkkikSRAKsQSSS+zc+dO/H4/11xzDTNnzmTy5MlxZYQQfZ6eRCKRHFx4vV5Wr17NrFmzQtsMBgOzZs1i2bJlCY9ZtmxZVHmAM888M1S+pKSE6urqqDIZGRlMnTq13TolEknn6Oz33uv19oF0EokkiFSIJZJe5Prrr2fmzJkAnH766SiKwm9/+1t+/vOfM2/ePBYsWMC4ceNISkpi06ZNOJ1O7rzzTsaOHUtKSgoDBw7kz3/+M5WVlXF17969m6uuuor8/HxSU1P5+c9/zvvvv9/bTZRIJD1EfX09qqqSnx+dsiM/P5/q6uqEx1RXV3dYPvi7K3V6PB7sdnvUj0QiieaGG26I+94/+uijDBkyhOuvv57XXnuNUaNGYTab+eabb7Db7dxxxx1MnDiR2bNnc9ttt3HRRRexdevWuLpLSkr43//+xxtvvEFmZiYjRozgV7/6VW83USI5bJBRaCSSXuThhx9mypQp3H777bz44oscc8wxFBQU8PLLL1NeXs68efN48sknycnJYdu2bbjdbvx+P4899hj5+fnU1tby2GOP8cgjj3DxxReH6i0pKWHGjBmkpqbyu9/9jiFDhvCvf/2L7du392FrJRLJ4ciTTz7JY4891tdiSCQHNb/61a+YNm1a1Pd+wIAB/O1vf2Pu3LkUFxfz+OOPk5OTw8iRI2ltbcXv9/Ob3/yGLVu20Nrayvr16znxxBN59NFHQ/Xu2bOHk046CY/Hw7Rp07jvvvuoqqpi6dKlfddYieQQRyrEEkkvMnz4cMaNGwfAuHHjmDZtWsg12uv18sADD3DppZcC0NjYCMBLL70UiqDs8Xhoa2vjlltu4YMPPmDgQD2f3WOPPYbH42HDhg0UFBTg9/upr6/nlFNO6eUWSiSSniI3Nxej0UhNTU3U9pqaGgoKChIeU1BQ0GH54O+amhr6R6RXqamp4eijj05Y54MPPsg999wT+r/dbg+9iyQSic7w4cPZu3cvEP7eB2lpaWHdunXk5uZGHfPKK6/oGRQ+/BBN03jssccoLCxk+fLloTKPP/44Ho+Hiy++mJSUFE45Rc8lfMMNN8ilVhLJfiJdpiWSg4SCggLS0tLitn/44YdMnTqVzMxMbDYbs2fPxuPxsGPHjlCZefPmcf7557c7KJZIJIc+FouFY489lvnz54e2aZrG/PnzmT59esJjpk+fHlUeYO7cuaHyQ4cOpaCgIKqM3W5n+fLl7dZptVpJT0+P+pFIJJ3nhBNOiFOGAT744ANmzJjBT37yE66++moyMjJoa2sLKdYA8+fP59xzzyUlJaU3RZZIDmukQiyRHCQkJ8fnZVy9ejVXXnkl06ZNY86cOSxdupTf/e53pKenR6VEaWhoYMCAAb0prkQi6QPuueceXnvtNd5++222bNnCrbfeSltbG7Nnzwbg2muv5cEHHwyVv+uuu/jqq694+umn2bp1K48++iirVq3ijjvuAPRc33fffTe/+93v+PTTT9mwYQPXXnsthYWFXHjhhX3RRInksCfR5PV///tfLrvsMqZOncrPfvYzfvvb37Js2TL69euHz+cLlWtoaKCoqKg3xZVIDnt61GVaCAFw0Abc8Pv9OJ1ONE0D9Giddrsdp9MJEPd30G01UR3BMkCoTlVV8Xq9uFyuUF2x5wrW6Xa78Xq9Ue6zwf2JZGhP9sjzAyEZAFwuF36/P1RPsA6fz4fX642SWdM0DAYDLpcr6vhge/x+P4qi4HK5EEJgt9tD612FEFHbY/st2FZN06Jkiqy/s/2dqEx7ZYN9a7fb0TSt3bqC8gW3x0Z/7EiGzsjX1tYW+h2USwgR6rfI67hkyRJOPPFEHn/88VD9GzZswOFw4PP5QufKyclhz549oWO70k8HO36/P+G9cTi1UdK7BJ+T4DfqUOKyyy6jrq6O3/zmN1RXV3P00Ufz1VdfhYJilZWVYTCE57pnzJjBP/7xD37961/z0EMPMXLkSD7++GMmTJgQKnPffffR1tbGT3/6U5qbm5k5cyZfffUVNputUzJ15Vvf3vN8oLT3LQ7+v7feD7HfN6PRCMR/o7sqV3vvu0TbY7f1Rn/va2wSuT92XHGg7/RE3+x9yRcc9wTl60yU587cu7Hnjf3eQziLROzz8ve//52TTjqJxx57LJSeaciQITQ2NqKqKn6/H6/XS3Z2NqWlpWRnZ0e1OdH5E/Vhe2Oc/WlfV/e3V669ezjRfXQg48D2npuO3h37er4628Z93c8dPRuJ6gvK2d6zBuBwOKLGvl6vt9vfi115N/X2ubryrVdED44IKioq5LoiiUQikRyUlJeXS8+KbmD37t0MHz68r8WQSCQSiSSOznzre1Qh1jSNqqoq0tLSUBSlp05z2BMMWFJeXi7XanUDfd2fixcv5oc//CGfffYZJ554IgATJ05k5syZvPzyy1Fl33zzTe655x4eeughpkyZwsqVK3n99ddxuVyce+65ofKlpaWccsoppKenc8899zB06FAqKyv57rvveP7553u0PX3dn4cbsj+7j/b6UghBa2srhYWFUdZUyf7R3NxMVlYWZWVlZGRk9LU4hwXyPdD99EWfHm7f+0jkPdr9yD7tXrryre9RHyKDwSBn37sRGbyke+mr/gwGwkhJSQmdX1EUzGZznDx33nkn9fX1vPnmm/zlL3/h+OOP54svvuCiiy6KKj9x4kRWrFjBr371Kx599FHa2toYOHAgl19+ea+1Ud6f3Yvsz+4jUV9Kxa37CA40MjIy5D3bzcj3QPfTm316uH7vI5H3aPcj+7T76Oy3vkctxJLuwW63k5GRQUtLi3xAugHZn92L7M/uRfZn9yH7sneQ/dz9yD7tfmSfdi+yP7sf2ad9h/QVk0gkEolEIpFIJBLJEYlUiA8BrFYrjzzyCFarta9FOSyQ/dm9yP7sXmR/dh+yL3sH2c/dj+zT7kf2afci+7P7kX3ad0iXaYlEIpFIJBKJRCKRHJFIC7FEIpFIJBKJRCKRSI5IpEIskRzEnHLKKSiKkvDnrLPO6mvxJBKJRCKRHCDyWy+R9C09mnZJIpEcGC+99BJ2uz1q27Jly7jnnns4//zz+0gqiUQikUgk3YX81kskfYtcQyyRHGLceOONvPvuu+zdu5fs7Oy+FkcikUgkEkk3I7/1EknvIV2m+4gXX3yRIUOGYLPZmDp1KitWrOiw/IcffsiYMWOw2WxMnDiRL774Imr/Rx99xBlnnEFOTg6KolBcXNyD0h98dGd/+nw+7r//fiZOnEhKSgqFhYVce+21VFVV9XQz9onT6eTDDz/kvPPO67EPZHffm48++ihjxowhJSWFrKwsZs2axfLly3tE9oOR7u7PSG655RYUReGZZ57pZqkPXrq7P6+//nrponiAdPWaHKk8+eSTHH/88aSlpZGXl8eFF17Itm3bosq43W5uv/12cnJySE1N5cc//jE1NTVRZcrKyjj33HNJTk4mLy+Pe++9F7/f35tNOSh56qmnUBSFu+++O7TtUO3P3vjWt0dlZSVXX301OTk5JCUlMXHiRFatWhXaL4TgN7/5Df379ycpKYlZs2axY8eOqDoaGxu56qqrSE9PJzMzkxtvvBGHw9Gr7ThYUFWVhx9+mKFDh5KUlMTw4cN5/PHHibRHyj49CBCSXmfOnDnCYrGIN998U2zatEncdNNNIjMzU9TU1CQsv3TpUmE0GsUf//hHsXnzZvHrX/9amM1msWHDhlCZd955Rzz22GPitddeE4BYu3ZtL7Wm7+nu/mxubhazZs0S77//vti6datYtmyZmDJlijj22GN7s1kJeffddwUgPv300x6pvyfuzffee0/MnTtX7Nq1S2zcuFHceOONIj09XdTW1vZIGw4meqI/g3z00Udi0qRJorCwUPz1r3/t4ZYcHPREf1533XXirLPOEnv37g39NDY29laTDnm6ek2OZM4880zx1ltviY0bN4ri4mJxzjnniEGDBgmHwxEqc8stt4iBAweK+fPni1WrVolp06aJGTNmhPb7/X4xYcIEMWvWLLF27VrxxRdfiNzcXPHggw/2RZMOGlasWCGGDBkijjrqKHHXXXeFth+q/dnT3/r2aGxsFIMHDxbXX3+9WL58udi9e7f4+uuvxc6dO0NlnnrqKZGRkSE+/vhjsW7dOnH++eeLoUOHCpfLFSpz1llniUmTJonvv/9eLF68WIwYMUJcccUVvdqWg4UnnnhC5OTkiM8++0yUlJSIDz/8UKSmpopnn302VEb2ad8jFeI+YMqUKeL2228P/V9VVVFYWCiefPLJhOUvvfRSce6550Ztmzp1qrj55pvjypaUlBxxCnFP9meQFStWCECUlpZ2j9D7yRlnnCHy8vKEz+frkfp7oy9bWloEIObNm9c9Qh/E9FR/VlRUiKKiIrFx40YxePDgI0Yh7on+vO6668QFF1zQI/IeCXT1mkjC1NbWCkAsWrRICKFPxprNZvHhhx+GymzZskUAYtmyZUIIIb744gthMBhEdXV1qMzLL78s0tPThcfj6d0GHCS0traKkSNHirlz54qTTz45pBAfyv3Z09/69rj//vvFzJkz292vaZooKCgQf/rTn0LbmpubhdVqFf/85z+FEEJs3rxZAGLlypWhMl9++aVQFEVUVlb2nPAHKeeee6644YYborb96Ec/EldddZUQQvbpwYJ0me5lvF4vq1evZtasWaFtBoOBWbNmsWzZsoTHLFu2LKo8wJlnntlu+SOJ3urPlpYWFEUhMzOzW+TeH6qqqpg3bx5XXXUVJlP3x8Prjb70er28+uqrZGRkMGnSpO4T/iCkp/pT0zSuueYa7r33XsaPH98zwh+E9OT9uXDhQvLy8hg9ejS33norDQ0N3d+Aw5D9uSaSMC0tLQAhl9jVq1fj8/mi+nPMmDEMGjQo1J/Lli1j4sSJ5Ofnh8qceeaZ2O12Nm3a1IvSHzzcfvvtnHvuuXHP+qHanz39re+ITz/9lOOOO45LLrmEvLw8Jk+ezGuvvRbaX1JSQnV1dVSfZmRkMHXq1Kg+zczM5LjjjguVmTVrFgaD4YhaLhVkxowZzJ8/n+3btwOwbt06lixZwtlnnw3IPj1YkFGme5n6+npUVY16+QLk5+ezdevWhMdUV1cnLF9dXd1jch4q9EZ/ut1u7r//fq644grS09O7R/D94N1330XTNK677roeqb8n+/Kzzz7j8ssvx+l00r9/f+bOnUtubm73NuAgo6f68w9/+AMmk4k777yz+4U+iOmp/jzrrLP40Y9+xNChQ9m1axcPPfQQZ599NsuWLcNoNHZ/Qw4j9ueaSHQ0TePuu+/mhBNOYMKECYB+v1oslriJ18h7tr17OrjvSGPOnDmsWbOGlStXxu07VPuzp7/1HbF7925efvll7rnnHh566CFWrlzJnXfeicVi4brrrgv1SUfv1erqavLy8qL2m0wmsrOzj8h79IEHHsButzNmzBiMRiOqqvLEE09w1VVXAcg+PUiQCrFE0gE+n49LL70UIQQvv/xyn8ry9ttvM2nSpEPSsnrqqadSXFxMfX09r732GpdeeinLly+Pe8FLOmb16tU8++yzrFmzBkVR+lqcw4LLL7889PfEiRM56qijGD58OAsXLuT000/vQ8kkhzO33347GzduZMmSJX0tyiFLeXk5d911F3PnzsVms/W1ON1GX37rNU3juOOO4/e//z0AkydPZuPGjbzyyit9oqAfDnzwwQe89957/OMf/2D8+PEUFxdz9913U1hYKPv0IEK6TPcyubm5GI3GuCiHNTU1FBQUJDymoKCgS+WPJHqyP4PKcGlpKXPnzu1T6/CqVavYvHlzj748e7IvU1JSGDFiBNOmTeONN97AZDLxxhtvdG8DDjJ6oj8XL15MbW0tgwYNwmQyYTKZKC0t5Re/+AVDhgzpkXYcLPTWu3PYsGHk5uayc+fOAxf6MGd/rokE7rjjDj777DMWLFjAgAEDQtsLCgrwer00NzdHlY/sz/bu6eC+I4nVq1dTW1vLMcccE3ofLlq0iOeeew6TyUR+fv4h15+98a3viP79+zNu3LiobWPHjqWsrAwI90lHz3xBQQG1tbVR+/1+P42NjUfcPQpw77338sADD3D55ZczceJErrnmGn7+85/z5JNPArJPDxakQtzLWCwWjj32WObPnx/apmka8+fPZ/r06QmPmT59elR5gLlz57Zb/kiip/ozqAzv2LGDefPmkZOT0zMN6CTvvPMOJpMp5GLTE/TmvalpGh6P58CFPojpif685pprWL9+PcXFxaGfwsJC7r33Xr7++uuea8xBQG/dnxUVFTQ0NNC/f//uEfwwZn+uyZGMEII77riD//znP3zzzTcMHTo0av+xxx6L2WyO6s9t27ZRVlYW6s/p06ezYcOGqMFxcMI2VpE53Dn99NPZsGFD1PvwuOOO46qrrgr9faj1Z2986zvihBNOiEsFtn37dgYPHgzA0KFDKSgoiOpTu93O8uXLo/q0ubmZ1atXh8p88803aJrG1KlTe6EVBxdOpxODIVrdMhqNaJoGyD49aOjrqF5HInPmzBFWq1X87W9/E5s3bxY//elPRWZmZijK4TXXXCMeeOCBUPmlS5cKk8kk/vznP4stW7aIRx55JC51SENDg1i7dq34/PPPBSDmzJkj1q5dK/bu3dvr7etturs/vV6vOP/888WAAQNEcXFxVDqWvog66fV6RW5urvjhD3/Y4+fq7r50OBziwQcfFMuWLRN79uwRq1atErNnzxZWq1Vs3Lixx9vT1/TEsx7LkRRlurv7s7W1Vfzyl78Uy5YtEyUlJWLevHnimGOOESNHjhRut7tP2niosa9rIglz6623ioyMDLFw4cKo74rT6QyVueWWW8SgQYPEN998I1atWiWmT58upk+fHtofTBN0xhlniOLiYvHVV1+Jfv369XmaoIOFyCjTQhxa/dmb3/r2WLFihTCZTOKJJ54QO3bsEO+9955ITk4W7777bqjMU089JTIzM8Unn3wi1q9fLy644IKEKYImT54sli9fLpYsWSJGjhx5xKYIuu6660RRUVEo7dJHH30kcnNzxX333RcqI/u075EKcR/x/PPPi0GDBgmLxSKmTJkivv/++9C+k08+WVx33XVR5T/44AMxatQoYbFYxPjx48Xnn38etf+tt94SQNzPI4880gut6Xu6sz+DqasS/SxYsKCXWtR3dGdfulwucdFFF4nCwkJhsVhE//79xfnnny9WrFjRW83pc7r7WY/lSFKIheje/nQ6neKMM84Q/fr1E2azWQwePFjcdNNNUpnrIh1dE0mY9r4rb731VqiMy+USt912m8jKyhLJycnioosuipvY3rNnjzj77LNFUlKSyM3NFb/4xS96PT3PwUqsQiz7s+v897//FRMmTBBWq1WMGTNGvPrqq1H7NU0TDz/8sMjPzxdWq1WcfvrpYtu2bVFlGhoaxBVXXCFSU1NFenq6mD17tmhtbe3NZhw02O12cdddd4lBgwYJm80mhg0bJn71q19FGVhkn/Y9ihBC9LZVWiKRSCQSiUQikUgkkr5GriGWSCQSieQQ4sUXX2TIkCHYbDamTp3KihUrOiz/4YcfMmbMGGw2GxMnTuSLL76I2v/oo48yZswYUlJSyMrKYtasWTK3pUQikUiOGKRCLJFIJBLJIcL777/PPffcwyOPPMKaNWuYNGkSZ555ZlwE0iDfffcdV1xxBTfeeCNr167lwgsv5MILL2Tjxo2hMqNGjeKFF15gw4YNLFmyhCFDhnDGGWdQV1fXW82SSCQSiaTPkC7TEolEIpEcIkydOpXjjz+eF154AdCjOg8cOJCf/exnPPDAA3HlL7vsMtra2vjss89C26ZNm8bRRx/NK6+8kvAcdrudjIwM5s2bJ3MxSyQSieSwx9STlWuaRlVVFWlpaSiK0pOnkkgkEomkUwghaG1tpbCwMC4dxsGM1+tl9erVPPjgg6FtBoOBWbNmsWzZsoTHLFu2jHvuuSdq25lnnsnHH3/c7jleffVVMjIymDRpUqfkkt96iUQikRxsdOVb36MKcVVVFQMHDuzJU0gkEolEsl+Ul5czYMCAvhaj09TX16OqKvn5+VHb8/Pz2bp1a8JjqqurE5avrq6O2vbZZ59x+eWX43Q66d+/P3PnziU3NzdhnR6PJyqPeGVl5RGXA1cikUgkhwad+db3qEKclpYWEiQ9Pb0nTyWRSCQSSaew2+0MHDgw9I2SwKmnnkpxcTH19fW89tprXHrppSxfvpy8vLy4sk8++SSPPfZY3Hb5rZdIJBLJwUJXvvU9qhAHXafS09PlR1IikUgkBxWHmntvbm4uRqORmpqaqO01NTUUFBQkPKagoKBT5VNSUhgxYgQjRoxg2rRpjBw5kjfeeCPKPTvIgw8+GOWGHRx0yG+9RCKRSA42OvOtP3QWT0kkEolEcgRjsVg49thjmT9/fmibpmnMnz+f6dOnJzxm+vTpUeUB5s6d2275yHoj3aIjsVqtIeVXKsESiUQiOdTpUQuxRCKRSCSS7uOee+7huuuu47jjjmPKlCk888wztLW1MXv2bACuvfZaioqKePLJJwG46667OPnkk3n66ac599xzmTNnDqtWreLVV18FoK2tjSeeeILzzz+f/v37U19fz4svvkhlZSWXXHJJn7VTIpFIJJLeQirEhyH1Dg+r9jRSUu/E6fVjMxsZkpPCMYMz6Z+R1NfiSSQSiWQ/ueyyy6irq+M3v/kN1dXVHH300Xz11VehwFllZWVR0TRnzJjBP/7xD37961/z0EMPMXLkSD7++GMmTJgAgNFoZOvWrbz99tvU19eTk5PD8ccfz+LFixk/fnyftFFyaNHq9uHyquSl2/paFIlEItkvejQPcTCXYUtLi3Sp6mZ8mo91tesorium1F6K3dNKdYubikaobchEbRuB5inAZDDg18KXeMrQbH40uYiLjinCajL2YQskEomkb5Dfpu5F9ueRzSfFlQBccHRRH0sikUgkYbrybZIW4kOMWmct72x6h093fUqTpwmATEs/WttM5NV6mdDcRpLXic8E5sIiTjrtWs4cdzGl9V4WbKvl0+IqHvhoA8/N38F9Z43hgqMLD7nAMhKJRCKRSCQSiUTSHUiF+BDBp/p4c+ObvLr+VTShMWvwLE4feCaLlhkQH/yX88uXk+VoijmqHP/rT7Bg8NMMuORqbr3iNm47ZTjLdjXwx6+3cff7xXy0tpI/X3IUeWnS1UkikUgkEolEIpEcWUiF+BBgd/Nu7v32XrY3beecoedw1zF34XVn8NLDL3Hxkn+S5nORfPLJZPxgFkmTJmHIyEB4PHhLy9i24CNS5s3D+sfX2fDi3ym46WamXXsdH906g3+sKOOJz7dw7nNLeOGKyUwdltPXTZVIJBKJRHKIoGk9tupOIpFIeg2pEB/kLKlcwr2L7sVmsvHS6S9x4oATWbW9mlV338bs3Svwjz+Kob97FNvYsXHHWgYO5NiZJ+B8wMk77z9E8vv/w/LMczT//V3y7rqLqy6+mKlDs7n1vTVc+fpynrhwApdPGdQHrZRIJBKJRHKoIdVhiURyOCDzEB/E/HfXf7l9/u0MTBvInHPncOKAE1lQvIedN/6Uk3evwHzjzUz44B8JleFIks3J3HL1M2Q98wcevt7Czgw31b95hNIrr2JgUyWf3H4CJ4/qxwMfbeDlhbt6qXUSiUQikUgkEolE0rdIC/FByue7P+fXS3/NtP7T+OspfyXZnMy3m/dScdfPmVy/i8wnnqT/jy/sUp3nDT+Pftf1464Bd3LWzv5cObeMkh9fTPY11/Dy7bfzwBdm/vDVVpqdXh44e4wMtiWRSCQSiaRdejBRiUQikfQa0kJ8ELKgbAG/WvIrjs8/nmdPfZZkczLf7ahj3T0PcFzNVnIefqTLynCQaf2n8eKsl/hypIPH78wj+eILaXz7bcov/jG/Gym4fsYQ/u/b3fz2s83yQyeRSCQSiUQikUgOa6RCfJCxrXEb9y++n/E543nutOewmWysLWvi/UeeY9aeFaTefCv9r7z0gM5xXMFxPHfac2z2lvLbGXsp+tsboGqUXX01t+74iltmDOStpXv449fbpFIskUgkEokkIXKEcHjh9Dnxab6+FkMi6XWky/RBRL2rnju+uYMMawbPnqZbhssbnTz+zMc8uu5jLNOnMeCSE2DnfHA1gaKAOQVSciF7GCRnd/pc0/pP44mZT3Dft/fxh5QCfvvxf6j9859pfO11Lh25CMs5N/Hcwl0kmY3cefrIHmy1RCKRSCQSiaSvWVi+kFRLKicNOKmvRZFIehWpEB8kaELjocUP0eJp4Z2z3yE3KZeW5kbee/mvPLL4E2w2P4MLPkZ5/aP2K7FlQr/RMGQmDD0ZBs8Ao7nd4mcPPZtKRyXPrnmWAakDuPXRR0k7fRZ7f/1rzn7xIfJP/hEPf62SkWTmuhlDur3NEolEIpFIJJKDB4fX0dciSHqZFpcPs1Eh2XLkqoVHbssPMv6++e8s27uMR6c/wpiWWrSvHydp29fcUGyjoTWNoutHYZp5s67wJudAUpZ+oLcNHDXQuFv/2bselj4Li5/Wy409H46/EQomJjzvjRNupLy1nJfWvcSAtAGcd+J5DPv0E6qfeIJjPv2ANwpX8RvnxeSnn8VZE/r3Yo9IJBKJRCI5mJGrqiSSQ5+F22oBuODooj6WpO+QCvFBwNbGrTy75llm5UziR4tehMo1OEzZfF57ApO27SDrsktJeeDRzlfocUDJt7DpP7DhQ1j9FoyYBSc/AAOPjyqqKAq/nvZrqhxV/Oa731CYWsix+cdS9Mc/kjZrFoZHH+PFBX/lndpt5Dz1S44fltutbZdIJBKJRCKRSCSSvkIG1epj3H439y34OVma4NE1n6M4m1g46mGOb32aoTtUzPn55N37y65Vak2FMefAj1+DezbDrMd0y/Ebs+BfN0JLRVRxs8HM06c8zaC0Qdy94G7K7GUApJ9xBsP/+ympJ83kxvWfUHb9bHYUb+2upkskEolEIpFIJBJJnyIV4r5ECF7+3x2UOCr4fX0zGbN+y5enfML168fyc0rJKN9F/v33YUxN3f9z2DJg5t1wV7FuId76Obw4Fdb8PcrXKd2Szgunv4CCwu3zb6fF0wKAKSeHoS+9iO03v2VwUyWOqy+n9J1/yOjTEolEIpEc4QgZZ1oikRwGSIW4r/A62fLB5bxd+z0Xk8bUnyxhddFV3P3hZk4sTOK0Jf8m6dhjSTvrrO45nyUFTn0Q7lgJRcfCp3fAnKv0aNUBBqYN5NnTnqXSUckvFv4Cn6qH3lcUhaFXXkLSu++zNXcIzt8/TulNN+Orqe0e2SQSiUQikUgkEomkD5AKcV/QWo3/b2fzSEsx2aYU7rnsS7a707nhb6soykriibZVqI2N5D/4IIqidO+5MwfCNR/DWU/Bjv/Bq6dCzabQ7sl5k3n8hMdZXr2c+xffj1/zh/aNnzSS/q/8Hy8c/SPsy1ew+/zzaPnvZ9JaLJFIJBKJRCKRSA5JpELc2zTsgtdO531XOVusFn514u+xuy1c+8YKksxG3j6rCOc/3iXjootImjC+Z2QwGGDarTD7S/B74PVZsP1/od3nDjuXB6Y8wNzSuTz63aNoQgvtO2VMPhNvvYGbT/k5Tf0GUHXvvVTedTf+xsaekVUikUgkEslBiZwPlxzJCCGkUegwQSrEvUn9DnjrHBo0Dy/m9uPEohM5Omcm176xHKfXzzs3TkF5/SUUs5m8n9/d8/IMPB5uXgT9xsCcK2DDv0K7rhp7FXdOvpNPdn3C75f/PkopvvmkYRw/4yiumnA9rbNvw7FwIbvPO5/Wb77peZklEolEIpFIjgCEpu27kKTP+GpjNXM31/S1GJJuQCrEvUXjbvjbuYDgmcnn4NZ83Dn5F9z49ioqmly8ef3xDGreS+uXX5F9/fWY+vXrHblS8+C6T2HwDPj3T2Dl66FdP5n4E34y8Se8v+19Hl76cMh9WlEU/vDjoxhTmMmNrlGYX/875oICKm67naoHHkRtbe0d2SUSiUQiOYzwlJTQ8tnnUhHqBLWtbtw+ta/F6DF8tbXYv/gStaWlr0WRtINX1XAdxvfgkYRUiHsDZyO8dwloftZd8Bc+rljANeOu46lPG9hQ2cJLVx3DcUOyqX/pJQxpaWRff13vymdNgys/hDHnwue/gKXPArrie+fkO7nrmLv4dNen/Hzhz3H6nAAkWYy8eu1xWIwGbl7SRM7f3iH3jjto+ewzdp9/AW3ffde7bZBIJBKJ5BDHs2OH/ocqB9n7YtmuBpburO9rMXoMf20dAGpT0z5KSiSHD5omKG1o63VXdKkQ9zR+jx7Nubkc9fJ/8Pttfyc/OZ+SHVNZuK2Op340kdPH5uPeto3Wr78m+7rrMKan976cZhtc8jYcdRnM/Q18/wqgK8U/mfgTHp72MIsrFnP1l1dT0arnMS7KTOKlq46hpL6NX322jdzbb2PInDkYUpIpu+FGqp/4PcLn6/22SCQSiUQiOWRweB37NQB2ePz7LiSRSA4ZdtQ6KC5vprLZ1avnlQpxT/PVg1D2Hfzo//iPu4LNDZsZZriCT4sbeODsMVxy3EAA6l8MWIevvabvZDWa4IKXYNyF8NX9sOrN0K5LR1/KKz94hZq2Gi797FI+3/05QgimDsvh3jNH8991VcxZWU7ShPEM/fe/yZ49m6a//52yG26UAbckEolEIpEkxOlz8m3Ft2xr2tbXokgkkj7G69eXi/hVaSE+fNj0H1j1Bsz8OW2jzuD5tc9TaB3P/1bm85OZQ7n5pGEAuLdupfV//yP7+j6yDkdiNMGPX4fR58JnP4e174V2Tes/jTk/nMOIzBE8sPgBfrHoFzS6G/npicM4ZXQ/Hv10E1ur7RisVvLvv4+ivzyNa8MG9lx8CZ5du/qwURKJRCKRSLqb7vBq9Gm6J1mjW06eSySSvkEqxD1FYwl8eicMnAqn/oq3N71No7uRHVtP5aLJA3jonLGhHMP1L76IIT2d7Guv7WOhAxjNcMlbMGIWfHoHbPx3aNfAtIG8deZb/OLYX7CwfCEXfXIRc8v+x9OXTCIz2czt762hLeDClH7OOQx+712Ez0fpVVfj2ripnRNKJBKJRCKRdA6Z6kYikXQnUiHuCVQf/OsGUAzw4zeo8zTzxoa38NuP5qTBk/njxUdhMOjKsHvLFlrnztOtw2lpfSx4BCYrXPYuDD4BPvopbP0itMtoMHL9hOv58LwPKUot4peLfskTqx7k8R8NpqS+jSe/3BIqmzR+PIP/8R6G1FTKrrsO58qVfdEaiUQikUgOfvpAz3P73aGAmRKJRHIkIhXinmDps1C1Bi54ETIH8tslz+BRfQwzXsxLVx2D2Rju9roXX8SQkXHwWIcjMSfBFf+Ewsnw4XWwKzrP8PDM4bxz9jvcc+w9LCpfxOPFN3DGlL28+30p326vC5WzDBzI4Pfew1zYn7Kf3IRjydLebolEIpFIJIcOvWgB/bbiWxaWL9yvY0VfaPD0avdIJJIjAKkQdzf1O2DRH2HCxTD2hyzYvZGFVZ+R7D6Jd687m2SLKVTUvXkzjnnzyZl9PcbU1D4UugOsaXDVv6DfGPjnlVAanU7JZDAxe8Js/nX+vxiSPoSl9mfJHf5P7v3PYlpc4QjT5vw8Br3zDpbhw6i4/Xbali3r7ZZIJBKJRCKJwa/py5yq26r7WBJJXyLd0CVHMlIh7k40TV83bEmGs56ittXNPXN/D8LC3y56kKwUS1TxuhdfwpiRQdbVV/eRwJ0kKROu+RiyBsN7l0LF6rgiQzOG8rez/sZ9x9+HsG2jrd9T3Pyf/4t6wZqyshj0xhtYhg6l/NbbaFuxovfaIJFIJBLJIUJvqiapFn1Cfn8U4r7SoaTq1gf4ejcNTq9StjzO4CM5spAKcXdS/J6eYunMJ3Fasrjq7//Eb9vAFaNmMy6/f1RR16ZNOObPJ3v27IPXOhxJSg5c+wmk9oN3fwTVG+OKGA1Grhl3Df+54CP6Jw1lk+//uPLTW2j1tobKmLKyGPTWm1gGDaL8lltxrlrVm62QSCQSiUQSQZIpCeg792fJIYCrGbZ+Dg2HacaQlnKwV/W1FJI+RCrE3YXbDvN/C4NmoE28jJ/9cy2Vhg/JsuRxz9Qb4orXv/DioWEdjiStAK79VHejfucCqNuesNig9EF8dsl7ZDgvYWPTcq747EpKWkpC+4NKsbmwP+U/vRnXhnjlWiKRSCSJefHFFxkyZAg2m42pU6eyYh/eNh9++CFjxozBZrMxceJEvvgiHCTR5/Nx//33M3HiRFJSUigsLOTaa6+lqkoODiUHL9K9t/vpcELE69B/t9X3jjASSS8jFeLuYvHT0FYHZ/2elxbtYlHFfIxJ5fxyyl3YTLaooq6Nm3AsWED2DTdgTE3pI4H3k8yBuqXYYIJ3zofG3QmLWU0mXvjhnTjLbqLa0cRVn1/F4orFof2mnBwGvfkmxpwcym+6SeYplkgkkk7w/vvvc8899/DII4+wZs0aJk2axJlnnkltbW3C8t999x1XXHEFN954I2vXruXCCy/kwgsvZONGfSLS6XSyZs0aHn74YdasWcNHH33Etm3bOP/883uzWZJY+kDh2x8lM/IIqaT2DtVt1dQ56/ZdsJNobjfC7++2+iSSQxGpEHcHjSXw/Utw9FUsdQ7kL3O3kjtwAcMzh3Pu0HPjite/8ALGzEyyrrqqD4TtBnKG60qx6oU3z4baLQmLHT0wk6snnUzTjlvJtRVy+/zbeW/Le6H95rw8Br35BorZTNmNP8FXWdlbLZBIJJJDkr/85S/cdNNNzJ49m3HjxvHKK6+QnJzMm2++mbD8s88+y1lnncW9997L2LFjefzxxznmmGN44YUXAMjIyGDu3LlceumljB49mmnTpvHCCy+wevVqysrKerNpEkmnOZJV7zU1a1hZ3X0pLFvnzcexeLGc0OgqmkpW4zoMqqevJZF0A1Ih7g6+eRwMZhqm3s+d/1xL0YBttIkqfnb0zzAajFFFXRs24li48NC0DkeSNwZmf6nnWn7r7ISBtgB+eeZocpPy8VfeyumDZvHUiqf448o/ogkN0FMyDXzjdTSXi7IbbsTf0NCbrZBIJJJDBq/Xy+rVq5k1a1Zom8FgYNasWSxrJ3L/smXLosoDnHnmme2WB2hpaUFRFDIzMxPu93g82O32qJ+DDr9HX8p0qNKLyklQEZJriI9ctLbeyUN9WCndTXtIdlaQ1rqzryU5oilrcPJJcSWadmD3llSID5TqjbDx34jpt/HQvFocHg/WfvMYlzOO0wadFle8/oUXMGZlkX3VlX0gbDfTbzTc8BUkZenu09u+jCuSZjPz2Pnj2VzpZqL5dq4ddy1/3/x3frnol7j9bgBso0Yx6P9ewVdXR9lPbkJtbY2rRyKRSI506uvrUVWV/Pz8qO35+flUVyeOEFxdXd2l8m63m/vvv58rrriC9PT0hGWefPJJMjIyQj8DBw7cj9b0MDvmwo7/9bUUBz2+ykqMxYm9vHyqj13NuzpUYiL39aau06VzCQE+d4/J0lkqmpy0ebrgmqz0nCxdphsubmObl0/XVVHvOEwsqoF0ZUIx7aOgpCfZWq1PfHpV7YDqkQrxgbLgCbBl8kXaxXy9qYazp1dQ46rkZ5N/hqJEv81c69fjWLSInBtvwJByCFuHI8kaDLO/gtxR8M8rYNGf4l6cZ44v4NTR/fjr3J1cP+ZOHpjyAPNK53HT/26iyd0EQNLRRzPg+efw7txJ+S23orkO4/D+EolEchDi8/m49NJLEULw8ssvt1vuwQcfpKWlJfRTXl7eQaUucLf0gLT7wN/3CtAB0UvapXNtMTQ0B04Zfc4tjVvY1riNetchHkipZiNs/UxXilVfnwWGWl3axLfbu7D2t5eNqT3tIdAQUIQPG4VY9QEgFOM+Cu4Db+9Y5w8rGnZ1e1RwqRAfCBWrYNsXOI67nYe+KOPYIalsdP6LY/KO4YTCE+KK1wWsw1lXXNEHwvYgafm6+/SkK2DB7+CDa8HjCO1WFIVHzx+PR9V48sstXDX2Kv566l/Z0riFa768hnK7PphKPeEECp/+M661a6m46y6E19tXLZJIJJKDjtzcXIxGIzU1NVHba2pqKCgoSHhMQUFBp8oHleHS0lLmzp3brnUYwGq1kp6eHvXTLls/1621hznubdvQnIfXwNYfsICpQu1jSeLpkvLWGvCGUL1Qvhx2L6ShpZVPiitx+3q3bQdqxTqUOYycpXU0XSHWDAdgIW6phG1fQGvNvstKwlSt7fa80VIhPhAW/B5S8vhd/Ym4fConH7uLGmcNd0y+I8467Fy7lrZvF5Pzk58cPtbhSMw2uPAlOOspfQD0xg+gdmto9+CcFG45eTgfralkRUkjpw86nTfOfAO7x87VX17N+rr1AKSfcQb9H3+ctm8XU/XAAwj14PsQSyQSSV9gsVg49thjmT9/fmibpmnMnz+f6dOnJzxm+vTpUeUB5s6dG1U+qAzv2LGDefPmkZOT0zMNOExRHW14duzEuXpNX4uyf6heqCpG+LtuuRPt/N2TaF7v/nuRuZoB2FOvT9o3th3EE++97DIt15B3EVWfMNIU8/7X4WrUf/eFF81BhqYJWly+Pju/VIj3l6q1sGs+leN+wpziRm6YWchHu99hWv9pHF9wfFzxuueew9gvl6wrDzPrcCSKAtNuhWv+o7skvXoyrHw95Pp12ynDGZCVxG8+2Yhf1ZjUbxLvnvMuaZY0bvz6RuaX6YO2zB//iLwH7sf+xZdU//bxwysIg0QikRwA99xzD6+99hpvv/02W7Zs4dZbb6WtrY3Zs2cDcO211/Lggw+Gyt9111189dVXPP3002zdupVHH32UVatWcccddwC6MnzxxRezatUq3nvvPVRVpbq6murqarxd9NLxHbHWr8A3SnRj+3vzu+dqBtUDjmgrVezEfk9R0VrRpfKt/5tL2zcL9vNs0f1a1uhkY+VBqozIoc/BTcBCTC89J4c7GypbWLitFre/bwxhUiHeX5Y8g7Bl8Ivdx1CQbiOrYCUN7gZ+NvlncUXblq/Auex7cn96M4akpD4QtpcZdjLc+h0MPQk+/wXMuRIctdjMRh49bzxbq1t5e1kpAIPSB/H3s//O6OzR/HzBz0NpmXKuv57c226l+f33qfvLX6RSLJFIJMBll13Gn//8Z37zm99w9NFHU1xczFdffRUKnFVWVsbevXtD5WfMmME//vEPXn31VSZNmsS//vUvPv74YyZMmABAZWUln376KRUVFRx99NH0798/9PPdd11zSVMPMMrnoUrbkqXdX2lnvnn1O7rZ1bLjc3pVL1/s/iJKge2OT3OpXR8P2D29GRVcV2Jq7G521Tn2UfbAOWzGMFL5C6P2nTWzOzlY7s2gt0ZfTazK0Gj7Q/1O2PwJ20b9lO/Xe/njJWN4cdtvObHoRI7qd1RUUSEEdc89h6mggMxLL+kjgfuA1H5w5Qew4lX438Pw/HFw+sPMOu4GTh+Tx1/nbue8o/qTl24jy5bF62e8zoOLH+SpFU9R5ajiF8f9gtyf/QzV3krDa6+jWG30u+P2vm6VRCKR9Dl33HFHyMIby8KFC+O2XXLJJVxySeLvz5AhQw6aAdGhivB3IXIweoBNtaWF1BNPTFBZF67F3nX674kXd6q43WvH5XORnxIddTx4xtj7QInx2XX69DXS5a3lDEgbEFe/fvz+K0ya0NhaV8awrAFYTD1hrxGh/j0k9LreljHi8gshesxDIPa+OmQJeYSEO86zuwRTTjbGjIy+kekQJuiyb+ijh1NaiPeH755FmGz8smw6kwZm4rYtpdHdyM2Tbo4r2rb0O1yrV5N7yy0YrNY+ELYPURSYejPctgyKjoEvfgmvn84TU3x4VY3ffxFO9WAz2fjzyX/mmnHX8M7md/jlol/i1bzkP/QgmZdcTP0LL1D/yv/1YWMkEolE0hGHs16tOhyoLd3jWustK0dt6f0cyUsqlrC6ZnWvn7fT7F3HujXz+G5Xb0SB7t2bdb+ejT58nqLWE+/H2vJO132QoAlBnaOdyPS1W8DZ2Kl63Js341i8pMMyrg0bcSxeHLO17/qks/dms9OLJ+jO7GnVA4J1I5YlC0nauFYqxIcM9ioo/ifbiy5iY7OFn502mLc2vcWMwhlM6jcpqmjQOmwuKiLzRxf1kcAHATnD9XXFF78F9r0UfHAO/xrwAUuLN/P97oZQMaPByH3H38f9x98fSsvU4rVT8NhjZFx0EXXPPEPDG2/0YUMkEolEcrDj8rvY7epCeptO4Fi4aJ8D3e6kV3P6hn4nPmms5TiqXOI/9w+/G5urpocD6xx8ytj+onk8OJYuRfP0YBqjlkrY8l9wNuy7bF/gaYXG3QDUtNXg8u9fsLXKJhelDU5q7AmU4ppNsOub9g8W6N4antZOnctbWhoxIXboWMsXba9j8fbAZNX2r6FsWfeewO/H1NLUvXV2AakQd5Xl/4cQGg9Wn8xxg7OoEYuod9Vzy6Rb4oo6Fi7EvX49ubfdhmKx9IGwBxGKAhN+BHeshGm3MbH2v3xr+zk7338Qn7M5qujV467mL6f8hc0Nm7n6y6upcFTS/3ePk37eedT+6c80/O1vfdIEiUQikbRPT1t+NJcLoe17fdnqmtVsdVXj0g6PNX69Qic08ANyoW2pgOayhLvaWzPY6G6kzJ74mP2eMAgcmF4Za6HrWfZL3H10t7e0FLWpGV9Z4j7qKpHPb2gSpK1W/92NUZD312Xa6fXHxynYtQAq9ejuq2tWs7Qy8Xp+IQSqvX2vjGA6LG0/biyT6tTX85fuv4IohOizGAxdOWubt2vLQ/ZHjr5awiMV4q7gc8Pav1OWdxprWtK44/QhvLnxTaYWTGVy3uSookLTqHv+eSyDB5Nxwfl9JPBBiC0dzvo9yh0raRl8Bld73sf/10nw3fNRuYtnDZ7F62e8HkrLtLFxM4VP/p70c86m9qk/SKVYIpFIDjJ6chwjhKB1/je4iov3WVbV1NAxhy5dkL1hV9wmh9fBvNJ5XbKYtddf3TLRUfY9lK+I27yjppV1Fc14/Grc/fN91fdsrN944OdOgMHftZzRn66rYn1Fc4/Ist8E+6sHXExD1zy4Tlbpe3Vh7uYaVpfGWBDVQCT8wM3jVRNHxvfs2IHj28XtKsVBZdRkiGlnh+8QfZ91w0Y8FbUciPfB+ooWPltftd/HHw4c6HvmQF/3fX+HH0ps/hicDfypcSZThmZTrX1Lras24dph+xdf4tm8hdyf/QzFJGOXxZE9lILZ7/LboldY7R0M//s1PDMBFjwZWqtxdN7RvHvOu6SaU7nh6xtYUPUthX/4Q1gpfuPNPm6ERCKRSHqFwGjHX1u7z6K9lS6oXVzN0NazLqYOjx+XL2Ctqd0ct7/UXopX9VLn7KTr+H4OJoODWLfaxvdV3+PXumZBqm3V3X2DVuLOi7HfJuL9O0oISurb9vOcPTU5E6gz0f3udUJjyQHUHFSIg+foWXVBCMGi7XXUJnJZJtx/cS7NwbbvI+WZFlj/r7kT1x+0DBsNMX3ZGc8JpxP3nuoD0sjq23rQ7X0fHDQThyLqV68jFeKusPJ1WlOH8VnrCG4+eTBvbHyDY/KOics7LLxe6p55Btu4caSfc3YfCXtoMPvHF3Cj+iB/GvwKDJkJi56Cv06Ar38F9r16WqZz/s6o7FHcveBu/rnzQwr/+EfSf/hDav/0J+r/79W+boJEIpFIOPhWZ3aXC7fwddH1euc82L2/eXI7x/wtNWyqCli7EgxofQF3cbPB3InaRKCaaKWiKxML1a4SmjxNNLh6Z63pfl/ZPhr898hZRQcKccm3ULkaOrHEIFRdIil7yULs8Ws0O72sLW9OuL/dyxaQS3RxIiaWoIU4ricjngnN2TWvgkOFg+W9rcXMwXSV4P3rU7X9UvKlQtxZqoqhYiV/V2cxpiCdJsN3VLdVJ1w73DTnfXwVFeT98hcose4XkigGZidzx6kjeHFbOt8d9wzcvgLGXQDfvwzPHgX/vYtsZzNvnPEGpw06jSdXPMnTa5+h4Knfk3HB+dT99a/UvfRSXzdDIpFIJPuBv6EB4U3s5hjFfo+SDny412WFuDtIJHfFKti9qFOHB11HDZ1SZBQ6GhbHKUoH0KWbKltocrZvDUuklGn7sP51iM8N3v237MYLo3ZfXe3gUzWqW9qJeBxJ6B6JV4iFx4nm8uzTctp+3cHf3acQH8ij2L53uILD4+ezdVW0evTn1N/QgOroWm5p0Z51MtB+X30Lrd8swF+fIAJ6QKjQhJKzIRTo61DAX1eHqa4785kfOG61jRL7ji4dI4T+7HyxYS9bqzsX4CwSqa11llVvoJqSeblpCjfOHMLbm95mYu5EpvWfFlVMdTiof/llUk44gZQZM/pI2EOLm04axpCcZH7zySZ82SPhopfhrmI49npYNweePxbbJ3fw9NgbuXrs1by9+W3uW/IA2Y8/QsaPfkT9c89T99zzB4/bh0QikRyBdPgOrt4IG/4VV75t2fe0rVzZmcoPULoD4GD5tjTtgbbOuUAHLcRdsZLHlu1M8KO1Zc1Rxzu9Kp8UV2J3x08i+DWN/5Us5ZVV/w4fE9m3vsTKpioOQAnd+hlEWA+F0LAv24ioa27/mBhanAFru7cZNv0HWqu7LEZXbqF15c0sL2nA3U5/dKZSd0kVrau3Ibydd8WNvBbxa4iD90IP5SbeR7XtvlsUA61uH6Bhd+nXuW3Z9zgWdm7iKEi7Aa0C7ffb9UkVtbUDRStojW/YGQr01VmUPnzHOFesIGn7ph6pu8HhSfguSEQ4q7OgxLGestYSPGri+7e9+yG49KKquevRxqVC3BlczbD+QxZaTyUlPZuMnB3sse9h9oTZcS5FjW++idrURN4v7ukbWQ9BbGYjj54/np21Dt5aGljzkjkIzvkT3L0BTrgLtn2F8ZWZ3L+rmPtGXcnc0rncPP9W0n5zP5mXXEL9Sy9R99dnpFIskUgkByN1W+O3Bd7XWgfRX2PLdgWxn8dFn1bQ5u2ctUm1t+Kr6YSlpbU6HAyo/RN36pztyhJQIjtjXRWhfyJPL6horYje6GqGmMjddrePalcJLT5dUQ/mci1vTOxe2uqLzucaVLxMjXZSiiswtsYPZBO1YX97p67FjdPtQyvvnFLb1OZl4XZ93brF26xvdPSsNa3Nq187/z6iDofGOwmUSc2lKxJqc/OBCdMbLtMNu6ImLRKK0d4ORdGV6X1Y7vc1NgyuIY4vFzNJlMDrM6zMyvFnLEt21rNg677jPgBR77yOJvL8jY3Yl27A3xLt+SEIu13vTxgJqRB3hnX/BL+LPzfOZPYJQ3hv6zsMSB3AaQNPiyrmq62l4a2/kf7DH2IbN66PhD00OWV0HmeOz+eZeTuiP6SpeTDrUfj5Rjjt11D2Pdd8/RRP20ayvm49t3xzKym/+gWZV1xOw6uvUvvnP0ulWCKRSPqALr95hcCjullbs5bqtn0oKB24h8YStGzqg6oD+x5sb9rOkooleLVOuHUDzpWrOi7gcUBzqZ6mpQcJ9kHX3I3DfbW3bW94a7DvS76Fms1xg9Ua9579FTOEyd6GAIwJ3KnVbnRTLmtoY2+Lq9N2zu5KM9MjKclCg//41hhSkgFQHV13HdWrjrEQ9xSuJqhaqy8HANw+FZc3/nq3P6zT264IAZqGbc22/RKj3bmHYPs7jOjdx9GgDoCDcrwcIVIiLxW1oYFW1c2y8g1x74Zge/YntZdUiPeFELDydfYkT6TENJQJw5pZU7uGa8dfi9FgjCpa//wLCL+ffnfd2UfCHto8ct54jAaFX364Di327ZSUCSfdC3evh5Pu5Qc7lvLX2jq21G3klnk3k/zA3WRdcw2Nb7xJ7VNPHZwPuUQikUjCCIHbr1sUIxWwhEX3r/r9Qm1pwbFoEcLno8HdgCJoN3pyh9+ahAGNAuX3peQd4DcsqCR12kIc9Qe41XbWsPo7WNsacXxH4vtULcIdOPKgxOXjXaZFyI25S4j2J0g6M2aw+5opdTfQU27DXaaDoFpKMFpyJyynbT7dAyJhHuLY+6e5FHxdd0dtl4DlWWkNpxzaURuvxLv9bvyJ8ooH1++iYmp1YbR3vF68vUBxwbaHnwUBqj+i/YHjIi3EsZbhiL5KdD95KyrwVVZ2KB+Ac+1aWj7/fJ/lOoPwelEd7feJ8LTvUu9TfWxv2o4Q4oDG1AbVE8oe03k6OJ/RSJWnGY/qxRmRPm1DRcsBZSKTCvG+KFkEDTt50XEKF0wq4t+73iPTmsmFIy6MKubesoXmf/2L7KuvxjJwYN/IeohTmJnEY+ePZ3lJI28GXadjsabpluKfreaU4efxTHU1W+s3cfNnV2L7xW1kX389jW+/Q83vnpBKsUQikfQi7b1y/aqWuFDQTbGH0iQJxH4plp7t21FbHfibmgIVdVBHhwpxR9bF7vk+tfed67KFWIgohShyAqC7rJvNrrCVfcveGDf5kJEtfK5gQLBYK1Bdq4eKpv2N+Buu31xdicGup+PpzG2y072dTc6Oc8X6VC20jjHqrPs1o9PJAh09PzF959u7Nypa8q7mXexo2hFSiuPOoKm6O3HkfdTJdeydIqR4i7hNAJXNLlaUNLKg4hu22ZdHHepTNfwCQEERWtw6XM/udsaRAfa2uCips0c9I6EqKtfoqVZjom0lUqhDWxK82yJxFa/Duba4Q5kAfJVVXX89CKHn+XY1RW12fPcdjoUL2z9Ojc//HWRz42Z2Nu1kV/UePi3etyLfHvk1i2HXN50uL6L+jhcu5LYeYzirbXVHzBFJC3H3s+I1XOYsPvEexxmTTMwrncdloy8jyZQUKiKEoObJpzBmZZF72619KOyhz0WTizhrfAF//Hob2zqKEpdRBBe9zEmX/ZtnnUZ22Ev56b/Oxnrz5eT85Eaa3nuP6sceQ3Qh5YBEIpFIuheHx09xRTNNbQlcjqMGwfsYAXZSo/A3NWFo0r8d3eEy3ZVzx7FfqWC6di5NCHyqxtZqe1QfhizExHwDHTWdipTc1XzCnWFnXfw3PSRxgvFrSCGOsRB7/Pv7XY/oH8C2axspG1bH7GmfkBtmB4PtLzbs5YsNe9lY2dJ5qVR1/yKZd5R2KUjMGMi5eg2OJUtC/2/xNAPgj3U9DfTIwoYNfNW0seuyxYrabvs67vlVexrZ2+ICAX7hi3KF/WLDXlaXNrdbj3tzRH7uBGvkv99dz983fsqSyiXE0VQSNREQerY6yhzTl0YYnwuay6Ds+/A2TUPrwDoM8e/diiYnpQ36MZrQwOen5X8LsO7Z2V4F+xTNWFuD6upanmUhOpiGC16DRAVaKjD5WvfLh0MqxB3RUonY9gX/UU5n/KB+LGv4CLPBzOVjLo8q1jp3Ls4VK+h3110Y09L6SNjDA0VReOKiCWQmmbn1vdU4PPv4KA+ZyYk3LeO5fjPZ7Wvlpo/OxXzRZHJuvpnmOe9T/cgjUimWSCSS3iDBAMUVWIPZGnyXRwVO6UrdnSvdtvQ7zMVbwvV3YZBaai/li91fRB8i9lHHvizETXtiFNDwUK2xzdv+xG8n5VYFlDW2sa26lbrW8KAzZCGO/P65mnR5ahIoOCJ6cBylEAs6lbpIc9v5ZsfSdvcnznMbthAG9xpiUkYFFWK3T8Xj37cyr7W1ha378UIkPqYT/a0o8WU0oYUiekeyq67zaX/alizB/vX/Ol0+REcKcXBbooBk3rC8qqpfZ4NiiI4yHfjbFYzyewDKnre0FPvX/0M429oVN+LEGLzhZ8KneVnXtKDd4lpoDbHWJRnX1a1jQ7MeidoRETQveBf6NY01ZU3srgvm+gan18/6ihaE3wN718W5TEcplx2J4qgJB9ULdIZ5506MzV11K44gGPQs+K5x1MKmj8DTvmFJ1UTchMnq0iaKI3JBK4HnzdQYn19caBresrIOJzOFEIiyKtqK42MmCCFwe314Yya4og3tCeoOLFdNFJnbWLGc/Jpvpct0t7P6bwC8aD+RHx+fySc7P+H8EeeTm5QbKqJ5PNT+8U9Yx4wh8+If95Gghxc5qVZevOoYShuc3P+v9fu2HJiTOOGHr/D8cfdTYlS46ZvbMR/jIfe222j+8F/sffAhhL/7Z7slEolEEqa0dQ9bGxNEk44i9n3eyZFLFwa7CgpCQGWzE0/Mu39vi4tdVU0JLVbbm7YDoBGjdO2vMtC6Vw8WVL0+4e7FO+rYWh0bYbtrIzkhBJoAp78Vtz/eChNtIQ60w5vY3VhDC31v4yzE277cp+u0VrOZlOb2v9la4Hij6sEQcNFV2hyY3J6oPu5Xt0zfF7MO+utN1Xy1sXqfymvrgoW0Lf0ubru/oRHjhh2BOsNKsOL1onUiF3aiQD2ra1Yzd8/cfR7bEWprtPLc6TugM4Hm9uEyH5xsMCTSILZ+Dr7gvbL/CrG/NhBl2KWvPVb8bmgLKFgxLslprTtJL/8G3LqF3as5o4oFcTqaKar4HLM/0HcRXgQNrgZavR0HE6uyl5HdWIzFmzjCvV/VT1g3dxFtm3TX6911bTRs24lz+3Ko34EIuicnuB/bNuzCvWGdnmrOEeFi7vfok1IN0RZXY2MTyZuKO5S5UwSvdzASejv90NTm5bP1VdS1uPb79eYpr8X19d/xV7W/jKDGXUKJvwafP/592/bdd3z32hy+3BgdPyL4nlEi/o4kvD4+0QSVvi3h/bwPpELcHn4vrHmb9cnTcKUU0Wz8Frfq5tpx10YVa3z7HXwVFeQ/+CCK0dhOZZKucvyQbB48ewyfb9jL64s7XgcSZPrEa3jx1OcotVj46bY3sWQvpN/tP6Xlk0+ouOtutA6CB0gkEonkwCgp/4bdzbujtmlCoLY3KO9kmo2oQ/x+6qrrce4j+q/L52dFUxnFFfVR21eUNFL6n89ond/+mrY4WToSraM0LcEAVL74QFT+dj2XElibIvBofkrtpaH/q4FyO1pXsbwmbJ0VieoxmPTfCdyhFcDhc7KpYVNAvvgyiSQqaYnOId1RPtXgYDWjZQtNO+fwxe4vMK/6nv4bdoZqF4AppOQkridsmOvaSN5XHY5kvs1bRaVLj0icunIJjrnRSm1Tm5d6R/SYITzGDg+265ydW0/bsagC7JWdcmUPC7gHsfObQBqsRJUHgk3tI3VTcH12wlKdDZ7lc+lj5k6SXL4Idie2+lq8LQnPHftMLlkfa3HUQo0oby1jV3M7Lr7Bixh4Jm3umBRaMR2RUrcFf1MrQoDic2JqacK9NiJnb2Sgtoj3nOpw4dkWKBeVci5QVo3Mjd2FpSPB+jXBzlpHRPmgDCq+2lpcW9ppf4BGp3696u2dvMYJ9EvhV0H1dmhwsnv1968/wTdAbWre52k7DloYvy8cZVqnzt5BEMAYpELcHls/A0cNf20+iR8fl8eHO+ZwysBTGJoxNFTEV1tLwyuvkPaDH5AydUofCnt4cuPMofzwqP78/sstzNvcubx/UwefynOz/o8SWxI3uTZhVt+k4K7ZOL75hvKf3txhtD2JRCKR7D+KI145WOUsYaU3YnAWE3im0xP5EcetWbSGuR1+E/RKncLLbvv2xNV1MIiLHYN1pOTFFY78fwcKzp76/fsWrXGUsal+E95gFOiIcWaU625w3B21/jboVhlvrbGU6dauMntZoNqIQEMxynVIOWkuw1S/BFMw0quILh9L5PbyQD7izkyExA6KQ5Zdv4+UlUvD7tGOOmirjz08UoCoOhIGUwrw7Y46lu7soK4ogXy6J0AH1zuynR6/Gh1ozlEHLRWJc3W3R9ACWLkGWgMWWL83QoZ4JS2RchHqg5h98ZNCHVynrZ/D1v92VnIM/gglLPKeShAFPO5ZDBoHDeYoafV2dmF5nALmNg8FxWUYHO0rhUow3ZrPTVrzFsxee0gRC9nng0LGKmghN2b9XaMKP3Wu8D0loo4LPmPxMmhOJ64NG6Ou37bqVjZVtVDZHCO7puJcsRJvVfT7Mfbah167mkZsn3cnIlIR7qSyH+M0AOgTdMW1xXpWguDzrwl2Ne9KXEmggWVdCL4nFeL2WPkGzbYBfKtNoF/BRhrdjcwePzuqSN0zzyJ8PvLuu7ePhDy8URSFP18yiaMGZHLnnLWs3NO59RXTi6bz3OkvscuWzM1pYGx4msLbz8e5ejVl11/f/toiiUQikXQLS3bUs2RHPa1acIY+xpIBXbPwRaX+6PxxnbG4uJd8RnP5ZnyqrijGRWbukkK8rwGgCJ0jeB7H4sW4NnQucJFPBC16GqvdO9m6YjmiKd7tM6GFOEhcACUwNTiJ69faTVCrr8f2aH52uGuj9weiDRvVWIUiup5lVcuo9rYg2pwYPcH1wZG5otH7KlF3NZci6rZE1x4oZ2xpxuD14N0VGBSXLILdCxNUEsDV3P6+ThE4cewsTkul7gbbtKdTtXy1sZpF2yMmj4KTFl5n1LXZh3E3TLBdWz6FHUFLd8waYkctNJXGHhnyBBCI0JIB/bBY5XIfwiS4z1aXNrKnvi1+IqWdwxURaa2O7uPgkUmrv6f1m2jvDr8aUIg72V/ewPpda4v+btLqwwHQ2q1C6NfDqLoRioHEB+gB7kLPXMS63gZXAxvqNlDpqKQ1MJnlXr8eX31jR2cFwLVmJe61C1i4/mPqAwp10MNE1SKen45ozyOllwKBKV04V5PTi6WlFaPTHbpnmtxNVDmqWF+3PspDpMoR4a4dWD6in08Jbuo0UiFORO0WKF3C37ync+qYPP67Zw5H5R7F5LzJoSKu4mJaPvqI7NmzZZqlHsRmNvL6tcdRmJnEdW+u4Pvd8Qv7EzGjaAbPnvYc2y1mbhk4CEPDKwy8ZgKenTspverqKNcpiUQikXQvDW0eGtoSLFNpJzXJvhTX7TWtrClrQu1kkMTQes+OPO68XoSm4dmwgnUfPk3ydxuwbC+LPyhCtspmFy5vB66tUQpxgnKBukp8VaE0MmqLHW9pKVXNrn26uAbrEAj8qp/G1kbYE7+GT0Qo3pFb9Y2djKnhcYBHV7bXtZXTEJmaR/XFdxOJFZ8mdxNrHGWYt5dTGHB1jU0LtafRgStRwKzWakTD7mi30uAfQeWxo8i/kTjCVjMlqqL4gbMq/FQ5d3YybVXwXutY4YsSJVHA0OZSKAkHBNqn9TxkSouQ0RsTzCvYRyXfQtmKuCq0wD3a4G6kqjUitU6sxdjrQ3V23v0UoKLJxaLd2yPc7xO5g4TPoyR6XmLEMbja0JwuPYhWqA0Cg8fVaXfjzQ2bIyY1BFtrwuts260iKupxZDtE1N/rK5qpjnXTFSrL94ZTRgU9HLzlFTiLNweqCE4QhfH4VV3hrd+G215JQ2MNS8v0eASKX8W6ZydayNMgVvBOWvg1bV93WfwhQsOpellq30mxoxyHz9HBmu3Ih6z9Z6nt+++j/t9vewmZa7eF/m8KLPdo8jSFA4XFvSu18H0SvrydRirEiVj5OqrBylvOE5g0qoo99j1cP+H6UIAHoars/e1vMfXvT+4tN/exsIc//dKs/POmaQzISuL6t1awYFvtvg8CZhbN5JlTn2GLwc8to44G95cMuiAJf20Ne668Ek9JSc8KLpFIJEcQXc79LkTCQEU+1ReniFQ26q5vwfHfHsdGviz5kvJGJwsTfRM6o1SoathyIkDx+jBX1SdYFhy2TK/evjfKlTau9ki5YyyxW/baWbKrPjwgDljPXT4/DrePlXsaKQ+6QAoRFzk61KxQRN2OFDCB26/i9noigmjp5cvr7dRGDdrj64lWQEX8GsDNn0BT4m9o+2siw38bvH6o2YjBF7bOuduZaBAIfGp8nYqql1cMBjyqh7lNm7H7O1DaIi278Rcu6n81rhLqPOXUuPbGFkxQb+I6/KpGeWMnXDYj+8gZnvQPbfU6owMzBfBFWDbjq+yc5VA06h5zmlCjJ6hi3I8blq/CsSbx8oP28Gs+Sh0b2b5jeeICQkSd06BFr0NW7XZSt2wELcFTHKkQNztIXrMGa5Ndj96sdn498z5dxUPFwnm6gxZiIQQOzU14okn/7fLFuK3HTEB5VTX6PBHPcuTz8tXGar7bVY+i6BNIpQ1OttfoE1RKyU4slWXU71mvK/gJrrNeV9DHvH0LcftzAIn3fFXyFQtbwsrqqr2rWFyxOGHZoDu5EgiR1R7++gYsnkayGteiRCzpiPUuEH6PPrlD+LELfisUoYbfDaGAfO2eMg6pEMfiaYV1c/jWejKZOXmsav4PA1IHcNrA00JFmt5/H8/mLeQ/+ACG5OQ+FPbIIagUj8xL48a/reT1xbs7Nfg6acBJ/PWUv7LZ38KtE2YikisYfFojwumg9KqrcW3atM86JBKJRNJdCLyqF03os/mhiMG1DTgWL0YIwdzSuaysXhlzVDQtvjqEEKwpa6LFFb0mNkrF3tdnIoHVIt5lOvxn6oolWGvWhIP+dOhOHV3P9ppWWpzekLtjUmMLitvF5ip7yPUxmILEvWULW6vtfLerHp+6D/fVBAuxBYKNlS1sW7MQtn0RtW9vk51libytOmpKxM4uT3wA5mp7KMp0Ur2DrI3VGJqbMDsq9CaIsACGqjpc69ZFiaVGjGxDfwYH+UYj9a56fEJljyc8WeHyu6iNslxFKsTREwrxPRyvUIbXksf0d9A1NqZf1le2sKasiaY2b8KudW3YgGvDhvYtZ0ERSr7V3cEjT7mPoHLhFQoRkwwx8vmbmrBu0N3NNaGheOIVkSCb6nfhSbD2PA7VB63VAREESU12fCFFN5HVMqzwpDpKo5Rk14YNmJubMbvccbJHWog3N+ym3FOCyeGC5nL9J5aICQKL0UJXo7lHaVYBj4R6n4NN3jJa/MHUTO1cxwiFWBVQ1eKKCtiWeMpIp7HNC4qChoaiaeGJikB7djZtZk/LngRHQvQERzvsywPiAF2qw+uBxT7PZQssyTCq4UmtuKUfLRXh5yJ0jqBCHH5LddrLIgKpEMey/n3wOvhL80mcPsnN2tq1XDv+WoyBvFf+hgbqnnmWlJkzSfvBD/pY2COLnFQrH9w8nbMn9Od3n2/hng/WYXfv+wV9ysBTePrkp9nYVslt46ajDe3PkJm7MSheyq69jrbl8W5EEolEIuk+Itd9zSudx/q69ehDGgEKtK3ZSmtdY0jJaXCFFTZVE7gCuVODAx2Ltwm3Rx84GZsa8JSV6SlNgoOj8IiofbT2cpfGDr6DgzIw+1pIbqvAt+4b1JZEFrpIy0/7LtMAubsqSCleET7K7wsN09WmZuzOvbjVNtaUNoVlCSUj0VBEYvFbnD72tugKu9Efnw83gS0pQTsiRRYx50lc3h9SGqKty4amVixlzaGtFocXFFA8/qh14aHBbE0D3vKKqPP5Eli4lKAFXkk8lF1WtYxVjj0RB8SWi5BTE6GIy/tNzIDfHbAUqlHr38N4S8vw7twKka7KUdIJsLeT0ibyNutoGUFHCo0atqhpQpC8PGAgUDV827YjYiZiWtROuEyXr4A9S0JRnA0d5Y2ODPilS9Fu0fDa0ODvcFmHlsAKH7ASx/a7EAJzREAuBVACZ/cKP7ubygPyxPab/n+TrzW0xxWYIPDhjZIxXng/Hr/K7vo22jx+QODyRnqS7ENpUxQ0BIqICAQXer/px5Y1OmlxeUP3XOQ+u9vLZ8UVUePl0PtR7Vr+ZoDkJeuw7uhcdPXwhAddPo9+XLSFmLa6uHpMu7Zirq5CEeH127taNrKtcdu+J0QjkApxJELAyjeoSB7LduMIag1fk2nN5MIRF4aK1D79FzSXi/xfPRS+oSS9RpLFyPNXTOaXZ4zi03VVnPXXb1myY9+RIE8bdBp/OvlPrGvaxm2Dh+OffiGDZ+7EnKJSftNNtM6b1wvSSyQSyZFNMHBVdVt11MCmqsnBtop63Y05hu01rVEDG0XzkeoopWy7bkVM3rwO17r1sOW/cfk9O7IQqJqW2ELczvq7CCMme9cWs+qT1+KVkcjBmqayrdrO6rJwQEgFgTtiMKxEtDeYh7TGWcPull3YS/5NWd3XOCNciRVFP0fSru2klzfHy+5ysWhjBXsa2gIyR7tmOr1+Vni3R1jtwOlVcXeguAhETD3B6qL7qd7hjdwdKqMEFKugdUtXQhIE1YolQiFTI1ymQ14Fgb5XjIZ4hVPz6xFpI8u3ozgDlDvK+Hrls/o9FJDL4m0Bjx2zt5m8msXtrnFt86qBc8TeN+2eLkztlniDf6BvFGcjtJRDZKCmUN0i8d8RtQDRbvuxVlaTKfR3pFeEubIO764SvFXREZE1IajyNDN/77L2vQQCa85xNlBY9TWGqEmG2DFz9IxOh9Hc4yapwvWGLm/k8UErcYI69baKOM+Krb4K5peswJ0ghVRwbb/Zbw9ZfJXgJQ/ejrHvrgirtMun92+r24cADGr0kgWzr7U9cVEMBjQhAhbQwD1viJ7wW1/exI5aBxurIibpAvuanT4Qgqa2RO3quoVY8auYmlxx/Zcot7sSqex3aj0+pNu3Y3EnjheUSOsyVZVj27UVRWihuYUGTzW7mnd1RR+WCnEUZcugdjMvO05h1kQj31Z+w2WjLyPJlASAc+1aWj76iJwbbsA6dOg+KpP0FAaDwh2njeQ/t80gyWLk6jeWc9M7q9hVFz8THsmswbP4w0l/oLh+PT9L1fBf9ASDT6rAlu2j4s67aP73R73UAolEIjkM6cTow9O8B0C30kRYztJad5HRsgl2xk9Oqlp44CxE0L0WDGqE22Fw4OZqQlGUiDWUieXwal7mlc6ltCU+8m688kGUrABl7jrcfndMWqNoNK8b5/JNuBqjo0DXt3kSCmZ0tAKCvY4q7B47FredpLbSOKXetmY7lppqrK1uXacIOw/SOv8bUlcuAaErdJFHtrp8VNs9IMCl6m7aQghqW93YXXo+W5dPpcXlizpno6shFBk33CGJGizI2VqDqSlyHWyktTgSRbd8hdYYiqi21DvcKIEgTlGu9YDid2P0O/XJBKFCS1no/lBQ9KVvlasxuHXlIJgHO/L8CpDirAShKzdNniZwt4DfQ3FtMQ2eKlIdJVgrvye7cR1mnx1jMF1QUBFoa8DpdLCnwUlFo7NDC1hwj9PfisPXHLFDl63F7+KLxg14ItxrTdXFALhLq3GXxKxljjiXqvn5tuJbWvwJ0gclcpsVmq6IRyhDUeu+VZUGhyvU501OL9V2N5rQ2OiswqN6Qgq01+9hfWs5vljresNOFKFhUsPpxRTVhckXkW4sqJgGhEt2VmDUEgTiI8KIKgBPawLlOXHfaw4HwhtWBL1+Vc9hnmCNtTdwL2gJ1tVGpmkTcYpdxIRZO9hq9GdC1cI2T5z1ocNNfgeK5kN1JkjHZlD0/hbh66QEA8kFOkYlrIw2u5vY7aiMfo8JgbZta7xXSwdriEF/10YpoQkmLAFMexuwf/0/VEfsODxqegyX10/9pu00796WMNc5QJKrGrPPHhBPRP2O/RugxddAadtmNOGjsb5V3x+KYt95pEIcycrX8ZjS+Zd3KtacJZgNZi4fczmgvyCqf/s4psL+5N780z4WVAJw1IBMPr/zRB48ewzf727gjL9+y11z1rJlb3wKiiBnDjmTp058ilU1q7nTvhbfT/7DoLM0Ugo87P3Vr2h4481ebIFEIpEcbsSqPdFz+t6qNfg1gU8NDFic9dAaHuwLd/uBghLVn1fzLTZXLSK4vjHWatHOkMjr1wfeNXsWBApGDLg0f7Q1Q4RtpEpMffGD4zBqcysIgbGmDlUTOHzN+JwlCcv6NC8edd8BmBQBRntbSL6Ocv4mOasQ6AphdVs1vmAQKr+GyW7ns/VVbKyyR12hTVUtcUHKatqqqXd4aHR6g40OnCPqhBh9KiaPH+uenRGbwya0SGtwKAhscHYjuFcBzGZKG5y0lteG9kSeK6VxE+n2bSiqSqqjFKVxJ8LVFC7g0i3yBp8Hl1elri2gWMcMeRWhYg5Gzo44QVQqF3RlJaqQ5ofNn8LuBSh79ai/Tp8/tkdQHK0kF6+ACGVqR+sqdjnWEkt9wELYGrV+UndD14TAVxOddjLS8ta4dSsOTyvbXJHZM4KKhBZKnRW6x+0VULMJ0RJeaxuZd7qi0UVlkxNnIBK2w623zZ/AtXfP1/+hael69ngaos4Rdc0Cf6SULSS/ZmGEiPH1mX12PH4tfl18oKjVXQO1m7G6I9NWRZhpY3B8u5jWReH111u/WsTqNTvxqiLh+UF/tFpdEcqaAiLCFTmkjCuBQFERbuftYdseyO8d2Yfetgj59XXR7tWrY9oFKIaQy3RIhkD/mO3lUL4cLWJCYo99D3ZfW4TSr5HWtB2tdA9t30cEONNU2gu21eKMsfYGzmfwuKMCvwUxBib9tNbIiN3hSUQRkGPR0s2sX7icdQs/ZFtTR3m3o69ppAeDV/OH3NUBWgM5zQ0Vu3Gv34HX6Qy/X7qgEkuFOEhrDWLzp3xqOI2RA5NZXP0l5w0/j9ykXACa5szBs2UL+Q8+KANpHUTYzEZuPnk4i+49lZtOHMY3W2o5+9nFXPrKMv61ukKfCYzhrKFn8fuZv2dF9Qru2vF3fLfOY+CVo0gf7KT2T3+i9k9/3K+gIRKJRHIkIxAQ6W6oaaSvq8TaHLZceYWfbdV2NlUGBmzN5Xp6n+AhUUaNaOsCwNbq8IBLAcy+VpJclYig5UIxEmnT8PoFnxRXUl6+B9rCA7nGNi9urx9/W3P4FKoXNBWxZxlUrQmPx0T7ds649X8RMu+1V+APWJDbvH52OdZS3rCAROxo3ka1e0/UNkUITLHDtMDg3+iLGHgmrBHMbg+pJbWs3LuVNTVrQuX6bakmdUMx5Xv/Q6Vjd2TliSsSArvbr7teEh5kthdBmsg1xxGbo6y8gV26IhnTPJMeswWXJ1RFwk+ypoUsSVHu0H4PqiZQF2zBvr2WXfWtHbQuZgKlg29/yE3X4wDVS5m7ERSwuWr044I/AQy7d2B0tKDV16G27Xuyw68JWiPjoggoa2yjoinBsTFiGhxO8Kn46poBKHM10OJ34Suvor5sOevaKsJtU/3Bxka0W1c4Uhauoc2h56QWAff8oJs+UU9B4B5oTeyZpxs0Ox5HtX3/Pe5t2+Pa0+rx0+qJVsiC6pAx4BViqSjFsENXMpUE9xqAN1BWeKKXByTt3RuKSWAQPtIjIiabnW6EqlIe1eftL48MBoOr8DSyvGV3oHR8Gq6QbhshqFeN91wQ/ngXd8UQXkNsUIz4VS2UV8gQmAjSEsYrCLSpbS/p9ZsxuCImVZqbSVu2CKW+LuGztXB7rb6MItbN3usFrwthbD9ie3VbNb9f9A82VDWEJhCFEDSsXofmDXsABJfPWMoTTxIGj9NPod9/Cgp7Pc0JyyqtzbRpbja37Yo4vt2q45AKcZA1b6NoPl5oPYmhw4rxqB6uH389EBNIa9asvpVTkpDsFAsPnD2GpQ+exkPnjKGhzcMvP1zHlCfm88C/17OmrCnqQ3fusHP53Qm/Y1nVMu5a+Tu8135I4c+vJmukg4Y33mLvfXdHuchIJBKJpBPsLYY23RVQ8fsw+DXSqlrQ/CotS9bjrqzH5VMxKMaE7npaVKCdaCULCERcjh/leH0+fYAZivir//IHBp2NG+fB7rAyWtbUxu6dNeypc+BTNdSgct4ccFGOWnsZ38ywrhy7MzwA3OLcS4Var1uYogzO0cf4hZ/I9bWhWgQYFCVqUKdoCvjdpLaVhetT4gUUCCytbswtLhzVdaGteh0Ck7cepXU3fldl6NyRa5WDDUzasBdzWbS7rtLQTOvqbahR7pPtW6rtLp8eWCqmmMPjj1ivrf9u0hx4g+ubtfBg2Od1obqj3Un1oFoB5TsYTM3jA7+HeoeHZpeP1JpW1ED7Eq+XjPUoiN0bOfDXwK/iKa+i0t3EDnctTo+KElYPSVn1HSmr9ZyqFkcVWU3r8a1ajnvRwoT9E0lVs4vd9WHLXl0gEnGkZTZ070TNHAFCYNxRg3NbGZrHQ7m7gRJ3PUJTKd29nUpPE7U+e0BT1ftBC7YJ0Jz1oOrRsC1OPZWQ8PlJWVmOraENBf162V3BdeIi6rcSJYyuYAsEyc7KBL2qt8Pf0ICnpCziqDC+pthgYtEljFV7URzO0B4l9uYikG845niz0YDfZgm9FwBsrS4MVXUoqkbBpl241q2NOSz6HkmUm7re10ar6gocIvD61dA5VYcrfLmUwH5VY1etQ39nRUZQd0anSNOP0ZcWKJquEM7fWosSo76Vu7bTqEZPTixo2opX86EIDcOeKoJB/oQQ7Cz7Hq/qhuamUPnU5d9i3hsOZhe0Eke/f9RAEID2c0qX2kvxaxq7lywhe4e+JMXh8bFh1RZMdTVxR1nLdIXYL/yh5Q3B2hJ9A4KbjA4vijs82aEJP9VqM0KJvRs7h1SIQQ8Tv+pNNiZPoTWlgOKWzzl14KkMyRgCQO2fn0a43RT8+lcykNZBTrrNzE9PGs68e07m37fO4IdH9ee/66r40Uvf8YO/fsvri3fTEPjInDf8PB4/4XG+q/yOn397L74fPEL+H18md7KPlv/+j8qbLk8YJEAikUgkHRBye474XgYsMv66psAePRBScMDiFyoOzZ1wrVjQMzFIlNtyQCnbUd3M+opmUL0ozeVR7rntkb2nClAob3JS7/Dg8ulrC0XEgkWB0FO8RFg99RQiKnjbaHQ3Jqw7qC74E7g2l6v1UQ1q9lYTh9AtxL5Yy48QoPrbt74560O5PJWAq7fi16Ik0Nfr6m2KdMMsbdAH4y3esDuqweXDsjtaOTHvKEdzeVC97X0fg0qbiqjewJ46O81t3iiZFUWPExy6xhF9W+arC2wTodo2f/YaLd++hXVX2Jrn9tlp1gIKpNAwVrci1uwBIdC0sIO0b90mVtftAKFR4W+gQQ0vqxIxwcg7smoaVTeWyhaatu1gY+V2PJqPloBFV0O3Dhu8HgxuvR/NgXtDCayLTW/eQlbTuphaw+cLKr7Jzdsw+l14EgQ6E0JgqqgLBSoL0tjmQQSty5oWEYVZYNb0RnpUP3anB39gsl91NkNjCbhbEG0N0Fqtu/QKvR/cDg9uv4q1SVf0Wj1+6hxBt/lg9cGJnFilMdJlOr5PN1XZKS5rSvx8ahreuZ+hNjUDuheI4qgJpOWJvl/Csoh9mgPrnLWUtW3GbzHpcQkC43lLqwelpiG8Hjdw3hBx7tvtryEO5hbXA8wFJjZWbg2lWVKUSDFFQDHXN2hCC8Uk+H/23jtOkqO++39XdZg8sznv7eV8OuUMCFDASMJEg42NARub9Dhgw2NsggH7AWxyeKwHfsbYmChsMsaAAAOSECjn00mXw+5t3p083V2/PzpM98zs3UkInYT6o9dq93qqq6uqq3vqU9/v9/N1wgRferH2XvuqDRvhWWj956dsL/OAdYRJu9n2YqPOkWKT8Pr1VawKc5VpZuqH3Hhwxw+lsEjuaeaartsODcvm6GIFaVXpnr0NrIbbCdkyJgJsx3bT6XnXSUxNYXieEXXLQSg3dVRHVBc5WDvAPitKmCPeKBFrsYvUrbuaInRBaENzE/F4buytiAkxwP3fhOWjvH/xEs7c9iALtXlesf0VAJRvvY3Fr3yFnj94Jebq1ae0mTFOHkIIzpro5j0vOI1fvOVS/vGFp9GdNvi7b93H+e++jtd+9hb+54Fprlr7HN5x4Tv4yeGf8Bc/+gusjVfQf82PGHxmD8s33sOhlzwDFXapixEjRowYHSH8Bby3CAmLXvmwQwtox1FMLlaoNRzqWEza883P6w2K11+PU6165dtWwO5vx7d6hshDPWwpEYhqBYotbqeORba4L1JvteFbzqK5Pl2CEIWqFWF5kjsO3wiWH/epuHv2PvZVZ6NEtmWt7ov3oCBZPhptuxMxJaOIxh2KwG6ywkJv2V1QSruZgkpaDjRstIViMF4OdlQB1m8QMFXd3+lw6N+dRKqanUyWD7Nnpsjs/juxp3eRrC94FmKFP5iBxrTwCU5IUVo5FObvRltyrVUPVo7RqJQwGsuYIQvWkdIDzITI7fSRBSaXqkHLfNK00Fhi/tAR6o5FVdWZdzoIF/mkZKVxVQph2ShNYjsOstyI3FMF1OwqNbvqWt68c0K/yBX3nEBJ2YVZnmRg6icdP6sfPkTiwYMkQ9k1qg2LA/OltnzcfsP8cViyK9z2wA85fNTd4LAXPC8Du5kn2VczFgqmi67YmghYXAspUQqWWlJGBX222+aNn2MbcIl2iOBGitYaqLor8la2Fskt70NbOEC6fATpx47688Vp3rEOjhIBrJlZDhcPuzPQcTrk9vaek05oM4Q1t5YCMu416WglFILgW/qXqpFjDdV0WQ/z3kOV3dw9fVfzXEWonPLyECtsZXHX7C3U7CrLFSsyD/dZzfj/owtlDi9UmmLtqtkmf6z2LT/AnqWmi7EPo76AWD7KcsVVxdaXd/HQ4o1olRlqlk1dKUp1KxKWeNfMXdwx7W74yNZQCO+3tryCRsT0/c1yJT/He/h8b/5ZDpSb3yui3sB/myTDKdaAqeUqy52eiRUQE2KAn3+S+cQYP1E7OGD9F2cMnMHpA6ejLIvJd/lCWn98qlsZ4xEibeq86Oxxrn31hXz/DU/jFRet4aY9c/z+p37O0/7xhxRnz+Rvzn0bPzr0I/7if/6CRnaQno/8D0MvOY/iPTMcev7FOPtvOfGFYsSIEeMxwMc//nFWr15NMpnkvPPO4+c/P34u9WuvvZbNmzeTTCbZsWMH3/72tyOf/+d//ieXX345vb29CCG4/fbbH1nDwoGjVoPM5I9DH0UJh8LBth3qjhNY2QAqXv5Q/egs9sI89f0HXAtAK/vw/7B9gt1Z/bShKmTuvAW5a3/QBks1WK65C/nwItp2FDXLZq4YJfLKcTg4X6bSsALiVvQEh5h5AI7eAY7Fcr2IpWzuLR/huoX7EKFUQZ3W6ppTI1WdJFedQSnQrRK6Z1V0LdMEfwdwzarRijo4rrnne8tIy6Z28y7y9x4IFv0RQhweT+VQs4sthLs1tZT3awVyl6i6ZO3OA3OeZSdsJY/ex2YVTZItlEKqBlp1AXC9B0RtmURtlmR1OqgiaL+nQu4akZrXS9WaMeOyZkeEh5rwLW3NNhl7jzJ6a1TwRx6YpP+eSZShAQpZjS6099SP8b2DNzFZ3cPR6p7IOLXefd2qYD54X4e2eKW9/nf8rN6eOscnsaWGzZ6ZIrbtRK6tAFFpMP/ze6k15qjYDSoNi0MznndDEH/tbQ/55DcggiHSqqBYs/nh/hu47dBPobLgntlmRQ3PfUXDdoIYdB+J2oybVxbYFdIG8C82XT7GsjXfJI4h+BZwsbDs3f+OwxXAVzR2qaVNz433kDkWvaZWtzAayzhtz9MKFuK2jSLVuZyIFllSlci/j85NhdoWHuvo8ymUwqjN0Sjvp67qLDbcnLy2UuSXmpbdcN3JylSooSr6oVd/xQq3xxXCGjh2PebcbmqemNiMvUBJ1ahaReZKFrPlBksLVYo1K7KpOF91wxOl1UqIo94ok0u1qPxC6DPtgf2hvYDQBgyK5ANTqJmWueINsB8a4Qj3GT04d+K4/TBiQjx5N+y/nk/Vn8kZWw5ztHw4iB2e+9d/o3bffQz9zd8gU6lT284YjwrWD2T562dv4cY3P5NrfvdMhgtJ3vrVu3n/f3ZzSe9r+OHBH/LGH7+RhlB0/+2nGf6zl1Hcb3Po5b+Fc9OnT3XzY8SI8STHF7/4Rd7whjfw9re/nVtvvZWdO3dyxRVXcOzYsY7lb7jhBn77t3+bP/iDP+C2227juc99Ls997nO5++67gzKlUomLL76Y9773vb9U24SjEHWL+uGj8NOvMX17U9010PMJLXCcDu5zP1/aQ2BCXDzs5mFtg0KrWRjFarDoDNSCibpvLjXmqFc9BVRPbXi2eoS658YaXuoqpVisNJgv1SKNbtgOc6Uau6eK+CzODjrUoFhtUK5WqdtNN0kAdk9H6u7UD2guxJLVaRoL9wXlhWpfyLZk7418emypxtSyJySknOD8cqlB/aE7qNWqSLsDIfZqSNTm6Jm/k6652zq0NXxBb3MjYmVrtkiqpqdAq0hahFoI1xov7TpmfSHoX7ARENkEsYPfdT//sNM0fSna2xK+lqi1q0D7jXBayJu5/yjStskdXkT57qTzS941PYJpq4g1edpe8qxV4f66bdJmHoj0J7+0C32yw7x2FDSsZl9boVRUdMmDLE2TX7g/6G8jTIiVotqwqOyfCw5JIXjoWImZ5aqX0swnbq6rqQAmqweo4+Xb9Uamqtz5vWemyE37D3G0PBXU2XAsvr3n20zXPQtgdRmFIrHspvnyY//FwjL2YjT1UrHWDAE4as8xbS+wUK9xePlQcP0OiZDcvuw/6tYb3V2JorrAoSnXcqnXlsCqhcIimtDqFonaLE5bOqBW4bWWuRaZp52fidZjytt0mK3Ps2t6H8tOJVJehc9X7lwTjkN2+SF6Z2/BRgAOQoFqiUMOWu0TaasWqdWvsxUla5ED5ft48OB/I/ceDsgxhPTZPaKr1W2Si00iXazZ7JkpubHTylWcb0rnuUiXDpAp7qdr7nbKdYtqyIq80n6GQsHhW1CLh6E0hyy2ex2lSwdIVmewtKR7RWmcaH+kI2JC/PNPYGkpPl25iGr6B6zOr+aS8UuoHzzI9Ec/Su6yy8g985mnupUxHmWYuuRZ24e59tUX8qU/voCtw3m+8dMJ9PkXcN2B63jT//xvGk6Drle/mZF3voXSpMnBN74T58uvg0b1xBeIESNGjF8BPvCBD/CqV72KV7ziFWzdupVrrrmGdDrNpz7VOWXchz/8YZ71rGfxxje+kS1btvCud72LM888k4997GNBmd/7vd/jbW97G5f+kqKRmXunSN9+hMq9D1BzojlRleWSBXu5TN8D+1HKwXbaBbKMyWWwbBoOHN6/m9k9t3sVRGqj7/4peh+cDhaCZn1uxQVx3fBIYM1XSQ67JXf6s7kQBSKLZ6GUK1DjIX3XUY4Va+yaXPLq9RbqS9WmC6toTdbUhB9recwjsocafvoa9yd/cB5VDClre66Ufh8alvLS4sBStcHe5Wkv3tAT0EEFCtxadb4jITY8MtqGDoTca3XQ9ma7onHAZWuJI/WjXploTtCm8qx7LF05gm5XInUFffXhKyMLia0cNzY77JKsmiTQsm0attMiiNV5AwZgsX4sODdMctMzRdcaFYw5nku7l64mwi+cdgt02LpVXWLKWfAuotqEmRq2Q/e+WZJ372V/fQrHthFevH2kD7XO6w/NanG7V83NgqOLVcrLTSLhR3naeKJkfrs9wSe8jYt5x7Ww+blo68pqaXdzfBe8+7e3Os1so8RD5SmwbBKLLtGzHZcoyb2Hse7bF5w3U6yxWGlavfdbM+y3Zpiv1EJG7s5PjyMMv4vR362Y3oW1fATsBnp1lr4Hb+vEH9Hq/jPTghbrd3ijKuxhohzl5rb2MfsQ5ZrVMV0VQKI2y9HpY0zOV7CxMRrLVBpNAbhkOaotID2XaQFML1epeDmeM7ceov/eTjoEYfLd7JgKJnMTZm2O6uz1COXQe/+DiIVlVN1C1EsIp4H0n2HHcjeEWp6lJU/cqlJ3cJRCtmzcKEBzqt572jvXbqB7avnH2zBkbi/q6B3g5bBvg2OhW8XQRoU7v836IrLeak1eGU9uQlyeQ935Jb6nX0LfWJF9xft5+baXIxBMvv3tCMNg8C1vOdWtjPErxrlrevjXV57L119/ERuSV1CdvJrvH/ger/vuX2I5FoXfeikj//APlGeSHPzwf2FfcxnM7z9xxTFixIjxKKJer3PLLbdEiKuUkksvvZQbb7yx4zk33nhjG9G94oorVix/MqjVaiwtLUV+omhSH9+Sau3ax+3Fg8xZZXKzU67jotNu9zGOFTEOTFKzHR6oTfGLuQMtdRKxhsiDoYVgxNJHW/mp2gK7F26IlFi02+NJAzc9x3GtJN75DacGOK6bZvtJwXn6dJHU/U2LvXTqwYZAK47YoQVitEL0aoPUXBnz/rvChwnby8qNqMDWvLPMvFNE2HawcBehtanwXKZlfRHhKKQTdcHVahZatYFybKTv4tpyk6qNKnP1EvcsRtWngwW4gN3Lt3C0ccQjqyFiiEJ6xEOrNDpY/kI0K7wRUV8KPt1nTbHPmgq5fCtUuYpZqgGCAzPLWEoFi/hm88KLdM/N0mlQc8ohV/4oFu45iHb7ruATYSseWtiLsNut9Hunoyq/dacRpN2SM/ezz2qKhSkc5sv1YMrOFOuYyzUWnBKHa1NMz7bE5uJuKjX2h9YeSjHfKKFQdO+dDdR1o2ra7rzU6nZzrBXULBtHKWZLdaYWfddSiXJ8wqdWiNuPwh+3sDbATct72D1/EPO+vQBYToN75+7G3u9bxZt1zZVqHF3sRPIVxWpz/kX4klLYysHREm3ndKqn2U7vXaRWmHe+qnkbOetsIW4Wcz1GXK8Om7pHGgHunXTnrWbX0a1S0Ab/+ppddi28uOJhM8Uai+U6YvEgvXO3urnEa+55wnGQNQv96GxoE8AdHNkhJjozXcTCZldlHyWnqXNQ+s53SR1uilcp8ATLIFWZJFVxP0vfdRBzYTf5pd3B5pKyrRUUppt1qfkFkkvLgEL3ntvoTPL6vnSQ3PKDOMqh7LS/H5WCxp33UNl9MKihVbwtXJ9/X4SC3L6j5BYfom/6pyu2tRVPbkJ88z8jrArvX3o6haGf0pvs5ap1V7H4ta9RuuFGBv7iLzAGB051K2M8RjhtrIsv/vH5fPA3Xo++8FxunPoBL/jy/6Jcr1O4+mpGP/BBynMpDl47hf3Rp8Lu75/qJseIEeNJhJmZGWzbZnBwMHJ8cHCQyckOFgJgcnLyYZU/Gbz73e+mUCgEP+Pj49ECodVPqWYhFIHIlFKKZHWaau0YB5cO0GkRu7xcYe9MCQfFgl1GWFVv4eeQWd4TsSZSjgrWtLZh+M4HkR4Zvbd0BGP2tmhTlaLoVNuOAfxi3xw/2zOLUoqStciRykOBVSaMI9acG3fbKMPiERrLNY4tN+s0jx1G3/WdTqYnzw21E5qFayHXQtci5UQW9J3cSUVILdhd6LuWJT+GWNm1DqJa0Hf/FH27jnHkZ9eRumcSy3FYqtZJzpeb46scbpk7wl1zYUXYzoTJVg5CRS3Ees3CUYrU4cWOlqHA6hbECIdSsQjZrMdzUVaOwrrx1pAoUnudsm5TqrXHFB6u7QUUjoPr7j81x0J5pXtCELOOt1kStEsRGc9EdZp9xQciIkcZkQiap5TiwJEjzBVb5h4KWamzWJwOHfR8D6wGym64+bKBWavE/toccy1z0gmlVvI3UITttA3L3oYXuxqybDsopN1AOjVkpd09NTVXZvj2h1o2OQjU1P1NCGPK9fQI+gs0GscZVw+JhQqJpSoKmFty+yVCBk2Bw1Rjmb3WFMtODXTda0rUWuvDb58TtNcdn1aX6YpTx7HtSFkfdWWxGIqzpc0TAE93wD3vgD1NK1KVI278e/OUAK3PYdVywHJdzXvmbgtEz4TtUNg7gzG5gB6KJXdWsEAnFyrUlEvOl0Iu2cq2Q9sDUUinjmZXaCiLSt2mVLUAp5kOzrboKFoQyr1s3Hof+alpFGD4ys8rubMrxaHyLh6oNN8l9ZDLun34CPWp+cjp1kohBZ7nSmquRPrIMTJTy02BxJPAk5cQN6pw0ye4PXUec10mD5Vu5ne3/i7aYolj73kvqbPPouu3XnSqWxnjMYYQgqtOG+FHr3obG/XfYU/lp1zy6Vez+9gi+WddwdiHP0xlLsGBH+SxP/1bcMNHV37QY8SIEePXEG9+85tZXFwMfg4e7BTn2xnhLJO75x/o+PpceuAQ3Z7lVyhIHXbFuYxGEbOxSG2xNXWNX2Vzke5bXbRQXKdQAs1pLlx92LSSBc/qNeUJK9kOsnIYoawg9rhp6YGyqjFVO4hadGMeq/X2BZszExa3iV5H2mU0O0oWVGjFmixPcuCm21j86Z347rv1yKLQQfMUvaVTa7o0+rG+NBfdviWpVeSmeVEX1qIbC7pQrjNfqlM4ME96phSUC1t+fYTTJAllk6xOY69A3CuqHhD2thEJuXpOF2vYjeb96WwDbDUhtpc9tljh3r272sq4WwuemNFth5jcfZi5cmMlfh+MY6uF2FFg1uYxGstodo2+mZ83P/f+aGCTX2yQni0xWzvEsbmfMl2pULej86Vn1xS21QiIwRF7nttLB90UY0dvpzqzD0WThNZbYl4d2w49aCpodyR+X6lAhCiYB0JCrUhucT+J2hxUwx4CbpnckUV340GpoB7wSIplM1XyROGkjNz7FQe0BV3758hOLqFQpCq+B4JnBW24btfzlpfKx3f5DilOtyLoWsuBVkq35JSR/vnLhyNld5WPsqfaVPVuqsr7Zdy5MF9svmvmrSIPVo5xRy2kOg0kvXqOR4htx8FyHMRyCbnnUFBeKNWm3nwyquXBuyp4HzQ3y8Kfh7Hfmg6Va46Xsto3NYqVRlQ4rDRDunwYaVdRnmBbQ9kctmY5Zi2wN7RJNO0st70DwhsKrfmuLeUw2whtAFXmQxf27q1S4LgbJDEhPhnc+UUoHeM9i5cxuuanFBIFfnvzbzP17vfglEoMv/OdCPnkHZ4nOwppg/946Zt5zvirqCR+wfO+9Kd8+65D5C69lLGPfoTarODAz9Zif+Ot8LXXubt5MWLEiPErRF9fH5qmMTUVzdU4NTXF0NBQx3OGhoYeVvmTQSKRIJ/PR34gvKxq2nPAdxFthUDZKy3moscb9QV3Ae4trmatuVBJFTmtaNdYtmsUbj/sLqA9WEpxbKkS5OYNWuG4ltOwe6i/cMz4aTyqJcz6oreYXXmBVXc6uxjXHQuUK2ZklNwFpZuTsxmzmKpEc/3aykH68dHVaZYfeND9wBNBWgynDlJQWLwPs77YXCArJxSL6/azYTuR1DKtC/FEKD2M8Bbe4XyogVumE1p4hhH6Z255j9eMJrN3UOhWOVK+Nc2RwLXgPdg4ymK5znLVYiFkbY/cO48IlWtWi9CRO352y70q1VvFkpp1Oo6iWKxz6+Kh4GiHggERXlio0AipJvuxnYnabEDkwhsEAKpUpmf/AtnJJSynggIOWNNMVqKu1qiotbOsXGuhY1kslussVRpU6lag7FxpcTe17ZCAmPJT9ijmSz6ZUZENkbBCuyxF3xWdIFAkihVUsYIb+uBQa1hkbriLzK3u5pijidD4Ky/EOzQeJyBy4U/TMyWwHPp2HcNyHBY8y7VCge3Pc9UmLFW3He49stjRgqpa6E/TkwKUn0fdI4N2S1ttx+aBylRo7npkLUTIj9mLFO1a270RwUZWaB63uDsfWN7LXct7UfsOU52fo37U1RUQTrONYYX49n2tjttMkcL1lhRT6jiuyNB0VVZOM82Rj0NTx1wPCeVgTk6BZ01PlY+geX/P2UUqqs6SqkTqXfa0Jlb8JmjdCPMubTsOy1ULVW5+F8haPXRSq1v7ifHkZHyOAzd8lIPJzdyZ7mFf5ee8bOvLcK7/BUvf+Aa9r3k1ibVrT3UrYzwO8PfP+BNesfW1iNwtvOEHb+Hvvnk3yac+jbH/+3Fq0w3237wN66bPw79eDcXOKq8xYsSI8WjANE3OOussrrvuuuCY4zhcd911XHDBBR3PueCCCyLlAb73ve+tWP6XRbHuLtohRIudJgltLk4VU5OHOi6EIq6PSrlpdyIlVljlKMVSyLVR8wiQvyjSpoqgIFXcj/Stap0si6HFZmZyGmNqHoFAs6stcahRK8tCtcqx5WobOTtgT1O0aijl0PNg0/qRrE0H57biyEIFGRBa1bR0dRwwr39e/lvXmtRMYxQ+JSx24y+qfStK177m4jI92Z4vtHXDQzjRT4N7JBRGbZn+e45Sn18OWXcViVAqJP/YChcJ7k00/rVZIFNy48unlsptY77XmmpzR2+lQG5TvdjvWmtceJTMBrAd6pYr2lU82hwjdw3eLF1TUSuzo1wyo3mtCG8mzFvNzY2ALLbMy6nlKj/4zOeZ8RTQO4SMBnU6IbE6X7QtfD0HEIemQudFVaZbx6B1FMz6LGtu/THpmx/AUTBbqrNndtmz0PoPm2TWWQ7Ob4TGxk4ng/5VnCqH6jOd4/K9sTCLNRJTywjbQaAoes/1vLPMscZ8Wwi+QlG3HRZLNdTSYS/OvgmpGgFRC8NPkxYWZwqj7NTYZx3jSH2BByvHmGwsRkt1eDaFUm0u2BDdCIpsTCkoNlw1+yP2HIftWWaKNZRSSLtpcw97fCxVW+NvVdAWR7gbBcGmn3Jjs5dbVddDccEq9Lfvrh68v+165HOAbOkAorZIsjpNat89UHfns2Ytdx6UyDiskMIqaEw4ZVsTi1WLSsOKbELIShUQmMuVQOBOziwc9/phPDkJ8a5vw+xu3le8nFVrbyBn5njx0LM5+ta3kti8mb4//MNT3cIYjyO84ZzX8JrTXofRdQufefAD/M4nb6S88xzGr/kn6tNlDty8k8ZD98Annu7mo4wRI0aMXxHe8IY38MlPfpJ//dd/5b777uM1r3kNpVKJV7ziFQC87GUv481vfnNQ/k//9E/5zne+w/vf/37uv/9+/vZv/5abb76Z17/+9UGZubk5br/9du69914Adu3axe233/6I4ozLNYtDC/5isxlX1rqgEUqhl4+1EyL3hAghqNk2ER/iaMkAjuNwzFMtRfnxss3zjHIDs1hDqIYncIO3UFy51sKBw9hOk5BLq7xSUeY9BWCrg+X79vL+ju1v7QMAsw+51l7fYtWoo5Umg/YeZ/UY/E4XD3cc97D4Tu5IO+nthMDSDCT2zjZT/4RdFEMWOoUrziUtB+vQVNPdskO7W9WWw8RNKEhPF8k92HRXVR0s9Lat6CxMFoUmO4sBKRRaeSZyrLXkg42jKGBqoRIQHB3IHV7EKHlu6qHu3VbfG2ysuPYqj8AInxCH4nZbhsXGJYGtOFLZzz6rSWRt5VBpWNRaFH0d2wruTScytuyUmZvc32Eadd52Ciywwb8VQjk4jtO8Hy3XUagg1nOpajET6s9yxd0ssJXDEWuGuan9yL2HkYemIudDc9NIabLDdQRLqtKmeLxcbbhx4OVZkpWjKAca3jPsn67Xo0KADiqw1DrFMtTdNjYch6WqhVKKGWcJS9mUPSE6x7Pk+94lHd2XlersthvmolHFMO+eKXdTBQIVbr+fDg6aXUcoK+rxEXq2/fHzo4X9jRblqEARuvO719sk8pTxu/bNMu8Usb04ddvpEAeuwCweQTpVlIqS/dCsaTlHheaXvaL3RrgeWawdn1+H3gGW/51ROvlcxE8+QqwU/M97mEms4r+NVRxu/Jzf2/K7LP+f9+MsLDLy3vciTPNUtzLG4wyvPePVvHbnazG7f8G9jX/hqo/9mN3jW1n1yU/QWCiz7ydrqC0An3oW3Pu1U93cGDFi/JrixS9+Me973/t429vexumnn87tt9/Od77znUA468CBAxw92lT/vfDCC/nc5z7HJz7xCXbu3MmXv/xlvvrVr7J9+/agzNe//nXOOOMMrrzySgBe8pKXcMYZZ3DNNdc8ojaKDhYu/5+NkIU4e8zL7Wo3412LnghXc5EJVacRIcSdlEaXnTKHrJkWa6iv3upeRwo3RlGpkLqyo2hXkfXIy5RrzZwrNRfzQkUXbhFCrnxRnvYFsDFbRtY7iwotOVE3YoWrOCtDTElfPujmcg02B8KnqEhjlFJBTHErzOWTC+9RwGwxGi+tVxro0yUOzPrpeKLktROKtWZ7W4sowPbGLIhP9vssBChFaq4cvTsdSEfVbjBTm3dPO06fjqeN27CbJD9Rmwus7TWnHhX+sh0sz0ImHTc1U09A2KNts72+3F05FIgyaaHtAR/LdiXi3i08a3IrYUmXo8rTU/UllqsW1UaUlDqO3UyB5YRibD0sqQrLqhK5f3OlGlXLbUWwSRS+b524nif2BJCdXGa2WMcOXddH1ffU8A847vthyl4AIHfUew+E0kwds93NmsDF3vZVrKOEGAArulnmc0RZW0IB06Ua08UapZoduD+3vkOEABmyEIuj01hevGypbmM5KjjHslvIm1/nCrmA7Q7vg/C9jZBavNzdKlpWKYVm+a7i0HfoXjKlQ4EXTPj6ql4J6d81BdaUUpQaRSqNclCPrC0gOmRNUVpzfCxlByrVtt35HebQDI2xQ94pPmqN6Bgk6nNBgVT5KNVGdFMn3Huv8ZiHFtqv66iQYJp/b0HZDsnFKmKhXQRxJegnXfLXBfd/Eybv4t326xnffCMlkeN5e/uZ/85HGXjjX5LctPFUtzDG4xSvOf01KBT/dMc/0Ugs81ufLPHu3zyHK//93zn4qlex7zsZxq/qJ/2ll8Elfw1PexPHk6ePESNGjEeC17/+9RELbxg/+tGP2o696EUv4kUvWlkk8uUvfzkvf/nLf/mGeWuXZHWSvLXAYuQjRc2yKdes4IhRqoFIAc3FXLluQcoJLGjSsjk4exCz12K5MU/RmsdGBIsXf9E1ZS8yYyfoCV3TX2iapQOgZQnbV3030ZWsOkop10qUisZAN12mm9bv1npaF8YSiV6sMbjrACeCAmY85eHAJVkpijWLYs2iNJim0mpN8b5nfOK/pCoIlQ4st53iA08GrbGTweXCjQ0f70B8Fyp1RMb0jjtIRFvsJTStWwGRkwKhXEszugzFEraTi0PWDH0y295+Q0MLLbRbiaFfo1J2JFes0ViKjGXVDgmzOYqSrZBCNFWU/e/56O5I84CCOasIKons4DLtOFBXndJyhUhTJx/pcF+1lFdccsu+GaRlk8bdnDEWK5xoG8RyFIvlBhnwGEWoFao1BZN33KoHLqvpmSJLmSpavYHhntShNwqkhGoNanUsbEADPGtra9kQ9MUqjZbP/DOkY+OoJp3xLX3hVEtKKeaKdXxzV+sT4cYQu305VpvjIeWQumMXBZluK2zZK5C3li5bXq7q1jj5TpixXc8W4ViIWiXCzhzvJ1GbC9oa9DVEpqXl4Bga1uIRqp6iuYODlBrCBkMssXuuxGy1jnQarpeONQu61raJp6TsqPFgO3XvjjUhlAr0zJRqvjfsFjX8MIzGMkpzOynVSrH9zWfWsWxkqUnG/VsS5Hpva5PVlgv5RHhyWYgdB370HqaTE3zTGGHS+gWv7Xsei3/nqkr3PBoLghi/1njt6a/lHRe+A5XcRWHt/+Mvv/Ij3rfbYuyzn0Xv6+fAfyywpF0OP/o/8OVXQP3k3TVixIgR49cBNafupm8JLfIdVGAxg1DcYgekKpOBNSyxVMV84CiN3d9nrnGMkqq2LLFUYJHo23UssOYpXFXaZHWWOWfZW9SL4LPQ6bSuZBWK6Fqwaa0Lcl22tVohPAabmGvGJxpCx/GWxHr1xNZZJ2Rcb1qIQ66ADZvFcrQev216Iyq05VqbW+NCHwlCVtvQv1tdPZv8rykK5ajmcVs5aCK6nG4dxyCuWboW4tYNi6onJmabTcYgrHYr9OJ4N9WedMduAFROSJSbqIcW7NJRKOESdnzLp9eJcFsz08WI1dyQGsJpukyHGxN+LsJxzyevjwvVZB+2lsKRBvV6g9miW898fdn1KugE77LDWjertH7C9xDhbgaA6xnQCXPFClMhwbNM6aBn9ndaPAZCFjzP9Vns2hcZ1z3WJIftOVaCHqTCCsUpe/NRqzQIj6cI7VWFhbzCc0220p/Qh0W7FtzLRacMiMj7Y7lSZ3qp0qa0Hr7/SsFcqY5QyiP+UaxEklPVY+jlGVRIOVx5xDJImbbCuVmPAC6U65SqoXlkuO2etBWzjQbCqpIuH44I+R2oRtWw1QrhBY7TgbyGSLBSKiDX5dA2TERIa6TQse62ahUcnCtx/9wMu+66m8oK8zBoW+hEo7GMEvqKY9UJTy5CfP83YOpu/r70HAbXXMeo0c/5H/8pwjQZfd/7EFrrvkeMGO14/obn84nLPoGZWKZn48f59O3f5I++e5ju/+9fSO7YzuHP3s2x5atRd38N/uVZsHDyKUlixIgR44mOg/YsJdUhv6q3UhWRoyeGUpA/9hBGvXPMa3hh7brsKSoNB61hBy7OTshOGlUq7tCG0KJOOg0StfngHKuFpoT/5adbilhwCFsPT9zbsHuu5rNyp5mCx7bsNmtd4CrYsjgXgGVqVPOJ411xhaMdjjstR1Xoj9C1bdV0gZflasRyrIWWne32ZJr1CNHRej9b92JKQwt23YqaNOvKwk5oWGbUCXLl2RZ2V16hiP+575YqRNM3t4MnWHZyKbB6K5TrMq3ColrNa65kiT8RKqEUPEpoKN+sGFIvrzkrkwjhOKSESUYmMaWO8EaoNa5eKdA7ECTl2G1jWrNsanU74jIdee68sVpSzRRe7mfHy8ndMtWCPkct85bjeqGEb0eIoqL5m1kduF7YQh9WnA7XE44FXq7aIauq9/w5KlIeXA+HTtb/KWeBhxpHWXRaxb1cu2ok97YiEie+0mwxquF85aHn0XC5TV3YlItT6MWQon300Q3gaDKIYQ7DnbcrPLMQ8bRANjlVeJ6U+7NYCZ3lapRch2/LoNZFvWGzUK5xsDbP0myZYs3qWDbSGf9zp4GlZx4GHX4yEWKrDt//WyaTa/lOKse8s5u33TRG44HdjPzDP2D8EikoYjz5cO7wuXzhqi+wsWc1qfHPcEvxU1z9mVuZf8cH6P6d32b2W7dw8MFnYB/dB9dcBHd9+VQ3OUaMGDFOGRxUsIrRhHTTDinVcdEVxpjW68bOotA6CLooFDVCx5ViudLAsp1IGqHWFDyhCtoWTUopFhvuuenSAYRqqtRaNBdlddvpqP4crq9TvPPx0Glxetie5YA9TUNZWA2b1hb72rNh90kUrkq1gOWRfKT8ybWoeY1k1SWhTcXcJgHPHl0iNee6F3uGKI46C03iiCI90xQw0iPLzmZdQdt8ghQhYM2/HT26bE0aEmHZoY0ExQFrGhBYyZaowA4xnqgoedBOIO7j5pcRrku3N97Cdhi84zB67fjnGtVGKIY4io6E8zjLeYViuWoxpHW3f6IsBIrp5SozpcqK9Uhb0SUzwb9DAQUtNbopw9KJ6Hh28vIQKCbnym1jrVtld+748dd+SrboxY8Dr74WUa3QJ5TrFouVRvSZ809DkfLncehyms+OW1iyCLmIuIZgFeR9Bpf8NjWfO2xIeVfo3jtLtcM7zlLu2XYbCxOeyHiYACvmQu7CK97PsLhYmBDrmmtjFiCtCuFnTq1Q30oWYpwVNo38cG6naft2fB00Iduu0KmO8H0TCOp2KBbea89S9XibJv59cOe/I3WOqpMTDoQnEyH+xSdhbg9/WXwBXePf5ffu6aH7v39B76v/mOxTLj7VrYvxBMR4bpx/+41/4+XbXo7WdQPFvvfw4i98hq897aUMvvOdlO/czZ7rVlEqrYH/+AP4jz+E8souQTFixIjxRMbxF/AE6zCJDKxYleNYhQCSwsAUekdhGr/KesiNz6Gzsm7Y5TGMcF7ihQk3AnnJKbOnOh2xrvmxq5ZyvDyfioVyPVCAda3fvttgqP7gfIU8jrXOhx1ZVLd+5mBbNikMkqIp/mmjaOg5+u4Pp9JRQcoUy9SY3TgQqld2JN4ngnCiKWS0uk3m2DLd+1wlaT2SrqVJiLVGs9+aOP6y04/5DZPZCDX2yIW/QJZIsGwv1VDTwq4E2GbU66+Tm6pARRSfTwZa3UJJEd2AAJLz7al8wshMLYdcdaPn6lrIci7cvquVzHcQiBCFNxgsZbFoFxGOg1bznq+6O161XLKtjtb8t5bthO5vNKIX2gmDZreGL3hnOioqRKYUyeoxt6xPiMN+zSHUM8fzZmi2pRMypf1eywUpERXHVYRJuGgX1QqXVS0x2146qnD8uik95WoV6kOH5x6OH0McJp7lvpDOQdj9mqZ3TetnPmxDQ9gO+YMLkeOa1LBNDVtIt/Ut8eF+f9vapUXHxw8LkB2flXDbmtU7Xt/K6ZGOQoPHq0fg5hpWfiS41/9qY+V6mjNXedc3aM03fTw8OQhxaQb+573ckTqPO/pn2HbfJFd9Y5rcFVfQ/7/+16luXYwnMAzN4C/O/gs+dcWnmOjpIjH2aT5011/xqiVI//O/oXV1c+DaY0weuxTnjq/AR8+CW/8t4g4TI0aMGL8WOA7JUiHiqSEZyZ1o4etBCHS0Nlfl8DUdVEA0XCNUO/F1Xaajx7vSJoGAlnctv5LFSiPiIhk2eDlERWQ6NytqvVIKUpWpzoVXQGt7FWB5LtPhT+btIo5ssYZ6BnklXJJtpYxQvce9VUF7W2GU65HsRumZIgC6VWHwngdJHXOFgWyZDFmIm/8H0EKSPO4YRi8kPbfzVmLkl7LTPuH1yI10XVn9BXfD8KzhQqBk6xK3U68dUpWHn16sEyFeybrcsBUNz+Loz03ZsgZI6GFX8ubcOdF90kMx2Q2nzoy9gPngvUFbLM+7odVLAFzS1zrHapbTMnO9v1YwGCocTBGde9JqcZl26kHZJiHuTD9WtEwG1bnj1itzGLJJ8n2PEx+GN898hWa3C96cCV0iMBB7/652paj1ZdAjuX1FOHLZu55CHFtCq1uUVM3rZ3gzK3w/T44Qu393IsRg6oJKd9obgeZnpreRoqQgsVAhNVcKzhrSuhkb3EACA1vZzPbubLPWrvj+Ou59iJ7keJsPPmmf96zZvvVb0W4hPhHa7tVJuLW0jrMSEnWCDbgwnhyE+L/ehFOv8CflZ7B1+Yf82TcgfcYZjPzDexFtL8wYMR4+zhk6h//4zWt549lvJFs4yAPGO3n2zf+HL/+vP6TrZS9j/gf3sufH21leXAVf/1/wiafBA/+98tsoRowYMX6N4C5M3b8Hcym0kAWm3e0zCg25sssz7vJMFz4h7qyp7HgKx2EI0eLq3LIcmHIWA5fusHVI0a51nKrNsKKJyIOVNNoP+nWKlTVMLM9VtayqLHUQaqyqOpnpaHoRoRQJ9MCyE/ksEmS5suW9EyoNq83SrdlV8nMH0P2YQCGRloOuSVyBrWZtemiB2smS71uI69mmhc/RBbWeNMe2DVMteCQoRGQaKmQh9vqmBG6erRNAs+ud19odNlXyoU2FpKF1VijvgGrDdtXTCVt0HSo9TXdlQ5PBNX0ir2hPvdQKSWjRH5jmmve0bJdpKKuZxxeapLTRJMSOMIIKhKCNNK00ko4i4q0Anuu+45NQkF6qHid07SbPabFIn4AP++MhhSChNUXTNLtpnY/m/W2OYPD8h+6tT+KC+qXE0TrwgpbHRNZs9H0zFA7MB30IE+LWd81KiBDi0LhHDOzeu7MZLtD8sJBujn14c2Mw0UtWJtGlRkGmsVUdW0tga6lI3Q3HoZOAuf8cpU0dJSSV1LDbr07GHG+HLd3qkREMo2x/Y3Z4dqJBEm6lCT/GOlR8rlTzwmjAlibV5IBXRNHQm8+U+06NCXET938L7v4PPmW8iHH7+7z5i3US46sY+/jHkImT3KGOEeMkYEiDl217GT988fd5xZbXYaQP8Zmjb+HKoR/yP//7hTi5HIf+8xgHdz+d+vQSfO634J8vg/u+GbgPxogRI8YTFQ6gNNmR+AVqr0JgShlZWKVF9Ls42xKrqAmJFVH6jS6uSkP5wELcKKzu2DYLp41UG0g3LtZvW8sGueW5B9pailJ6tNlPpSIWsH4tD7SKQLnLu+XxbmY3DrC0sR+liYhFL4y6madhFCLH/AWu7Y3nvFNCWu1WPaFAL7skNbA0KkWGRGSR7WN5bT+O1hLD6bcje/x1Uc1yyNeXjltGAbkji0jwcj5bwbWsNeFxpI1U+uTKDs2BhR0jlFb3oLy+ZUUyWLBr0pWC8glx8E3agdC2uoG6B+2TDaqOFtNXsHAexyLVJTOBZdRoLFPry3nqzh4JbTGHnYgMz27oRwpBOT0WbUNI1Thw2Q8Rr/nVbmiAVrdASOZ7zsDRWu77w9irlwjW6IPB8yMbdnOzQwCehdhWTocNGkW5N+O5CzfHQLbcP786u7+r2bOVrMwKhPeZA8x4OY3950YGDXOzQLnn+O8A0THW3GkldJbTvqHTIYbY7WFnJIUZ3Jd6NoFjaEG7Wim9g6IaWIibCK4iom7g0t/oEgJNaV5oSa2tLUpFxdkCl/6QYFkt0cdAZjOjWs8KcfjNeyYRlHtdUuq7TNPhHdQJnTx70mVXAEyE3vlWWNxPiGAzUSEiD6lCw5Erb0K24tebEC8dgW/8KcfSG7j//iP81X8chvER1n7m39G7j78jHSPGI0XWzPKGc1/N9S/9Pi9c9Zc4VpKPy6/youft51tXjbF4714e+pJicvYqGpNT8MWXwkfOgBs+BpWFU938GDFixHhkcGBm40BHq2Q4NlEKGZAkcBdS41of4C5qWtdFeoubn7ncTOdh9WSpDOWx8ikGtQLLVSc4v2HksHV3ETltL7YJeK1PDXoW4tBiuFO3pBlZWPkLVHAXkAWZWdEiVEh3Y6UMGvksSggyIkmPzHUoKcm2iED5NfoLS0OTQWxjKyn2rbNCuD/rtUHqZhed7OVOKsnM5kGvM9Gl6vJwnnJvBoVr4S2k2heUjqGhnT3esb/5pBGyFHvWe8t1rdaEFln0doqFFF4bEIL5dX0sjXaBFNRzq5EyAQISwmgaFL36UiQwhB6om1t6mrrZE6l7bk1vh+utkKU5HCttumSxPhi6byvMlWqyP3BtbSV1bS7wUmBKnYLMAAIrpeNoEoVAl6LNZdpKGiyNNjdNLM86GCXhqm1cBdG57RgaSohojuYT0IHW3jqymVta4MeGu9fNTJeaOWwVCMt9Xp2Qy7RfYZ/M45ha0yrrHe/ORK3OwfsjYuk+DiH2/p53ikH6qGC7IcSbdI8R+zxPCaDeaqAQbbGrsm61xQabIeGr8PugoZrPZqQORLABUMslvL+9+NcQAawri5rlYKUMprcOdXANFm7O3bAreChYIe1lXz5WO4iSnTJKh/rQ4v7u16ZJE0PoCOW0edII3I2tLiONKYxg48o5yY0mU2t3bQ7ivf1p0YmIe1ePhqd43hVCgoB64uS53q8vIbbqcO3Lqc5W+Z/vFPiDm3Zx8MwRTrv26+i97S/FGDEebaSNNG9/+u9z48u/wktGPgrLv8GnNghe84c2/73DYuYHt/HAFxUPzF9NQx+B7/4NvH8zfO11cPiW2J06RowYTyj4sYa1ZF/Hz3wqpwm5clSZEBHSNJhLRuJOW6FJiVKK0kQfOSNHxUu7Mqx1UzO7aZiutaIr1Vxg140uAEypoZRi3stt20rkk4ZGcTAXsty5cELu30QWY+3IizTnmRsYHb7khJbIXKLTYhQsPem1R3pxqy0VKYUMLdj7s0k29efIFvo6XlOE3EK7ZNPtVAmBlTZZHuui0pUCpdrUj5dHCqjtG9A7iDS5bdTQNbcf7vI+5C6NR4gDkaLO8N1769kElb5MUM+w3sc2Y9y1sioobR5F9aTcazU812DPWjSgd+NI6ZJnv9+dxkK1j2dAkb0THC99k50Pxayu6I4tou7JIbRumqw3PTdUrwVKCMoDWRCSTELHd5oG12tiYXUP9b58VO159SiLo75gmm9dbCF0grbOOwn/HrnHcym96T4vBLZHeBdW9wZ1RDztA6ucGw+8qieDVCogZ6LaCD5v2A5JQ7r5eANC7PZLx52LPmFv6K6lWBPCjfH32+MRomVZC8ZSiM6a3Qqws+68KKvm5plvNQ67hGuyxRovBJWhfPCOWAmy0Z5yKhx33Ej2t52T6x6M1hG2aHos3aerYQI+6yxHr9WyNrQTuvuOCg1G2D085T0DSghqiX4sPUPd7EwU/edFBePivheF8EMEVNv7EBu6RJq1qV5MtKbnfqjNTug5NKSIhKokTQ3l3tHgmPA8bgTu5kgrIY54IbXkR3f/evhpdH/tCLG9vEx9/36W3/tSjly7iwe/UWDtzFGuvbKLiz71FWQmc+JKYsR4FJEyNf7msku48TX/hz/fcg2V5bfw8dOv5k9euYrrtjnUvncL911zgO8fuZg9A5fBPV+DTz7DjTO++V+gVjzVXYgRI0aME8JfPDWMdguorZluyg4EptQwl6KxsM3FUNSOJkQ0d20r1gxk3WWQpqF6XeuZpefQ0+MQElUJGyDqZp5aohdB1ErWpxcCkRpwU+GU+7NtC8CI67X3WSPk0l3uzYRMG64VM5PoQyFIipVd+MKXMbTmAtHRDe9zgVa3fNsJ4BJ/12ocbaMhJGNd2Y6GTF02F62JkEWo5FlATU2wONHD9GkjbURKCRjReriie+uK/fDzj7rEI0yIXavNsa1DK+73CtyURu3ezS4BSkiTFCYCRV9mACc3gBQCx/QW8t7C2m22IIHOWn2wIxk2hUsCBVBLNA0lmu4SseKQOx6VVX2u1bwr1RwHrWXBHVxABq7ZrZdsbUNecy3DMjy/FUjv3odjiA1d0q1lycsUWVN3rbJIZG+BSiHbvIZyqC/eEVxfOFa7ZVpApScdaWPSMCLG26RMIIBG2vDmf7SOrLfBVMsnqa/qQ5eCUn+WRU+pXYS8OMCdzxGleG8C6EK4hNgbs0aIiPrtmdnYz/SmAaa3DrHfngFcA72SescNH6UUVocNm2gMsXd9KUjoknzSJ41gpwyW+wbazg9DNGxQTRfvPi0XUbYWHd5ZQm9+3itz7n3xmtR8xzgrbqj4myZhollb08O85/nQ8SwBKFdgCwGO1CmbfR1d+we0AklhUO/JYPT7XMmPBZcI5YWFtExko1xjObcOLVHAMXLNjaQQ6y1n3FCJ0kCOoUJoY8n7cbRE9FYKWBrtwcmk3A2j1rzQkdhrb+5g43geC0pqHZ/54+HXjhA/dOllPHTFszj0mbuZP5rnv7fn+MtXJ3nhX/8z+US7yl6MGI8V0qbOq566lhvf+Ft87Mo/Z6LnnXxow1t4zfOfxY+3ddF3wx5qH7iZb/xilO/2P5+SY8M3/ww+sAW+/w5XLT1GjBgxHrdQuDYOSTG7OrLQrzp191MpyGtJVs0LbLPdIqoQDJnN72rREhtXSUWtLNrAAI5wFzN+DGMl0RvEVdpG9Bq2lgQhA9KemmsS86QejaOUwndp9KMO3XYcT+ALvHhAXzzIW3hmzW7Wjm0jJ1MrGoojGwGy2W9H1yOf17Mm9d4mCfKtxoOJvqBU/cAxWK50dO0VQrJRH6FfyyNVVBm5bnbT75EJJQSY7cRPIEhoHazZwZ6G91mLFVgTLhFXUrTFX9YSvYEVSbV4CVi2w0Kl7s0nQSGRYIsxjsisxykMewvgZuzjuNbXnDNee123zGhzJRKBL8bVnKvSIySlgRxTO0dRCYPlsS4MPTQWLePqu7UrL0dxJwTzR5roQmO8Jx1smPjnAgzk0jhJzctHG65ARKzMmhBIGTbdRq87pvUiVaNtvmUTGk7C25gR/uZF8ynrkRnGjH504YuyCfr1HEZo8ySVcTcHlBSo3gKFi09jYXSAWtqdl1aIwJhCZySVd12mvQ4ZhjvGKWGyITFKn+ER6RbiU+7LYicNit3jgas3eORW0ztbiBVtpK2eSzSfp2SIuEpBIWWS8O+tEDjCtVr7Y90VEq4qpAzSCR3Nt+BKwVp9kC6Z5fTuYarepol/T8N6CMJ7ZtbrQ3Rr2YDguh+6z7FQikyifUNReVs9PrH0YfVnyRfayX8un2RVTwa895+G9GJsBbZS1HKpIM2cj7xMIxDIwRxaV6oZVoEAIVfIEQ5aw0GpBNrwNox0d/CctbqUz24coDic98bG/UzzwmFsLclydk1QViJQmqLUm3DnpqMiqcMaRt57BJubNcvDzXACJSTmwxRN/vUixIuHGLg4wch582h/9BRe/Ifr+PSzy7z52e9ha+9xdjNjxHgMYWiSK7YN8S+vOJcb3/h8/vA3/oQfP/39vPw33shnztxM74Ei4x/9GT/9/AKfsZ7B4ZEL4foPwQe3w3fe7MbGx4gRI8bjDO5CFKrDfdSy6Ug8Wl1ZnrVLkBA6GVtQGsg2F7ShP3p7B6ibXTjSRBJ1NbU1d8HZrxVYGi0gV29gobAFEAx5sZu1UDqcuY1jLI433QMXhpqxr20xrC1WE5cLN69teOShLk1KA53igEMntmjTOEjMXD5YoLYiHMOZFyl0ze11wyhg6El0oTXdOzsqaQtMM8Vqs4+k1ElKw7XqrGAm6dGyQeyqj4XCJhpG1KosWoZICUGXF1dcHM7TiKjcusgkMwxoBRZ3jLC4tbmAd2Mm3b9bvQhsLeENlm8hbjaiWLdp2NGcuyiFkjpCSISAquOTSokpdU8tqTlzNCkxW8zOAtei6pYVbr93jpBORK34WeEuxAPuItpJgW/VU0KgdxDcctNIueeMrD2XvtwZyMKg1w73eE/GoHddLxRylDYNRlKNSe/C4U0mpTxL6Qr3OOwiHEY+ZXoCTlDMrQtdw71eXktBokAju5Zyxn1edClJeqm9pnaOYo33B/31raHJZIr5vo1t7Vif7CclDXoyCepeHH/qtAn6swlAkdGzSN/NPjLfZCD+VklGLbZCCJRsilABpJLufbKVCvoHrniVlTCCmO7ymmEcTVDtSqEKqUi9Srju4ErXAUE+ZbibDh506d4BWbMC+70vlJYyjOBeBGMSaocQTdLt/nKVxQ3NDQEQSrlzMETY/blnKwdNSBzZnoKuJ2PSlzGD9wOAPthDbvMqVE+BmZ6zKRa2gGhuUIk1Q2grpL6rdk241wzIvLcRo1xS7BPTZGieC08YVr9gZ9C/laN+mx9K3JAXW0sG89UtI5C2TUU0kEKQM7WIKJ4SzeemPzFOXqRo+HHn3j2UmmCitxkSciI8sQmxUrB0FB76IXz7jfDRs+jqfZDlV72LF2VmEbk9vOP8v+Py1Zef6pbGiNERg/kkL79oDV969QV8/+0v5dw3foz/eMO/cM1Tn0WNFGd/+X6m//FOPnv3Nm7kHJybPuEKcF33rtiVOkaMGI8r1GwHJQSNoV6ObVlDIzlId2ptqIRy3USlQMfB0SW1grtgyXrWYiUliW2rsbUklVQ/xojr2hy2JisEJjqNTAKlXCc5gUDX2+PG0oUs1Z50sNiZXz3EsU3ugq9N9Ei0k4eU0XS7bqRXUUmNUNdTOLqk2rKYDtrnshevUvfcfbOusI+9ZhTHc89sGIVAnEj33IwncgUmVm0hY+pIBD3ZzVwwvJOBbBJNSmwtyWzvpubFpKSUGUcJiTB10jLB5vSw2zcZjdROrqCMHPR1fMB11fZdHr1e5JI6KX9hL2CDtxkwNLKe3JaoscFJ6Owc3sDqrhx62sAxNIpDrsVfhlbklkwEmxtBxd7/lSbo7j2H8xNRcpV06p5F1atDz4J045GF58LsSINqcoilwjbXvTRpBpRpuCuNFnJH9cnl4qoeBvJJujMJMj1pWpfG41ofCc8dNnX+ajY89YxmjKW/+A/IiKCv4FsJo93za5UDg8xd+hLU2qcz0pVm1CufMHX0pEHlwrNJDG+lpKqR2FZd6u59LYy4/cd2VbZDF6oVUsxsGoj0L7wpIgRsyg5QKqymlBnH8e6BbBSRHqmxEwXq2TGElqWS9lSwiVqnhdSC+eTXP1RIs36wwNi60yLjpxBI6W7oPNSYopToAw3wLX5SBvcvnDKKdE/IfVhEfwkRIVAASbO5keF47wJdClalulhvDAVq9lZvN/M7xlic6KG60e1fkA5MCMqF9Tia5qZ20t045eJQHl2KgHTqDcfdkAhtqkkgl8gG49UKKQWVngz29vUAaEYh4rVQ6stSHOsiMdgFuFbTrHTvj41DRiSpJXuoqqZ4F0Ym6GcYQpOYA90Md6VcBXE9FXnBSSECgbJ8yqA7kcLWUiwVNtFI9wTt9x2mPerqjl/KYGbzIJmETn8uSVcmSV9KR+vuQs90RfoUbpcK7h1YXnqk3NqtNDLDONKIjJn/BvLdrtOmTjKisSAwdLdUSi+Qkia1pOs6ntTddEu9iYEVvXE64YlNiMtz8IHN8Jnnwq3/BttfyM0v+jeufuCLOIkH+dOdb+P5m55zqlsZI8ZJoS+b4LlnjPL+l57Lh/7fB1j/hR9w/V//HTedNsGmB2bp+vcH+cF3xvjernU0/vsDWB8+A3Xrv0W/QGLEiBHjFKHXU0/OeBa2htkFRoH5da64k1IwbPaC0NGtKkqTLKzuxj59U0BO66mcZ/XSEDJBoq/bc10OXUiAMnSshI5SCke47o2iQ+zdqp4M490pNp99AUe3bqZh5HnG9iu5dO1Z6JqMxP2lE2ZELEogGMglmVszQrmnAEYXtmZSTXRTTfWzuLonEFzykRCulajqi+p47Q7yDGdSVEd6vGMCRxqs0QcZS6xmMNHFukwfpq67i8Z8mqSWYWLTBHKo4LlYSkprm4Q4HG9omEmUlsTwYqmNwOoKfVmTvBf32WmR2DeUZ9VYD5uHCoF1tpDUEY4iZehkk013Zh/9WoFhrZsBzb3e3PZhVMogZ+ZJ9IzhaEkcFKXBHH1aji6ZCcR/fM9YvzYlBJaZQ6FY6N6KzEZdQxFQybv9VtJkqbCZSnqkOQ7JRFCwkh7GMTMoISluHME+bQPFtT2QMgJV4fC1s/k0257/O9R2ujHTrVZ1IYRnTYcNvWPsHFgbrJ79HKhC0zCzGxlMbWBTbphsQo8odLuE2ZvjnvKtlIJ02my6n4fcZwdz426aIhSmJukzMqzS+5FIqjs3Mbu+z7NOtmwWiWY9mu8OHerLeaPnsPHsP6aSG3bnpO/BkOoNLl/fcTq5pBEIoIFriZZC4ugSKUDoOglvk0TzU0npknzKxOjtxdy+DXHxGrdNTtP/QaCoqRpq/JzANR1dRizEub4x6BqHRC6kPu1tmHgTx31fREW1pGxuiPnkXdcEw7k0Kdm0huo4ZEXSLSEEqa48G1LufaybXdgyiW3oQR1SChopI7LDoQlJsWZFXbwFjPWtdWPW/UOhBkrhue17XiJpvQclZZN6SkGtP0vau5+ONAL9BCuhoyHRZYJSb1fkmv7pYaS9eOVsQndF99AjRSRa4P0ipMZQzttEkWlsXac+dAaWlvIqVujlIqLm4Itq5bpTaF7b06bGSNZ1bR5KDTIsu9s6P5RPNu/h2Dmkcz3oUmD2TLC25ywEUDD7aRhZb5NQIJRFMdlstciFhMqUQJfSfS8JwWJhG+XUMClDokmBIzUyeucNy5XwxCbEmV64+iPw+99g3x//kLf3D/CK6/+chirzxtM+xB+e8cJT3cIYMR4RhBBsHcnzhy97AX/8ue+w+gc/5GcvfwbLWYexX8zzwNeHuO3bJosfehMH3n0Rd9/yU5wVZeljxIgR47FBb9YkGYovlQgaSR1HQd12SBkShCTj2G68JYAQaN15rITOoR07cdZexlBPnpFCBkP3YmlbYwK3rwEpOFyZxvHiHzVdo2D0kdO7g3JCalzeu5Xs0AgLg+tAQFJPk0+6i6XeUAqk9f05nFw4vtD9Xe4tYCUMdC/1kkWdmumSQKeFhPfJPEoKLG8xltQNjg1c1OLW6v6d1bL0G31owl1YjnaPUNi5AV26C+famkFKZ56P1HTUuGv9KE0MMVbY3lwHa5Lh1BqGk2tRhg66iUwnMAe6yZjNvkkhKJ827G5OeLA3raY+EY3J9od6bV+GrrSJnXXHwyfJSaPdDdtAD871CZnoXkW9f3tg4cyIpEew8HyOW9NHCWwzz2JuLbZuokmD0a7ograeXuXW7Vg0jLyX8sezYXnWSt+Z3HVPle6iX9fp7x+JfD6/phchNQZySXLZNAM9qzFSrhWt0zep46Xv8rve5qYsJbnMehJakqyRIm3qaB751jWJH/9bykywXHAt37oUCEMPXNSbZF0gjUzgkps2dXqMDFLTkAjs3gLlrn76ZR5NCkw9TSOVaEsgJT3CsrjFvce2NLG71oCUIWuqe46VG0MYbv8bPQOMdacY68o02yNcN3bb1MkkdJRu4otC+bT07K6NnDFwBjtGC/zGpk0kPDE4h2aZ4kCOhmYgu3tprBvAGR+CRAJN84TjlMKcWAWaSXeyt01gSnhpxwzpptux081NB03XgphdQ2iBlTjRkotWS7mCVueaGzgtM8Y5511MOuc+K0pKHBR2wkD35rW/WRfk+NZESOivOebS0BHpFFI3gpdHZdMgxaE8CoFoiWkVsqmuXejx3OeFwI+MVsIlwVM7RpjdNIBAMJHZzuz4Bo6HCb2ftKeHIITA7upBCkE903yeEroBUuBIE5XqQUwMe+Nq4GiSQiaFyPSRNvXAQya5ZxJwQBIJaQABtqsgrkmNoYZ7nUbKCIT6hGg+M0JqdGcT7CyMIAVkEya/sfECTh8dpZboo5rsRwKaXUMlTZSpsS7VTzIbzbcNNN3ZhTeWSgWCeiulRlsJT2hC/I4b38Fr5n/Glbe9l6u//WK+svur1Ocv4O1n/CsvO/Ppp7p5MWI8aujrHeIVf/VxLv/2z7j5Y3/A1y5JsVR3OPrzboqfm6frzb/Lf7/2aj7y9Z/x4LHlU93cGDFiPAnhoGGYJrrWjJVzl+SCimkwLHtImTpIHV1qOJoIYuS0jePMbh7ESpiQyJDUJfmkifDqqCV7qaQ8UpMewPGsq4c1GYgwCU3SZQ7QkxhuNkpAShoR1eJg77BrIoj/Kw3m3EVbaAFe2jwYEtYCw3NvrjvVYMEr0ikqqWHyIoUhdOpjfW5+2OB6iobZ1bQQh6ALg5xsimOld25BJk0KRo5ViR7GjH6sbA+gkIZO6dxVJPqH0aURiEg5uoYhk+hGjrmJC6gV1qD35BFJE0NPBP1pdK1FJQ3q2VDcYDqJk/A2AHrWNAcshOqGfirbhhg1u+nNJujPH8fq4hNe3EWvUjDnFL1afSfI5rgUtDyuzVC4HgHecUdK1vYXGC6kMMKLWr05VuDFgIfSX/Vs3MZAasJVncZ13ze89CtjLTmJrZQRuK5jmAgzzSWbX+TW1J9ndq07h/yUNYtdO6BvY9CPVm+EnnwyEGYKf9abSdCdNlCaqw5s6WkvZtldzKee/QeBwFVaa1q5ZSLvkX43qa5/Xem5r+a6zw8skRtyZ2FnPUIXmq/+jLNDlmq/ZaePddP/rLPpzfnECffZBCrKTY+VDizPCiEEKUMjv6aXvkwCoVzrsqNr6H6qq0Q3I7lRErqGqUk3NhbIJwxk3yZI5JkZ28HeC5+Co0lEwkT1daEQaL6F2FFUt65ha982JvITQQyx3xZpKwopg5ShIYVkYWM/01uG3GZqCQxPBC4tkwwn+hjRvftuO4EqtN41RkYkKaRMxhLdEUu4kpJyDcYGzyUlDHejTUpGu1JBG5SUHZXvtYwnRtcTEvAVUBrIsjzWRTvlEqw2BzDMBNm+jTjScImg/6xoBhlTpytrBu0zZZK6NzcAMDJsTY+wKtETCLAZornJogmB1dvP8vlPo5FJYXkbIYZhIKX03ksCmfVzZ2soKdGlYMO6Day58pUMpD0C7qlMO61EUwiE5bjq8lKiuty5WOrtZWrbRX6R4N2wKr+KVZkxepNpzpoo0JU2Seoa2YSXysuLrV6jEggJ9fEuclqSrBZ+/oX3uvE2K7SUeywkkicR1CdC3wUnQGd1hycIDiwdoGpVmcitpzJ7Afv2b+Ddzzkfa9cNfH7XzbzoRS9C13Usy+Laa68FCI49XHSqw7IsvvCFL3DTTTdx3nnn8ZKXvCRSd/ic5z3veXz5y1/mpptu4owzzuCWW25BSsk//uM/ous6n/3sZ/n3f/93hBC89KUv5aUvfSmWZfEXf/EX7Nq1C4BNmzbx3ve+l69+9atcf/317N69GyklL3nJSzBN90utUqnwkY98BIA//dM/JZlMomkaV199NW9+85sBItf87Gc/C8BLX/pSXvziF/PlL3+ZG2+8EYBzzz0XTdPQNG3FcfP7WK/X+dnPfsaePXv4nd/5HV784hfzla98Bdt2Y1Ja61jpnqw0pp2OAx3H9+yzz460O1yutR/VapU3vvGNOI7DWWedxW233Rac76NT/4/X/nCbvvKVr3S87iOBZVl8/ctfR2eU137wB3zpgS/yL9/7FGfetszT7k2z+sBDrLnh5dw5spr/u/032XblM7n67FUMrJAv8nj9eLjt+mXriBEjxhMfy/m1aENbMVQ4R6m7cJ5e28/me0okNMHd997L3JH9ZE8/jY1bXNdYN67MzcGa0pNIIRnOjCCERT5pkMhmqFpVejMmxZpkYfQ5LCz+FIwUDWcO4cDtu+/j/gcLnLFlA6WazeTRSfb9/GauOO2siOBMkGgpNwTafWBBxRPkUnozB67pkQU/p2VaTzYJkdTYoA+TXZ2jejBFX22W8ZzGsdX93H/jL9D3J9iUrNPYtZvbD/0UISUvHFPkkjoLkwdpLM6TTk4E1yukXBEfd5Un6etaw+G05zbs2KAUDzzwAIvVJU4bdKgOdVHVqnQls+y5/UGU0Bg8/xLEtrMgU+Kn/++jNBaOMDjew61Hp/n+nT/gaaM2es8oIKglekjU5gDoyyXAt6LZUdVpNImTMTGljSZEYDW3bZt9D+6i7ghWewtxJVz16J/97GeUNcktaySFylGGhoaC6pSAo0eOsLxrmXJdRww1yBdci74ADh0+yHJ/nd5zn+F23VvljycmkFJnsbAFvacACtdirxSOUtx1591oiTzbxy9Fk4K6XWXv3v1kahVG1vaQkUmemtvI9Rzm2MI0R4442LvnMNQyo2dvQSLRdBNDaDS2jWMuWzizh9hhuPHmSktgJ/Lc9pMfcv3uScrDCSaMJF2JCRYqU2RSCbb3FHAcm1vu+ClTUzOMrN2CVpr25rdL0iMWRSHQ8nkG1kywfPcyA6k+pqlgOw7Xfe+7yNl5xrt6UUrx4O7d/M/NP0MO59ixZQsNq8FPfvwTDNVg+MWXYCS7ETg4muDo1CTGwgIMjkSuh3RJRLVa5Usf+BLlRJk/ueB3oTiJn6pqfn6eb33xy1i6ycQON/5fKMclatsmQF9i9+4HcOaPsUMpbEPSSHukQwgs2+bnN9zAfGKU1BrpxpimTcqJHGTdHLjTtYPsW1ziwP330700wJr1m9m3dx/1yjJq5xqeveEq5u/7OjfcdBOTPVPUl3Sc8t2MpBTCUZia4MDBAzykm+RGBMmEt0mjmYhkgfGygy6SSDNLj93ggQce4IieZiybx9Kz7OzbxMRYkZt/8QtmHoKzzzmbe++7j4XiAjbQow9z920P0t8t2ZIwOPrQAYq2ZKty06kp22FuboGqaNDjzV011Edm8wQcWfLmshvbvmfPHo5qJqsTXe7jHU4njODs4UEsLcPhzAT3Lj3IwUP3s/DQHNpiBSsnGVm/mr0pjYVyAxT84qZbmLX2MKHcGOZb79nFgjiD9Q8eZEYtYGTd9khv06XRqPGe970HgMteeRYLowM8cGySvr27WdOvMb9qEH3dOLIhsTatoZZYx9pcAdgPwNrtT2Pf/xzw5o/uEd+oF4WjFHfeeQcP7Z9n6wufh8pnmNo5ynzXRg7sepD1RycZyk8EYS9rCmuwUw+gOIipS6rBNplvGdcAi16RY5aF4B0pLRulYHFxgfkaDOZ1Gl1pEnWQSmf+gQrTU1OM9RdQUtI4/wIs615OFk9oC/E/X/HPvHrjh7j551czefBs/u9LnsYLzhw98YkxYjzBkTWy/NHOP+af/uT7pN/0J7zhL7t5zwsl92zQ2Xx4L6/65kc4/U9+iy+88I9451s+yddu3kelbp+44hgxYsR4pBBuGhhfIAohAgur0jWE4bqR+hGFmnStPD0ZE00IitmJ4Php/TspJFy35P5cksGuDGv7MhRSBsojQ5vy5wKu9ch3q57rH4qIs/iWlXDsaDi6xBce8tPLGLpJKTNOObnKE5jCzXcKaFKny3Rj7ZK2wZCRx/BcE0f6+0gYWiA+pdmSOuvYZUYFhgbzCTKGivCUlK6xqjsF3W7/SeShdz1zvWe6XcAOLFJDSYdMQkNoktJALohBbLoKA5l+ZoY2Y2XSFLc8hyltGMMK5RvOTjDTfwEA491pV/3Z2zDYlF/dbJjRtAb7CtthV+GhpPISIfljjeum6FncVOhwc7HrHtNQ6NiRcRjIJ0hqDrom0D0X2hHpunh36e7vUs8GHD0FA4MktQzdyW4qLaloNCmwnAYOIlCmFgiyWoIxo5+ck3Q9Kv00Mrrpegoo5c0dSSM7SrWwNfAgaHW+XK1ybMj1k0slKWXGEaPufdb6+zmS20FZ7wZPYAmpUUsN4GQ2uAJHHnQpwEgiB3cwlujGDLn2+irFi04ZpacRwD0zkgMll+RmQ2EBANbgEI2MSak/27TSt7R7cZXrJi5ME93WyZdbUpGm+7AwWFJpbxxDXg0CtEIm+Ke03bFzdA0V5A52r7Y/fw5LiRHOza5mVcLVAAjH9/qoN7emkELjyESBclfzGgiY13o5oo+hCZgoXERxMIvVk8YWKRw9ha4JLOymor3RdM1fPZj3NppA2g4SwXkj57CpdyOGJqMetYHnvmAwuQYlBFs874lempbJrJYgo7vxx7NGL453z8bXDSFCCvIifBOAhq+r4Ll4F7NrUEKS6HPfcZnBEaqJPnQJx4wCtwx7selCYIZiwQWCAmPkNXfMFSJowwRZVpkeIfas83qLa7+SksVCloaex0r2M7tqk5frV6IyaepjE6zpbrpvR85Fw40hhpSp4WR9VWc3rEVJ2VTSjgyqi2pqgFJmHCkk5qbtkOyCVecGn8t0VBFaeJ4/ASG2bSq9aaZGspTT7nNUmWiGgAg0pkeb6ZhyXQ8v1e4TlhDfc2SR13/uVn7vn39OPmXw1dddxLO2D534xBgxfo2QM3O8euer+fZvfZdn/Pab+NiL+3npnxl86XkCuXqJSydv5UVf/gAjL38e/3r1y/nIuz7FDfcdjuONY8SI8SuAQgpB1ksbYnQQuXJLuQulisww3Xcu491pMAvBwi6s/hykRgoRWv9QUnMXz1uGc2wect30pG0HcZ7zXdngWuGYNydspQvFbQohOKuwjpHUBkxPpCkhdRxvkTeUTyM9h0ZNiabyMpAeWAOJPAU9RdLSmTdH6dIzjBQSQXv6sib5pOuG6fZBBa7XKAWpHsT254PeFMMCEI4TLE4TEsa6U8GC2yeotWRU2VgZBsW1a7EyowzZp5FsNGOjK57lWQpBNsgz7I2TT8oBEjnIuusqnxBjNAmdFNElrxACZWhuvKRoKlxrMrRF4ccRoshSASGD+67lUlRXdyMAXUvC6Fn0p9dxrrkewyujTBP7qc9geMdmAFIyiZI6++1B9ttN0Z2klnHVyFXUY8mRzfyywURKZNzxdby547XRDrlZ+wQ18LZvGPQbWSb680z05ZF6guwlTyN15pk4mmftlxIKY1AYZ93g5RDKob1xMNdMyVNwYyPNQFzL32ZQlFUdYZjMJlaz0DAxbIMrJq4gq3dF+iVSOebW95MzczhBzi/pjTRs1EcY3fx7pJ/1rKaiM80NCgDNSDCn92B7HhF+HtfFVd1o21YF4lkAC4NdWD1pavkk0q9PRQU+k+svpddwyaTsQDeEH0eu7MBNWBfhTQFAbKXuqUNXu3aidI3quj5mN5xBauMqutIGDWW7z4PUIJkPrtW1aRwt574j/LRAfYMdXGgTBcreeCqPuHcbiozQOTezmjTNZ6ffyDKxcSfF7gyLmTytpM+9mCCXNMmYWjPNWDZF+dytlPsKFLOraZhdrBssoOczFC4+jYmJtVyw6UzK6dUcqfVzRO8Oqk7I6Bw2tD5SuS3UjTy1kBtxAh2jexvLuXXBHNZWiKPVhE6tsA5HupuJ/obiGePdrO334n5b+yY1hGOzeiDD5b1bqGwdorxjuDkGQjDU1TmkQgB61+nUEr2Y0iS5aSOFV7wBkeltVp9M0J8YI6d3U0v2g+4qfSvP69DQJUtjXRSSfUz351jcOohKJXC8dx9Cp5o1SOiSwUKaVT0nn3IJnkCE+MFjRT57037+/lv38qwP/ZgrP/JTfrRrmj+/dCPf+pOL2Th4nJyAMWL8miNjZPj9bb/Pd17wHd588du48awxXvbCDH/7Got9V9bJ7+zn/On7ueyz/0jqhb/BFy//Lb74lg+y+/Zdp7rpMWLE+DXB8rq1IATZhM7O8S7M0zahEmbbmtEXaXGSXTjCcBVsQ5YzIUD4KZR8BhImxCGHvS29WxAI7PwQxeQo0nHoz5rUx1bj9J3PJuGmOAk3wQ5tCI4WvJASAUJIDE1zY3Q9i84zCptJmQbD+RSD+RRnXXoex8aHKA8NkEmGFqp6Ega2IBNdjJRylMwCnL6JjNm8sr84TSs3ptkUCZSRpidjgrFyaIvACSydUsFETzoQ+HEyCYr5Lo4Nj3tlW6063rWVQ03LRD7bPlJwBZ9CMPQEpLqaB7onGDDyTTLUsxbMaD3VRNNKo7z7pinBOrEOHekKqQG1RC/CI30VJ4GGQ95QVBN91HJpyudsYbkrZJ3sWYOlpZBCcuZED6ePu+2ykGwbyXPFtiG0njwomNZzHHT6KW85jdo5FzCQmGDIXkNSeWJNPgcWIhgUf6RUxiO+ynNpFoKujIEUkkpy0GuPL6jmkjgnm0DoGtrq1e78VQItm3XJpkeqHFMn94zL2Xj+s5Ee+auudQW1xkOLdekJOun5DBfnN3De8HkkpSAlFd1pA0OTLI23CAr5Ma9eL5J6EqFsbByOGcPMaAOuq7NwXXeXes7ETvaTNqOW2nAqbimhnApveLj3rdqdJtmTjWg6W6ZOZV2v6z6b8MYvWYi2Md1Lepu7UeQjqbWTFKEcdDRGrS4mUluax4GkaFrCL9k4TJ9nlax3d9OdSrreDUA5PQJ6Emu437XCS4k0DdLb1wBgdqXI9A4R3PVsc3NCJfLYmsmAnWOzd/2w5oCuCL1ABLn+PMXeLNJpfiAM34rreVr0D5BJaHQrl6wpBCqdZL57O4td29yxMDzy77hhChePnc0auZaE5fZRAnohg5kskDE1evIam/OW630hdE+t3JsH3n3UM71YRp6mk06zIxsyZ5MzXAKqC+HlgYZ1XeMoFLZMkjRlm3W7CYlUDYRVJSl0nlLY4A1Uc3MuYeis7w/F+obqGEqt4bSuS6KeBy1I63l6EsNUU32oLi/jQPcAyYkhEmd69wY3FZ6V0FtyF8sghjhp6Me9Tic8YYL9frTrGH/3rftI6JIzV3Xzjuds4/lnjpJLGic+OUaMJwkSWoLf2vRbPH/D8/mvvf/FZ+76/3hTag+5bYd53vl1nlc/h9Leflbdcgc9X/4EfPkTDOb6ODSxkVtljp1XP5NE+uFJ1ceIESMGQK27BylqABhSUh/somoMICf3khAGWK6LrO8yPZhUXLg2j3ZMgtToT4xTdUpIIcg94xkopRD3fw1zsJvVF15B/X+uZ6o0yfTGCfLA5VuHmKtPAmD1baCUcli9pkHf+BB1fRjt6BS68NwyPfffLnMgiEsFSBYGMaZ3AyCyw7B0FJCkRtcDdyCEYNtIAbNShJpLEkoDPRQ0k2yihlpuRMYgtenp3Fu/ni57oW18fMt3ztHR9TE2rz+NTCoF9aEmyRQdFqOOHSxshZAkDI3Thvo4dGABzcgyNdQfsSh3gqZgyRik1r2FXt8aPLoTsXRdpFxaTzet1l65s3MTLHKn34nQ5y6q6WFqzox7b00NBQjbYdA0Ga2lyWQTCOqU06OUVj2duckM/fWbEXIBJ+Wq2PrEzt/s0D2rmO943ZdNkPKs9mnTFX1KGhoD67Zz9LQ9VKcOotsOVlcPTjKFKNfR6fBdplzXWRWyYAebLZ7aN1InlzC4ats67j+QBaW4ZEJx79wUlvCsoIZO7rytzKQ9z4TwDdMNlvpyVHas46lrz8eQBg89+IPItcIeC3p3N7lztiATBgaQTrqqwCldYWiC0s7V1PdGNyH8FFqGl5O2N51hwbGwlI0ldEBi6BJZFyT0pitrQpfUQtFTvhdH4vTTaTx4hIpdpu/eGTBySCnZOpxHWEkyWoK6isaX+12wk32wbr37jEXSEEmM818MSz/AVIqknmQ0tZG+dJ4zhpIYzn8z5xcFupyU6xkQvl2hcerJmORXnY7tWHC0GrjUdslMoPZubRjFWRZoXroeISXFrevIOhX6E02yryYu5Fj6PgbKu1Hdq0GAqbTAQh3kl0ZhOpVgfkoBXSPr6crcym7HhMWqex3PXXrrSI7F0hImBjuGz8ecvxdRTzCR2MYisHU4D1Vc7wDpjZVHiIUQpEQKB4neSHFkwxipravZlkixkJ8GbIwVzJhlvZusNc9Yd4qebIKU0R4il9DS5IW7eaFLwWA+TSbdw7p0P1PqALankRC8a1o316QvGifQhCSnJTE1E0SNwCNC6nSlQ0r9ofM1zWxzw/ahD/SjGg1W92bYN1vC6h4Aptw51rOOxM6nIxZ3R+pMGZq3weWl4gq2RwSD2eEVr7USnjCE+AVnjnHVaSMM5BJNme0YMWJ0hC51rl53NVetvYo7Z+7k87f/Pz5/5Kf8G3dxXqbKb567irWFP+CO2xTLP7mBHff9guTbb+C+dxocXbMV7YyzGL/kQjZefA5awjzxBWPEiPGkh0K5+YCJLqjONtdTN7shcSsAjtBwpEATirxnQZW6zojWtOYK0/TIiSS1YZy1Q1s4mribqdIkqzaNsCGXI2Vq6A1P0NBbVCrDIH3++ag7jrrXkgZq/DzID7FjaRqBiBBiURinL5NA70lT7d+A6D6X5XyJNd1pdtp5qCy45YKUIX4qnSQJvUwpO0IuOdmsTzdJORVPQMmF46YYDSzEc8YqpFkk5b9bWyyurRADW9Bm76aiF1gwXEvhmmQ/Vw3pFDb8BtcduiEoa7eEw5wxXmDXrQ4LKrqSXtefRRsYRdznEuKuZBc7Ji7z2t2eUgZge2YEZ+AMyHfDvhtCnwgaRg6B8uL9BMJx+79KZjivezvTXXeyKDSElGRVLwLJtJVlIDtBxYZ8Kmrc0EX78jST0HnmlsFm+hugP93PtsHLuMn+d3LOUjAGpi6pihQDCYf+nMlg3iNahiThuVEvd3WjRI1hnxD3rkd2rYZ0NzsHdjKSGeH+A0dci3HKSyWDE1k455I5DGkwnolacOeHulDpZJALeLw7xUOHm6Si1ZVVJqL9FyE64mRSbeTknPECe50lbCW5ascQtx+d4a7MGKp4CMufo0M76J+ah6SOHWyoROtZ1ZsmV0oz0JXm1s0TpOaOUPVie01pkjZ1+jNdDJg5jtYXI+f6j5GG3oyXdlpE2cw0QjeQlsXmni2cc9Y2hHBF2fKYJFMOo9su4sG9+4OeR64hJKvlCAPS23hKZMGx0XD/fXnXFu4sLfMgk8G4zY1fyOD09e75QztYThwjUdlLcut6zC1P9S4jqehd7M+dxZmZ5oaStKgvGAABAABJREFUiD4+oKCk96LEMVR+FHo2wtg5FFM3kTNmmRscxjaaugUpQ0ekTGpVDVkYZbZaheXDgddA2tR59uZRFg8VoLpAJxiqQao4wKbEMEJKcro7d02hB5br4pnnk2UDa/bfC45LiKtGD+ulcDdLkgVC8oFtSAiNlJ6iaBXdEA2lqCb6I8rNbS7T/mZBaO4qAZhZoOqSU7+fwmQW6HFGgIMI3DjxMFn2kb/8MtB1StffQG82wb7ZUrABcW52DemR88BMo5QiZUgawDPSY2zLJil0b+ceZtzmCYkuHBzDZDgz0tFN/3h4whDi7ky8KI8R4+FCCMHO/p3svOz/8sbKLP9597/y1Qe+zF9bx0jN/QuX9de46OoCdWcHVvJsDt68n/y9dzB67afg2k9xl2YwObYBseN0hi48hw0XnUl6cOBUdytGjBiPU4TX20lDC9w2bTPP4hlPJTE6iv3AJwHQnVpABkVuBJba6yA7CMWpyDVGc31sHXHdMH1LotW6EA+jMAa6HriAmpoksXYNtT17AcGG1CC3SkEh2U25kgJZxdR1EmsuBeCM4lFSpWHYf4SuRBeXrz+LgeQoyb4c59Ztagv/dVJjo3sLyVqmQIoi5rp1qPkF7IWFZr9V64ocyA4g1j6d0u5JMt6iVOgJVue7sJIGPaZioeHW3bCjcZyjXSkmMjYHnPDiULB9tOD91RxsQzNwlBOymLa0X2jkCmNQ6EFtfwFLt+1lriboJUFay1FMCBx7CV/mK4zU0EbOSvfwg9CxsjJoJNaxJjWPU0hSDn3W7u7oNsbPMxv5JEgz5PbddhRXbBtk6V5Ytja6wmF+DPZpW6kuz7PJSjEtj3KsECKiUiK6xqFRoivRFSGPpuauQS2PEB/MnMb5Gy7DWKiwrW87ht50BQ6PqT/n+jMGB3WNim8hXsmwM36eex6SybW99I25saSt5MRMJtFw2G+77uopPUPDyFEvbGbsmEbBsVFmGmPEjZlVneYVrtdCXzYJSgXk3UdST/LUsaeSKZYA6G7ro2eFXUErwEfuistZ+ta33eu19NuU0De+MXSkZROm20aQC1I7be/bTrVR5RZxCwCG1Lx7G3LnTnQFYRlkB4OpaAz2oeVawitbRdN8obVQkZqeYymVAZkMQhsEgqSmyOYF4IpssflK2PMjtzLpp2gS5HTFuuFubm0lqB1SsQHo2IxaR8kZbvy+lBrndW0i0buZw4d3YUhQyRTP33kO1x7Yh41NPZcjWSw2K1l7CRx2N7tSpaNUMu48sJXtXUNne992ZqozFPLj3DdqUq2bSNHcikl6RJyLnkpj9270A8fIJnSXEI+eBblh6gdSpPbc4o6YlIFa/VZjnET2LB7kbvwBvnrHWJCbOzIMZju/s9N5YJK+ga2kU33ePVEM5pI4qRISgw2pAVQmR3XjAMb+vdhLZRrpYcqnryJ3+uVUxMMTkn3CEOIYMWL8cuhN9fKqc97AH57959xx7Ha+fuen+M7Rn/J1Vadg38Yl5Ru4bEuNC85eRc08k8P7BaU9RTL7jtHzzc8jv/k59gOLmQLF8fUYWzYzdMYORrasQ9brOB1eajFixHgywc1X6i+o+rMJ5qh4nwlqI2eir8pS1zIUVZJKYsSNL9xyNXpFwdKsWzLMiCcuAse1BqX1FIOZIdYOnhV8bGidw6Yu3tDLobs6L4jOWNWNqfeiDw5SuvFnJPOjXNHVg0z10pVQTBdrgUgXwHB2mEa/oLz/CHqhwPm9TSGYbELH7rDI6wTdM+/YySQLO7aT2LQJXddZ/tGPcDzSESAsqkWT+Afx03oCrCoIwaqMTaHulq+3EGIf0iPEm4eyjOebcZkim8TJmNgbXDEtKWTTJdr/vfopGLNJGkUBiSYpmk9OcKiqs2pkmO7lXmbyJZy8RHJ7ewPSfZF/alqN2VSOUSFdwqfgiokruOumuyirJjU+d/NqxHTFjdE+AaRHiK3jiEauPudyjj5wMwe84a440e+tVgvqpVsGqTRsMoZBT7IH3ckzxQK2NN25K90QgfBGRptlDVCOg1IqyB+9IiHuGgfL3dyxEjpOxs1B2y5wpHNrfU3wzw2DOU5fPJOzx/v5zN4fNsXftq9FzO1Fec9mG0KHWgkxhkHWzMKm3wDNIHnfN7i0sIUHeZA+0Yc0S0CN7g5Wv8glvOsaIyMrlsnoDuVG+/HWYVqVX4VlWdzCLR3rSWgJGkA5PQYUW+KaV/YurfcVYGYSp8t9Nix0ynoBNXo63H8DfbKf0rmryK95uleTV5cfRizwXMYtzMEe6seSpM48G/m9h+hJKPqGV7FKs4Pn2O3c8WNcLZlE9W+GvnX0JrJYlgXsYnPe4umb+yNlS2Oj1FUopjm0SWHUl2kY7vvsnDVZ9u+10YTmejbkXe0By8hBveZ5smic1n8avSn3Pfe001bx30cnkVqShC6pdo0FectXFSY4pt0e5P32NwK2D3eTHRrmwdvvbrZDP35/fWJcXbeZxsAQR9Uqto+vCj5XSkFhFJ1ZNMd97vREFjufo7F1J9rPf8aYvpGn7nwxMplENModr7MSYkIcI8aTDEIITh88g9Mv+yh/USvx/i+/nwfE3fywax9fy1VIUub0xp2c27vEOeky2zbUkQ1Bbd6gOm9QmC9TnpylsetmnK8IDgGnASopeOgT/4jZmyE9mCcx0IUx2Icx2I8+2I/MdLnWIDPjutikeyDT5y4qHmasR4wYMR5/cPMOE6w7w9agnePdJCf6kUJRHhjktvkJTpceydETJPQOq2G3EpBu7F/u6U8nU6mga80FeN7Ms6F7A0OpIfazPzjenTbpS0SJ0WljXXSnDUzP5Vbv7SX7tKdS3zeB2O4K3WhScOaqblphDA2Ru/wyZIeNP723B2t2ru14W7nA8hp93yVWr6Zy9z3ugtCPhwtdRwgClWXbtzL5Y+BZxn1XyobVmRBrjufKmNAppEMCZuufSSWhk8mHhXBaFq65QVJPfTbm4iIy2U5M62MTWNoaaNxwXHEwgE1DOe7QFVM9roXfMXRGM2NM20WkkEyICRzR7ENiZDt0DUNIjbYVgRC5J1zlRKyh0bHWzCSmdxt+2thMvrKbrJFlJWQSOhnPKn3e0Hn8jGuJ+Cv499TpPO4BHOW6s4uT2zwJu3sOJfuY9d0nVkDa1HnO9q1YlsVIykYzFIWUwdim55J46Afsrq+OqKK3QanAmo2ChS2byV5yiftv3x167dMxdn+fc51h9ssBtKEkQ901dowWOlYZRuGqKzsed7xr9pqKciMaM3xSSOZZyg+Rz5lofVUuGn8a35qfYqF7B2wb9u7LSWTVSBgUtvQzNtbDLUVACKbTG0me8xQq9+4hl+7jmZuuJGWmsCzL3TxQzdhxJ9nldchCphLkL78cSyYoGv3u5XvWsd1oPtOJjRuQUkHlLncttBIGt4EepWqa6OApISWOpoGhg+00RddMdwMrVTrKReu6OWYvujmlic4F/5nxif5YrhkCoEmBMhM4WgLRtQryzc/6Un0ck9INtZAyIPnZhB5sKi73rcJJNt85KyF1xulYR4/SmPdVpdOYIRKtcAnx4ZxkpOHtaOVHuKI7w3/decS9rsiSNtLN8g8DMSGOEeNJjISWYIPcwAa5gee+4LncNn0b1x+5np9P/pyPGrtQ3XnSWpLt6RE2J/vYrOfZKJKMWgprYYn5vVNUjs5RP7aIXG5AsUptb5nqPdPRfA4o9KSDkbExMpb7O227v/MSc6gbke2DTL/309f5d7oPzIcnpR8jRozHDkLAYHqQlJ5iU88mDiUPAq4QDYaGZVlUBwao7d0bOS8cF7oSZCaDzLTH227o3uBZT46PNX3t52q5HKkd2094LtCRDAOkzz6b8i23nJgUrXs6qrgfSzwUOWyuXo25enXw79RpO9D7+2GXS7KFEEFMbUCIvfzHWK6okuYJ9KxkHRUItogtbOjawLrudc3jZgbSUbJ5Xv/pWI7OLarWLCclenf7RkEYvYkBdvRO8PMNM1grjMXGwSzrsxbT3r8dw6A/3ceQ6aeCktHYPyHc9/9JQNJ+TaeVgGoJGjIBuUH67H0kSwUuGrmoeblAtbfzOB7MnMYd9Tq+j4Jv1RIhwaZOFmJQLul4GBo4AocePcMZPVu4l5+f9Hm6hC5TIaXATHWzddvzqR5YYP3AysQfohZipWkIo8X7ItMLmsGy4d6PNV0b6M/0r2ztPgEOZU9DITkbjme8PS7U+stYrk7Beeu5+PRoPmqkBMdpuk+v4E3i1QRAV8aEopt2Cdz7W+tz+2uE8kSnPME2WzkgoDH+FPcDL72T7zqshMZyYqhtIyS50XMTX8xGFK9/WQhNaxLirc/FLpWA/4fA3SBJiQk0oZElOheC2b7CfTCHhiiV1yOGsxgtoQRKk00LcQsUYHdv5/wXXHXCtkvTxJyYgPnDAG2pdFWItC8bg6hNvwHJPMYK77y0nmY41yHN1gqICXGMGDEA92V/4eiFXDh6IQCLtUVunryZn0/+nHtm7+Ha+buoWJWgfCFRYGTHCD3nbGJxcpEkKTatO51yzWRhQVA9UsI6uEhicp7h5SUGy8sMFpfonVum61AR3Qm5M0qB7FrC7Fommb+fVLZEMlPEzNlIveVlZ2RCRNknyx3IdNo7ftwvwRgxYjx6UAgEmtA4Y+AMAGw9w+GxKzn7eFYQTo4QP14hDIPM+ecDUK1W2z7XBThAItcHhX4Qe9vKhGGuct0EU4ZGpeHF/HmuiIFY1+A2qBch67pOJiWs6UuzbjDfXqHfTiFY37U+6rbpIWxN6c0MgJmH2mRbufY6m39v6jqNsVyOG5NJHNtt9+HMdtSmZ8OhH3c83wlI18Oz5oRx7uouvqhKaB1EhGwR2sRIFkAIjmRPQ9XrmGp3G1HpTfWyXF/uOEYAtjSxQtY1vbub9Bmnow82SU1HQuw4pE2d0kqMY+KiiAutfz9E6P8PF346JyEEZ0103swIiLymn5Qqr9ryHObudjdKNvdsRtcfOY2wZSer4cPv66VbBrHs5vzZNpInbTbbVdZ7mE/UYGDrinUIj2ylTYOrdw5z7QPHn49JkhjCYGumG6cCiURLXzQD7JOIYS2MnrjMw4Cb1qzhPpia3uaWnU/k2Sw3t52XMjQWaOoctGJ1X4bbq+OY+SIJvdlXXeogBY4fQ9yCwaTDvpJ2fO+Ek0TE4isEeJZgv8UJLXrPhBDs6Ntx0vXHhDhGjBgdUUgUeObEM3nmxDMBsB2bA8sHeGjhIQ4XD3O4eJgjxSPMVeY47BymQoWbd/+iWUEW2OL9hKBhoqsCuWWT3nlJ3yyMzFiMzTUYm6sxvBd0lQbSOMBiNkOxK4fdlcXsSZDqluQ0m7wokSvuJ9W4nURtFmnXO3ck2eUSY58gh/9OdrkufnrStbjoKfe35sZtuYslAV2rYst0jBgnwEpWtZPBw02R8UTC+mwDTdMedoaMp2zoZ67svtd8t17fMkUiB+svDeJNhYDtowV0XT8pa7kPf9wji03dvcYzurbAqos6ndYRE73tFnhLS4GRIvvUp4Dq4MQoBImtW0n09z9iSpxPGXQ5nV2K7bBa9fpLT0hStvRsYSI/0RQUOgkYo1FS41u4w67YylFsGMwyvdIcyLdbshoy6eZ/9t1xHwYWt2wmfcEFJyxnbtyI1tuLMTiAduB+t61tUsuPPfSBAZR2ciQq0+I+vH6gVThLsJQYCeJbO8J//5xk7lohBBvFRnZc8GwWa6op/Du4DY7de+rCwHwX4xN5q7TgjFVdjBdTbWPpY8NgjoGC5PojuxjKNC23hjRQuoZawULcZSpON622fOePBDkzxyST6C3UVUrB+Wt7KN7/8ES0WhET4hgxYpwUNKmxprCGNYU1keOWZXHttdcC8LwXPI+aqrFcX6bYKFKsFyk2iizXlyk1Sh2PLdeXub1e5Mf1ZYp1qNca9C84jM0oRmdgdLbMyFyJkd2QbnrwsShhT9ZkJtPFsewoc+kMpVQKWUiTLZgU8pKBnGLQqNFPmT57mfzsHuShm6E805YeQgGOcLPYqdAxBTgv/Q/U+NnuMaUI/lOKhJYgpacedhL4ViilcJaWsGbncEpFVK2GqteRuRypHSe/yxkjxqnC1uE8Dku/1uT2kSChwUmu7SNImRqjpktO00aaDXIDbqbaRw8drZmeBSipnJMSswLXvTGhayuScS3vWq47fW6uXo32MIn88bCqJ7R5KVrcr08AIQQZ4/hpsE6mji1yC+cPnR8c0wf6sRcWUObJjWeaNDl9gq2n/94jIsRK1xEnYb0VmhZ4JPgxxKeCEDvCYDBZZdWoO09SZ5/N4t69J2dlfRSwkBh1U/0Uxk5cOARhZuhLh8Z5YIv7c4pgjIzQ2PVAR+Xm456nSYYLHfJ2h1BIZnjK2FMiGz2mNKltGMd+8AhWOvzcPfLvgKdvHkB14PMbuzfSn+jnu+K7bZ/15xL8sk5GMSGOESPGowZd6iT1JIXEiUU2VoJSiopVYaG2wHx1nvnaPPPVee6tzlOaOoKz/yDaoSm0Y/MkZpbJzZXYNr1I7xLoHV6ixSQcysA9GVhOCYopjeXUIMWkoJjC/UkKllNQSkLVgJoJTngn//o/O2G7k1qSlJ4ibaTd3zJFd8MgV5bkypJMUZEqKVJLFqlig+RSjeRylcRyhVSxTLJUQuuwq/vA+BY+9ZtvQJOCtKmTSWhkEjo5T+wlk9DJJnTSpns8ZWpkTPff/jFTk246BQmaEEghkK64K3WnRrlRotSoUG6UKVklqlaNhl2nZtep23Vqjvu7L9XPhcNPBYW3IeBtGniWHxU+7v1drtsUqxbLVYvlaoPlWvNv/3ipblGu25S936WaRaVuU27YWLbCchxsR/GRl5zBb+w4+ZigX1d8/OMf5x//8R+ZnJxk586dfPSjH+Xcc89dsfy1117LW9/6Vvbt28eGDRt473vfy7Of/ezgc6UUb3/72/nkJz/JwsICF110Ef/0T//Ehg0bHla7zhrdxIH6AUayK6vJxnjkMMWjr+TvpxPKmSGrmueKeKL8yADrshZr+zMkTqAg+1jhqh1DJJPJKLnWE5AfWvmkXwGkkBEF9MSGDZgTEwwdKVFfQfgsDCEEQ2KI5CMgw48U4RjZxxpT6U0krUXWDDzytcMvA0fozCdXnbTo2eMV5po1pFavbo//fpQQeU/gGkou3HgZ37630YzV3nI1jzgoHMgnO7ddCvlLrS1PhJgQx4gR43EFIQRpI03aSLcvrLd1PsdRDkuVBeYP72Hp8D4aszPYM7PYc3M0pufRZhfonVtiYLFM4miNVLmGYR1/57khJTVTp264Pw1Dx5EShEAJ4VqThUsmDKuBblnojSKGtYhp2aTqNtoKG+2lBCymYSkDh3OCxUFYSsNiRrKUhooJdUNgawnKqUmOZd+JwEQpiVOTOFWJbQssW+IoAUoD5WpHggJhg7AROMHfCAchGghZA1lv/n4Y1gCruIHKwfYYyUeKXEInm/SIvamRNnUGcgnSvRnSpkbK1FwyLwW6FKztP74ozJMBX/ziF3nDG97ANddcw3nnnceHPvQhrrjiCnbt2sXAQHuO8BtuuIHf/u3f5t3vfjdXXXUVn/vc53juc5/LrbfeyvbtrpjUP/zDP/CRj3yEf/3Xf2XNmjW89a1v5YorruDee+8l2UFVeCUktARnhVIixXj8I2NkuHDkQvKJUOyxbrp5TJMnXnwmNTdm8/EMtfmqNqXexxpCCEQiwblrTqy2e6qwvW8714vrWbKOr2j9q4AtTUpm/4kLxjghflVkeCXkzFxToRxCgn+PjsfHY4WYEMeIEeMJDykkXekeujb0wIazT+ocp1rFXlykPD3L1OFp5o4eozK3SHW5SH25hFUuY5fKUK2g1apo9ZqbS9JxkCiEUu5vFLWkSdk0IZGERMIVKslmId+F7O7G6Okh0ddDqq+XVF83yYwgrdUZ1erYqkrZKlNqlIIf31Lr/11ulKlYFSxlYTkWtrLd345N3WnQsGs0bIuG00AhvByUGqAhlI4ggUDDEEl0mXR/+z8kMGQKQyYxZQpDJDFkAk0YGNJAFwaaMNCliSkTJE5Pu2kXhXDDrMHLk+mFXSOQovl30tTIJXXySZ1swiCXdElw1tQfdkxlDPjABz7Aq171Kl7xilcAcM011/Ctb32LT33qU/zVX/1VW/kPf/jDPOtZz+KNb3wjAO9617v43ve+x8c+9jGuueYalFJ86EMf4i1veQu/+Zu/CcC//du/MTg4yFe/+lVe8pKX/FLtXdWTZra4Qnx/Cy7bOnhS1rMYjy66OlkhT1LZOcavDxJaggExwF6OL/oWI8avI2JCHCNGjCclZDKJTCYpDA5SOLmsKzFinFLU63VuueUW3vzmNwfHpJRceuml3HjjjR3PufHGG3nDG94QOXbFFVfw1a9+FYC9e/cyOTnJpZdeGnxeKBQ477zzuPHGGzsS4lqtRq3WDOhfWlrZonRGh5y+KyFt6qQffa/gGDFixIgR47h4YjvLx4jxBMWnP/1pNmzYgGEYrA7ln4wRI0aMlTAzM4Nt2wwORvNWDg4OMjnZOUXO5OTkccv7vx9One9+97spFArBz/j4+CPqT4wYTwbE3/cxYjz+ERPiGDEeY0xNTfGqV72Kiy++mB/+8Id85StfOdVNihEjRoyTxpvf/GYWFxeDn4MHD57qJsWI8bhE/H0fI8YTA7HLdIwYjzEefPBBLMvi937v97j44os7llFK0Wg0MB+mdH6MGDF+fdHX14emaUxNTUWOT01NMTTUWUV3aGjouOX931NTUwwPD0fKnH766R3rTCQSJBKPX3GgGDEeL4i/72PEeGIgthDHiPEY4uUvf3nwpfjMZz4TIQR/+7d/y+rVq3n5y1/OJz/5STZu3IhhGPzgBz9gaWmJ17/+9WzZsoVCocBrX/ta3ve+93H//fe31b1nzx5e+tKXMjg4SDKZZP369fzN3/zNY93FGDFi/IpgmiZnnXUW1113XXDMcRyuu+46Lrjggo7nXHDBBZHyAN/73veC8mvWrGFoaChSZmlpiZtuumnFOmPEiHFivPKVr3xE3/c7duzgFa94Ba997Wt53vOe1/H7fu/evXz3u9/ln//5n+nq6oq/72PE+CURW4hjxHgM8da3vpVzzz2X173udXz84x/nzDPPZGxsjE9/+tN873vf4/bbb+dd73oXvb29bNiwgeXlZSzL4h3veAd9fX184xvf4Hvf+x5PecpTuO+++wLrzt69eznvvPPIZrP83d/9HevWrWPfvn1cf/31p7jHMWLEeDTxhje8gd///d/n7LPP5txzz+VDH/oQpVIpUJ1+2ctexujoKO9+97sB+NM//VOe9rSn8f73v58rr7ySL3zhC9x888184hOfAFy18D/7sz/j7/7u79iwYUOQdmlkZITnPve5p6qbMWI84fE3f/M3nH/++Q/7+/5tb3sb9913H8vLy9x555085SlP4W//9m+Devft28dTn/pUarUa559/Pm9605s4cuRI/H0fI8YvgZgQx4jxGGLdunVs3boVgK1bt3L++ecHny0uLnLHHXfQ1xdNd3HNNdcAYFkWR48eZefOnbz+9a/n85//PH/+538OwNvf/nZqtRp33XVXxHXyla985a+6SzFixHgM8eIXv5jp6Wne9ra3MTk5yemnn853vvOdQBTrwIEDSNl0/rrwwgv53Oc+x1ve8hb++q//mg0bNvDVr341yEEM8KY3vYlSqcQf/dEfsbCwwMUXX8x3vvOdh5WDOEaMGFGsW7eOo0ePAg/v+96yLK699locx+Ed73gHIyMj3HTTTUGZd73rXdRqNV74wheSyWS45JJLSCaTvPKVr8R6guV+jRHj8YKYEMeI8TjBRRdd1PblCPClL32J97///ezatYvFxcXg+K5du4K/v/vd7/Kc5zxnxTjCGDFi/Prg9a9/Pa9//es7fvajH/2o7diLXvQiXvSiF61YnxCCd77znbzzne98tJoYI0aM4+B43/fve9/7uOeeeyiXy8Hxo0ePBjHG1113HVdeeSWZTOYxa2+MGL/uiAlxjBiPE3Qis9/4xjd48YtfzJ/8yZ/wtre9jVtvvRUpJR/+8IepVqtBudnZWcbGxh7L5saIESNGjBgxHgGO933/+te/nmc84xlkMhkuu+wynvOc50REt2ZnZxkdHY3kAo8RI8Yvh5gQx4jxOIEQou3YF77wBZ7xjGfw4Q9/GMuyWFpawrIs5ubmIuX6+vo4fPjwY9XUGDFixIgRI8YjxPG+7z/4wQ9y7bXXAnDaaad1/L4/cuQIvb29j0lbY8R4MuBXSoiVUoCrWPlYwbKswM1kaWkJXdc7Hnu06q1UKtTrdSqVSlvdreeEy9brdaSUwTmVSgXLshBCBHVZlkW9Xg9iQur1eqQey7KQUlKpVLBtG6Dtb6VUcJ16vR5pv39Nv2y4bv+YpmmRdq40Lo1GI2iTX1e5XMZxHIC2Ola6JyuNaafjwIrjG253a7lwP6rVKvV6Hcdx2s730an/x2t/+HinMqVSKfjtt89Pu9D6rCwtLSGECOZDuVzmxz/+MbZtR8o//elP52tf+xoPPfQQ/f39bfdpJfyqno0YMR7PCD93MX55PJzv+hN9bz5StL6HYOX3/q8Srd8p/nfJyXwfHQ8n+53Tac3zWIx3a3uO993fus74Zddq/pj75/lrkeO1z1+ztK6PTtTnE41l63Uf6fe9X8cnPvEJbNvGtu1gTfjUpz6Vb3zjGzzvec8jlUpF2n8yY9hpvB5p/x7u5yuVW2kOd5pHD2eePJK1GnBSbXu4fTzRfD7es9GpPr+dKz1rAMViMVjn+/f60X4vPpx302N9rYfzXS/Ur3BFcOjQIcbHx39V1ceIESNGjBiPGAcPHoxDDR4F7Nmzh3Xr1p3qZsSIESNGjBhtOJnv+l8pIXYchyNHjpDL5Tq6h3TC0tIS4+PjHDx4kHw+/6tq2hMG8Xi044k+Jj/5yU+46qqr+OY3v8lTnvIUAHbs2MHFF1/MP/3TP0XKOo7D3//93/Pv//7vLC4ucuaZZ/Lud7+b3/3d3w3K++Pxk5/8hA9+8IP88Ic/pFwuMzo6ygte8ALe8pa3nIpunlI80efIo414PKJQSrG8vMzIyEhEkTnGI8PCwgLd3d0cOHCAQqFwqpvza4H4mX30cSrG9NH+vvexZ88e3vWud53S7/t4jj76iMf00cXD+a7/lRLiR4KlpSUKhQKLi4vxZCAej06IxySKeDzaEY9JFPF4xPhVIp5fjz7iMX30EY/po4t4PB99xGN66hBvjceIESNGjBgxYsSIESNGjCclYkIcI0aMGDFixIgRI0aMGDGelHjcEeJEIsHb3/52EonEqW7K4wLxeLQjHpMo4vFoRzwmUcTjEeNXiXh+PfqIx/TRRzymjy7i8Xz0EY/pqcPjLoY4RowYMWLEiBEjRowYMWLEeCzwuLMQx4gRI0aMGDFixIgRI0aMGI8FYkIcI8bjHD/5yU945jOfSV9fH4VCgfPPP5///M//PNXNihEjRowYMWI8Soi/62PEOHWICXGMGI9j3HHHHVx22WUIIfiXf/kXvvSlLzExMcELX/hCvvnNb57q5sWIESNGjBgxfknE3/UxYpxaxDHEMWI8jvHXf/3XfPCDH2R2dpZ0Og2A4zisXbuWCy64gM9//vOnuIUxYsSIESNGjF8G8Xd9jBinFo+6hfjjH/84q1evJplMct555/Hzn//8uOWvvfZaNm/eTDKZZMeOHXz729+OfK6U4m1vexvDw8OkUikuvfRSdu/eHSkzNzfHS1/6UvL5PF1dXfzBH/wBxWLx0e7aI8KpGI/Vq1cjhIj8vOc973nU+/ZI8WiPyX/+539y+eWX09vbixCC22+/va2OarXK6173Onp7e8lms7zgBS9gamrq0ezWI8bxxqNer2MYBslkMjj2H//xHxw9epQvfelLj3g8LrnkkrY58upXv/pX1seHi0dzjjQaDf73//7f7Nixg0wmw8jICC972cs4cuRIpI4ny3vkZMfj8f4eifH4wcOdn09WvPvd7+acc84hl8sxMDDAc5/7XHbt2hUpczLfVQcOHODKK68knU4zMDDAG9/4RizLeiy78rjEe97zHoT4/9k77zhLqjLvf6tu6Nw9eZohR1FyWAaQxYSioisGVAygr6KuCcE14Gta3RVXlDWuvriKq8KiKKIESUOGCUxkcuqe6ZxvThXOef+ocKvuvZ0m9Qxzvh+G7q46derUqap7z+88z3kejc997nP+tkOlP2t91+u6TnNzM7ZtH9C29Pb28oEPfIC5c+fS0NDAGWecwcqVK/39h/q4/EBj2zZf+9rXOP7442loaODEE0/k29/+NkF7pOrTgwC5D7nrrrtkPB6Xv/71r+XGjRvlddddJ2fNmiUHBwdrln/uuedkJBKR3/ve9+SmTZvkV7/6VRmLxeT69ev9Mt/97ndlW1ubvPfee+W6devkP/3TP8njjz9eFgoFv8wb3/hGedZZZ8lly5bJZ555Rp500kny6quv3peXtkfMVH8ce+yx8lvf+pbs7+/3/2Wz2f1+vVNhf/TJb3/7W/mv//qv8pe//KUE5Jo1a6rq+cQnPiGPPvpouWTJErly5Up54YUXyosvvnh/XeaUmaw/1q9fLxsaGuRnP/tZ2d/fLx988EGpaZqMRCLyN7/5zR73x6te9Sp53XXXhZ6RVCp1oC57Qvb1M5JMJuVll10m//CHP8gtW7bIpUuXygsuuECed955oXoOl8+RqfbHwfw5ojh4mO7zeThz+eWXy9tvv11u2LBBrl27Vr75zW+WxxxzTOi9muy7yrIsefrpp8vLLrtMrlmzRj744INy3rx58qabbpqJSzpoWLFihTzuuOPkmWeeKa+//np/+6HSn5Xf9SMjI/K73/2ujMfj8oknnjhg7RgbG5PHHnus/NCHPiSXL18uOzo65MMPPyx37NjhlzmUx+Uzwb//+7/LuXPnyvvvv192dnbKu+++WzY3N8sf/ehHfhnVpzPPPhXEF1xwgfzUpz7l/23btly0aJG8+eaba5Z/97vfLa+44orQtsWLF8uPf/zjUkophRCyvb1d3nLLLf7+ZDIp6+rq5P/+7/9KKaXctGmTBOQLL7zgl/n73/8uNU2Tvb29++za9oSZ6A8pnYHsf/7nf+7DK9l37Os+CdLZ2VlTACaTSRmLxeTdd9/tb9u8ebME5NKlS/fiavaeqfTH0qVLZXt7uwQkICORiLz33nv9/dPtDykdQRwcNBxM7M9nxGPFihUSkLt375ZSHl6fI7Wo7A8pD+7PEcXBw3SfT0WZoaEhCcinnnpKSjm176oHH3xQ6rouBwYG/DI///nPZWtrqyyVSgf2Ag4SMpmMPPnkk+Wjjz4a+m471Pqz8ru+qakp9F1/IPjSl74kL7nkknH3H+rj8pngiiuukP/n//yf0LZ3vOMd8v3vf7+UUvXpwcI+c5k2DINVq1Zx2WWX+dt0Xeeyyy5j6dKlNY9ZunRpqDzA5Zdf7pfv7OxkYGAgVKatrY3Fixf7ZZYuXcqsWbM4//zz/TKXXXYZuq6zfPnyfXV502am+sPju9/9LnPnzuWcc87hlltuOSjcqfZHn0yFVatWYZpmqJ5TTz2VY445Zlr17Gum0h/bt2/nqquu4vzzz+eBBx5g/vz5nHvuuVx99dU8/vjjwPT7w+OOO+5g3rx5nH766dx0003k8/l9c2F7wYF6RlKpFJqmMWvWLL+Ow+VzpBaV/eFxMH6OKA4e9uT5VJRJpVIAzJkzB5jad9XSpUs544wzWLhwoV/m8ssvJ51Os3HjxgPY+oOHT33qU1xxxRVVn3uHUn9Wftc/8sgjvOtd7wp91x8I/va3v3H++edz1VVXsWDBAs455xx++ctf+vsP5XH5THHxxRezZMkStm3bBjgB1J599lne9KY3AapPDxai+6qikZERbNsOfagALFy4kC1bttQ8ZmBgoGb5gYEBf7+3baIyCxYsCO2PRqPMmTPHLzMTzFR/AHz2s5/l3HPPZc6cOTz//PPcdNNN9Pf3c+utt+71de0N+6NPpsLAwADxeLxqsD/devY1U+mPr3zlKzQ2NvKXv/yFaDRKMpnkhhtu4LbbbuPzn/88a9as2aPreN/73sexxx7LokWLePHFF/nSl77E1q1bZzzFw4F4RorFIl/60pe4+uqraW1t9es4XD5HKqnVH3Dwfo4oDh725PlUOAgh+NznPscrX/lKTj/9dGBq31Xjvd/evsONu+66i9WrV/PCCy9U7TuU+rPyux7g9a9/Pbt37/a/6w8EHR0d/PznP+fGG2/kK1/5Ci+88AKf/exnicfjXHvttYf0uHym+PKXv0w6nebUU08lEolg2zb//u//zvvf/37g0NY6LyX2mSBWHDzceOON/u9nnnkm8Xicj3/849x8883U1dXNYMsU02X9+vWcddZZ/hekx/nnn89PfvKTPa73Yx/7mP/7GWecwRFHHMHrXvc6du7cyYknnrjH9R7smKbJu9/9bqSU/PznP5/p5sw4E/WH+hxRKPYfn/rUp9iwYQPPPvvsTDflkKW7u5vrr7+eRx99NBSM6lBkf33XTxchBOeffz7f+c53ADjnnHPYsGEDv/jFL7j22msPWDteSvzxj3/kjjvu4M477+S0005j7dq1fO5zn2PRokWqTw8i9pnL9Lx584hEIlXR+wYHB2lvb695THt7+4TlvZ+TlRkaGgrttyyLsbGxcc97IJip/qjF4sWLsSyLXbt2Tfcy9in7o0+mQnt7O4ZhkEwm96qefc1U+qO9vZ21a9f6rqpef7zwwgssWrSoqvyesnjxYgB27NixV/XsLfvzGfHE3+7du3n00UdD1tDD6XPEY6L+qMXB8jmiOHjYk+dTAZ/+9Ke5//77eeKJJzjqqKP87VP5rhrv/fb2HU6sWrWKoaEhzj33XKLRKNFolKeeeoof//jHRKNRFi5ceMj0Z+V3vUfwu/5AcMQRR/CKV7witO3lL385XV1dfjvh0ByXzxRf+MIX+PKXv8x73/tezjjjDD74wQ9yww03cPPNNwOqTw8W9pkgjsfjnHfeeSxZssTfJoRgyZIlXHTRRTWPueiii0LlAR599FG//PHHH097e3uoTDqdZvny5X6Ziy66iGQyyapVq/wyjz/+OEIIf5A/E8xUf9Ri7dq16Lpe5W5xoNkffTIVzjvvPGKxWKierVu30tXVNa169jVT6Y9PfepTbN++nSuvvJL77ruP4447ju9///s89dRTfPaznwWm3x+18FIzHXHEEXtVz96yv54RT/xt376dxx57jLlz51bVcbh8jsDk/VGLg+VzRHHwsCfP5+GMlJJPf/rT/OUvf+Hxxx/n+OOPD+2fynfVRRddxPr160ODY29Cq1LIvNR53etex/r161m7dq3/7/zzz+f973+///uh0p+V3/UPPfQQ11xzTei7/kDwyle+sioV2LZt2zj22GOBQ3tcPlPk83l0PSy3IpEIQghA9elBw76M0HXXXXfJuro6+Zvf/EZu2rRJfuxjH5OzZs3yo/d98IMflF/+8pf98s8995yMRqPy+9//vty8ebP8xje+UTPN0KxZs+Rf//pX+eKLL8q3ve1tNUORn3POOXL58uXy2WeflSeffPJBEYp8Jvrj+eefl//5n/8p165dK3fu3Cl///vfy/nz58trrrnmwF78OOyPPhkdHZVr1qyRDzzwgATkXXfdJdesWSP7+/v9Mp/4xCfkMcccIx9//HG5cuVKedFFF8mLLrrowF34OEylP971rnfJSy65RM6ZM0c2NzdLQF599dV73B87duyQ3/rWt+TKlStlZ2en/Otf/ypPOOEEeemll85IH1Syr58RwzDkP/3TP8mjjjpKrl27NpRGKBhF9HD5HJlKfxzsnyOKg4fJnk9FmX/+53+WbW1t8sknnwy9d/l83i8z2XeVlyboDW94g1y7dq186KGH5Pz58w/7tEselRkUDqX+vO+++/zv+ra2Nnn++efL3/3udwe0DStWrJDRaFT++7//u9y+fbu84447ZGNjo/z973/vlzmUx+UzwbXXXiuPPPJIP+3SPffcI+fNmye/+MUv+mVUn848+1QQSynlT37yE3nMMcfIeDwuL7jgArls2TJ/36te9Sp57bXXhsr/8Y9/lKeccoqMx+PytNNOkw888EBovxBCfu1rX5MLFy6UdXV18nWve53cunVrqMzo6Ki8+uqrZXNzs2xtbZUf/vCHZSaT2deXtkcc6P5YtWqVXLx4sWxra5P19fXy5S9/ufzOd74ji8Xifr3O6bCv++T222/30xQE/33jG9/wyxQKBfnJT35Szp49WzY2Nsq3v/3tIcE8kxzo/ujq6pKXXnqpnDNnjqyrq5MnnXSS/MIXvnDQ5CGWct/2iZd+qta/YH7Hw+VzZCr9cSh8jigOHiZ6PhVlxnvvbr/9dr/MVL6rdu3aJd/0pjfJhoYGOW/ePPn5z39emqZ5gK/m4KRSEKv+nD733XefPP3002VdXZ089dRT5W233Rbaf6iPyw806XRaXn/99fKYY46R9fX18oQTTpD/9//+39CEvOrTmUeTUsoDYIhWKBQKhUKhUCgUCoXioGKfrSFWKBQKhUKxd/zsZz/juOOOo76+nsWLF7NixYoJy999992ceuqp1NfXc8YZZ/Dggw+G9t9zzz284Q1vYO7cuWia5scLCPLqV78aTdNC/z7xiU/sy8tSKBQKheKgRQlihUKhUCgOAv7whz9w44038o1vfIPVq1dz1llncfnll1dFF/V4/vnnufrqq/nIRz7CmjVruPLKK7nyyivZsGGDXyaXy3HJJZfwH//xHxOe+7rrrqO/v9//973vfW+fXptCoVAoFAcrymVaoVAoFIqDgMWLF/MP//AP/PSnPwWciM1HH300n/nMZ/jyl79cVf4973kPuVyO+++/39924YUXcvbZZ/OLX/wiVHbXrl0cf/zxrFmzhrPPPju079WvfjVnn302P/zhD/f5NSkUCoVCcbATnbzIniOEoK+vj5aWFjRN25+nUigUCoViSkgpyWQyLFq0qCodxkxhGAarVq3ipptu8rfpus5ll13G0qVLax6zdOlSbrzxxtC2yy+/nHvvvXfa57/jjjv4/e9/T3t7O29961v52te+RmNj45SOVd/1CoVCoTjYmM53/X4VxH19fRx99NH78xQKhUKhUOwR3d3dHHXUUTPdDABGRkawbZuFCxeGti9cuJAtW7bUPGZgYKBm+YGBgWmd+33vex/HHnssixYt4sUXX+RLX/oSW7du5Z577qlZvlQqUSqV/L97e3sPuxy4CoVCoTg0mMp3/X4VxC0tLX5DWltb9+epFAqFQqGYEul0mqOPPtr/jjrc+djHPub/fsYZZ3DEEUfwute9jp07d3LiiSdWlb/55pv513/916rt6rteoVAoFAcL0/mu36+C2HOdam1tVV+SCoVCoTioOJjce+fNm0ckEmFwcDC0fXBwkPb29prHtLe3T6v8VFm8eDEAO3bsqCmIb7rpppCrtjfoUN/1CoVCoTjYmMp3/cGxeEqhUCgUisOYeDzOeeedx5IlS/xtQgiWLFnCRRddVPOYiy66KFQe4NFHHx23/FTxUjMdccQRNffX1dX54leJYIVCoVAc6uxXC/G+xLAEyzpGeeVJ84joB8+svkKhUCgU+4Ibb7yRa6+9lvPPP58LLriAH/7wh+RyOT784Q8DcM0113DkkUdy8803A3D99dfzqle9ih/84AdcccUV3HXXXaxcuZLbbrvNr3NsbIyuri76+voA2Lp1K+BYl9vb29m5cyd33nknb37zm5k7dy4vvvgiN9xwA5deeilnnnnmAe4BhUIhCgX0hoaZboZCcVhxyFiIn9w6xDW/XsEVP36G/lRhppujUCgUCsU+5T3veQ/f//73+frXv87ZZ5/N2rVreeihh/zAWV1dXfT39/vlL774Yu68805uu+02zjrrLP70pz9x7733cvrpp/tl/va3v3HOOedwxRVXAPDe976Xc845x0/LFI/Heeyxx3jDG97Aqaeeyuc//3ne+c53ct999x3AK1coFADm4BCZJY9jDtbOPa5QKPYP+zUPcTqdpq2tjVQqtdcuVSXL5pGNg3zlL+s5bm4Tf/nkxUQjh4yeVygUCsVBwr78blKo/lQo9hWl7dspbt1G3SknU3/KKTPdHIXikGY6302HjKKsi0Z461mL+P5VZ7G+N8V/P9s5001SKBQKhUKhUCj2LfvNVKVQKGpxyAhij8tPa+eyly/k50/uJFuyZro5CoVCoVAoFAqFQqE4RDnkBDHA9a87mVTB5M7lu2e6KQqFQqFQKBQKxd5zEKWCUygOJw4ZQSylJP/CC9ipFGcc1cYrT5rL75d1IYTyK1EoFAqFQqFQvFRQY1uF4kByyAhia3CQ3R+8hm2vvITBm2/mPecsomssz7LO0ZlumkKhUCgUCoVCsXcoC7FCMSMcMoI4MmsWx/z6V8y66l2M/c9vOevX32NWXYQ/reqZ6aYpFAqFQqFQKBT7hv2XAEahUNQgOtMNmCp6fT1NF19M08UXU3fiSQz+27/xhdfN5bubLsawBPHoIaPtFQqFQqFQKBSKMMpCrFDMCIekipzzgffT+ta3cs6Tf6ZtuI/ndo7MdJMUCoVCoVAoFAqFQnGIcUgKYoCFX7mJSEMDH936EH9f3z/TzVEoFAqFQqFQKPYC10KsXKYVigPKISuIo7NnM/ejH2Vxz4t0PL0c0xYz3SSFQqFQKBQKhWLvUIJYoTigHLKCGGDONR/Enj2XK9c+wKrdiZlujkKhUCgUCoVCoVAoDiEOaUGsNzYy99prOG9oG6ueWDnTzVEoFAqFQqFQKPYMFVNLoZgRDmlBDLDgfe+lFKun6W9/mOmmKBQKhUKhUCgUe4VULtMKxQHlkBfEkdZWRl91OeduW0HPzu6Zbo5CoVAoFAqFQjFtNJV2SaGYEQ55QQxw3EeuJSZttv7mrpluikKhUCgUCoVCsecoA7FCcUA5dARxbgSeuRU2/RWKqdCuE84+lS1HnELjY/cjhYo2rVAoFAqFQqE4xFAWYoViRjh0BPHINljyr/DHa+DW0+Dp74OwAcfFJPHqNzMrMURq6bIZbqhCoVAoFAqFQrGHqDXECsUB5dARxMdeDF/pg488Bie9Fh7/Nvz+nWDkADjhHW8mHWtk1//cOcMNVSgUCoVCoVAoFArFocChI4gB4k1w9D/Au38Lb/sZdD4Fd74HrBIXnrqIJ487n+hzT2ElVE5ihUKhUCgUCsUhhHKZVihmhENLEAc55wPwjl/CrmfgwX+hPqoz8qo3EbEt0vfdN9OtUygUCoVCoVAo9gDlMq1QHEgOXUEMcMa74NIvwurfwoY/c+Yl57Bl9tEM/ekvM90yhUKhUCgUCoVi6igLsUIxIxzaghjg1V+GoxfDg//C646SLDn6fOS2LRS3bZvplikUCoVCoVAoFNNDBdXyMYXJxpGN2G4gXcU0UM/RlDlkBHFHsoP33v9ePvnYJ/mvtf/FtoQrePUIvO2/wCyy6Jmb6Dnnldh6hNRf/zqzDVYoFAqFQjGjZJ9+muLWrTPdDIVCsYd0JDvYnd5Nd6Z7pptyaDG8DTb8GSxjpltySHDICGKJZF7DPEYKI9z24m2882/v5LpHrmPL2BaYdxK89quw9UHed+wAK9pfQepv9yFtNZukUCgUCsXhip3OUNq+Y6aboVBMDeUyXYWQAnB0gGIaJHY5P63ijDbjUOGQEcQnzjqRn77up/zxrX/kqfc8xb+c/y9sS2zjvfe/l/9e/9+IC66DeS/jrQM/4fGjzsYeHianchIrFAqFQqFQKA4JXEGsXF0VigPKISOIg7TVtXHtaddy/9vv5/LjLudHq3/EZ566kfzrv0lDupNzju2m1NBM6t57Z7qpCoVCoVAoFAqFYi/QUNZzxf7jkBTEHi3xFr77j9/laxd+jed6n+PD2/+HkZMv4xOx+1h+zBlkHnsMO5ud6WYqFAqFQqFQHJwYOSimZ7oViiDKQlyFcplW7E8OaUEMoGka737Zu/nJa39CZ6qTj9blKJKn7sgUslgk8/AjM91EhUKhUCgUioOTrX+H7WqspDi46Ux1znQTFC9hDnlB7PGPR/0jP7/s5/SVxrjuuJN4/YJnyS88QkWbVigUCsUhw89+9jOOO+446uvrWbx4MStWrJiw/N13382pp55KfX09Z5xxBg8++GBo/z333MMb3vAG5s6di6ZprF27tqqOYrHIpz71KebOnUtzczPvfOc7GRwc3JeXpVAopoFUFuIqilaRvJmf6WYoXqK8ZAQxwHkLz+PHr/0xuzWLGxfNInO0Rn7FCoye3plumkKhUCgUE/KHP/yBG2+8kW984xusXr2as846i8svv5yhoaGa5Z9//nmuvvpqPvKRj7BmzRquvPJKrrzySjZs2OCXyeVyXHLJJfzHf/zHuOe94YYbuO+++7j77rt56qmn6Ovr4x3veMc+vz7FHtC1HLY8MNOtUBxolB5WKA4oLylBDHDhERfyw9f8iK3xOv58ZjdoGun7/jbTzVIoFAqFYkJuvfVWrrvuOj784Q/zile8gl/84hc0Njby61//umb5H/3oR7zxjW/kC1/4Ai9/+cv59re/zbnnnstPf/pTv8wHP/hBvv71r3PZZZfVrCOVSvGrX/2KW2+9lde+9rWcd9553H777Tz//PMsW6YyNcw4qW4wCzPdCsUBw1HC9tgoolSa4bYoFIcPLzlBDI779A2nfo4nF9bRfUyM5L1/Ve4nCoVCoThoMQyDVatWhYSrrutcdtllLF26tOYxS5curRK6l19++bjla7Fq1SpM0wzVc+qpp3LMMcdMqx6FQrHvEMUSueefn+lmKBSHDS9JQQxwzeIP84bkQv56hoW5ezfFdetmukkKhUKhUNRkZGQE27ZZuHBhaPvChQsZGBioeczAwMC0yo9XRzweZ9asWVOup1QqkU6nQ/8UCsU+IGC8ETm1XlahOFC8ZAWxpmmceNzXOOKIAsUYbPjdTyc/SKFQKBQKxYTcfPPNtLW1+f+OPvromW6SQqFQKBR7zEtWEANcev7ZtCfOY/tJAm3Jc+wY2jLTTVIoFAqFoop58+YRiUSqojsPDg7S3t5e85j29vZplR+vDsMwSCaTU67npptuIpVK+f+6u7unfD6FQqGYDir/sOJA8JIWxKctauX+lveweFGWpiL86v/9M1kjO9PNUigUCoUiRDwe57zzzmPJkiX+NiEES5Ys4aKLLqp5zEUXXRQqD/Doo4+OW74W5513HrFYLFTP1q1b6erqGreeuro6WltbQ/8UCsU+QMW7UShmhOhMN2B/omkai888jccy/8iFjWt4xYohvvbc17j11beiadpMN0+hUCgUCp8bb7yRa6+9lvPPP58LLriAH/7wh+RyOT784Q8DcM0113DkkUdy8803A3D99dfzqle9ih/84AdcccUV3HXXXaxcuZLbbrvNr3NsbIyuri76+voAR+yCYxlub2+nra2Nj3zkI9x4443MmTOH1tZWPvOZz3DRRRdx4YUXHuAeUCgUisOLjJEhqkdpiDbMdFMOa17SFmKAd5xzFD+3/om5x5U4d6dg+ZZH+dP2P810sxQKhUKhCPGe97yH73//+3z961/n7LPPZu3atTz00EN+4Kyuri76+/v98hdffDF33nknt912G2eddRZ/+tOfuPfeezn99NP9Mn/7298455xzuOKKKwB473vfyznnnMMvfvELv8x//ud/8pa3vIV3vvOdXHrppbS3t3PPPfccoKtWKBSKw5dnep7hia4nZrQNUkruXr2TbYOZGW3HTPKSthADvKy9hYWLjmaVdiEnbFrHB7uO5Hsrvsd5C8/jhLYTZrp5CoVCoVD4fPrTn+bTn/50zX1PPvlk1barrrqKq666atz6PvShD/GhD31ownPW19fzs5/9jJ/97GfTaariMGIwXWRZxyhvOv0I4tGXvC1l5lAu04oZYMvYFjanVqHxSk5Z2DLTzZkRDotPtXecexRfk2+jfo7FZStGaYw18tVnv4ot7JlumkKhUCgUCsWBp5CA4tRSZu0YcuKvZEvW/myRYhKklEghZroZipcYI4URAGxpznBLZo7DQhD/01mLSOltJM56BVZvjq+3vIX1I+v53y3/O9NNUygUCoVCoTjw7FgC2x+Z6VYopkF+6VLSD/59pptx4Nj+KKR6Z7oVhzjK62AqHBaCeH5LHa86ZT7/Nv8q0CSn/+UhXn3Uq/nxmh/Tm1UvmkKhUCgUCoVihpnEZdoaSxyghhwkFFMwXE6ZqlIw7R9Uvx4mghjgfRccw2pjNtopR5Be2c1Xjr8KXdP59rJvI9WaDYVCoVAoFAqFQvFSQmmcKXHYCOLXnLqAI2c18LeTr8AqRGj9w6187tzP8VzvczzQ+cBMN0+hUCgUCoVC8RIjkTOwxaEvSqyRkYPLgFRMzXQLXjocRLd1pjhsBHFE13j/hcfwS+1ktIY4qafW8O62V3DW/LP4wcofkDNzM91EhUKhUCgU08HIgV07EMxBNXh/CWKNjqoAT5OQNyye3j7M+t6pibeD9Zm1Eglyy5ZT2rZtRtvh909+zFlfPLJ9RtujeOlw2AhigPecfzRaPE7Hma8k3dMAj3yHL1/wZUYKI/z3+v+e6eYpFAqFQqGYDlv/Dh1PzXQrDjvsZJLc0mWUtitBMhGm7Qi4VOHQjt4rDaf9Ij21qOQeViKBtPZDZHIvS0yqZ9/X/ZJj8kmWg3Ma5sByWAniuc11vOWsI7it+UykpZF+/ElON23eduLb+O3G39Kd6Z7pJioUCoVC8dLHtsqD2r2lmNw39SimjCiVnJ/Z7Ay3RHEg0CKOXJD21D0CpGmSe+55CmvX7rN2+MGf9Ijzs5TZZ3UfCApWAVMc2pMjL1UOK0EM8IlXncja5qPIz28n1dUKT9zM9edeT1SPcuvKW2e6eQqFQqFQvPTpXg4b/zKuu/M+4SB1P31J4PWtps1sOw52pvsIHmSPbGn7doRhQMQVoHIagth1p7dT+2Gtr/f82ca+r3s/8kTXEyztW3pgTzqFz0H1UXkYCuJTFrZw+ent3Nd+LvmBCOaah5k/sJHrzryOx7oeY0X/ipluokKhUCgUL12EDZl+5/dDzMKjcPFH0EoQv1SxEgmKW7dRfPFFNN21EFvT8OrYW5VV4/iXQnqgrDHzXhVmfz/SmHgyIT80TH545AC1aOY57AQxwKdecxIPtp8NElJDR8Lfv8wHX3Y1RzYfyS0rb8HeV25cCoVCoVAowhiBIJaTDJqFkCzvGCVT3ANLsjJ77D9c65+mK0Hs078OtlRkLTlUu6eY9u9xSARPw0K8f1Hv9p4iikXyq1aTX71mwnLL7n6IZX/8+wFq1cxzWAriM4+axannvIyNC08msWsWcmgzdWt+zw3n3cCWsS3c13HfTDdRoVAoFIqXDHkzX147Nw03x7G8wUC6yPoelWLlYKJsID5UFd/UkVJOLfrzyHYwCxUHT/ts5V+t4sx4UKR6YfsjkO4LNMtpl7T3wGC0p89ILQuxmuTae9x7KAp5f5PeO0x9anrPWqqUIvkSit9wWApigC9e/jL+euyFWIOj5LTF8MS/84Z553L2/LP58eofkzfzk1eiUCgUCoViUp7sfpJlfcucP6xSYM/EA1xtSqXGYR8Nnq1EwllHOU1e7Eny17W9+6QNk/Fk95NsTxzIiM+HzxrizKOPknn0UXIrVmAlEgfuxP3rYNvDe1eHkasW6ZNRciNJ+2I8MCEwnTRb++j9q+kmrYTx1KnsqxrvbGxrJ/O3dU2r2ud6n+P5vucnLGONHDou14etID79yDYWvPENjNW3MtAxH8wC2kNf5l/+4V8YLgzzPxv/Z6abqFAoFArFS4aM4Q6w7YAgnmRgq+2N4NpHg+bcc8+Te378gV+po4PU/Q9Ube8cydUovX/Im/kDK4gPo6Ba0jCRhok1NExhzdrpHTzT3bP179Vu3FOmuvF7ZCHe406Y6P1Vgnhfsj960+juJrdsOUbPgZkU3FsOW0EM8Pk3n8ajJ1yEsWINxmmfhA1/4qzRHt503Ju4fePtDOWHZrqJCoVCoVC8tLCmbm31LcT7eMS2vGOUnsTUPcFEdnxxW9y0eV80acrsSOzg6Z6nD+g5q/AthTOt+A5yph1l+mAUeoF7PB0L8d5yUPbFnmELyYbeFJZ46VzTZIi845kgi9P0UJghDmtBvGhWA8d/6P0ITWPNcg3az4T7b+T60z6ELWx+suYnM91EhUKhUCheWtjTcJnWvFJ7MJAMDKjtTHh93EC6yKrdB9D9dR+yLbFtn0aqNYYS04seDOW+VUG1XnLY6QxmomI96ThriAuGTXq8gHf7QTz7rtuHmFjuHMmxczjLcKa4/05ilcIBC33G6atanuiHseX9sBbEAO+/4jw2HH822t/vY+SSmyE/wpFP/Sfvf8X7+euOv7JlbMtMN1GhUCgUikMKKSWJ4jiCcxqDWc21Tu3t+De/fPneVQAh1z8pJUt3jjKSLYW2HWrYuQKFbd0UdvSEtltjYxhd468p9K51r1zaDwem2z0HwTOUXbGW/MbO2jsrmvfIpgGe2DKJN+UePyIvAZfpUhZKGVIFxysmHt2PsmvLA46L/GSod7Ymh70gjkZ0zv3iZ2gx8tz540cRl34J1v+R65jNrLpZfP+F7x+SX3IKhUKhUMwUHakOlvYtZaw4VmOvpChMlqU7MKcYcbrWt/BAqugPNA8EhbVrfVFs2IKhzKFrZfaQrgunNKzQ9tzzSym8uL66vG+hczeowfX0sC0Y2LDX1tMDOy6VeyTU96SJ1vAwqfsfGDeI3YGwYJp9fch9Zd3e9hBse5iC4aYpG+d9qbyugVSRv67tpWBMJ+/zOG2ezo2YatncCIg9SIV3EHPYC2KAU159IZkzz+e85X/nJ5nXw3H/SMtD/5dPnvQulg8sn/m1OgqFQqFQHEJkTcelt2jVcBGUko7iCGNWjt7cwMQVTaC3lneMsH1ofNfhfTV0TuQNSq5LsZwo2vT+FCnFmU87FRZh0wiqZVuTlxmHnkSe3uShsQZxSgxthOEtkNw90y2ZAnv7PE//eGPXLgDsZHLi92k/vWvmwAD51Wso7dixx3VYwmLr2FZsURaz/tKPcdq9aneCv67tpc991rvGnPgGqcJ+EJ2e+zt7Ifo7noShAxM7wbAOzLp1JYhdTv/yDcwpZej6zR3ce8I3Id7Iu5b+huNbjuEHq35Qzp+oUCgUCoViStS26MhAOqWpDWxrDyRrbEv1wFi1u+eeWtSklHQMZ9ncn96j4/fm3CG2P7r3dewlLyafZOPYBucPz4I2mSAe2gyb7p1WILUgq3YnWLmrlpfBIULlrfcmB8brt6k+Kwfac3FPzrcf2lj+vNg/1y9LJffnnnuedKQ62JncSXemO1y3lAxlSmRL408Q9ST24eSP5dVV0VdSkrfyrBpczUhhJFRkWr063XRee0DXaJ6/b+gff536PkQJYpfGc8+l6bWv5ZrtS/i3e7ax7IIfE0128y8Zg85UJ3/c+seZbqJCoVAoFIcE2kSmXVneP1ocoyPZMWHZpuwuGlJTTCnUtQx6V7nH1h7e7YlAtacSHXacel9KgWX7c+5a46mmXUq6oqCWp8ChglWAwY0g9tzS7eO5tWp7Ofw+oIJ4D93i9zo114G3EEvTFV57ESzOswwHJ/u82nIliy0D4cm1PXUDl1Ly17W97KqV3i3VC/b4IjLnBuXzBfFBynDW+dzIFvfBuzcJShAHaP/KV6jTJF/seJj3PwyrzvoW/9i5glfG5vDj1T9mYDLXLoVCoVAoDlOCrm3lYFi1B3veAHGoMDJh8EqJZFZyI82J6jKjpV5G7Olbbqc1lt4H6+8OpTgklrCwJhB+5SC/4wfVKpp21aB/xikka3oOTIlUDxjZfeO2Ll032kNKEO/ZGmLvGJHN7bM1ufvzXZK2TXHLVmDyYHF5Y/oCbVzhu4eXZNrOgTXftcL4sQ2kdNqiSVn+nJ6O5f0Q+jybDkoQB4gfdSTz/vmfOWPbCv45u4F3Pn8My476KF/vWI+0Snx76bcPqS82hUKhUCgOFKLG96NE1vjelOyL/LU9+W3ssCaYqA6ed0+/u8cVuVMvu78sxFJKtgykeWb78D6r87Hdj/HIrkemcHL3Zw3hsLY7ydaBDGO5sNupNTyMnd136aKmxY7Hyp4De8z0n9kqETSJhXjKY8wDMhbdy3c00MbS9qmtyZUV76woGpCYRiqhvSEo2vXx5VHXaJ5HNw1WPd8e3j0Peclozp7a5aePJazAUs6J75M0jKrYB7U+kafMwaCDLAOStaPg51evIf3wFD7DKlCCuIK5132Upkv/kSue+D03zM9w9Y7XsLrxXVw/OszTvU/zYMcDM91EhUKhUCgOaoIWllqioLx74sHVRGOvfeGIOZkA2ReT4PsrMu5jXY+xdSDDaLY0eeEpIsaLVFvF+NfkuZdX9l1u+QqyTz61p00L0/Ek9K0p/13KQnaS9D97yjSegUEjzVC+3I7quSBPEEcOWJumgyjVfpb29j2YMBjd+EeRXbMNtvQFtjjtsLNZpL0fgy1NYCFO5J1rGc+N1xfEgTomWkIy4Wdc8LBS1i/82O7HWNL1GAAxIzmhRTj9+NOkHwnGIChb/Cst4RJJ0ZwssvVBIIh7V0L3CihlqnaZfX1l1/dpoARxBVokwpG33ELdccdy+W++w20Lh7hx9G3YuddxVrHEzc9+lYHEHrrdKBQKhULxEmWqca+mVWew7mylJXSSyqcwiJ+0yD5xmZ56FdPBHGeNYKKYoGTvO5EcwruWKbjA7sscxVJKdgxlymu5cyMwurNcYNtD0LmfM4JM4XpWZXezcuCF8QsIm8zKLRQ21VgmkNjlrIGfQXLPP197xx55TO/ZWn0hpf/s1BK90jTJPreiKnf2VBnOD9fOkR5q7/j32nsMannEhKsL7x+v9JR6ycg5z/jQJvfcwhfe8waehR1LJmpJZcP8X2sJ9XXdyam0aGYxnSjc46aa2gOUIK5BpK2NY++4g4bzzuPo/3cL9+78X5aNLubIvkuwhMm/3PsOzHFM9QqFQqFQHI6Eg8gELMSVA0d37dpUxsvesRJgbILgW5M3rmZ7JtXD4/g712r7uAPe/WxQqbRAL+1bytK+pfvtfEXTpjeR3/MKjDzsXgpi6jlWu8bybOxLs2OCNFsHDbLmr+4GgSgaGN291cf1rITi1NZe769HSuSC99X3i9+zyvbgwV/WMcq67qTzjk64Jl9ip6b/LIhikRf6V/B87/Ms3Tkail4cksMTBNXSPbE+XgF3hy0r0y7VWFIi5dQ8SLyIzrnApOBe3J6abt2hPYEtlZNfM+UyXUg40faDadz2YVuUIB6HSGsrx/z3L2n/5jeJdnXymYd+yrsf2MzH/7IQsdvg+797PWx5cKabqVAoFArFQUEtA4uk1oBPki1ZdI7mphecRlYKqD2zEL9UXKaDZwCIjKV9V8G8uReCtdYZAhMTq3Yn2D6YcXIz70n/DLwI6V7ITD1QqeVOTJj70012nxGYcKmaDNpH7T/QQbWm+gxbpb3KO42mTW55NYw9un5hGGQeW0K8o5ecYTGUKbK+Z5xAaVPwBhjvs8FbdhASxBOU9zBF2a281iRiuaa9RLqfSHJqXhxGlQv1vn/2ilaR53qfm9izZWC9E9huAvfwvUEJ4gnQolFmv/c9nPTkExz5kx/TfulFXNCV5Gt3CV59u87D3/k04p7rndlOhUKhUCgOY2p7TNcQxFKSKzmDrLwxsZWw7DItp2VRnLDOiSx4VWXDJYqmxV/X9tKbrJGDs6Ksnk0TG+g7IGmXtJJJ/Ys7KKxbN70DA23OPvMM0cHaOX/juX6iVhaJG03cHVTv2YRBOQv1niJKJqXuKa4Z3lvxuC/Fpy+ID6I27cvzbb4Ptj888TGjO8eN2N2c6WD22Bp3PXhti+p01qGbg4Nkn37ascS665gjYxlqCstgeycIqqX5k3218YSwPYXPK4n0K9qUeq76XIGSoZMzjUegpjtL2EJsuRGraxV9asugs880Sd3/AObAvs+405XpIlVK0ZOZqhv8BJ8hhcQepUhTgngK6PE4ra9/PUfeeisvX76Uuu/dSvfCNo5ZUcf67/6d/L++0nF1USgUCoViL/jZz37GcccdR319PYsXL2bFihUTlr/77rs59dRTqa+v54wzzuDBB8OeS1JKvv71r3PEEUfQ0NDAZZddxvbt4Zy+xx13HJqmhf5997vf3avrmDAPMdKPsqtNcVDnWDTCA8xJj51ClOlJrVEVf2dKzkCrZwouw03rVlK/c8t+z04hAWynb0SuVkTeqWGnUtRt2V1zX8vQC7SmA5GC98U17UUd+c27KO4emP711oqELiWiOIU8yVNdEz2RS74niMe5djudr3XUhOeYjIIwJ0ylNa1z5McmTz/lufeO18a+NY7raw3qC474omeCddjToLB2HXY6A9Y4AbDkeH9MsIbYTylXe78niKsD1O3FO1PDQlx2e3b/Nq2pfdYEy7gH9ybH/zwrGiZSSlJJRwiXdu7F0pX9jVmEkW0wOsW89QGUIJ4mel0dJ/zTm3jLX5/kJ9eeQkKP0PmXIsmvvhWWfMsJBa5QKBQKxTT5wx/+wI033sg3vvENVq9ezVlnncXll1/O0FBtS9jzzz/P1VdfzUc+8hHWrFnDlVdeyZVXXsmGDRv8Mt/73vf48Y9/zC9+8QuWL19OU1MTl19+OcUKAfCtb32L/v5+/99nPvOZabe/1mDMWQtYtZGpDj/CA9apuZtatmAgNb7ACVqsJxs/jre/5uYpuGhPlayRJWdOVeztA7fuSScGfFt9+Of4xqeqGny0vbcQS9MVOJGKaM0TWMPG22/s3EnmsSUTiOt9N6EhhU3GLlK0q59PUTSwUtnJH8oAdio16aTAE8ktLO9fPu22eu3Yld5FX8Zd8zy6neKS30/r+D1mnDRu06p7HF1bfgLHeTYCx20Z28JoYdT/2zMej/fOeNuDLtPjOZ0LIaZ4KZ6FWK/c4vxuWqSXb6LUNTiFqspXXWsNca1Tb0tsY1nfcopWsXaZA8EEHZUzczzY8aAf4d12PXc7R6a+zlwJ4j2kMV7Pj774J3712X9kwzEa/ctmMXT7z+GXr4WBDZNXoFAoFApFgFtvvZXrrruOD3/4w7ziFa/gF7/4BY2Njfz617+uWf5HP/oRb3zjG/nCF77Ay1/+cr797W9z7rnn8tOf/hRwBmY//OEP+epXv8rb3vY2zjzzTH7729/S19fHvffeG6qrpaWF9vZ2/19TU9O02+8NV8z+frTSRJPDkqm6zcqg8BKVFuLaLokdIzmWd47WTB8ipZzWOH3qaYgYXxBPdj4hqqxuT/c8zVPdU3MNna4F2haSXKmGxWyCQEbBIjB1y37VgXZg/ec02u1do++uOt5a4pr3S47zu4M14oidKVmJp8QEEy62zc7CMFuSO6lEWuXndShTrBm4TCIYyPVjuRHGs888S+aJJydtUao0gVU3sdux/FbhdPZgdpCONeVnsdQ1iLQspG3TvOJZGgZr5xjee8+IiSYypll3xfE1jf3B6MuBAh3JjtCEgm8hHu9U7p7gZ0etrljTleC+F/umFmPAf/ECn5ulDHnLSTvkPTvmyCTW+0ArveCGtdoe3ihIlpIAWMLcb3q4aNnsSHTyfF91pPPgEhUhJbb0PgicxnjtG8gPkrNLrM92MZAbGDdXdC2UIN4LYpEYv3nvz1n26atZforG8MpZbFk/DLe9Gp770b5xKVIoFArFSx7DMFi1ahWXXXaZv03XdS677DKWLq0dMXjp0qWh8gCXX365X76zs5OBgYFQmba2NhYvXlxV53e/+13mzp3LOeecwy233II1jovhREgJ0rbJr1oNL6yGoU3Y657G3vJIVUHNc5l2R1e7RrKTDF5kldhpS22uWbJkCb89QQxL8Ld1fXQMly1qk1qIx1sAPI2v91rCYChd5L51fU6QqL7VjgvpFDzMRrIlChMEuZmKCFm1O8FjmwdrW+/HodY68Mpz1ySoPKTA6l6F2IMsHVW3wR7H9biWIJ6C6/yUmOjYVHDto2shzGYxVr0Qnsixx1lXmgpHne4ey1OqIfrHigkGcgN0JD23VYk1hRRYE9LzAux8vGpz0CtAz1aIcykR+Tx12QHmr3/YSRlVXcG+wwvqNt37F4wIXcMlelyX6Qnc4zVpg7Qn/+wIvpc1bMTZbU9Tl++fWjf5z7Xbrswg2vBmdo09MXlgrIqGBiNby6ERRH6S5R9Vwjlcn2FPzzN2MDdYc6JxQ2+K5bsGSBaTVfv6kgX/M+C5nSMs7xwN7RfuOxDRdApucLLR4ui0XncliPeSiB7hP9/yNRI3fJNNR0cxn9S5U74c49Gvwx8+MOUQ+gqFQqE4fBkZGcG2bRYuXBjavnDhQgbGCWIyMDAwYXnv52R1fvazn+Wuu+7iiSee4OMf/zjf+c53+OIXvzhuW0ulEul0OvTPQ3pCeqwHsknE2jUUVq6pqEGGXP8A1nQneGZ7ZZ5hwp650w2qFR7tUnStKF1j+cDWPRu117ak1K5rKDtIxsgwWhjlwY4HMWyDrYMZhHQttek+9/jJhc1zO0bY2Fe2AkVHhqjbXV7TN5WrGcoUq8tWWaCqqUsWaNy8K7xxghGnPTyE0T/it0wKQVciz65Rd0JiGtZ3W1QP6mueXwrSRpoHOx4MuLlWWIgLCdiT1JneuYRdHUy1PxDMzC1W3LARMTJMJOO+H/kxpFkjGFuqB7oCE1QT9Kn0Ihi7a4L7U0XWdSdrekPsM2o+6s5GXbhpi4xabttTf0cqMW3hX+tEVQmjdi7uKsaZNBi3NRO0s6Xz7xzZ+9C48Qe8vhEV7a/8zGgoDjJnbPXkXZIbKT8f3vtp5kEG+n/cyxinje5Pe80Gss88G9pTbYwve47Uqu2pnvE8WapLjxRGWDW4ih3J2l4FUyFbw7vFc0/XtUhZvFfPQUyIEsT7iBte825K//d2ds9p5NQ/j/DZttN4cdcS+OVrYKhGAnaFQqFQKA4CbrzxRl796ldz5pln8olPfIIf/OAH/OQnP6FUqp0C4+abb6atrc3/d/TRRzs7JP7aTi0SRfMGUabl7EzuhlK2pqveZCMXCRR39ZJ9auoRZieuzf1tTy3ENQtXlHUHr2uHXuCZnmfoTHUCjvtqyBo+TQtLkIatG4j3lsXdRBY0yxYUTZuI2y5HZAZnHKoJ1jdr9xjx0aS3Y9K2DT2zlMLWXX55T0CkC6Z/yt2jOcQU+njc4Gc1BPFYwXH/9dYTVlmIdyyB7hrB6sa9pgpr+O7nYOvEaTc39qUoBFKKRXbtxHjuTwFTd+BcVqni/FN55lxX0bzTl55XxD5lItf2im0jpSSbRzdPWGbcbTXY3J9mTc8AJV/weYIs8O6aFpkVm7Gz468T9a2nVdbf6naEH5Px2+kt1Rg/voDbVtsOucFPzTNa8tjuxxgtBiZBB4PLMMPXIydLw+S+45v7U6GJNDKDIEyntWYNUW0WmTX2IvHSKJFMmtgTy4kkvInP8IWY9hQnJShbk/ckLVxl95nDSd+67U0+6BVBx6bz8a0E8T7kA68+n9RNt5GJNvHBO1N8tmk+34vmyf/6DdCxL77EFQqFQvFSZN68eUQiEQYHw0FRBgcHaW9vr3lMe3v7hOW9n9OpE2Dx4sVYlsWuXbtq7r/ppptIpVL+v+7ubsAdCFru4CjqR55xBjJmwck7273M2VwRWGkyKQJQ2tWLnZl6kJTxXGVDm6dTxwSbB1IF1nYnQtv8oVnFqKw/Pd5a1T2zVuuhAE3j17FkyxAPbxxAR6KZhiMyZeC4CQVMDeE8yZrjwXSxwuJc0Q/JAmu7k+wcnvyeTlUPI4UvgiTSsebuXDJuG4L0Znqn4P4p3ZRA42NYNjuGsmzuT5E385jSIrq7k8KOHoQ59aUIlhSsyHTWbtOBWJI3PEGk3gqL64rRjf6Ej0/NNk613ZKn+payOT8w6WEi54giwxKkCuOIMyFqfgaEhW8tkVy9rWZArlAtrvV89UbSyzb6NY9fvowlTQzbYFd2e+0WVXpwTOYt7d6nvOE8kwCUcpAbglT1+mX/L6uAhk1TrotoOglAZLS2IB5IFXh2+wjVVDdu4uwDk1BxL7pXbSf7vPN9UrYQayRyBiPZUsg1fCooQbyPef8V57H9czdTV4jxjT818OdIlHcunMXyP10N6+6a6eYpFAqF4iAkHo9z3nnnsWRJefAuhGDJkiVcdNFFNY+56KKLQuUBHn30Ub/88ccfT3t7e6hMOp1m+fLl49YJsHbtWnRdZ8GCBTX319XV0draGvoHrj7yrA0RZ3hRkhY5O2Bpls7/ZNW4aBLhKQEEQtp0pDqmtJZwKoOhyeoJWiYtIRhKl8LtculNFuhJ1HCHBaSX49NtT9EYRxTtgciJmjnaUlshN+yeo0zRtJ2cwYG/ARq2b6Z5+TPYFTMDtpTOmuZaTavRVjmdNtcIZma662mnYt2sdJker2XFSpfk/FjYnbdWezWNolVk89gW1g3XyOMsq36ZBLeckHSkdtCRW+vvya1zXEVtIckUx7OsuZZ0kWfEzLI7XU6FJSWkiuZ4HsD7GAlG1vf0CO0ZL6jZpFWW6yrZJboz3eMWDX1EeBZREV47njcsCq7b9HM7Rnhya43JiuwQsm9NWBBP0rby/M/493z8SRp3RyI1edmKxtjS9bAZ7zh/qUk56dKEEjPw3kRcYes/PEJMy2Xcfw4qdvUkC4zmansT7UsqW5QqmhTyRaSUvoU4gk7OsLGFK4aVhXhm+cgHL2PZh77EvKEc3/37icSbj+KjC+fy7ae/TOmJmw/MzJ5CoVAoDiluvPFGfvnLX/I///M/bN68mX/+538ml8vx4Q9/GIBrrrmGm266yS9//fXX89BDD/GDH/yALVu28M1vfpOVK1fy6U9/GnDcBT/3uc/xb//2b/ztb39j/fr1XHPNNSxatIgrr7wScAJz/fCHP2TdunV0dHRwxx13cMMNN/CBD3yA2bNnT6v9Evw1xJrupMMZNXN0FCvWBktJletfje/FYroXdv7drxsJfdl+toxuYTA/fnoR6dc5eZun41LXMZxjIF1j/a1LpXCoK42i2yW0ipOMGwSnxppae5J1trpw06CUqtdwPrxxgMc2O/1kBQRMbMTZJmwZ6v9tA2m6x/LUrw9EQB7XajzFaN1uob5UviqQjhdQbSrpfacycO8qjvF4z5NkjYDFeYq5YCVOuQktxMHntuLc41Tq1Cmrhe9AqsDT6yfO5xpzxU/BKov8VMFkNGvQMza1lFwTTviYxXHX1oYrmcrGibwLapdbPbia9cPr3VQ+YYQQk0SCdn4OpIs8u8P5fEnXmmDQNEh0wtiuivbIwP9rtXf8z6Vaxdf3pPwYCL7LNIG+LRbCMRBC1ury77ZbRgvEWDAHR0k9+6LrXRCwT08m8AEZCOLWuH51qLwmZI17NF5Nmu9+PS2VWVnLFHN5Syl5YssQfcnys2EKm34jFWqllBJjx46yy7QWdpmeDtFplVZMCU3T+Ocb38t/DQ1y2d/+H19ccjnL/89ruH3zb1m//Tf8ILGdo9/2/yASm+mmKhQKheIg4T3veQ/Dw8N8/etfZ2BggLPPPpuHHnrID4rV1dWFrpcHShdffDF33nknX/3qV/nKV77CySefzL333svpp5/ul/niF79ILpfjYx/7GMlkkksuuYSHHnqI+vp6wLH23nXXXXzzm9+kVCpx/PHHc8MNN3DjjTfu0TV4FmJbm9iqVz0Mry77+MY7yGfTHMcx5XhGbjChqaRDCg1mxxs8hopI1o+s59jWY2mra6uqI2g9rTVQblqzHPu0hUTa2kBKmrJd1OkxBuW547crvKdqiyUFEW0Ktotx6vTaHLwV3pjRsaKUybsW5MhoCjzngFrBdFxXaSEFlpjcBThTNFnXneSIqjRCUx+wjttnge2jVhaY7edvrhXZdzIRW3sQ7VnGatRVW7VV/KyBVWLh4FMwrIE7eeSVTrjWNg0dKSFvlfvN81iw7Kn13YQTCVvuh1nHjn+wCF+3JURZNAiBKNT2iAidY4Jt3uRDrXfZxEav0bWyhoCvta3WeaciIKdD8FnpCOa7Las154ctiK18lobmJlgY3ufUUq7HcidPyqmdJEa/I7RFvoRpC7qHsoELCE8sapoW6mORKwLxipYL37tjXNEY7KuAuXpPgxAGsYWkL5nn7NoOSE4LZXmCozHXhRlrZZPoYjDbRSH2cloD/WclEojZTppADa/vpOsyPXWUIN5PRHSNj33nM9w+MsCrnvwrl7ZcxT989qfc9OSNvCe5nG///k287j1/hvq2mW6qQqFQKA4SPv3pT/sW3kqefPLJqm1XXXUVV1111bj1aZrGt771Lb71rW/V3H/uueeybNmyPWprFVL6QWR2jBToMfOcNk4530EtEBC0dtHwnqJl1Ug7VE10dJhSKhMaCtYcnwfObAiDnkwPI4URXnvMa2uefzLMgQFXELsWC2FWDdgnE/MbRzf6v09mIYaw8Ks1BJRSYgWsU7orsKuFxAQCJtAPWiZNbHSYzfHd0DfMZaefOWH7nLXKAsOyCZoBptO1482t5EsWWsmiOVBpyApVJWJr96cvQCZslJNqSBQN9Po4k8oqWduaJgHNa0emH9qOCrV1MFUk6MBZc9Jhip03vuBxz5/uqb2/AsMWrOtO8jLDpLk+BkKQf2HlxOeekmW5Npa0Qq7A2oQu+q7YdfcZ3d3EjjrKeQ602h8wIUNzKYMspDC6k1UFRI2pO+FaVse9BekM+shuxMg2aFjorl+GaDIBC93Jj8BzqPevoTmrk205wY8e7q+Dl4RyD2/uz7C7PoWwbf+agjHCvOc3t/JFxOAOYgtmAzEq1/N6n0ESKpweak/maM5BoX6eiOSWDWQGummtsa83WcAoxRhqL7KgtR62PQzRSKiMHfhsmp1YD0Cx3Wt79ed/+XrC92s6n97KZXo/UheN8P7/+jZPnf0Gmu67m1k/eIA/XnEPx7ccxecY5Hu/ezXm2MQuMwqFQqFQHAoEbYlSA21881RgoDoFa1qA3cOZcLTUcdrRsGU99thYrQaGlwoGfvcGVcFVeSGrUvC4cU/umbJt0ECiV6k5QXhA92JP0rEwucfuTpXXjNo1BuQ1casUmQyRkWRo15PdT7Kk6zH/b6frJXbAZXrKAktC09qniJpZp79qrS8N9I50j5k/tKyGd+Z0hqu1yz65dYglmwPu85O6gAasZ0Ly5NYhkoVJAmlV1JlZ6WQOEVnHEl25Vrvssu9a7QLHR1oaEVJiNDc4+63K9fUEJolcUVYp4qUkWiq/A7tzm9iR3Fa76YCeLhLfVpFmqjKvba1jA8+td32eF4FjfRP+mtdy04J9VXtyRhQnj6oupKyKx5YtWRj++vvABI2E9AMP0rR2BQ27NlO4/5cYHdvoSHX4ApMJhNyGJ/7I4MN/xNhdfu/K7wWQ7oWAG7754nYiG3eO+xkQXbmBhhfWhrbVp8NjfRkUpLZJ3HQCVtm4bt9SL+/3OkJIrID1OTzZEf5Qs1JphGE5a71tg5b0dpDlvigG+qWmG3ONvtKEQObHppT+buOy++noWFVznyUEUspyDINSBka2hsqMG1Xea5v0CwLloFpCiMD6azEti7YSxPuZlvoY7/rlf/DAOVcQfeg+Rj/8ef77lb/iA0e+ht/FLT50z1vp3/noTDdToVAoFIq9QkqmvCZRhETT+IOW2va1MJvz/eO3x/+9PICsFGzBMlC2oALjpl2aVMvJwMCsok8qrZCGLdw0TIFBvmES39EzhZRE7kpc9xyD+UHqNwQG31JSGNmCZZbX4nmuqMK1XFVe0HCmxLCbq7iWy3RjeictGTcCsXSEpWHZ2MN9UDHJXxImO4qDbkvL/WAMJZBuuhxvAsIWktFs7eA84/f3+ILXsgUPb+wnEUxxFaioaNmkCiY7BrOOAJuKS6ibBsgcTZN58gnM3dt5ZsULrAlGGPfFVO2gRc5gX9Blj4A1eYTwyuelzkhQP7LByafs0pmubVyRSBq2DBHrq4gCLCWGLciNF+At2J6A67QGjGZLdA6l2Z3uoqvUFWp5sKV5I8tgLpxDPbNpA5mVWxCliUWxBPRArRLJloE067x+9mZaAmfV8zladqwCKUkMb2HL6BZ6sr1u08OTP5F0jpyVJFEapmjZ9I9URDoP9nmqBwbLXhuUDDAtp04jB13LIGC19Ky6MvDuxIwkQe8EOY6ngucNULCzDBedgGPlqOlOT+TMZLUngxznDykh1UvUyhI3koDz3peC+YtD626rf/MnNs0iMrELRifPIVzl1TDWCbYVmmwczRpYVi1xLbHTvbU212TjyEb6sk4ud5lM+tuFbau0Swcb81rquea2f+PXl38CY+cOdr7tXXw8/RpuPevzdER1rnrqczy97Acz3UyFQqFQKPYYJ6qnOzgtloi6KVByJasssPyS5Wipzn8Tj1z8mKo1lFFnMTzY1/qGq8pAbVEVHFj6FuKQy+34bdLtEhEzC2aeOi9wWEAMaU5laK5Y9c4VdAcMG9TcvsvkqdvaRaxnCDuZDeyWNX93ut3528vB61FXGnHSXSV3+dsiuuNj6axVrR74ZkoWXWP50OXLykG2u88Sgqe2DbPk78vI/uW/2bTmzxStcsCnXYVhOo0RCqIUutbCtm7sVWtDbV3bneTZHSN0JrvpToejDwcHtp2pTvpKyVBbym0LRNU2HAv2QLq26PQG5yVbsLk/w6RI6QzsATvnrJ81XnyY2YkXw8X84mUBFqxDStAEDNlJPwd10bQpeUsB/P6VCGSVhVj3xEww/+t4z2lguy0kQ/5Eh2BzX4pNE3lbiODzVq4uVTTZ2p8mWUwgNfe9cfd3Fkd4cGw9pjBZO7iW/lw/o9kCT20boic9yKotj5O2CkjT9t8zO5cl+8yzSKMskjUpEWO7MP2IyM4JMoXyhEntaS3nL9tbJ+8J1YCA1nMFmtdup3N4OTvS7r2rMJL6YraGNdR3ApFA/zpI9VAf+gySrndIoB+lRAvU5bn9SsKu10GLe19hh9OOwBrezuIuSk/8nvpO73zhqNvjNjZwkZZthCcwasUoCD2zwnlXbMs5m21QsmzyE06m+AfDrudZseVPPLfx96E9O4ezrOkarT4kM4C2eyn1hfBkigy2OjAZkjUyRPtHiG/twl69MWA8Dq8bnwwliA8QC1rq+ep3P8l/v+/rbIrPof8rX+Gk/3iE/130f1mkx/nU1t/wo799AGsaCa4VCoVCoTiY8Cyq0WyeWbsdcZYpWfQGAyrJcNolZ6w61YGLI3Kq8mcGjtf6a+XErGkM9beN5QxGso7ICblMV7gsR60cDfk+QNI+8AQL+p+EgfXI7A4y5hhIiRCCF7q3u23SqqzMwTor90jLomHVFiewFRWW9NDAueLiXOFQaZP016oG+8e9vFzRqi3aJkCGykq2D2ZIF030XAbDLNKdGWJ7el2gfFlJaZVtQ9KW3EQ86US1Trmuy2uH1rJ+ZH34vIH2be5ZypCZYdR0ggsV7Rxrct1OBFpv8A5ITaJVPik1rjNqZrBK4+dCtqSNJW3nIkRZtOZzuZo5lMvi0bkboaUD/uRF+Lna0JdiS3/a7Zdw+VrrWMsXVcs2GyxW3r62K8HSnaNkEmnsTBpTSLSh0VAk4tqUfSs80sVyeqPgM9ddct75klXyhfyIa6HvSzviJyfC1mFjRwd2KoU5VJ7IEkikkfOt+54LrUS49U4yheY95MGlGRXu3Lpt13bNLSRg+6Ow/TFkhUu4MCot2+F86h7DGcN/nr30RkEPiWBbgkf2ZDtZ1ZXwj5USrHTOPybvTjbFBpL+cVuNvrJ7fkVQLelHhg6eOni/Zc1c4SELtm2BtNFsy9mv62zsSzOQru3NYVo2WcMLfijByDJiZkkVqydfMrkaOdndZydiV9Qvq3+XCCJjaWcCsX8kNIlTGTRwMpQgPoC0NcT40RevZN3nv8st517N0LYOCp/9V/7jsVfw6e42/ntsLR/939cwVMtVQKFQKBSKgxnp/2/SgtJTxP44dTwLR40NNYruac5hb9Mz24d5vsMZkE9kIZ478gJzxtYgJWTsDANWEoB+O8FYaQBSfSxf/jse6XyBpCg456xcQ+wONmODfdiZDEVpYErLGcBVBeAqH7tueB07M2tqXos2SdRhGTivhy2EH4V63HsgJaZt1rQQV5IpmRj2ePdHUDDCOVaRguZsJ5ldK3l00yBSQvPyp7G7hpC2CcmyldjrwoiR89cbdpcSaEg6sy/Sb6Sr2ubH6R1vXau7fVZyI63p7ZAZQhscxapYe74hs5sNub6qaxrt2li2YFZcLZS9GerTQSu/QErQrVKNbvJETVh+1p4skqGJoXENhMBQpshwtkTWFVnZJ54g+/QzkMkT6Rmk2FF9bf55pUQvlBz3+gCZUlm8BhcjeGlvbGn7EyC1YsrnN3USX77ePU8NQV4hGL0/e7PbWD/yIp6lHaq9RiRQFaK6wlpYexrB/Ss7BFIyPDJA0QiLMmkY/nmz+RJjhcAa5QCWwA/+1zGcxbAFYbfqoDgu/1pp1RRDg0jD9MtVTq4gYcROhz4npF25rpvw30EPlXE/d8tl5g8theGtYJnO5IcWGXeNr2Eb3LHuYYbSJUqWCN/bmmuVa0/GTDQ/F7rfXjONHAgbKWy8IIO2tKb2deSiBPEBJh7V+fd3nMlb/uX/8Mk3f5Xbznk7yR27ufT3o/zujkYaNozx7j+/iad23D/TTVUoFAqFYspIoOSKntA4xA2DWgwEHtKKpu9SPR2cwZATzVoPRJv2cpmOmTlywhnEiorBozUyilYq+m1LmyMMDq6BzfeDFEgpsIVEDwyNgnWkjFHWGbuw3bWhm8weOqzB0Enk0CZKmSE0KbE1idQ06nrD+Uk9N876HVsoPfcsa41drDY6eGRDtTAJiomeTC9ZV4BXFwwP8bViqWq3M0D0hIQjXEuGCB1XSfKRh3l0x9/ZZQbc0D3rjLD9P3RhMJItMZAqli1hUjpBo6qNVCFsIckbFsK00CyL9NoOxnZvgO7laK410R+4i4pnxheFlUHaal/Wyt6ldLjurSLgwiqRkOpGrttG4unnKuoIXE9gTK+NE/DMEzSeK3FrwGPBmR+RRNzrqHR9D//iPi+1ghhJ59j6TBdxI1XVvfk1azB27/b7LVN0rHv1Q7tAWGSKpi8a7XxtS5/Ttw62+8w4wZAEpl1OuWR7kw7ZId86L6RAk5UCqPwgCMNCyxXANpGdz0AxzYTBwX0rdlkwBmyBgZJOJV4e33L6onCl5cmG8PV6GJbN7p4Eazvc99sPbFW+56lMng19adZmu8nmd/ouvkH3coCk178BkSlMw7Ucy5CFPV0waF+/nYaEM8Ej8nkGCilM2wYpA5MM3lPv/F0I5M8Oup4jpL/8obypYrJB0zDcz0zdKqCZ2XAsCO9D0LV01xK2ngt4X7aPVD5ZbmNoIkVj1aATaMuWFusSTzBcrB3lvFYwwbDLtHteXHf9zACk+0ICfywzefC2IEoQzxDvOPco/v6FyzDe+i7e/Y9f4FcXvg/baOWz90q+dZvBn37+Jb78948zWqjhX69QKBQKxUFGb7LA0h3DzmC7whKnSUFfsuD/Xbd+B3O3DeENc4IDmfQjj1Dc6kTNrRzoa1KiSbC2bGP+pgEiJUeAP9n9JADLMh302mPES6NVo+qup+5l+Lnb/QF1Z3Y9m7sfZV1qB7pVQCLYOpAJWYiDA7q06XwfW9jjmDCC2wQiFkUXBtGUc5wdWDcY7JvykbKq3oxV5MGx9YyZuXHdpyXSH8BKKcHM0/DU0/7+0ZzBQLqILc3QoFxLpLFTE6+dtaWNPZKkp5SuarOe6fctVnNHvYiy5WuoD7jVQsB920XYpbDVrlhAExZ2NIJRct3XpaQx18Wc3Q8DsD65LlSH3yX+LRP+/RNSOqLVdJ6RZN5g2brHWed64VUFV5PQNZpjfW8yfA5RFmMU09QkaJmuqba8GsLbuhP58qRLhZLy5GPQyqaZOUDSbyWxbZNocYS4kaDyTTF7+yg8fT+2624btXIgJAuW/5nIyFZ2DGV8YSPNirWgATd6PxpyWRPRZQ1jmOXnRiLAzENiV8hCXK5OoltFKBZC7ZQSSgW3nkw4MF6wn2wp/MkHaYtAf7l9UiN7mPSCOnnPhah4tySgaWFLZ2BSyegZJrKlE7ZsIVSRLIt6zTIBjT4jSX/qhdA7ILWAs74flKzcJ5lHlxDZ1Eklmi2IFQ3m7HImx/6y9THWjPSyfnTYtdiH15l7bcnsDniWhkSoxBaChJ0lb7uu18EJFgkjxbLOmD/8PJ07fsnmxPZQvzgTC8L1eKkWqwljECmdiNXld1qrsBDrThA5IZzPImCo0FXeF2y1P08nKUgDS9oBOSz863Z+eOvMTZDSF9M7htLjW8BroATxDLKgtZ6fve9c/viZS+m/5PVcdeH13HLRtdTXHcEnHxC85etP8+MvvY6/bvjjpHkLFQqFQqGYSUbd9WDFifIEuyl/yhpAIke2MWfEGUz2Z/tJZUcobd8+TgWufB52BnHRYsVg3l0z15TrqjpytDCMbtlVVrneUgJTGthSkDetifPY+uepvkYtVF6C7thvNOkMRL3Iq8E8msEBW8QucP+6XqyA+3PScqw7/WYqpHnGcqWwpSdoyk73o2WT/p+pgknJsjFEAc22HUOnBH1ghGT/AD2lRG0LrhQgBJnMOJGQrQordGV/+BMAHuVxjC0FWzM76LHLg/HGkU3MSq53R6blezA7sR7NLoEUpIzydYXPGhAsRg7c9Yp6MgEvbsdKZEgVTOLZEma2SGFnL8WNG6vqquoGKcuj89T4OXuD66PL66ZrCGIZtHNJhjIlhhJZ9B3djnD3xUf52vz7bBnEkh1E7KLz3OYG/DJawZlcKGzcSPrhR5xgXdlB8usd0VVfHC6XNXPO5IRbb7aQY32uVlTfsogsu6E6gkMLiKLgRI3nXWEJyz82Vhhi/rbHiD7zfOghGc6U2DyYI2HkQdqYQ0MQsAR7JK1CyGV71A0Gl7aKGMKicj22BEh0QCDScX7zLvIrV4bqrb4/1fdLTyfc39zJg0A7NNOgMV/9TIQ8FtzzSCkRwfXIUoBpuhMe5c2eO3Clcd2WAoT0xb83geOVF6lyILvudBdb0rsAsFyvnFGRYchwJh3Knz+O545RsaY7Lwx6N68Jtd+/DggJ+x1DznIAUchg5wvOs+utZ8adoAv2a/866jO7/HekPElWvuCxnIHl97NgnbGLjWYXWqG8BrncpOA9kwwWhxmx037fTOR6XYkSxAcB5xwzmzs+eiEPfO5VzL/izXzwlV/gBxe/h9Zmjfc+UuKID3yD/7rhtbyw69mZbqpCoVAoFDXxXHKhljhyBji5kkXJtALBbkArJJxoyMCaoTV0JN0UMkKiVeWIlc5/kUCU6tDuCqtfqBGe+2StNXTS366hYQtJwbAJWREDdResWtF5y9euC09wSCcXKGC6brKWsHwrSyEgKueMrQUpKQZSkZQtbs7a02ixxKyufnoSeXqTBf9yzZJ7jFEeGHvEtahzLttxhQwK6c7SMCOmkwM5uDYvURqEnhegfy2aLXwrV7VgrP69aOedcwG4A2THhbY8sHYG+BZjomxpjKUcq5iIBtSAsMmLEuOcvUzgeSp1LYXhLQghiGQzIMHOOhMLs3eO0LpxADudR6TD1l5NgsTGsAMTAHa126XpCoJQkLAKS6MlDCSCaKKDutJYaJ+sKG8PDaNlcugDo6SKFrYQRM1swBjplO3qGcawymIjmRv0W9C67EVKD/8KY8c2RtIDvndhyGVVBNUU/vOZNgt0l8b85zN4ScE1ylpZH6PZomw1DlyL97xawvIt5bqRcY8xQtddMGwQ0okSL23M3l7HjbqyPwPXoUmJkGAJycqxHrrs4SqLpWM0lK4grhCmQfEuSmhWwbE+SvyJj2CKtvq8u4yhRmqiZjcYXJC+ZAHTEjjWUfdeCUmPPcpQKSCeQ59TZWtn1Ay7N5fR3MmSsvt+cCoo2FubRjZTdANSdY3m3IBwXklC65clsuZ64FiX491hS4GwLUrS8ssHJxq8HN6z16wh8/jjVdeGFFWiNGKU3ztfEAcsxAOZIrsTedbn1pIoOSK+ICpSp4U+d8r9F3olUYL4kOXlR7TyH+86k6VfuYzFH7qGm978fQZfO5vIApPXPTSI8a7r+Nm338G2kS2TV6ZQKBQKxQFECBvG9WZyRiYv9iRZ252gHPIIV+NWW9Xi3WO0bhqAUnmgrrnWKdG/1q82NpAmvt3N2TlR4kkJUtdqelwJafsDRV3TWd2V4JFNA9WuydJZ87czvaaqjjABN1e3Es9CXLKLfn/sSFR8n1eM4DxroSWd9YbzdnQzp2cXR29YhlUywHUfHEzlnSA2hWSVbNTdOhKlAaSbmzOgH2uStkaxpI1hGqQzhZBYHraDQlJSv30zWrIsbDUESWPQvRzpBAZHBiJeu38Hr9MoEel07mF5sgOGjW5eNHeTSSWIDfVX91HViFeQtPJYdmjFIVLCBne9ooaGtCx/osIvJSRCWPQXOyiYTkC0J9Z3hSYohow0G3N9FCvEoxaaZIFtmRd8oRYzy/0lhaw0aJbFgBCM5koUTcvP8+w9c7aw2f7o0+W8wVJiDW0qvzelNKNDPVBI0J3pojvb47fF7xnbdCyVuM+ku9NzbzbM8uRM3hOvIZdp6bqhu9Y3t2yPPeqLP+9ZC+ahnchtVbds5xkXovpdC+ALe7fdHUOB563G+zxh1Hq7BLbJrOQ22lJbWGnspNcuL7HYPpSlJ+EI84i3VKDGGuKWZLUXywu7xuhO5F2Xab8xlKSJblrE8kU0y3YmhJwL9e9DXSFBW2obcSNFVR4otw/KGZg80S79v8fMHHnLpC+R9c9tWDa7QnEOCD333rtR/rv8R1rk6bQG2W70Oc8DkkEjzWipxmSg63EQtBADrOjqZddgGqQTJ6DfWzbjn8cTxOHrNWwLUxh057eg2YKFL/YRGUj5x/ifR/7EY/CKvMmq2mJ/PJQgPgiZ0xTnuktP4P5/eRP1N95L6i2vYdHrh7GaIrz2js10vv3t3PKzD7ItsW2mm6pQKBQKBeC4Tmq1xh8VqUCQZRttfHgXkUSOpMg5EZQDglbPugN0qzy41iQ0FAf9NYKalMS7ksTcwFXYYetHEAmIiI5u5WhLbgpbE6Tw09toaIxu2oaeTmHZ4cG26/FNzci4lAP+aG5AJRlokxccqWQXyxbXysF8pWXM/ekF8gKoK43RPDJGa2cfu4s7EUDTUJps0WIgXWLM7beGjWuI9XT7/VASBYRr8dQrFHFlaiiPgVQRo2gExq+ShB1ONeQJVelecLZUvl/D2RLDmWKF66RnJXUsaQCxgbLLrvQs+VJSsBxBIrd00rxxOfVjm0N9VBbqZZfpgmnTlcgzlCki3IkEpGTEDqx7tUUox6zEsXp6bcyvW4clJAXDIFs0/boHCo7YKAnLC9/k7/PrkgJTGECtPnUdagO7OoarI2R7bfIQUqCbgTy9QjJcyvgDfssWbCkMVh0cdGd+cfQpuuwR95iyR4BXxnS9FVJGhm2FQYZL5TWYXhkpQUN3LMQ1Whu0EPtiLWABDeU2BnTb9cKQtrNe3RPglb0WsBADfnR0qLDUewd7z1vF8gcpgWQPkXRXqL+TIlc+a+CdNCzXehy4z7aUJEXOmVSpIbjsym2+C7GgfeNOIqZVFsQ4kjBSsjhy7WYaRnNE7AK6rJxw0UBI9IrPC00K0DQMadNZHGXFSA8jmRKG5QrFWm77wckbN5hgsOu8Ng/ZjgCNlsqTMAADZoVnhXsPvW6S7pKPkiUYKfUz1N1FXecYvakCBUsgRCCStn+/w4LYWzWiSUm0aKGjo43l/DbjxwkIrCem4lc50VRMNUoQH8RomsaFJy3gtZ/9JdGr/4NLXtOPdalOrFTPW36ykuevvZIv3vVhnut9Tq0xVigUCsWMIqTEFoY72AsLYN+Cli8S3dzh72rbNEDDjhG67VGyZiLs/qhXW2WQgoYaA//guTyKVonNo5vC1ipdpzWxjuZsJ1E7Xx4zGkV/YKhpGg27dzB3xd+xS0EXRlm2bo6TLsRyRZYXDdtrc/mSdAxR8q1alc13Brjlv73vdtNz6wygW14dEt0WpFzhZrsDwWhilFhPN9g2LYMZx13aNhBSVmelKQ9pA+eWWELSPDSGboWvd4fZ77aXQJ9LNCFp6xl014J6FiMnl29jznUZ9QVC5TA4zINjG/z1jhJnjXWw0yTQlOmkObOLoGDx1mAPZbNsKWxizK52I88XDDL5smu0RJLJlQWn3euu5ZZOECeJI/RTBdNPHxUS5jUG5dIT4wGq1lRCeX1slSB2+6loMPDXu90gTn7lSCkYdEVLqmCSLZnho2u4lprSQgiJ51kAZZdn050sKbnuqVm7VG6TcN2V8SzEYcucEMKxyvvFy272InC/Ks3jEctJN9afzLN5dCudVsCzIIBW6e4dqEerWM/vu8pKQHPcq7tGc/Rlhshb5fc55KGAxnjeLanAsg0pBCNWmhE7zfpiZ81oyPiWW68znJ8Ru0BTdjcxo+gLfG8SKVq00IVJXbpIxC6W3xWt/GMgmccwKwPzOT97k3lGsyVnokY6F14rTvNoYZRVQ2tDPTBl0SgFthChezNnZA3HrFwf+vTwJi1Gss7zY0iL6EgudCJ/8tG23L6oCKqVTNP+YgcIgW7aRDQdGY84n20SinaRYT/dVOghD5yk2l17IpQgPkRouvgjRK79C6efkOWVb0ux8uKLObNT5/3/towl37iOd9z9Fn61/lf0ZMYP+qBQKBQKxf5CCkFHZh3bh1eQLw2E9kVLrmUym0MrFMLH4VjndGn7g6nd6V2+FUCT0o8U7IlSOyQ8ywRdpkcLwwznsjzX0UVwoJQPCCQJyIJBy8rlxAed9YKDuUFMY4yGQi9a3+pwWzUNgaQlVXZ1lgFBaEpBtzmKJi13TSrlCNBI4lodtijnx6yyzEqI5Ef9taueJSloIfaIWAXixlhIdMmQ66Gj9mPpIrP6k8zZ1Y+0DdfK55WQfjuqBLE7zNWkZNausXKdgd80IULBsxoSeVr7R2nqDaaQkuyw+sl464Wluw43KEAqLHk5w0IisUU5Bysy6IYLlhC0ZHbSMtyNJ5BsYVNyxXvBKoImSdsFNvalQn3dnyrQPRIWypls2aqbL1kYtvAnLkazJd9q5bicaxVercF0QNUTIaYs0VMac/LMuvcl3JM4YjW41trdo6ez7rr6wDFuGUMG3otE8L2SmNIOWYg1/1mClsxO/1Z6z5hlO33tuT0Ly/LPKJAMlHb759NEeH1mX6JAVyLvCx0vh3Hw+iSQyRsUDIuSbWKIIpqQjOQMcsUCiULwflRODnjX4InssCA2LIFhF0m5EwSeItbQGCpkKQmbTSOd7KiInuzXUfG3j2Fi2xJ0Zx3+2oHVpNyJGd0SFGVlGjDPkh20tjrbolYeDUm8kMUOrFvw3NGjVr62h43LaKbop7XzrN2alCCkfw81UxAxncko7931qCuNsrtvRbi545+uCtsWjOYMhgJB9jQpidjF8uRN4KVwrtdpSzJv0DLoLokITBbMX7WZXctWISpmxiIDY+iWIFYoEjFt55mMRRhIOctNdhu9pESOvFUgkTdrXofEsfBPFSWIDyWOvxTto0uoa5nFB46/j+avfIANJ17AVc9Kbvx+N0vvvJU3/fmNvPu+d3Prylt5rvc58uMu0FcoFAqFYt9R19WBJiGaC4vhiGmzcMNuJ0WSm0+zck5ftwSLti+jboNjPU4UE846PAkISaTDW//pWLbGHciJcLCZsZyJRLhWMWfUtdN06tKFSWQsR7w7BQjqRtyIx1KSc9fJCm9dpbScYDLSG2qG2w/O4DDnBmTShI1mum6jrhDr3tjNwJ+ewc6XEKIcpCaeLbFwXS9a3zC6VSSTHEGkeskaFl2JXPkcUoYEb12627falSnv16STt1RKiU6EaLFEb24LljSrLMT5Gi6+pl22cEYN2+ua0IU3JDPkzUSFYJdEArlQNen8K7niYdBOsrMw7LbWa0i5Qc3Z3ejCJF1w7p13/b5VXkiyRZNEzkAfHKNt1yiREUcIdY/lSbuRx027HFRJw7EUen0upCBR7EFKJ+DRsEiFXKa3DmbY2JfyRaSQknzJcvZqjuDTpCQni/Rao34bvfqdgwJrjws9jJi5UL5Yv3/c9ea7rWF67UAALiSRZIFItuDff+8sWqVhrAZ2hYXYs7LaFRZp30KcH8UTkQByKBVwbYWiyDNmZ9A0qMvnXMHl7DbcZQ3DRtY9d3lyy/JcoSWMpkuM5gw2jI5gCYlu2+4zXG0VDiLt8hIJKFsYnZ2C9b1J+osdjJljlANFOe9GlzlKtz0cqr/SsKhpwdBU4Xa07BwBPYKQgrHiGMVAW4rSCL0ThdRad022e4JKKz3O5J+QNkQiobOFrO41cv06UcgrW+icw+sN3RbM3RkQnhUTbqnuTeHrk5J0OkVzdhe6bYBhlo+twMvbbdhlK7HmehtIN3iWpmk0pHbTUBikvjhEXXEM4R7T5k2qyfK9tqVFV3qIlFUMncuuc/omXiii2cJZ9x+JULIEejFPxPXuSOZKpPMGw5miP4nm9/O05D5Ep1VaMfPMOwk++hjanz/KKVtv5uR3vY5n+QaFn/+Kz/+lh63HLuSxd8Hvk7/n9o23o6FxTOsxnDL7FF42+2WcOudUXjbnZSxsXBhOLaFQKBQKxV6gJ8agbrxBiCBiWGh2OBWPAQhL0NqTJJ4tEYlly4NBb8peSNdCHHWEpgysjZzAQuwMcSUCwVjeYDhjQMype6PRRXOpiNgwSDEiiDVLMEtAA2PpAvVuO/tTBaCB2Yn1pOwhik0tVcOscgoRSf+OfpqbSxTrHRGQkDlfiIj+MXRNh2we2eoKPSGZvdOJsK0PjqKd7Ay2i6bNULpENG7R6OkrSxARQaEpQucvX3XZCiPdcX6dlac1u5PcyCBjxeNZEJ8X6r4dhSGInxi6Lk+M+wN7ajtijpR6se0x5umt5WBNll3lDh3TnEFuys6xwN2WkyXWGbtYGHt5xRVA3rCRcac/bCmQwnCt0rK8htQdwGuuK2mpZBCTrvVNeMKE0CSMlDBipzGTI5QKFyNkgTop0F2rp9Sc/hvLGUSDaz0rLLdISc/oLqxslCNPnsvusZwr3KEx30vLWB+evC3ZgejJ5bkZp+0Bl35n0qBsUW3YPkxsXgsSjVhxgFLwIqQcx2XXOVpSMVniXku3MUYLLf49tTy3/I5n6BnOM1IY8K83l0nQNTyMFW1ED1TVOrIbedRJfls98SGQRLwIy+672G8OY1tZGlNziJtOj9i+oPKeYRGKXlwpjj3rvia8J7t83UOFbrRCeBJOuuJSuIGoLCmqnsdZu8YYPWU+dn0MKoJBBfsxli6h5YvYwqboeg54bSlIg3ig9MjoU7RUxsuqiIIdLRnIOvwlIemi6X9sVnm8SOGk2dJjYFposmxV9i2tVd4dbg/VWEM8lDGZrTuGspJts7q3l5idpg6I2gXqt/fA6c1Vx5lCQKTGMg/pBVjzJlcEsdKYv7xBlybSlZq+67yU5QmNgAeMR6RkoicyENWJGIYzoeZdNFBa9QR1ruu7E4/O2Z43LOoDn/8FK8tAsZOpogTxoUjjHPjAn2HV7WgPf5V/ZCnWN/+Zx5Y1sehPd/LxW4f5xwtfT8v1b6RH72Lr2Fa2Jrby2O7H/Id2Tv0cTp93OqfPO51zFpzDuQvOJR6JT3JihUKhUChqYzY3oxkjoW1l64c7yLeDUWshjxO0JV4KuH6iOemDdNc6K4Q7xpNErRzQGAheVdYXUoiQRaRYcs4VMTNk+nZQVxqlFJsHaGRk2SJRsgRRIYjk8+hGE7uGLU4JmGI8wSKlRGqRKutJcD1fwRJoiQINDTkSwrGWNYgYmHkc65vuNNG1toTiHEuJdNOl+O63XrqqQpa2DathdFeoc0PRbKGcv9QbqDY2OoNqdJACTUg020AP5kTFsxpWS/0Kv+BwbLSAGDKlYw2P5QysBkkm38uYt17THZj71mBP4Lv1FKRByc4FrJHu4NoWaKYBQjJgJzBlAc2YT+PGAQpuUc/q7NV5xNpOzAaT1HFzQAYEMc6Egv87kohpEx/sxvOjq0sVyDeU73v98mdh0exQb3gYwiYpcsRKBrG8M0kxnCliNzuiek53J9KOQaSiR2U4qJYh3UmiGmJMev/LDiFLOaLFVrw40MEo0QB6QEwWLYFmuQ7vlToJSJh5JBGaAy7eerZEf10KO1e2UAskhbE+6otDZJuPq+iDcN2669ruLl/1Xb+Dp4+VxoiKPBpNSCRNuR4yotk/TgtYz4OCuGSV3es120azTWLFhL8/Ueqjyc6BO+EihCvyK7wnqtYlS8nszjFGXr5w3LXsnqiN9aewhOm74ErdWRtvYlOXLqAbNtRVHz+aM9iojdAQ2BYtGtjRyrXAgRMGiAfybmuGiSfbbOGsbffzSwfdv91G26JaEEelCUWnzpxhQ6y8L2LnwXJ0QGVfJXIGDfVlp+Lg57qT7zewbrvCKh38K1owkS2RcryGivM05XqY1Tfg3zfdluVJTlE9+dNd6MO/CAn5jPNcaDifS8PFqS8jVYL4UEXT4Pz/Aye+DpZ8i+jzP+CNsSbyX3wrqx7KcNrSR8isfo70lR/k6zd8k7ZZLeTNPNuT29kyuoWNoxvZMLqBZ3ufRUhBQ7SBC9ov4FVHv4o3HPsG2uraZvoKFQqFQnEIISfwOoobSXLMBVuEU9REKlduOYOfYqKXwtwmZ4zpptaQuAN/KSm4A3A9IHJso1QePElJIlcEYdNY6CIWm0XcTKPJubXbjhPYJVoyaCrspDE7DNHZ7oAvkBfYFGi5AjJeHsh1Fcvra33LVTDolpDQu476YgZdO8JZR+qnXSnXs9seYmd6BccSEMRCOOLNsNETPaEUM5oEGSnnO9WFQcwMRoCWODpYEtF0QKDZgsZ0B+nsTlJmkcY6p/9HcwZz68OHegGUxqPcdFFljYwVSiStJC2UxV/Qki4htKa3O78Zy+zllMhcf5A8a8cwTbYkeYJwRaQTYMdtntNn1rBjoXMnTHRNUp8qkAIMkcd3mR5JIuZK/1jv+MadneQD96Cx0Ee2+ThHJBolYlsDabHccvmSxfqhEYQdjrbrCViJoKUvRa+m0RgJK+LOwrArGp26VhsdnCtPq7DzlidYknmD2VoWHTCw/D5u7EmhLWzxj4jYBYjoICV9yQIRu8hpLfGw4HIFhSUEQzJFvW0Rx7EEN2wadBy3G+f4kzUyKCjdi5P+JEl4csN7R8ayJRa01jsu0/5FebEAyrmJvb8X7NjhrEGNNIEVFMTlcqmC6ViSNSe/dzw/gKDR39+Y66MplybfeKTbJEFnfgg4ARE4oZSQzBvoRYOo7jz3EXdN7nhBtbwnJtY3gr3xL+VnV9fQpMSWNg1bhpiXN+H8l5ePcutKFQwaMslQnfFCDiuS8j/TahExLOKZcuRrgXQtxK4137IRlmThul6K7a0IJNGI7s8yOQZ6Gc5DjeMZ0SIdDxTdF5LuxKFdQupxdzKtui8sy5vEK+9r2z0GNLhvv7c+vrIPyxvmbhsicd4xxLI52vqG/esbNdJospm60gi6XWLQzkF0bniySOJMPAQQUvjvkgSkkUcD6mJ69fzeJBwSgtiyLO644w7uvPNOjjvuOIQQLFu2jPnz56NpGrqu84EPfIB3vvOd3HTTTQDccsstRKNR7rjjDn73u98xODjIJZdcwi233MK9997LM888w/PPP097ezu33347b37zmwF4+umnmTVrFsVikS984QsA3Hzzzfzxj3/khz/8Ie3t7dxzzz3U19fz29/+NrQtGo36x9xyyy0AfOELX8By11ZEo1Fuvvlm/vznP3PnnXdy0kkn8YMf/ID6+vqq6wzusyyLu+++G4C3v/3t/OUvfyn//tDzwGW848OfpPuer3Hcznv4x5MMCvMb6V4Fs/7wc7ru+X+MHtXCYF2RYy45l3e9/k28Z/4lcOTl5CNRVme7eG5sA88OreJbS5/i35b+GydqJ/LRV36U1xz7GmLE/PNfddVVRKPhx8ayLO666y6WL1/O4sWLee9730s0Gg21u9Zxe/Ic3H333diuK1skEtnjesdr22Tn2JdtUCgUipcSwo1wGrIiVlq+LIu+vn625RI0t0ma6uaH90sJGqQLJvmi5bjWWuVBkVdbylur61qchZHnnjt/RWK0g7myDiElXV27yOk5FrZG/IF9xC6AaCKeKWK01AcEn+3nZ41aJQqySEYUXKNP2ZLWOJYjnuiG08sD8rTblohdwrYF3b3dFIgzuzGGBuR0SG0zmGW2oqGxbcs2uonw2mg01D+WFOj+ulNvIOyszRNCMDg4iCE02tpmOV7lUiA0jeGhYcYigvmtWd/zc0fPIKWGPs5tjzGUGcTqSFNaWE9jyyIkkBNFd2Cr+30qpE1dKYERb8WJCy7R3esK3CD/Ng0PDzOgRTlyXmtZwkkYHBzEJEqLzGOJIlLOciz4EkatDFu7Bunb0oVAY7jNpn3RIqTmXOdAfz+jrTm04+cSy5sYdY5VGwm6NLBrKHQhJDseWcqOo1o4Xz+amPvcdWzfTnFskKOdDkQr2n67pRklWUxT3GFx1BkNVXUOFDs5MX6s467qUrRsRsdGSeUzGHqRY+36cj5nWyB1iSVsXlz3Iickk8yZPava8CsrfoIT6CxoyRSSgf5+EnqB6OwGxrIGmWSC0USSeF2cRUcsIl+y2PXIs9RnNNqPOBLNdb81hMVA/wAxWcJuWoSU5Q6r2+VEBrdtSX9/P7tSWV47+0Tf7VpKwa7OThKjIxwxuwHZ3k7McicxKHtJJBIJSrpO6xECDYluCZqGMuQWtJApWSS3bWPb7ns5d/5RoUvXAi68UkIymQSgrbWNgdEBhuss2prqkVISyRUYKA5Rl3AsfoMvvgivuNB534XB5lEnGnVb2yx/AqUx34sVbcTy10gLLNtiaGiIgq3R0mozloNmU9AY1/zzC/sIhoeHeKH/Bc5bfAlDhS4SiQRz7SYycyT5bJKsDlt3bSNqzcGQMJpKYuUjzDr+KGeKQIQnqrznvX9ggGQ0WX5ngcbsMImcSUO8MXCM87k5NpqklMugS40x1tF8wrzyA2ML+nZ3ExuAplabYrFEKZlESyQYljFE1KStZZ5fp0BgGSadHZ0AHHvcsWiWRceu3UQGCsyZswhi4WUm/nNYkWs4qkXwA9chyOaSNKRzxAomZrSOnt4enhkq0fqK48reQBJSqSRFGaNuVlN5WbQUzNvRTSQg8JGSSI319fFcwZ+EiAylmJfO0JsRxGWJ+a0NCFtAtHyuiCaZPWuO02YrR4ORrqpzPNQo/iWCXHgaL7R/kNUL3sM7z2+noXspJ/7DFoaWrqG03SDWZbHQ1mHLUjp+/yzRRptog00kLji5TnJqneBjDVEGFx7BA02S+4/czZee/RJNy5u47OjLaBJNHKsdO9OXqVAoFIqDFM3I0JTrDmdJCuyvSxVB2k6gJ3eFr24LjKY64rlS9QG+X3URpKSzOEJGFtBk2TLmDea0dC8LGtMk3TF3n52goNloaGREka1GH1JCzMjT2l2iZWSU0VMX+idMmmNosTY3arJT96Cd5AhpIkWELmu4nOIjIMqswGAybiQRNDiW7JBzKb61LG5m0GMlf0OljchzfZXCyTdclI6lw7YlhtDCFlu3KY5wrRFNNaITN5KOm7RXv1Vti/TS/uhmkpiZQpMWpbo5rr1Hc90yK+5JVS3lW9cqk5SoIyJj/jEaGjaChMhhagLhWw2963ban4jkQwNqKQXzNw+Ve8kL9RzoN1sKLKLUlYB66a9B1wjnxRZaXeB3z7TpBCKqRUtmWzgQU/Ul+wzYCeeMU7BKeTZWj7SZZF6gwmGjjyYg2PhasXKbMzZWxTDetoORuCU5s3xkfTqcP9rUXYufLD/TeoWtesRyIoPrwkKGnmrN74OIadPcn6bYWo9V57RndnE3yCMdoWPmnPbXWD/tIcC3VEokkWSOOaIcFHZ+T4LGwnKsluoODrrdRq08FuUlFuE835KyCbWiDjTaSv0wuJ6cNChoZuAoHUsKdq7aRmzBSc42zbEQWxVLD6orr9FeIZARXNdiGSom3cAJDVYMXQp0f421Q8S2gQhIME1J3N0nNUnQoVkisEXl9cO8DQMMNDqe/LpWHVe5HBDO9SaojxEtmhwdmUevDHwObNlJqx813jlmuKQzNpJDr3CZLmpmyJtcStBlEV/JuufVRYkwgrpckYZCHqnFAl0Zrj8clV1DdyeHWjI7QxMVk6EE8UsMW48jT3wdvOxypGXxpHY3xvkGzyxdhTli8DJNY35mlPmFFHMLeZrTJeLFArqf0iLFm4ErogJrvsXql1n8/vS/0d8iaZLNbFvazftOeyenzDlpJi9ToVAoFAcZjamd5CiSNwODxKA76mgOrdXZ5wsiIZFRncKcRhrG8oTyi3rHZvPsMPuZZwXiXLjFGmWUgpHHFoLGBtsXyAVpoKFDIAgNOAP7eM5pw/ymGPGopGiCkBaWKITXrAEJO0WdaCynm8F2xvS28N2980b5ep0ARVpIOjjHOUKtqTDAfC1JKnq6066KwWPjiGeZkcTMNAU5C4nEdt0V48HIRsKLSiurIqoOHtnC7LSzptqxWDkCRrcFaFG3Tc7Q0hP1GSsRqGE8d87qrTEzE/p7bEED8wayWFqbcx5XBPmpcgJVeH1d564JzWkGmoz6RSrzPXtB2apbpdOUt4lG84iY46Y8zx6kXpTw1xj6UaYDjdAkmj3OlVa4tFrYWK40rStaBKMp9WX7seqiLBI68Xy1pSvcVkJ9kLMyzAlsyNtZYpqNiT3hIN0kSmWymA3JHf5ZpIRU3qw6zm+H+1IULZu8YdFUF3EbVmsSoPyMSVeoJwvhuhvG8mSOaHVrkGgjO5CJoUAJd11xjdxChgZmxf2Jl8r3WkqoyycRjU3VF1Khebz1w+AE1fLOFi0laDI8kR1ug6XZmOhgVfeXJ4jjQMkU6OCvIbZtG9OqFF3jTKKESjgzd+Xn3Ltq535qQNQWRIuGX09eGkQtC7cFIbHnTMKVzyglbCsOUW+XrdDe3pylMQuIugvcg7dDAnVj+ap2RzQ9NNmjVaR386eppAgFnxuPqMyBXU/EygF1aPkSTaNJqAt//oZFcq0FHOHYB0KC6w0/YQqrmm2aXnHFoUpMM+nOdPLqq9/HaZe+mRd2p3iwO8nmgTSD6RKyVKLVyNNq5Dg6M8g/JLZw3tBW/uHJLP/wpEGx3WLpK4r8vvg7/tzxe1qtBZzYejnvP/3tvOqEY2f68hQKhUIxw0i7UJXMsWCEB4u6ZSB1rSyIbScSsnRHMbaUFJJuYC53QFOyS2HLpCxbehpljGzJcgbMIhzIx1npGB5EaUISdUVV25YhRDRC0QzmNA3ngS3YBvUEXRsFBWmAXecHTMqWyoLYdAVTpNKmJ0ETJhoxV6QG8rW6RLUIzYmsW9yz6jqrki23jZHg5QT0pV5hCZIafsol73p0KdFsgR3V0byMRLIcPTlrZQMaz1sVXNF/AfdpCdTJAhHbyclr6EXmNMd4sUFjXiDob126iNFa77utB/tXFxIz2kJjIBibbgtmbXWEVF1ptOL8ITkborlgQSu+II5Kk1hAEOsB4VteWyqqrUjuLhsZepy7rBF/6N+QN0OCeM4Ox3rW1BBl0ejEghgp0YVEN21ELIKQRtUFJfQ8pmZT6cxdqCuvSY7bMYyIjRWpJyad+1Lw18RCzjbptYP955wk37AQ6Ac3VU7JsjFxxF5cFKu8Gzyaiv14fSkBzSqwINLGmOlM4jQNZzEaY4wV4ajRDPr8hnB8JVl7MgMgGSkGcmO75w2ILn+dvC2qb36FALOk7QaWctMbeUbPYq5mNiNcl/wuLcPLgpvdn5m2BtpSzqSPd7jQNXRbIIRFulgpostvjZhIlQV2tfYkHft1oIHN+QLNI04hQ5okRc5dE+y+RxWuzlqgAwuGTcyyycqwy7Atyk4Weo3MuxJJS1cCGpz7nGs6iraKSM2Rkl2xFEYSkRYxaWDZJg2JcJ75SgSgaUXqCwn/Hjev72VOqZ64UZ6U06QkbngpzSSJ3CTvlXcc409ETIQSxIcZugbnHjObC04or9uSUpIzbMclyzK5996/ITmJ4976/5C7d1N45CEK997Nax5P8ponbRLHWDx2ejd/eflv+eLy3zH3yQU0GufSEquf4MwKhUKheCkzYqdo0sPDipC1GNAMA3QNCx1veCk1DRF1Bme5fJFi0lkf6Aknw1+/6NYRMGLJgMUwOpzBCn0NyZpDviC6rrkDQ3eQaYcjVYuISaUJKiVyxHNxivGw9QXAJKA0gVxznLa84Qs5HR1NwlFmJ3rsFIQst1FHY4FZIBFopnet2bzhCPyQYcYZyBcbYmilsLuhBGaJMShBW6Lob9RtgYhGIHBbbNupd15LnPQY6LZBQ34IS4uHonEDRAojBFc5R6SJpwzzlGjRokhd811KAZoHMowFBHEQTUrMWAsR0ecHW4uZgmjRcqxwldgVVuZgdF1vV+A4rw1DVhJNOBGjhSyn7dJ04Qhl95h4RKe+NEzUylGMzCY+zWGy4308uZumpsHsnSOMnroQS1iOi2ssQsR0ImObWm3xGAtYI2cZ9Qw15EArBxAyAi7SHcnwOtBycLOycpLuGnUZ0TFdL4SoFmi/238xM+fkgnWnBOowief6mRNpZwyn+4R0oghrRZt4uoTePJ51uvo5cJzqAymYIBSkz5mIaQyJwPJ1VQrissu0EON5FJRp39BPX8g67ZDXSowdfwSF4SStyfCRUnP60xpH5HufKOOlxbKD+dSDnzeehVhCq0gSNZtBczxeAKKW7by6EupTRf81lviPMBqO1d827XC+ZhevD6M1XKaREhEpP/PBe+C1UrdsMlpZ9GrAbDHMIsug2zapT4UFcUFrpC10jmrrrXTPPR6y4i/PW6Ey2rrTHjfQ4FTWLwRQgliBpmk013lBozSaY85DtKCljujZr8A6/RTuPqqdhoEBFpcMog88wFX3j3DVYzC4yOT543pZcfQgHafCXZmldD6wi4+99pPMbWidyctSKBQKxYGkxuCkEk3aCF1HEEHDHTBrGsI1fepWYKAlwY5HsH0Lrq+CyoFHg9a9bImcrjGn3CBAMktvJCXLrpKVTYwEBoa6EKEBYyymYdqVa9ugrSuBHY9iNoXTFXrW1lJMZ+jk2UQtSetug3jBggjomqMcmrQkcSNBMJ9qVNP9XL0SiGnOGjvTFtiWIK6H7bW2Vo9GDiumQXUTaZROiioPTUo0AXa87JYppZPCJaJp/iBTd1MZJWUNQVPReZWu4X4xDeIBMd3Sn/bFQXAwrAuwIw2O1VyEJ09qOW17QdR8L4BaAqliW0GalDDRLWdYLmR5wkKrsTrXSe3lrQueHlLWjtBbWQY0oiWLaN5A2I5sGTt5PvM3DUx4rB6oerB9FsVSAaGVrcZeQKmydA3iHuxHApO+w6mmRyhFG9EYQ69h1YxaWTRdc42pzmrioBVX4kwmxAybqCaxqeXgOv6Hg0AnKssTX7GoTjRwazT3WZzK/XaWLTiS1BYWpYYoVklCax0iK9ClSb0Wfm+jlqAoIBVwd09GClh1UWw94rfcFo4bu9A1BDqRwLmHFlwC3dvQpER3V/VXCuKYFsWUFkN2inrijFgpYiHXc83/Gavx/umBdcdNQ1kyGv49CVtGa/d1jIi/xjfi5wQLCnKQkTqQXj8EBHHgWo3A2mknfr2zry4R9ugAKGqNBGfgNNsu52aX5UmB4ERScVYDkVzta6hIBEe0QtfruobtTkA2juSYKkoQK6aGplE44gjmX3UV7V/8AvkVK0g/+Hdiy5bx9se7ebv7pTLaNkrn/Dv5zT13Iuc0E599IvOOvHSGG69QKBSK/Y5rlalFRNOwpTNos+tirsu0ZyEuu0xLYVGc1UA847hJ29EIxZYYpMp2WonmW1UigfGmWR8JuSp7uSjn6q2kbEcQy6iGbsrAfscy61mZgi7TOjr1DRBrSmHmdUpChqxRrd0J7PpAIs8g7qjNjumUIhHIC2h1zoV0BYsWJZ7p91vcEItSZ7kuqdJZ46dJJ0WKJsIDP6np5KKziZdyrnt0GTvaAFrW6Vd3W0xaxCIRjGgbtu6Vd/5vCkF9NFIzz+c4l+UTxyCYgLV09GwYHXYtSzaeD308W0Jo3pAzaNWV2JG6gPWyfI5iawN1FdYmrSIAliYldkAQGk3xkEjxY2dp+IPw4BMqIrWCIu05jtXcrhkEK1jGs6g2ZAxMJI11db6rd31x2J/fkBEttMZZDzx/IqLT297EkbJ8/XagfyoFcWUU35hpuxZiia5HMESUiPts+nUEqtA0zQ8ipQX2ae5FaRo0CYmwNUYtmznCRNN0f426V5VvB67T0b1c4UTR3asuYJAVBYIGTG/iRbcEtntiy1sLX/GRY0nb/VBxdtgxnZ4jW5h/2okYz3ahmyZFQ4QEpCYlptDYlgvnUUcDSy83RNjlPMTOBJNTQ7bpOBq1CN7aZd2daql0mQ6+P132MOlRizndCaQWASnQGf/ZieoQFTam2+p4REPXZA0bsKzqE486PeZPqsTtEhG77B3jHSuDHV/DQlzpkqwH3t1Z2zdRiugU2+qpH3U+c4Wm0RDX/aUpDYMZtICnQ5Z66gnHj5C6jtEcJZbwW1VT4s9tijFqjCOcpfO5M1WUIFZMGy0Soemii2i66CIACt09PPbL2xhZvZqXxSOcmRjinM4kETsDrAXWsvrnP8U4ZhFHvurNLLjwlTSccTp6Y7W7GTgpFDStctG+QqFQKA5mnJy94+zTNbAlNhI7FmX9ogXMkf20AmiaH6CqUB/B1iKOWHWtB4kT5pLNRTlpwCSB4Z8jgs5s2UCWNHZdBMu00ISkLqZTsgTptgbaMyXfOVsChXkxx2pgu4JY81YZu4LYFr4AqXNzckZ0iEd18nY9USuL0GLo0nQsfKXJBZWta1gmNFEW3/FsAa1ehIZ5Ohp17iDfrJ9NPO8MKEumTVRI3w3TaogRLdnY0hWUWngwZ8TagGxoMKshiesnk47OIlFvMzft5E62Xc/CWESvcvWVWpSYZociac+NNNNnpfwe04Muo7EoZnsLczKDrhgPPwx2jaBaEVtgSSd/rojpZFvraEmXEDGd3PzmkCCWmoZmiSrXayvqrLRNtsZoq4sSDaw1LD+PGrotiUXC4wqh27Q1xEi799FqiIE7iLbqolO6v0GKhk1UFLFr2EdLlo1pubG7NeduNsgoOQySIk9oUbLXvqjuRhaujYZzn8CLFu2uJa0xMRUzU9jxKKAxbM9mvpFwssdKiOgRhB51JmwCBO+hE9Hc/V0LevpqfjldlEWicL0PPK+JCtlFtE5DlODIyBxMUSSvOda8YTtFTNeoy5lU9n7EtInKKHm9mYLWwFzMqmu1EUTH8mirVqNFnTRjpxoLOXfOyayJ9SNMx622PiLJCKfPvfXlGRFeIiA1R3h7vhlz86NkNM8TIGCd1mCo2Os5pfj9WGkhFvEYBJ6pWN6gVDcXM9qCRGKmO2os83CIRpxnIeJZ0htaITmGhu6v9rcC55vdFCdfNMg0RGgp2F4zqZOCiObkJm8oDGBFy4HKyu+We89CgtgV4lqMUsB67V2rQKILC6s+itR1WvR6hKhnNKJRH4jV0DSUDT0LqSIU59WjDwUs4lKSOm42jakxJ/CilF58xNDndV2kLM9jmo4pBcGVFpo10dRUGCWIFXtN7Ih2UqecwupEgpibhziiafSvXc3Dv/sOpDrQMgZHDPaQ//ltdP38NmxNo2fOEeycdyLb5xzDltnH0NU4D0M4ES91DVrqY7Q1xJjXHOeYOY0cOauegbEYs6OwoE7QEpm8bQqFQqE4QAg5roU4qjvphDusQYxIAxaNfo5UqZddpovFEnqTTlRItEwJMbuBkjSJ6lEWxZvZ4aywRQpBk1ZXHnxHdFIGSL28lk7oGnFXYzhxnwV18xcwOjvLwvV9znZNo1WvJwXY8SgRw0QXghOiC8lFDIquG7iuaeiRRrCySD1Kvm4Bjfne0DXWa3FG5kehv7xNQ0PqGhFb+H+3JkrUGREaG7tD3aW7i4QXRNro0xvRtQJIScmWNLoX1XnSybTOjdI4VkRPuwPRihG0rPG7JiFKixMULBIB16rsiRVNcyYgmrR6cq6rs67rtNVHGM0FA2nVnqjWFrURPbINGyfwl7OOVyJ0nQgaES1Sti4GGjh/IAcbO4jFdJrqonhe9CIaKbvRo7trITVnAqDSRba+ju3HN2PIKHObj6IhuzPQARLcZ0Kzw4Nl535IolHH5Tw/t4nTxCw66XXrjYUE8ZzmGKlk+Pi6CnFgitrPP0Aq4BrrteMo0cY2bRhTq22dF1GdSGkCQey6BxwTmU9U19kqcuWAToF0Sh7po2cR7dUQblA4C9uxvrU0QqIc/d2j6vms1QbKidT0gIeFaYtQUK1yCiBHWgk9AtjUa3EiouAHqXMrdSZLKs9lC46JLKCDApISYFa7TAsbzRQ0jRYoNKdx3n6NOj1GU32cTN4Rl1ENUvpsGutbyOQjNGp5qtEwtFg4pp+mUU+M2VYMO+CS25/bybyIsxba6yu78r7Wx2jVLdLus6BJsOItvpAuag2URDOtNdylZUQjImwaKdFS30Td7AWMDFpE7D439j001UUoegJR14lFdYSuM2zXcax7r5o1p32ey7S3RAAgL0vo1GPOb6YYK5A8agHHjziflV4fnNg4l025smu/Z72XSGK6hR2NIDVo0xpBFInKBjTy1DfEKRYMbD2OLsqTVkKPkdJNzOPbWCQaKXWMoglJXLMQ0QgRw/LPELwvbq/4z1udiFS8RxLdGv99rEQJYsV+QYtEWHDWOdRvezcAr3vta1j2wq/5c+cDDA+OMX8ATunp56Jdfbx2q3OMUV9Hvv1IivOPJDN/EVmtkawVJZnWGN1VYodRQo9aiJhJSS8wT8/xwH8+xuymelpaZ9E6ZwHtx5xC08ITYNYxEKuMz6hQKBSK/YVuSX8doMeRkTn02mPEI2ULQUm3sWzNd5Ouj0fQjnwZ7BwhYpvkY200tDWSTQ6CplGSFg26jtV2DNmCDTJPtmjRQIyoJ6ojOlKIihyY0h9je8OnCDrHxudTpI+oFuH0pkWMSYOsFqOzpYmmxCh1DRHmNdXTWhehb8cwNDrBmBbUH8tIaYjEcbNpqLHUUwMaZ82nW/aSlnHiONYTEdGIWAJdauSbjsZO9LgugI4wKAdTKiuOkrfc072cuJTUR+ooNjfREjGx6iO0FBy1b2kybFvUXGdxLezcqCGpl3UYEcclMa7rlFwLb6Me5/jGI+nI9pGzHUGs6XqVP6pVI8l0vvEI2i84D5HZFnK7FkhkVKNOiyHxtW7gXrgRuQ2T5uY4TbZN1B2b2/EIIqpTrJ/PrFKKojQADTGSo76pleKsCPVJx3os9ChDopWsbOC0aD2akJixNkYjkrl0OKJcK+cbDvZKI06wMqOpjsxRs6jrdnpy7LhF2A0a7cYwRcumKR7xRU7/gnpOzTrD5xgRSlSLl5iceMZe02B+06nUWybRqIYRqW0XPC5+BL25Luqj0hURYSuyYyGG1KzTmJ/e7ntDONbcCou/rrNAb0PEmolYIxCHojTJzmumbuFsuk9YQN3mIeasSzrlZViCxPQoBRwhU9na1NGz0YqGE0zLFSgFwyYSsMibkTqwCkggX7+QvGXTyJDbH5OFv6uk3L+VQbVK0lnnq2s62KbjlYFGNBJD1LVhxgqItuPJFUrIko4VbcKWOYoBMdUgY04uYg0srWKlvAYRGSFqg54R2BEnkp9uCRqi5VRGOvhC1b+mWAzdKKK5VuZ8wyIaTStULl5qBj0RuFIdG4Gm6+hCEqNAQ+NCZCQKWgt5vZk64USTbopH2HzysSzYsQ2wkFEniF9BlOWeXohha07sBF3TiOoaRtDVXoLVWk+qrYG6xtnMi4TjAc1vaoTA0tzSolkM1WWgP808K4loqPzUddZoRI+eBVuHKDQsIGbm/IjSUo8gdQurKYIVj0HHKEZzHTHNJmJYVdGwdx0/j5N39fiNjZpZBDp1Woxs4F3UJESUhVhxsDFn7jz+6S1f4Z/4CrKUY9OGO1i+ewn/ndxO/1iRI/s1TuozOHK0g0VbOzjpBSfm4HjYMYmIS+w42HGJFReM1EmG4xLp/hONDTTMnk/bwqNoWngis488nciiV6DPOxpZVzdu3QqFQqGYPhHLdvyLQzif4zF3AWwsooGmYQciO9c3xCjGnQlMTQjMhnqkaITkIFrJQiCJ6nEMUzjxLBoWYVkjWAh0Tac9MpvOaBFdCCeKsufFGIjgbLU2QFPMHRzrpI6ezRHJIhFNZ35LPWOlKL1yhJfnisQbFlIXM7BEyWmjdMWrO/A1W+McM7qAPGELsQROii9kpzAp0uwL4nykkTYjA0Jg1M0hrc+mTR9lpzVIcU4jsbwnMirNlxHfLBMRkia9jogWBUxENEJTvIlstAlDjhJegOT5FmqMCSeNk3DHqO11x5OIdCF1qNeiFN1AVhFdI1YR1ErTdXTNS/ekoesacSIU5zTSOFIiixNBNqLHufDEt/D82lv9Yws0EiNDrq3OSfEUYG7GiQEWTBWlu4PmpjrHLdeoayLbdjyN0X4K8XmU9F3UpRxrYGJWM6lZMiCIdRKyBQA7EqNYt4Bs0zFESmPotqS1LUbUFERMmwgRYjJCokkjnomQayg/K1LTsI89FpncxdiiU1hclESio8TdZ9ezcOrRJuqCOWA1HU0KX+QACBrJHNlGw3BZOczRWxgTXvoeneKsk2hNb0KPasjABH7wDYrEnbGKrkFT3qZ3UZxZDQucNaelYcdCjIbUI1iReowWk/psEluU8/02xqNkTUCXxOvbidY1o/9/9t473q6iXNx/1tp9n95LCukkISGQACGAiBIIggKKKF4soD+wUMUrVwQBRcVrwYIoV7xg+cpFQUWEEAihQwjpPSc9p/eze1tlfn/scvY+Z5+WnJrMk8/J3nutWbPemTVrrXnnfecdcy8AnUoIz5QZLLGVsF+xoFksFMRsqCIeSCrdAp5nceIjhkUouLGSq7pSrS1S6MLwgisYw6HFXXJNIVBMBZtFRTdMAu5JWHweEALd4gCjW6n1WMpRRSM2i9JrzrHD0r3+9lRLcoWU7mNVzUR3lmCNxAM66cLAqdji0+5MHXs0HrtZVa0YQiHqKMZis2H2UIEEKoXu+FxXh+kgbNEQikIsMbhRrOYQJBpvp8KJFQOPuwrDYcca01IjCKqpo5ixRGCtRPAo1Y5FxHDaXRD0E8t3Y/WFcXpCKBZ7hvYftBUSsQWwJYPQKQplljxCtlhqTe90V2YDW0b0+YopxRQ6JsHO/SgOK7lhKx4g12GhzOWgLpqHQ29LPW+K3HZa/N2u4vlqDkXOQg5FvQTN5JSFxMCjYsWmqpQ4CumIeuJ7rCqhPDuBgJ1SM4ppdWJalFQU65RCqyjoThugoNlysBpeVMOkJD+XRjX+DDSdNtrmV2LaLOQlPUQUBUPEp5cEy3OpNF0oycELPUqp4sBlLWCPFdD3pdpOTrO/l4dBf0iFWDLqKI4cTllyI6csuZEvAqYWoaFpPXsb3mO/9yA7w+20hb14AwFigQjWkI4zbOCOgDua/BO4o5CT3BYR5ATiv3MjYEk9XNrQaMPDZjw8kyHHqWo82MLeX/8Ue0kBrrJSLGVFzPR5iOW50XJzMfMLEA2zwZ0Hlnj3xqH70YSCoVjj/nmDJBjV6QzG6AjG6AxG6QxqGKaJgoLDplKa66A010FVoZP8vgK1SCSS45pHHnmEn/zkJzQ3N7No0SIefvhhzjrrrD7TP/3003znO9/h8OHDzJ49m//+7//m0ksvTe0XQnDffffx2GOP4fF4OPfcc/ntb3/L7NmzU2k6Ozu55ZZb+Pe//42qqlx11VX88pe/JDc3d0iyV6qFuC0Oal3BjGAmbpsVi9VGSU78wdyW8JazaSJu8Mp1IKzxZ57DnYvmdKMEk+7A8U+naqcxMZ80Zs/HVO2pJVUUwOW2gWJiNwTuXBtRTxRnTENNWJADJ5WQW5qH1Q8WoRApdoOnW8ZqM4ywlWJXWxHRGBY7dOtrAqfNSkVJIV2dCqZqw251E0qeW3EQEtG4vVdJHhFHFQrttlLyg3H352S/Naxo2IFAZT4xWxHFdUcgDNNLcjjg1eI5K1ZmdsKOYg2rEIScJSiJzqVhU7GpKhFnKZ0xlULq4vWXW4TPYiNqt2D4TPyECeQ7MFDIS5zbVG0YLjtO3Y5JJGFRVBCGljHnUVHi84rz5pRjb/Dgj+jY5s9mocNNc8d6Ouh2obbZHZTZ8miJxucXG8JKm6UCXBq+yipmNHdR649f+MmdKv6gm5DT2+3SHQ8cgua0YCgOjNypRB3FxP3PVcJFbtSQgcWIoNtt2CxplqA0bcK0WjEsLhRdMPOwjxwzhrPSgq6ZWMMaOaqDHZNz8DkV7DiICR+Vtnz0mInXkkesci6t5j4MmwO7yM0a4MhpWHFbYkST9Rb3A8ClWgma8VmcvtxCLEVuSlr8KeWl1JKmEKtgOp0oXRpWoWKxu8hXHZRbCphWmMPbgS5ChoJisRAuceMt1gg2t9NVYKdp7myEasXxbht5mh1hBUWxIBQr1kgYhwUcikmBy4knrGHNLUILmliFF2/ZDAqiJj5nPuVm3J5cbMmj2OZmUeG5hPVD2M06ioQbp+oi12KnwfCSp9gosLpoIO6CXC1ycKkFqWsXyJ9BsdaETQ2Sr5hMNQsosVbS5M5FDx6kLM9Ja5rR3BQmKCqNs0pZHLQjsDJJL6TSWQQxO3WipcfsZUG+00qxzYlFAaUrvtdwWLDGdPTCAnQ9glUPxufZG4KA0wnFNkLhHJyA1WIjx27Bq6rkf2gpnS/XwqHudXpNRUVNPG9UoVJq5LIzfzpa8xGsqmBa9Xw2N6zHVC04hBULYJRV0VHqZHJNA+4OH8V1jQR1A7ATc1fThkGx10uOcwq5Vjei/BTEQg9d7ftxN7SiegXF7jJ0pYv2kIaCilXVsKe1aisWps2YRXNnHQ3El6TDFY+lb8NOQkdOUZJjT1nmLQ4bjpiJGnCjuysw3S5oDxFfCV4hP3cuc1xh2sJNhCz5OKNt5Cq5VDuLIOolx1lJwVQrrUETmhuxYKLaXKh2eyqyvZpQfHVbPFJ4NM/Bovw52JoPJK5e3BKNqtA5qxRHowNrNEqoPJfpgSgRqzW11JOCkgouZ7daUIum4va04Sf+7LdUV1JQ15WxXnOFrYBITCfH4WbHSdOZGYsQUBzYgx6pEEsmFqrNyZSpH2DK1A9wYR9pNEPDF/HxzL+ewUgEmLBYLFx02WVYrVZMYWKKeLRE3dQxAkH2H66j5sBh6uvqCbTX49ZayDG92EUYxdQRuolTE+SGw5T4w5TuaqLEJ8gzMkfp9/32GYRTgMMEh2Cew0R1mFjsJlaHSePqu7C6bKguO4rLieZ2EbG7CeLAa9jp0ux0aFb8ho2wsBPCQRgHYeEgjJ0wDvzCjU+4IAKOiMY0IsyxRphk0Sh1WihyWihyqOS67Kh2G4rNjmK3odgSf3Y7is2G6nCgut2oOTnxz7Tvir13wA6JRDJ++Otf/8odd9zBo48+ytKlS/nFL37BihUrqKmpoby8vFf6d999l8985jM8+OCDfPSjH+XJJ5/kyiuvZNOmTSxYsACAH//4x/zqV7/ij3/8I9OnT+c73/kOK1asYNeuXTidcYvntddeS1NTE6tXr0bTNK6//npuvPFGnnzyySHJb3VPJscZI99pRQu2YbMqYIK7qAJcBVgQiI4D2B1WCkNd+ErduG0uHPkObC4HeXPn47UbmEUVFEydzvaKMvLCcUuWI7FMyiT3HIpyT8Fm3U+pnox4q2CxWzEdueTrHYiSXPBE0Z1WLIGk9VXFYnOQ5zCwRuPKd7r7b57LRml+Lj5aUWIatlw3rpgdhJFSZCsL8mgqPJNoxflQvxWIux2WF8zjsGcL+aobPXcSOhZS1m9FQXWCn0LcZnmvYJGmVcVwWvFNLaLT7kapB3fJfApCYQpNO3Y9SLlHw2LNI+DMR1VUVAVKClzYfPGOY1R10l7uZrItByO3nK7SPGitI6DGyDFB4RTq9VYqUhfKSmB6MdOjVSg71gNQZs9NTLeNy+dWnEQT30+ZewoHm9bGAyk5HShKfF4wQKDAjjjzHCxWG4tzp/JidDsAU1QLh0w46D4J95RzWOpdR62/W/nw6A6EaSdoKaFSseIKRxBWCxGHja7KmVirylJpLaoDpWI5Wts6HNZC3G4Tu81DkZpLlxmgtDCXfF8LPjUP3R7v1jqCYXJEOUWGNxVcLGYvJKYqaK4QINgZns+F2iYqJucR1UwKbScRLpyDJ3AKbpeTnKnL8O14gUQjAwGVegF+zUYJEFPzcKt2GksEObMLmefL4719O9H8dtpzq3AWTMZPCJvwohpRLKqSmKeuY1UUNIcDNB1LMIKlrJiTC4uZUWSiqIKQtRAML1a7FctJZYTTnBEi+XmU5jkJYaEw6mRq4QxQrAjVwhRLCU3WMJFYCJtFoSzPieLMoSrHzV7KsLtKsZ1cTvCNN3FG48t6WYkrH0K1YEmuO2yzU2kppEUVTFVdqEKjyGHDZlEwbC5UxYFw2FE0DbAQsxeAGnd/tugCq8UCJuS5puOw2ghbvUzKsRM13ET9Ak3EcJNDhZGPPncak30N5IUUSm25dGgaGSHSE7eM02GjPMeJaZqU2TVqNfCVTMHlieK2qByefxonbXsHoSp4QwaaGcM2Px+ty4kSBYtqRVQUMdkRIKe4AFNVUwNMAHPL5mGc1Ao1bXgs5USsuVhdk9HUZiL2EgorpnOa0cZmfwsoTnLdYcT0D5NviaFYushribsAOy0KVqEgLG50xcKRWUVMmnE2wZypGIXFzJtiYbNmEhN2ykMGVtVKrsueUIgV7EqEfCNMF/Hnc5WlCMvUSso8XRjYaMkvYobVzmllp9HAeizCpGFaPrOa/RRZcwiZOtVRnU5A2FSshoZiqij2XHRXHvmKD40WzBmTcZnVuEK7ERZb3HPHbkWx2sl15XNWeDaNBadhca0nEgyi2ArRHU6wu5k+p4q2jfHrnYwy7SnOwV9djq6oRArm4iSuEBfbVZTcMsgro9NVSWlHHbmGg4AtwFknL+btFg+60wXooHaPmpQ7ctHOuohQ2xrEpq2pwTpVKEQc3VMYyvOd+O3luGtbceflo4hKdF8svtzTopnA3xkMUiGWTAhsFhsFjgLylXyMxIL1FsVCZU4lVmuWZlwIsyYv4JLz4j+FEOxvDbDhSBd7W/zsa/Gzt6GBEF0otg6sllas9naEtYtc3UNB2E9BKEZREIoCUBgU5IYt5IUhLyzI80JeCBwZw08CCANhDKWTQC4E8iCcCyIHcmwmuQooisAdA3cYXGFwhxTcQbCHlJQ1oyemAmEFwigZS0oMCYuCxW5BsauodguqQ0W1qah2FdVpQ3Xa438uF6rLgZqTplDn5KLm5qHm5sf/8gtQcwtRnLlgc4LVBVY7WBxgdWQ81AYiohn4Ihq+sEYoZmCzqMyrkmtYS048HnroIW644Qauv/56AB599FFeeOEFHn/8cb71rW/1Sv/LX/6SSy65hG9+85sAPPDAA6xevZpf//rXPProowgh+MUvfsE999zDFVdcAcCf/vQnKioqePbZZ7nmmmvYvXs3q1atYv369ZxxxhkAPPzww1x66aX89Kc/pbq6etDyh1zVFDpbKCgvJhbyYFVVqqYspTZ0BL2sEGubB6VkFk1RP3rwMI5cB4HyQkotFvLcdtScHAqcEXKmTmJS2anMsS+g/uAvECi48ucTdXjja/ViJS9nDnZ/XFlGAdXhIGTJxRQRrE4H5plTUFq9OPbGXQFzVCc2xcTq0qlQ3ezSIDS9EGd+FVqrByMYxuFKeOZoOla3g1zDZKF7Etv1uCKnKAo4SslxVhI5VUV/63XUmMrkqTOxBltAVQmWzyc3nMPhPCsuxclUXBxwWRCohIoKMdW4c3OHs5zwvBmoqp8PV8xmc8DKSXl2cuYUY9vUSIEWQqCDPwiGiV1VERYLNmycVOxGtViwO+1YFRsClSPlszh99kzcB1spLy8k1C7wW6KUWh1EYqV0EE51/afmn06pbTOlRaV07C8iV1MpseWgAJNz8pms5nLQKMZHB9DBFEcxNZV5hKM6voJ5hHKqCOV1onfV0VBVymJnBUpiTuK5+bOwmJ1EFAEEiVpsoNrIqTydac5cDmiHwNSJteqYoWLMYifljmlMK6xmn7WGaMSk9KQpTJ0yj0NdHhpOOxl38TSqfUW4cvyYdge5eTqT7cUElDCNrjxcC+dhqd1LvunHTAz8znNAAzaKFTtOp4tAIIZQVAx3BdNMnSbTTq4RxGvmg6JQ6LDSYUZRVQumamNqSQ6nzapmQ8lsQlEvhDoAE9/MSdDSilJRQJGeQwyD/BwHpW43pcUn4Wpq5kibFaG6MSxOOqdVUdAWw2F6MSxFeGZWYusKUNQVYvH8KbQcUDHDYWxWO/MKyxC2LkzTxClcuA0Np9VKocvGXkshLmBGl4PF0xZzSkUlT/7tH5gWeyLoGERPWUC1w4t3XT3RaC1GrgNrMO5tUL3sfHxWD53eRDRoewxFtRKoyuckNQ9VBbvdhmbGAxgZioJft+AvnE2etwZE3EtjbkkZm6tKOZQ/i5OnT4XVf0+cHUTCtdwedYLNgj53Olq7jdzCGYSNw2hmDNWei3+SitGh41ScTHJpzKvOp1NpwG5RcE0ug72NnJxbxo72GFYDbKpG3RSVSrV7UL/Y6iKiBOmsPgm7/whWixKffwoYLjsBtRyt0kWeCGNBibdP1U70lBkAlCkqpqrgEDbKHVPxiyh6fj6xBScRrd9MsNOFf8ECZhQX0WQXWFUrqqJSXr6A6Wou+0JdmOWFiPxCXHqMGJbU5O0Cp52KqmpMbw7WThNUFQrKMfJKACiwFTK54FQs+edT0vAuTmcQDagscqO1QbsaXyt7jqWEqXlVeDQFFBWbsxoUKw1lGsGz5mPxFtM+YyZ1kQi59noOzZ3O0jnzINhG1Ih7UBhOG4oRxh7y4naoiX50AflmISI/h6ioBkeYWFCDWBjPtGImVS6ga/pSOi3N8Sj8LhemCJAz9SIs/jYoqsJ2ahU0N0JDGznYqdSrADfkaOgxO77CeThO2ove2o5DsYAzH/IrEbqFYlc1JYaFJWW5uKZVEZ1Sibfdg8WIQEkJeDYDcFbBHF6jDIvqQCe+9nFxjo0moKsyhzkVFRQ1xrAWTaUgt5JwTKVMjYARJNdlpcx+Gnr14L2cpEIsOSFQFIXZFXnMrog7jem6ztNPHwJyuPrq6+JWZlMQ1TSefubvaLqBJgSaYrD0Q8sI6iG8UT+hWJjVG9ejCw0dA6sR5ZRJU7AFg9iDAWzBINZAEJvHj60jgLMzQGFnEHddBItmoBoCVUDUrhByqQTcCg0FCp3VgvZck45c6MqFzlyFrjzwu8BQIWOCiBBYTOIvCh2sZuLTAJcmcMcEuTFwxwSuGLijCq4YODWBK2bgjBk4NA2HBs4YOAICuwb2WNyF0ab1PXe7J6ZVIOwmwi7ALjDsAtMWn69mqAqGVcVQFTSLim4BTVXjI/SqQlRRiakqUVUhpqholvh3xWalqiQX1WpDsTqw2OwoNjuqzY7FasGiWrGY8aAlVhOsQsFqkqgTMx68RjcQhoYwDYSug6kjdANh6ggjsfZi2j9TMRHCRCgitc9UEoPUSiI4TGK9P1MRmEp8qRMTgTAFpiniwWRMME0TkVwmwBBgz0e4S5mcU81pFafHBwvUuCsciopiUeP+cxY1EcQmsU2N/ymq2vsYVcmeT/J4VUEkJ7OlVlEQ3T9E789e6RGDS9dHvoNJJwwDEQ5jhsOYocRnOIQIhTDDEUQ0ghmNIaJRRCxG6Ve/gjuhtB1vxGIxNm7cyF133ZXapqoqy5cvZ+3atVmPWbt2LXfccUfGthUrVvDss88CcOjQIZqbm1m+fHlqf0FBAUuXLmXt2rVcc801rF27lsLCwpQyDLB8+XJUVWXdunV8/OMfH3QZKgsclFbMoSDfT83MpVg318et0CGInjKD/N3NhFuaScSCIpIzl0VzZxOOdmCzWFhQVYjNorLBaqMqr5Spp9l4Vf8kleVT2N8pyNv7GgD2xjp0Ww7egvkUeHehlxejVuYS23MIIXJYuuAy7NYYzzX/m4qkZdk5gy5LC6UWByfnF7A9dxqVxHBUL8I+PYDwd9DaFuiue5sNx7xyQnuOMBkLqqM4w7r74aXzebR1EVMOhXDY4vPidGc+tuIyGgvLac5TiVqKabDNwOHsoj63iw9d8P/RtmUnAG3lJRSVVlPor2FWxTRmLTwNl82C1aJij9Yg3ttCaM5pOLa9jqOjA2upHaFasCl2IASqlfyyUio9ORREm1EdUbQpVUyZdxahQD279xUh3O3Mc5VRjZvGzhhW1Ume00rUUUhF+blUmLW0zFuAZcf+lMtyyUkL0U2gzcBmhtBL4nbl4lnTaOxsxacWYlXyiUxbyBZrEyGlhGJ7VbxSKk4hz16Ap8ZGcEY7rR37QVFw2S3kTJvGnGYHc8/8FKtXvsC+rt3MbmlhilpJdWkRjhIrsZOq8G/cSDWFXDpnCTFhsKV1K6dXLMTa7uXt3aBVVuMuMZiuNFFbWk3x9EKMgnin14LB9OJluOwhzoiVoeY04CooIDajDEWLkRcuZe4HL+Pv77xLR8yBwhY6zFxE2XzKonVMX3I24ZIS9gZcuG0WFEXh5DkfQOvsZEfLRkQ0yB5zAU7xFq3VCyiM5mKE/RTm+cizOrFbVGKufMCLYYvP/fVVVnNSvoNSNR9NsXJ+YS67ZsWIudzYNcGk6mpiXSG8Ljf5VicBtxMzEKJULQYRIT/HAQQoUat5ubOY6UVV3DRlDgBdhpsCi47hzkERcMq8k8j37WV3kQOLJ0ZkRglL2lzY3XPIrV6IRWlnT9RFLGZgVQ32OSZxycJr0QVYzUPkOJ10KAp+dyH7Sk9j1rKPUUUEbaMfh/8QrvknMac4j107/MSAU+bNwRc9lS2NO+LX32bBpdqZrFkx3GDk5EE75Dmc+JIBnHPKCE8tweqrwxG14XFNwlExG9iNYbFTfPIU8qcvIrRrJ821nYR0jSKLhX0FCnpONXZXPtGmDkChtHgmpbMXEOt0kueMoLldWB0uWkvcRKZfRET30OnfTQMzsFjtOKpOg8Y3AMiz5YGiUOQwmV1aSpc/gJ6Xh92Zj83hBgQlDpNLZ5/J9q2vEHXbcZ12GracHNp2HoSNf8OwxdudsNmoLs6lprUTFDCmlTJ7+ilEa7rY4imgy1LAWYsWcLAjQpM3DIrC6VVz6AzGmFaVjzcWoSUEjqIcXBaVGFZC+XYC0+aQt2wZ+9psTDp1KbGmF4BWnLZZTKuYi3veXJwH6ulUi+lS7Uy1RqlwF1Hj34etopgF9hJEUS4vKxtoswhOqTgdd2kZR7bX0mmfjLXkDGy+GFgrKC+op77TQChRgrknsbXVAGcZDqvKpEuWkx+O8cbBLipCnTgrc4iU5RCYtgh720ZMhx1VycUuolxRfjL7bTM5bEL4rI+j1jRQoAjy7flokRg2ewEFedVMtXcyffF5KIW5fDS3nB1vPkPUjPKRWSt4p+sQk3Km4jz146i7WgiVfQC3bRM5DgtVecV4hZcSq4OZU2dQ2dEKjjzyLv0IsaefplTXWVCYi6oqOMsq2FCcuYxWf0iFWCJJoKrx4A+2hP7hQMFicbC4embKCq3rOsquzgy37atXXJ3dSt0HQog+11jWTI2IHkn9hY0wYT2c8VvTIugxP5oeJazF8EUi+KJRwnqMiCmImCZRw6TT1IkZGpqpoxkauqmhCR3D1NFNLa7UixiG0DCFhkkMoeggYjgMHadm4IyRUKbBmVCwnYm/uLItcEdVciLgikJOROAKx5XzpNLuMMCd+G41zD7X2Mukc9D1Of4JEp8Ht50WXhprYcY/NlvCS8GF4nSg2h3xKQEOR3xw4zilvb0dwzCoqKjI2F5RUcGePXuyHtPc3Jw1fXNzc2p/clt/aXq6Y1utVoqLi1NpehKNRolGu+ff+nxxC2plgZvyBWfgmDYV1X8E6ySdvAYf1bOqmDL1DOzV0OppYuvq56kLt1GpTOIDJ38Cv+5nc8smSh0h7BUL+EjlglTeF555dlzmkihrg2dg8XpwHt7P3OoCGifNIuw7hbwKBZ+rjYMn+7EqVhxzz4fW3VQJB+ZkKx2TlmNOW8LFM1xYoj7U/ElcacawdR2GohkobXtQYj6cLjt+m5OyyVNwnvMBVNNP/uJLcbzxd6LNPhSLyoKPXkh+dQVOm4WLl1yFFtmIxWKlct45rK9eyOkFTqJ2O8UBJ+VMJtfmxE0FFc4KzphaQrDkTNY2vIK9QGH53HMIeeeTN3lJfDArQfUps2krKOOUMjvhru0UtlrpKC6lOZKDS4khioooK57FfNdcCrxv0WUG0GxTOa/6PIrcRZysL2CXcwsRI0DxiitpeecwQlUxnA5Kcu202ezYC0uwe+s5bcHJBBQdVc/D/aGPohYWE966lQV5bRiT5+GYXAZaiNNnLUc5tJfaWBkWVWHRB85h63OtVNntzCjPxWG1QPk80HVQFGy5BdjcuUy1GHxs/ink5lcjNA1DUQjZikBR8LrdzCiwM+8TlxJTDWwNb1OkFGFVrCiKQo7NybmTl8YrpcrN2Zd/CFtVFTYV6DjA3MWfojDcSq6Sy4veFxGK4APzTiIn70KU1mZi5WXUlc3hrFOWsGtSDZdNuQiLw03hlm34TBOb0IjabFhPmoV70VXgcuECqgpcVOXGlfzc0xfjf/11TiqaTc7pZ7DyxW3s1qdzkq2E85d/GHPjBvxTHEyxebBVLGBq3gLe8P6B6sISzpheRiBiw+FZRLujhKqmNeSUn8KiMjf7uvbhmjoLQzc5ddKnEfnFEO0gx1WMZivEfOI5csx8yktyuWT6Uv5SuxddqBnLXnWaefijGhdedClT8h0U27wYfoUSaxOe2WUUVM2j7KzlaK0+bEVFzFGKqXJptHoCvAEEhItJMxfSFNApnnoOxabBRuc0gsWdRPKmMH92FZOKc6idNYMDh46w8My5CC1IbPeLAFhceeTluTDLlwAGJSfNZLbp4n3hx23rhMlnMKXaSpXmx1NZTZE1j1DIh6EEmNblZnNHiIC9EFG5CN+c3YSZgpi0BEfZLJSTzyIa8lO6dwftVXMI2L1Yzz4bV9CHqJwB9esITZnC1XPOxjLvXLwhDWq7iFx0JvlGgCJnFUHdyyE9jKkYdDrtYHVQ4CjAG/VS4a7A5iygKCeHKRd+gM1vxGNyf3DSBwn/x+m8+PzrOCxgVa3MtM4mMmsKtkmTsFqtLFpgZ83+2XQ58rhodgk2m42osoSWt5uYd+blTDl9KRZbDvmVLYSNJqapRRS67UxXLDR5wxS4bFTkx92hA43FmG1h6uYUopk6ORtq8VojbI2dxJkl0ylefAEfRsVuVQl+4FxaDnsoteYxt3guAHk2wUm2IvzWAHlqOS53CR+w2nFWLcLmbyZoL2N38G9gU8i7cDnWYDzIW7SoDN1VwayZ+bg0L4unT0KveR99zrk4rGVEI3EL8+KTirDYrBTarHxorg2ntQq7VaVMmEyaM4MNpkaFWkJbV5DpagtOi5VF805jjrChYvLvaVMRqsq5808nlO9herCIwurJnGQJYZk8DRLrwH9q/grCMR13bjEXLb4ecsvBYuGjp1Zjiko2uy9nmqeDwsIqdhSZlNqXMPPUSxAlhyGn+/0mrFZyl5yBo6IC1W6nrGFX1ndYNqRCLJGMMn0pwwA21YbNbiPPntdnmtFAN0w0wyBmxogaUWJGFMM0MDExhYEh4p+m6P4thIlVtWBVrdn/lPinxYwvI2DRTTBNhGGAnrDc6jrEoohIABENQSSAiAYRkSCmFkPXYxiGjqGAYREYKhgK6Griu82KZrFgWqyodgeq1RG3LlsdKLb4n2qxo1rs8UAPgJqYRqiK+NwUhBlfMkEoKEIkvgNmYp1FoWBBSaVXLJa4lTbxmf4dqzVu4bVYExFIRXeZhQDDQJgCTCO+PbXNTFiczdR3YZjxKD9p34VhxNd+NRP5pG9TSHkWpNpcwgqU+NG9LfEzI13qc5DpeuU7iHSqgupyo7pd3UqwnOs+7nnwwQf57ne/22t77rnnYK+uBkVhRsEMKAAqIRW+ywqlpVMoUorIDediVeJdkCJnER8+6UKYYmYohumU5jq4aOkcFAVsxmJQFKrT2srkQCtNahM2Em7P5fNoyF2IIgQf+chyrDYrNqsFXPFAQE7VCWXxTiUVC6BsLpMUKyVnG7jTghoqgPOyr8Vn86kq6ZM5Fk6bBtOmAfGiftQUxGLxgYICI8SiHDcWSzzkjUWJTyPJyXExv2Q+AsEZ1Sdjndq7G2a1qCw5KR40x3HV7RQaBlNUlX1PP02BcHHB3I+R54y/I6ovuRDzhRewKGrGe6PaMg0jfwqnVJ3Bbg4D4Js+nSkrPkyFO488pw2MaqyqlcKpZ4Gj+1j34sU9olbH62HhyWcwKRQj32nDqgjm5cbrf0F17ykuFsXCKeoc7Kqdcnd8wEWx2eIKc4LW/Hx8M2ei2GzkWF1cOOVCutZ19corJdeUyd0/yuJW0sqcSiKRCDYjfs1Kcx04TzsVXZ9PpCMedXhy6VymJQZZdF0n1yaYlavRiYGpqjhPOw01MZ8e4KKTLsKSmPaj5uRQcNllFCSOXViwkbDRCkynoKocy+UfpUxV489zReHMEp09FadjtyhcOOVCbLa4XEIIApEp5Drj0Y9nFs6MByM6fXF3mZyTUQomo+o6vpNr8OszsSy9HOw5wN6sdaIJGydPKY57YohihC2P5u0e7KqLs0/5DyxWK5bi7mkPeU4btsLuiNaTi1zMqnIm6gZKCgqpieZzbp7O9NIcrFYrc6vymV2xAIuqoCtpLqiqFefiT3OtpuMNh6jIz0ef3UVXZBVdwNUL5qWMBT39evRpOuuefjr123Q4iOKAommpeu8snEnn4kkYqp3pqsI5Uy4AVcEuFDyHu6N3K4pCYY6dC+dVIEQ5HcEYpinIc1YRjExndcu/IBEe7eyqszGFiSIUpjhnE50NluLiVF5umxt3gRuHvXval0Nx4KB7ZZKKAjc2d7zNF7rt8TKefhZXnnZmRv9uiqOAebZTUr/L8hxccdqkjHrIOe88coBJioKu6zy1x0Dv4RGUjHLuKCtl+iQ3qtId6k1VYJYzFyHmYrVYETOXk2exxJ+jZScjAgHSQ25ZS0rwnDIfVJWPnFJBjtMOFFDMVC455bT4tTFMwpqBZgiKc7qfsenBXlVF5eLpH+Li6R9C13VaOp7GwmTE7IvA5sQF6LpAy4/Xk3vRaXygH8PRzLK0Z0hBZh2pisqSRVeDHkNHRdv2dLxEjnxsc+L3j572XLFVVaEmzjU5bzKDRSrEEomkF1aLitWi4sIG5Iy1OBLJcU9paSkWi4WWlpaM7S0tLVRWVmY9prKyst/0yc+Wlhaqqqoy0px22mmpNK2trRl56LpOZ2dnn+e96667Mly1fT4fU6ZMwZKX1++A34D0oQwncSaij2LtHaOg2FlMnpI5kKir8Y6+w2bBmuWYjPOqdlTAnW092AHk6k42uLInlePBkBxgSyqSiqLgsnYrNJbc3KzyWRQLFnqcx2LBkp9PXrJjakl0cB2DG4C1WlTK85LK08DeGklL72A5prYzjNgstj73qUpmRF8lWfdpsjutPQYiE9/zXN3KRTIyb38IqzWhDA8SRQFXEVHr0cfgUBSwZomtbemnbTttVpy2xDkH2ZYGK4yRmDccDyYXH1ymn7anKAqlud3Kq03NHGC1qPH7YjDtd+jiDr39DvUYWx/NJmPweaDnVWK/w5o9ndWiktfHuth9ZqnEl63CMYLxX6z2fq/9sTK0EkskkmHhD3/4A7Nnz8ZmszEtYWGQSCQnLna7nSVLlrBmzZrUNtM0WbNmDcuWLct6zLJlyzLSA6xevTqVfvr06VRWVmak8fl8rFu3LpVm2bJleDweNm7cmErz6quvYpomS5cuzXpeh8NBfn5+xp9EIsmOfN9LJOMfaSGWSEaZlpYWbrjhBj772c/yxBNPkJMjLbASiQTuuOMOvvCFL3DGGWdw1lln8Ytf/IJgMJiKOv35z3+eSZMm8eCDDwJw22238cEPfpCf/exnXHbZZTz11FNs2LCB3/3ud0DcanD77bfz/e9/n9mzZ6eWXaqurubKK68EYN68eVxyySXccMMNPProo2iaxs0338w111wzpAjTEomkN/J9L5FMDKRCLJGMMvv370fXdT73uc9x3nnnZU0jhEDTNOxyPqVEcsLw6U9/mra2Nu69916am5s57bTTWLVqVSooVm1tLWqaO9w555zDk08+yT333MO3v/1tZs+ezbPPPptagxjgzjvvJBgMcuONN+LxeDjvvPNYtWpVag1igL/85S/cfPPNXHjhhaiqylVXXcWvfvWr0Su4RHKcIt/3EsnEQLpMSySjyHXXXZd6KV544YUoisL999/PtGnTuO6663jssceYM2cONpuNV199FZ/Px80338y8efPIycmhqqqKyy+/PGvU2YMHD3LttddSUVGB0+lk1qxZ3H333aNdRIlEcgzcfPPNHDlyhGg0yrp16zLcll9//XX+8Ic/ZKS/+uqrqampIRqNsmPHDi699NKM/Yqi8L3vfY/m5mYikQivvPIKc+bMyUhTXFzMk08+id/vx+v18vjjj5ObO/j1GyUSSW+++MUvHtX7fuHChVx//fV87Wtf4+Mf/3jW9/2hQ4d4+eWX+d///V8KCwvl+14iOUakhVgiGUW+853vcNZZZ3HTTTfxyCOPsHjxYiZPnswf/vAHVq9ezZYtW3jggQcoKSlh9uzZ+P1+dF3nu9/9LhUVFXR0dPCb3/yGZcuWsXv37lTQm0OHDrF06VJyc3P5/ve/z8yZMzl8+DDvvPPOGJdYIpFIJJITj7vvvpuzzz57yO/7e++9l927d+P3+9m2bRsf+MAHuP/++1P5Hj58mPPPP59oNMrZZ5/NnXfeSWNjo3zfSyTHgFSIJZJRZObMmcyfPx+A+fPnc/bZZ6f2eb1etm7dSmlpacYxjz76aOq7YRhccskllJeX83//9398/etfB+C+++4jGo2yffv2jMiwX/ziF0eyOBKJRCKRSLIwc+ZMmpqagKG973Vd5+mnn8Y0Tb773e9SXV3NunXrUmkeeOABotEon/zkJ8nJyeGCCy7A6XTyxS9+cUSiJ0skJwJSIZZIxgnnnntur5cjwN/+9jd+9rOfUVNTg9frTW2vqalJfX/55Ze5/PLL+1wmRSKRSCQSyfigv/f9T3/6U3bu3EkoFEptb2pqSs0xXrNmDZdddpkM0CWRDCNyDrFEMk7Ipsz++9//5tOf/jRnn302Tz31FOvWrWP9+vWUlZURiURS6To6Opg8efALkEskEolEIhkb+nvfL126lFtuuYXvfe97rF27lrKyMjRNS6Xr6Ohg0qRJoymuRHLcM6IWYiEEEF/38FjQdZ1wOIyu68RiMUzTxDAMdF1HURRUVSUcDuPz+YjFYqlzWq3W1HGGYRCLxfD5fITDYWKxWCoPv9+PYRip41RVJRKJZOQVDodT6ZPn6bnNarVmHAMQi8VSLiymaabySpYlXeae5Uzu03U9NVLo8/kG9d1qtaaO0zQtlU+ynqzW7Je+57nS80nflu36JOtksMcNlWR+pmkCoKrqUefbl2wDnWM4ZAgGg6nPZDsRQqTaUTp//vOfOf/883nggQdS22KxGJ2dnWialkpfUlLC4cOHj/lek0hOBNLvO8mxM5R3fV/vi2Ol5zMdGNb3z2BJ9h1M0yQcDmOxWIDud8XRyjXQOyt9e89to1HfQ3mHJuUBhqXP0LO/lq3f1FO+ZL8oKV/y+IHKPFBd9jzv0bzvv/vd7/LPf/4TgGnTptHZ2Znqa8ZiMYqLizly5AjFxcUZZc52/mx1mK2+jrZ8Q93fV7q+2nC2djSUdjLY+6a/Z8dQ+8RDrYv09H3dG9nyS8rZX380EAikdJDktR7u5+JQnk2jfa6hvOsVMYI9gvr6eqZMmTJS2UskEolEctTU1dVJz4ph4ODBg8ycOXOsxZBIJBKJpBeDedePqEJsmiaNjY3k5eWhKMox5eXz+ZgyZQp1dXXk5+cPk4Rjz/FYLlmm/nnrrbf46Ec/yvPPP88HPvABABYuXMh5553Hb3/724y0jz/+OHfccQff/va3Oeuss1i/fj2///3vCYfDXHbZZan0R44c4YILLiA/P5877riD6dOn09DQwLvvvsvDDz88KuUaLxyPZYLjs1xjVSYhBH6/n+rq6ox1fSVHh8fjoaioiNraWgoKCsZanOOC4/F+H2vGok7H0/t+uJFtdPiRdTq8DOVdP6I+RKqqDvvoe35+/nHZSI7HcskyZScZCCMnJyeVl6Io2Gy2XnnfeuuttLe38/jjj/PQQw9x5plnsnLlSj7+8Y9npF+4cCHvv/8+d999N/fffz/BYJApU6ZwzTXXDEpeea0mDsdjucaiTFJxGz6SHY2CgoLjrm2ONcfj/T7WjGadjsf3/XAj2+jwI+t0+Bjsu35ELcTDic/no6CgAK/Xe1w1kuOxXLJME4fjsVzHY5ng+CzX8VimExF5HYcfWafDj6zT4UXW5/Aj63TskL5iEolEIpFIJBKJRCI5IZkwCrHD4eC+++7D4XCMtSjDyvFYLlmmicPxWK7jsUxwfJbreCzTiYi8jsOPrNPhR9bp8CLrc/iRdTp2TBiXaYlEIpFIJBKJRCKRSIaTCWMhlkgkEolEIpFIJBKJZDiRCrFEMo557bXXOO+883C5XBQXF/O5z32OlpaWsRZLIpFIJBLJMCLf9xLJ2CEVYolknPLWW29x8cUXU1xczN///nd++ctf8uabb3LhhRcSjUbHWjyJRCKRSCTDgHzfSyRji5xDLJGMU5YvX059fT07d+7EYrEAsGHDBs4880weeeQRvva1r42xhBKJRCKRSI4V+b6XSMaWUbMQP/LII0ybNg2n08nSpUt5//33+03/9NNPM3fuXJxOJwsXLmTlypUZ+4UQ3HvvvVRVVeFyuVi+fDn79u3LSNPZ2cm1115Lfn4+hYWFfOlLXyIQCEzoch0+fJgvfelLTJ8+HZfLxcyZM7nvvvuIxWITtkzpRKNRTjvtNBRFYcuWLcNVJGDsyvXCCy+wdOlSXC4XRUVFXHnllYOS97333uOiiy5KvRwBzjjjDEpKSvjnP/85ZmXau3cvV1xxBaWlpeTn53Peeefx2muvDapMg2G4y/SPf/yDiy++mJKSkj7bVSQS4aabbqKkpITc3FyuuuqqYXdVG+1ydXZ2csstt3DyySfjcrmYOnUqt956K16vd8KWKR0hBB/5yEdQFIVnn312GEojOVqG2g5OVB588EHOPPNM8vLyKC8v58orr6SmpiYjzWCeRbW1tVx22WW43W7Ky8v55je/ia7ro1mUccmPfvQjFEXh9ttvT22bKPU5mPf9aNHQ0MBnP/tZSkpKcLlcLFy4kA0bNqT2j5f+90TBMAy+853vZPTbH3jgAdLtkbJOxwFiFHjqqaeE3W4Xjz/+uNi5c6e44YYbRGFhoWhpacma/p133hEWi0X8+Mc/Frt27RL33HOPsNlsYvv27ak0P/rRj0RBQYF49tlnxdatW8Xll18upk+fLsLhcCrNJZdcIhYtWiTee+898dZbb4lZs2aJz3zmMxO6XC+++KK47rrrxEsvvSQOHDgg/vWvf4ny8nLxjW98Y8KWKZ1bb71VfOQjHxGA2Lx587CUaSzL9cwzz4iioiLx29/+VtTU1IidO3eKv/71r4OSOT8/X9xxxx29tldXV4vKysoxK9Ps2bPFpZdeKrZu3Sr27t0rvva1rwm32y2ampoGVa7+GIky/elPfxLf/e53xWOPPdZnu/rKV74ipkyZItasWSM2bNggzj77bHHOOeccc3nGslzbt28Xn/jEJ8Rzzz0n9u/fL9asWSNmz54trrrqqglbpnQeeuih1LPin//857CUSTJ0htoOTmRWrFghnnjiCbFjxw6xZcsWcemll4qpU6eKQCCQSjPQs0jXdbFgwQKxfPlysXnzZrFy5UpRWloq7rrrrrEo0rjh/fffF9OmTROnnnqquO2221LbJ0p9DvS+Hy06OzvFSSedJK677jqxbt06cfDgQfHSSy+J/fv3p9KMh/73ROIHP/iBKCkpEc8//7w4dOiQePrpp0Vubq745S9/mUoj63TsGRWF+KyzzhI33XRT6rdhGKK6ulo8+OCDWdN/6lOfEpdddlnGtqVLl4ovf/nLQgghTNMUlZWV4ic/+Ulqv8fjEQ6HQ/zf//2fEEKIXbt2CUCsX78+lebFF18UiqKIhoaGCVuubPz4xz8W06dPP5aipBjLMq1cuVLMnTtX7Ny5c9gV4rEol6ZpYtKkSeL3v//9Ucl85pln9lLKDh8+LBRFEXa7fUzK1NbWJgDx5ptvptL4fD4BiNWrVx9VOdMZ7jKlc+jQoaztyuPxCJvNJp5++unUtt27dwtArF279hhK081YlCsbf/vb34Tdbheapg2tAFkYyzJt3rxZTJo0STQ1NUmFeIwZajuQdNPa2ioA8cYbbwghBvcsWrlypVBVVTQ3N6fS/Pa3vxX5+fkiGo2ObgHGCX6/X8yePVusXr1afPCDH0wpxBOpPgd6348W//Vf/yXOO++8PvePl/73ROKyyy4TX/ziFzO2feITnxDXXnutEELW6XhhxF2mY7EYGzduZPny5altqqqyfPly1q5dm/WYtWvXZqQHWLFiRSr9oUOHaG5uzkhTUFDA0qVLU2nWrl1LYWEhZ5xxRirN8uXLUVWVdevWTdhyZcPr9VJcXHwsxQHGtkwtLS3ccMMN/PnPf8btdh9zWdIZq3Jt2rSJhoYGVFXl9NNPp6qqio985CPs2LFjUHLfdtttvPvuu9x33320trayZ88ePvvZz6KqKqqqjkmZSkpKOPnkk/nTn/5EMBhE13X+53/+h/LycpYsWTKocvXFSFynwbBx40Y0TcvIZ+7cuUydOnVI+fTFWJUrG16vl/z8fKxW6zHlM5ZlCoVC/Md//AePPPIIlZWVQxdeMmwcTTuQdJOcvpB8fw/mWbR27VoWLlxIRUVFKs2KFSvw+Xzs3LlzFKUfP9x0001cdtllvZ4vE6k+B3rfjxbPPfccZ5xxBldffTXl5eWcfvrpPPbYY6n946H/PdE455xzWLNmDXv37gVg69atvP3223zkIx8BZJ2OF0b8Lmtvb8cwjIyHDUBFRQXNzc1Zj2lubu43ffJzoDTl5eUZ+61WK8XFxX2edyiMVbl6sn//fh5++GG+/OUvH1U50hmrMgkhuO666/jKV76ScbMPF2NVroMHDwJw//33c8899/D8889TVFTEBRdcQGdn54ByX3vttdxzzz38+Mc/pqKigvnz5zN58mQuvfRSysvLx6RMiqLwyiuvsHnzZvLy8nA6nTz00EOsWrWKoqKiAcvUHyNxnQZDc3MzdrudwsLCY8qnL8aqXNnkeOCBB7jxxhuPOo/0vMaqTF//+tc555xzuOKKK4YmtGTYOZp2IIljmia333475557LgsWLAAG9yzq6z5K7jvReOqpp9i0aRMPPvhgr30TqT77e99XVVWNmhwHDx7kt7/9LbNnz+all17iq1/9Krfeeit//OMfgfHR/55ofOtb3+Kaa65h7ty52Gw2Tj/9dG6//XauvfZaQNbpeOHYzASSMaWhoYFLLrmEq6++mhtuuGGsxTlqHn74Yfx+P3fddddYizKsmKYJwN13381VV10FwBNPPMHkyZN5+umnBzWI8cADD/Ctb32LgwcPUl5eTkVFBXPnzuXMM8+ktrZ2ROXPhhCCm266ifLyct566y1cLhe///3v+djHPsb69etH9cUtGTw+n4/LLruM+fPnc//994+1OEfNc889x6uvvsrmzZvHWhSJ5Ji46aab2LFjB2+//fZYizJhqaur47bbbmP16tU4nc6xFueY6et9f955542aDKZpcsYZZ/DDH/4QgNNPP50dO3bw6KOP8oUvfGHU5Die+Nvf/sZf/vIXnnzySU455RS2bNnC7bffTnV1tazTccSIW4hLS0uxWCy9ovq1tLT06e5WWVnZb/rk50BpWltbM/bruk5nZ+ewuNmNVbmSNDY28qEPfYhzzjmH3/3ud8dUliRjVaZXX32VtWvX4nA4sFqtzJo1C4hHWByOh8VYlSupHM6fPz+13+FwMGPGjCEpszk5OSmXrhdeeIGamhpuueWWMbtWzz//PE899RTnnnsuixcv5je/+Q0ulys1gny0jMR1GgyVlZXEYjE8Hs8x5dMXY1WuJH6/n0suuYS8vDz++c9/YrPZhpxHT8aqTK+++ioHDhygsLAQq9Wacv2+6qqruOCCC4ZWCMkxczTtQAI333wzzz//PK+99hqTJ09ObR/Ms6iv+yi570Ri48aNtLa2snjx4tTz4I033uBXv/oVVquVioqKCVef2d73X/nKV0bt/FVVVRl9FoB58+al+izjof890fjmN7+ZshIvXLiQz33uc3z9619PeTXIOh0fjLhCbLfbWbJkCWvWrEltM02TNWvWsGzZsqzHLFu2LCM9wOrVq1Ppp0+fTmVlZUYan8/HunXrUmmWLVuGx+Nh48aNqTSvvvoqpmmydOnSCVsuiFuGL7jgApYsWcITTzwxbPNLxqpMv/rVr9i6dStbtmxhy5YtqaVY/vrXv/KDH/xgwpZryZIlOByOjGU1NE3j8OHDnHTSSQPKvXnzZn74wx+yatUqXnzxRb797W/z8Y9/nDvvvJMPfvCDY1KmUCgE0KvNqaqasogfLSNxnQbDkiVLsNlsGfnU1NRQW1s7pHz6YqzKBfHrd/HFF2O323nuueeGzYoyVmX61re+xbZt21LPiuSyTD//+c954oknhl4QyTFxNO3gREYIwc0338w///lPXn31VaZPn56xfzDPomXLlrF9+/aMzvHq1avJz8/vpcgc71x44YVs374943lwxhlncO2116a+T5T67O99f84554yaHOeee26vpcD27t2b6rOMh/73RCMUCvXqM1ksllSfSdbpOGE0Inc99dRTwuFwiD/84Q9i165d4sYbbxSFhYWpqH6f+9znxLe+9a1U+nfeeUdYrVbx05/+VOzevVvcd999WZeHKSwsFP/617/Etm3bxBVXXJE1RPnpp58u1q1bJ95++20xe/bsYV92abTLVV9fL2bNmiUuvPBCUV9fL5qamlJ/E7VMPRlK1NzxXq7bbrtNTJo0Sbz00ktiz5494ktf+pIoLy8XnZ2dA8q8Y8cOce6554qCggLhdDrF4sWLxeOPPz6mZWpraxMlJSXiE5/4hNiyZYuoqakR//mf/ylsNpvYsmXLUC9LL0aiTB0dHWLz5s3ihRdeEIB46qmnxObNmzPuma985Sti6tSp4tVXXxUbNmwQy5YtE8uWLTvm8oxlubxer1i6dKlYuHCh2L9/f8azQtf1CVmmbCCjTI8pA7UDSTdf/epXRUFBgXj99dcz7sdQKJRKM9CzKLlM0MUXXyy2bNkiVq1aJcrKyk74ZZeSpEeZFmLi1OdA7/vR4v333xdWq1X84Ac/EPv27RN/+ctfhNvtFv/v//2/VJrx0P+eSHzhC18QkyZNSi279I9//EOUlpaKO++8M5VG1unYMyoKsRBCPPzww2Lq1Kmp5WLee++91L4PfvCD4gtf+EJG+r/97W9izpw5wm63i1NOOUW88MILGftN0xTf+c53REVFhXA4HOLCCy8UNTU1GWk6OjrEZz7zGZGbmyvy8/PF9ddfL/x+/4Qu1xNPPCGArH8TtUw9GQmFWIixKVcsFhPf+MY3RHl5ucjLyxPLly8XO3bsmNBlWr9+vbj44otFcXGxyMvLE2effbZYuXLluC1TX/fMfffdl0oTDofF1772NVFUVCTcbrf4+Mc/PmyDTGNVrtdee63PZ8WhQ4cmZJmyIRXisae/diDppq/78YknnkilGcyz6PDhw+IjH/mIcLlcorS0VHzjG98YlqXUjgd6KsSyPofOv//9b7FgwQLhcDjE3Llzxe9+97uM/eOl/z1R8Pl84rbbbhNTp04VTqdTzJgxQ9x9990Zy3rJOh17FCGEGDn7s0QikUgkEolEIpFIJOOT0VvcTCKRSCQSiUQikUgkknGEVIglEolEIpFIJBKJRHJCIhViiUQikUgkEolEIpGckFhHMnPTNGlsbCQvLw9FUUbyVBKJRCKRDAohBH6/n+rq6mFbtu5ERr7rJRKJRDLeGMq7fkQV4sbGRqZMmTKSp5BIJBKJ5Kioq6tj8uTJYy3GhEe+6yUSiUQyXhnMu35EFeK8vLyUIPn5+SN5KolEIpFIBoXP52PKlCmpd5Tk2JDveolEIpGMN4byrh9RhTjpOpWfny9fkhKJRCIZV0j33uFBvuslEolEMl4ZzLteTp6SSCQSiUQikUgkEskJyYRRiIUQYy2CRCKRSCQSiUQikUiOIyaMQvz0hnpO+97LXPv793itpnWsxZFIJBKJRDJOieoGz21tpDMYG2tRJBKJRDLOmTAK8YxSN5cvqqa+K8z1T6znx6v2SKuxRCKRSCSSXnQGYwghONgWGGtRJBKJRDLOGdGgWsPJkta/c8a+n2FWn8ofKz/Cd18H3RR8+9J5Yy2aRCKRSCQSiUQikUgmIBNGIfbXBGn9u5ucyh18dvYrzJ12Nde++TFOqc7nitMmjbV4EolEIpFIJBKJRCKZYEwYhdg6/wO4ltXhffU1/EemsPDMZ3l0ZoDb/2FlwaQCZpbljrWIEolEIpFIxhFyYpVEIpFIBmLCzCF2n3EGkx56iBn/ehbrtFnUv1PGuYdW8wXLS9zzzx1yPrFEIpFIJBKJRCKRSIbEhFGI1xxZwxde/AJ3H/41733rEpTp06h/p5xbg0/iObSJf21pHGsRJRKJRCKRSCQSiUQygZgwCrGqqNhUGzs7dvLg7of5ysW1hC0qte+V8KjzN/zo+W14w9pYiymRSCQSiUQikUgkkgnChJlD/KGpH+JDUz8EQGOgkb/v+zu/b/kDNz2jc+RAgCum/pufr57K/ZefMsaSSiQSiUQiGUsUlLEWQSKRSCQThAljIU6nOreaW06/hXvueoH9C4rJ3eKi2LWKVe9tYn+rXHNQIpFIJBIJyPAiEolEMj4I62FWHlxJR7hjrEXpxYRUiJNU5lSy/OdPYhMqYrOTs8of40cv7h5rsSQSiUQikUgkEolEkqAr0gVAfaB+jCXpzYRWiAFcU06i/Lovcv5OwX6tk11N/4939rePtVgSiUQikUgkEolEIhnnTHiFGKD0hhuw5OVx02s64cpXuXfVyxim9JOSSCQSieRERJFTiCWS456NLRup89eNtRiS44DjQiG25OdT+uUvM+OgwhlHdDodj/CX92vGWiyJRCKRSCQSiUQyArQEW9jetn2sxZAcBxwXCjFA0bXXYi0r4/Y3TITNx0ObfkIwqo+1WBKJRCKRSCQSiUQiGaccNwqx6nRS8tWvoDaq/OdOP0bO+9z38j/HWiyJRCKRSCQSiUQikYxTjhuFGKDwk5/EWlXJOeucTNIUVrX8moPtXWMtlkQikUgkkjFAyHWXJBKJZFwxHp/Lx5VCrNrtlH7ta0RbFX60uQPF1sltq34y1mJJJBKJRCIZRSZSTC3/668T3rp1rMWQSCSSE5bjSiEGKLzySmyTJ1OwLZ+LwjYOaS+yZp9cm1gikUgkEsn4wwwEidWNv3U5JRKJ5EThuFOIFZuNsltuJtIGd2xqxAJ8580fj0vzvEQikUgkEolEIpFIxo7jTiEGyP/oR7FPn05sRxHXRSz4rRt4dN2asRZLIpFIJBKJRCKRSCTjiONSIVYsFspuuZloJ3xuQz0uI4f/2fFzwpo21qJJJBKJRCKRSCQSyYQhUlOD9/kXxlqMEeO4VIgB8i65BMec2Xh3FfFfYRPDVss3V/5xrMWSSCQSiUQySsjJUhKJRHLsRPftH2sRRpTjViFWVJXSW24h1gUfXl9LuVnG621/YndTx1iLJpFIJBKJZCSZSGGmJRKJ5ARCUcbfA/q4VYgB8pYvxzl/Hh27i/l+JIhi6+LmFx7BNOWYsUQikUgkEolEIpGMJuMx0PFxrRArikLZbbeheQXz1h5hoW0GLerz/HHdrrEWTSKRSCQSiUQikRwF41GpkkxcjmuFGCDn/PNxLVpE++5i7utqQlEjPPT+o7T5o2MtmkQikUgkEonkOGXlwZXs6dwz1mJIJJIBOO4V4riV+FY0v6D83To+kn8KIv9tvv3vN8daNIlEIpFIMnjkkUeYNm0aTqeTpUuX8v777/eb/umnn2bu3Lk4nU4WLlzIypUrM/b/4x//4OKLL6akpARFUdiyZUuvPCKRCDfddBMlJSXk5uZy1VVX0dLSMpzFGjOkEUky1hz0HBxrEY5LhAyZJxlGjnuFGMC9bBnuM8+kvaaYOw5uwWZReavtz7yy6/h44UskEolk4vPXv/6VO+64g/vuu49NmzaxaNEiVqxYQWtra9b07777Lp/5zGf40pe+xObNm7nyyiu58sor2bFjRypNMBjkvPPO47//+7/7PO/Xv/51/v3vf/P000/zxhtv0NjYyCc+8YlhL59EIpEMF9JlWjKcnBAKcdJKrAdM7Bu9XJd/MraCLdz1wot4w3JtYolEIpGMPQ899BA33HAD119/PfPnz+fRRx/F7Xbz+OOPZ03/y1/+kksuuYRvfvObzJs3jwceeIDFixfz61//OpXmc5/7HPfeey/Lly/PmofX6+V///d/eeihh/jwhz/MkiVLeOKJJ3j33Xd57733RqScEolEIpGMJ04IhRjAfcYZ5HzgA7TtLua6zW+RZ8sjmPMcD67cPdaiSSQSieQEJxaLsXHjxgzFVVVVli9fztq1a7Mes3bt2l6K7ooVK/pMn42NGzeiaVpGPnPnzmXq1Kl95hONRvH5fBl/EolEMpqMpMu0EILQps0Y8tk2ZoT1MKYwR+18J4xCDFBx112YukJwg4WbHNVYcvbx9K41vL2vfaxFk0gkEskJTHt7O4ZhUFFRkbG9oqKC5ubmrMc0NzcPKX1fedjtdgoLCwedz4MPPkhBQUHqb8qUKYM+36ghvSklkuOakVSIzWAIrbGR8ObNI3aOicpouKqbwuS12tfY1rZtxM+V5IRSiB0zplPyxS/iPeDiY2+8yWRXBfnVL/Ff/9hCMKqPtXgSiUQikYx77rrrLrxeb+qvrq5urEWSSCQSyXFCUuluDWWPnzESnFAKMUDpV76MtbKC9o2F3B400K0NtJrv8pOXasZaNIlEIpGcoJSWlmKxWHpFd25paaGysjLrMZWVlUNK31cesVgMj8cz6HwcDgf5+fkZf+MVGYlWIjlOkbf24Nn5LNT1v2LBoDlOg5mdcAqx6nZTcffdRDtVlqyqYWHOJIomv8of39vHhsOdYy2eRCKRSE5A7HY7S5YsYc2aNaltpmmyZs0ali1blvWYZcuWZaQHWL16dZ/ps7FkyRJsNltGPjU1NdTW1g4pn/HGcHbZhGHIiLaSwaFHoWnrcas0SCYopg6e2rGWAgVlrEXokxNOIQbIv+gi8i6+mPYdBXxjxxHCZgel1eu58+/biGjGWIsnkUgkkhOQO+64g8cee4w//vGP7N69m69+9asEg0Guv/56AD7/+c9z1113pdLfdtttrFq1ip/97Gfs2bOH+++/nw0bNnDzzTen0nR2drJlyxZ27doFxJXdLVu2pOYHFxQU8KUvfYk77riD1157jY0bN3L99dezbNkyzj777FEs/fjF9+IqwlnWb5ZIetG0Fdr3ga9xrCU57pHeH5Lh5IRUiAEq778PNS+P4pdjfMhWiVK4hoOdrfxyzb6xFk0ikUgkJyCf/vSn+elPf8q9997LaaedxpYtW1i1alUqcFZtbS1NTU2p9Oeccw5PPvkkv/vd71i0aBHPPPMMzz77LAsWLEilee655zj99NO57LLLALjmmms4/fTTefTRR1Npfv7zn/PRj36Uq666ivPPP5/Kykr+8Y9/jFKpR4bhNtBpDVLBGUl8EY1/bWnAHxnHS2GGPWAOYDRJRcWVyprkOGUUvB/GYrDDOupnHCdYi4up/O73abjtNm7+5z7e+GgBp56ygd+9mctlC6tYMKlgrEWUSCQSyQnGzTffnGHhTef111/vte3qq6/m6quv7jO/6667juuuu67fczqdTh555BEeeeSRoYgqkQwbjZ4wAM3eCHlO2xhLkwU9BvtfgYIpMHXpIA5QpJv9CCMtxMcvY3FtT1gLMUD+iospvOoKjO1OvnrQQZ2xmpKCAP/59FZi+uitfSWRSCQSiURyojNuVRwzsRJJWMaaGS/IAYcx4jit9xNaIQao+M79OKaUccGzHsr8MO+Ut9nT7OfRNw6MtWgSiUQikUiOAmk9mliM52A7QyJNWRhUG+w8FI8AfJwqGRLJUTEGt8MJrxCrTieTfvs4mFa++0yEbS2vcuGiKA+/uo+9Lf6xFk8ikUgkEsnRcpQdq+j+/eid0ho42hw3eqEySJfppi1x6/NxU/DRQw56jRHHaVs94RViAMes2VTf/XUKG+GWVaDlP0e+y8o3n9mGYR6fF14ikUgkEkl2IntqCL67dqzFOGFQJoqB+DhVBiSSEx2pECfIv+YGyj66kGXbDab/az3XfjDM1joPj799aKxFk0gkEolEMgSk3jIxmfhWvyG6TEuOmrGYQ6wZGmtq1+CNekf93ENlxJaRPU6jTEuFOI2SH/6RvLkWrnnTRHv+IVbML+OnL9dwuD041qJJJBKJRCIZZUaz013T7GdXo2/UzicZWYbWqZfK80SgK9pFVI+y37N/rEXpl2ZvhJd2NtPmj461KBMGqRCnodhdTPrZbwifFOPyf7WyouspnDYL//X3bZjSdVoikUgkEskIsafZx77WEzN2ybj3mB6yT/cQ04c98WWdDH2I55GMJsngb+M9wnVXKAaANxwbY0mODmkhHgcoM89n0ZcvpXaqycmPvsgD+XtZd6iTv7xfO9aiSSQSiUQiGU1GoPpv5Z0AAQAASURBVOPbHm6nIdAw7PkeD4xzPWNg0gswlLI0b4srxXJZp0EzFkqTkhgYOZHd4Y/XkkuFOAuWS7/PguUqu6cqzPrdI9wS2c2PVu6mIbFwvEQikUgkktHFG/Wimdqg0ooen+OJ95veZ2vr1rEWY1wx7oNqDVVTH3KBxmNLPZHp/3qMdwvxOBdvQMaifqVCnA1nAZM+/jD+5T42zVC4dNX/csm+t/n2P7aP+5tAIpFIJJLjDSEE7zS8w8aWjaN94tE93wlL0hV1jMUYRoZkRUwruN7WhuHxDL9Axxlj0R9PuUwf5QCGMM3hFGcQjMBI0/F0k6YhFeK+mL2cz879JM9+zGDLPAf/3+a/U/LC0/xjk3RzkkgkEolkNEl2QD1Rz9gKIslACDFoq32f6FFy9z2LOziep6aNtM9BMl+F4Lr3Cbz9zgid5/hhRN2W+1D6Bu0y7amDYHvGplh9A76VL2IGZaDegZBziMcZthU/4H7DxU8+pnP4rMncsPN5tv/o57T6I2MtmkQikUgkJx6D7CdNFG+uiSJnX+zu3M3qw6sxzGNY4iUWRAFygvVD6ghHdu/Gt3IlAMGojjEugp92K7Z9leWI7wgrD67so87GQxkkfTHooFp16+Dg6xmb9OYmAIyAVIjHI1Ih7g97Dgsuf4wv+v3814ea6PzwUj69fSUv3nYf5qi7PUgkEolEcmKS7ICOuuVggiusI01TINHJFwMrxKYwB1QkhlLd0QMHEabANAWv7G5hc23X4A8eKkfRDvoq6wHPAYBMy/pRNjN/bOJGJQ+8+Sbh7TuO+vgxsRAfo8v0ccExPBMHW29yDvF4ZMqZfHnBF5mradxzzh7qP3gxZ737HG9//Z4JP7IrkUgkEsnxTHsgemzvaiHA1wixwPAJ1TP/4wBlEHMVVx1axfvN7w/7uc1EHbaOhzVXj/l6Dn7OZ3Owmbfq36Kp4wjCOAYL/Rhh+PzEjhwZazH6peezI+kyfSLrw8crUiEeBLYLvs0P1Eq8eoDnPh5g3ZkrKHvpn+z94U/GWjSJRCKRSCYWQkDzdtAGP/0oaVkYrHKbnqzFN3hFKdi2i5Ubf0NAS1OAvXXQsnPQeUj6piPcAYBumPxrSwP7W499oEEZlRDVR2EhHtIxQ88/aR32vbKa0MZRDjY3DhhRo1QfeR+rp8quJi+HOkbIZVqPQiw0Mnmnc5wM4vVEKsSDwWJj9if+wDe9YV5veR/fLSfzypzzMP/8BC1/+NNYSyeRSCQSycQh2A5tNdC4adCHHIuLojGEDlznkbch0IIn4kmceOJ2/qK6QW3HKHSQjwLNiNfr4fa4cnAsOq301gO9tW2sRTgu6TnYkhqYO8rnUThmsLdlhNzca1bG/8Yx49nVXCrEg6V4Otdc8CCXBoL87+7f4rr7Kt6uXkjHf/8I34svjrV0EolEIpFMDISZ+TneGE0FawTPtfFwF5vrugjF9KPPRAv3u3tIHdzW3XH3c7oV4J6DFUdTHaNytYZxDvFw5S8Zefq6hkc1CDPS1/hYAtuNM2SU6XGOsuhT3Fd1ITNiMf584HvU3/JVthdPp+7ObxHeKd2pJBKJRCIZmO5IvEM+ZJSZyGpKVI8POBx18OX2/bDnBYh4U5tiRixr0kF1YKO+uPt5+nGJw0bD6Xl0GOnlmSRJsimlQghagi3DkXn2zcdoIT4uOE4Hb6RCPETclz3Ez6NOYlE/2/g5L1x9I+22HA5/7Wb0zs6xFk8ikUgkkvFN0jI8KnM/j0LZGqb+nmkKdGMAK/h47lwGE264sbhbc1gP88qRV1JRktMZUEEYpKXtaBSNZBZDrUrDFPgjg11DeaSv0zhuB8fIuw3vsr55/bDnm62t1Ppr2diyMRX9fNjPOZhGdoz3tGZqRPRxvLzrsUSZ7uPY4Nq1+Fa9NGC6kUQqxEPFkce0j/8vv2pt54jvMMasv/Pwh64n1t7BkdtuR+jH4JokkUgkEsnxjhi6hXioitLReTQK9jb7M12Mh5CREAJfmoL13sEOXtg+Mh3zUSVRB1E9HpysNdQ69Dz6sCybQ28KvThaa937hzp5dU/riHW+hyTX0cowngdUEniiHtpCozPHOazHXfwjxrEplAMvD9bP/mOcCvJOwzu8WvvqMeUx0dA7OrPqT6NpiZcK8dEwaQlnfuDbPNjSyvaOzeR9eCsPL/4ksfXrafnJT8daOolEIpFIxjFJP9lRshAP8jQxwyQa09G3NnZv7NHxjWgG3lB2q+LORh+v7WklGI137NoCg4huPQiFxoxEMGPZFcp+sx7FzuSASmUPhTiZ3OxpIR5F/a59gOtjJNY4BgZvhh6CuXo4ro9zx8FjzmOiMhZuy4NymR5IIR7ggRTShjkQ3tHeVCMwJ3k8u5pLhfhoWXYzK6Z8mP/q9LKh/Q38H2/lHzPPo+uPf5RBtiQSiUQi6YtRsBAfLVZvEFswTXnr0Zl8vaaV1/dmt5B2heLHaQO5SQ8R/ytr8L+8eljzHC4GfV30RJ2qlozNPRXio5IhqYMeZRvpS4TntzXy1v72o5VqiJbno5Pd0uEdOJFk2BlJC/G4IOKFnf8ET12vXaMxaCWDak0kFAWufIRrlQK+EYJd/jd49xrBjpJp1N51N9EDvefYSCQSiUQiGbqFeKhurekdKmWQireCgrBmKmw9e3/JQFU9qesMHZ0iPFom0VBnai7woBnK9RmoA5u0ECuWwaUfAmYohK2xfsjHDSb8lScUG0Sqo0MuF3VsjGX9mfRzr/ehEPcrrxaGYMcxStWXPEdRT8lAev7m4ZVlHCMV4mPBVQRX/4Hr2pr4T0slteY6/vjpYnzCwr6v3IwZHKHFtyUSiUQimaikQguPvy6IUBUylZ+BO5OhmM6m2i78kXEcQ+TAq1Azct5rAyonPQKp9ZX8aFScyIb1OA/tBa1/t3KhDTaA1rHQ7TI9EnOIDdNgW9u2PqN9DytCQMPGoQ+kHA8M2J7729dbITZ8vv7Xit73Mhx8bXCyjSrZCnoMAxGDPFRaiCcik5bAih/whf3vc2fZORwp2MZvLp8E9bXs/6+75QigRCKRSCTppDqMCQukObBlVQgTjJFVaASit1V0EO9w46jXNRqd2MLHPlN7cFIKTUNkuZbBqE6bP3M94145HkNFmLF4u1D6ycMMBvG99DKxw4e7T5m4tiMVOXhonfrBpa0P1FPvr2efZ9+Q5RkywXboPAT1G0b+XEdB1vqNBhjJuyrVZoY4hzjw5ltpv7LckSP6bDua+kjI2F+7jwZg32rQs8/F1/wBDrcHEKYxpPJ5w5qMMj1hOetGmH8Fn9vwDN+a/Rm2zjrA/51ThfHKSzT94U9jLZ1EIpFIJGOCME0iNTU9IoimLT4b9cPOf4Cntv+MmrdD/Ubsew5jRgcOVpXenxrsPFUh6N0BPA4GtUerBL6XXia0bl2v7a/uaWXjkcG5gx5bR7jvY42Ex57W2nv+tyCuzBt+/zGce/CydKcY/isT2bt3mMvBqAW/O2aifqh9D7xDd5/vxUBRpo8lqNYocMxtazDXvH1v3LW6dm3c5TsNMxxmxzMvsPudTfj2vA67/pUpn4BwLC1oV8QDpoEvovF6TSv7Woe5DQ8CqRAPB4oClz8MBVO49r2/cOepX+O5DzSzbnohnT/5Cf6Nm8ZaQolEIpFIRh2toYHovv1E96VZtNKDaiXnqvkaex2bjvDWY/GEsTW2Edm5a0gyHFPXcBx0bo8FUxisbVjHjpbOYQlg1RfJDrje0dm9sXELHHk3cd6e0aR7/B4BmUxT8P6hzoylsJQsHX0hIPjeOgJvvDms5x+Scj8cwcVMk+jefQTfXXvMeWVmPEEGhZKWyujIKVOpKNMTJKjWsY9lZClnz7IH26El85ksolH8UQ2r14MS7B6EStZfTbOPl3c1x+sx6oe2Gug6RESLK8ne0LFPP9FMDXMI10IqxMOFswA+/WcId/K5Tc/yn0u+zm+u9NOSZ2XvV29Ba2kZawklEolEIhldjHgHR6QHnOoxn3RQmMkO0lG4rg45IFdfP4YXwzRGXNkI6F1sb65jm7+RruBQ550eY2+6Y39qoEOkD4LQd7X2VxutoexrBqeiTPdwXfdFNJq8YbbWedLSZj+D4R2maM1DWXYpa5rBtYd+A8UNUgkwQyH0zs6BE45TRtStNpG3GQgiDCNtc/8u05qhsfLIalpivpGTbYhoeoydocYhDogNfO93xHy0a4H4D4u174RZTtuR/ixKulPraWtHm7HuwdKjZPXh1Wxp3TLo9FIhHk4qF8KVv4W69/jCoa18+Zyv87OrdUTEy7Zrrxt+NxaJRCKRSMYz2ZTejDnE2TteUSOa2eEViU5pz86VaSTmDfY4Rfr3wQZy6W3IzLZh2Hi97vWjPjYY1QlEB2dFSZVgBDxfBzsPV+k3Kq8YUI9sCjSxoXkDR3xHeh+elk8f2ffLoNxLR0D5yjxv73oUhtFjqgHxth71ZZd5iDL6X33tmKzJZiiE1tBw1MePZ9IH8IayakxAC4AQHIxkW65rMHHNh5+9nr0ciXTQEPMM/iClnznEiW3rOnfyvv9QIr2ld7pk8n7Km5l99wMqr3UjtO0ZVHyJ/mgPDX7ZNKkQDzenXAnn3wmb/siXgjEuv+gWfvpJga3xCNuuvxEzNgqRASUSiUQiGU9kKLdZLMRp+6NGlDVH1mQEDupWFHp0ro68A3tXDY+ICJQBXHuPBiMQzHQZTxA1oketaL2yu4U1uwf2PBMJZTM+9NC3Rqw1NKB39DHPdzDWzn46vZoZZWsgMzBTZpYD5x8xIhmfgyFbeTe3bmZH+45+ZBmIEVJmhMCMapCmAPtfWYNv1UuZ6Q6/Da27+8xjhITLGmk68M47hDZvGaFzDsxg58kaPt+QvTRD69ennShtkGKAc9b6a+mrjYyV53mfz87BHT2conS7nKc+M/eGtCDOcDPWaNeInL8/pEI8ElxwF8y7HFbdxVcspSy+5Is88jEF544t7PzKLVIplkgkEklWHnnkEaZNm4bT6WTp0qW8//77/aZ/+umnmTt3Lk6nk4ULF7Jy5cqM/UII7r33XqqqqnC5XCxfvpx9PZSzadOmoShKxt+PfvSjYS9bt1D9j/onl5RpDfUOgNSrgxTIlqbHEUOxEPd3vqPs0Ta/+TLeXdtGadmf3sQ7xP2vxhzavIXg2vdG5PzBcF0WofpK3YcyMUAQI3u0g6L2LQPKEjNi1Pr6DuDW9wDIYK99t/Ix0GBKzzL51+8muL475kx/7UVJ/MvMcHAyHukIsr+1t1dFnwTb40t26Zl9VxE9xr5soAXq1sW9PI6CnvVrxmK93OYhHuE5tH54I2X31R4b/A2DcEkYbc34aJ5hx+ZOMtiBxPR0DdFO3mt+m7z2dekJjkmOoSAV4pFAVeETj8G08+AfX+Y/ixfhXnEpj61Qsb77Jvtu/BpmZPCjnBKJRCI5/vnrX//KHXfcwX333cemTZtYtGgRK1asoDVLZFyAd999l8985jN86UtfYvPmzVx55ZVceeWV7NjRbQH78Y9/zK9+9SseffRR1q1bR05ODitWrCDS4x30ve99j6amptTfLbfcMnIFTSrEQ+jspKfUGhsJb9/RZ9p41oO36gA0BBpoCDRkccnurbw3hvaxs30nAHuafQMqF3s7a9jdsbtf98MktsY69Pb2tN3H1iEUaacYcoCdIRwgEPFIsXq4176ctrdQ+g1CNPgy9qXW5wRrcYaasu7zxNqzBtMaaY5m2SXDN/i5p73yH2Q9bqnzsLPxKOZnmtld9I+6jfqb45/6sfWHk9fW/+qbsDfuwt3/8M8wknXJob4GdY6SWBAaNg2PcjjYPAbhMj24fHo4B2ULppfYFki0A10YY7AKsVSIRw6bE655Esrnov718/z39I/RctGZ/OZSK/p773Dg//syRmAII3QSiUQiOa556KGHuOGGG7j++uuZP38+jz76KG63m8cffzxr+l/+8pdccsklfPOb32TevHk88MADLF68mF//+tdAvPPxi1/8gnvuuYcrrriCU089lT/96U80Njby7LPPZuSVl5dHZWVl6i8nJ2fkCpqyCB29C1/sSI+5pP100gbTf9vaupUdHdt6nSdbRm3R+tRc1ppmP7WdoQFy7z+QVDrOQ/sIvtdtITH1o7OepWMKEXeZHmkdoa0Gmrb12qyJNEVKSdZFlo4xg+9r1zT76QhEM47NVsMd0Ub2+bbSGOg7innGOfsSYKjKSD/pk8raaK21GquvH5Ki3Sd9NaBjnOd5tGQdcOga6F48esLbd6AfSfN2CHXC7n+DJ22bpoPRWy7D1NnbWYNmHsU0ifr10Hkwfr6jovdc9aM79ujSaYY5yIBe2dpX2nH+lhG1GEuFeCRx5sNn/wEFk7E/+Wkenf0p9p8znV991El00wYOfeY/0Br7X2pCIpFIJMc/sViMjRs3snz58tQ2VVVZvnw5a9dmD3yzdu3ajPQAK1asSKU/dOgQzc3NGWkKCgpYunRprzx/9KMfUVJSwumnn85PfvIT9J7BfNKIRqP4fL6Mvz7J2olOdGqEyLo/2dFNt/KkOr89+kNt/gjBqN5vR2nI6xBn9B/TO/uDszoLAbG6OvLeeRWMNGvHEBWHbfUent96rEGLhmO128x5f9ly70+5y6bsDjiHuOMAbH+mu856JNnT7ONwRzAzryzZaGZcaU664WeX79jd4rMd31fNi/T2nxwcGiiqmBAQ7sq+L5VvdsJbthJ4861+jz0mJsqyTIOgprMGfyx7ANzYkSMYu2riPwTd1yPUPfc+551tOHcd7nXtfTEfIT2MT+sYLdt1igxr+XAsCTVoq3H8vEc6QxxsC2ZNk/FM6PF8NUxBJJZ4D3kb4PBb8efCCCEV4pEmtxyuXwnFM8n723U8PuPj7FhcwPeuysNXW8+hqz9FeFvvEVWJRCKRnDi0t7djGAYVFRUZ2ysqKmhubs56THNzc7/pk58D5Xnrrbfy1FNP8dprr/HlL3+ZH/7wh9x55519yvrggw9SUFCQ+psyZcogSpje8zF7bxvoaJFMn3nMkc4Qu5t9gCBmxFh5cCUtwZYBbSJmlrmGfcqbKcSgiO7fD4CixRBJpT+bQtxPnofag9nlGCTpOpZiCkT42OZ8pndYI3v2YHg8Qzq671/dW1Lbk4GjzMHPuxbCROvLot6PeXxQFuKBrkP7PvClu2wPPIeYtpr+92fkvxf2r+k3iegrPk0s0KsePbFWgtoxeikmq/QoLMSjZR0fCjEjxgHPAd5vWpe5o6sO09sG9GgFSRdyNTPCsqUrQCiW2Q5TXgGI/p8j6QMqPQdJ+lDUByJDOR/MfG0tAl1Heskz0Fn6wxOOgRAZsjjCrcS2vonIIpNl52E8O5rY2ZQYbNUSUzFiI+dZKxXi0SCnFK77N0xaQtVzt/NY8RL2zzG489PFdJgWjnz+C/hWrx5rKSUSiURyAnLHHXdwwQUXcOqpp/KVr3yFn/3sZzz88MNEo9nmx8Fdd92F1+tN/dXVZQma1B/ZLHrBVjjy7sDHehvic1V75SlSlp3DvsM9d/Xi39sa2Xgki8WtZ9pMbanvdP1kkdqeTQkfaLkiM3MQwBsd2tzPZAfUWdeOZ9PO3sv4DDojAZFuT4Do/gME3n4nbXd/LsJxSfrNu/fGHr8GV+F7Gj29dluiMcyaQVqWjlZRa9oaj3jeMx/DIOf1TcTqe1v6RVrnPptSkEHYk/pqbQ9AS3um5c/fRGTzpt7HAbTshObMOfdHgjvZ19U78nkGPQcR+qgbMxwmsmvX0JTc7GucDYnk+YZ9vnAPl+fo5jfx/9/DvdOlFGJrhjyBqEZDV4jOUPcghDfmzRpXuRf91WH94AOD9TnIIwahENeuBW/ymT7Ia9RT7gHuaQGU7X2F6HtriB08nNiadh3DMZxtgf5jD/QrztCPkwrxaOEqgs//CxZ/gfnv/Z5fmAW0Tmrl1k+U0lw+lYZbb6Pj8SfG5aiZRCKRSEaW0tJSLBYLLT2WB2lpaaGysjLrMZWVlf2mT34OJU+ApUuXous6hw8fzrrf4XCQn5+f8TckUkG10ixLhga+xj4tGBkKUbC/NT6zH52N+h7zDbM6Bqe/k9v34Qy3ZM8xraPZ6z2eClBzFO6KwkyJUOev452Gd/qIvt1nBphCEPF52BtpQdeHEuk6rYPasgNx8I140Kxsro8DWAl7dmxFj4GG/jyGo/v2ITrigxfZgmOluyDrPdevBor21YG/b8tSn9c7fXMslrWMmqGx6tAqOrTkskSZbp+KFm8X0T3dSyW5XtuAc/uBTDnNfiqgB46DnbAtbeklPQyeWoJHtnKwLYDwt/S+j/pxGe9JeOfO+Dz2NFlCMZ1Gb+b9krwWoU2biB48hHm085SHod87mL5z1jWTd/w9vpTVQPKIXl+66zihECfRjXiLjOnx9qKZGl2RePsN6j4CWnwu8L4WP13Bntclrf3seAYaNwPgfXsbkUM9no/RwVmMMwYMBmMhTrSVqG6wu8mHkTaQ1xWKoRm97wMz0mPwdDBu1Yn7SWjH5rkS1IK9pkQczUQRqRCPJlY7fOyXcMUjnN9Yw91dfiLle7nlojJqTz2H1h//mObvfe/oR3AlEolEMiGx2+0sWbKENWu63SJN02TNmjUsW7Ys6zHLli3LSA+wevXqVPrp06dTWVmZkcbn87Fu3bo+8wTYsmULqqpSXl5+LEWKk81VNcNlepisO0JkKEvd80pNcvY+C12HB5FHZn6ZGQGtuyjp2NBrs2LGmNSwijzf/uzZ9uNaOmA/XnR37ZIW8HCWSM7rmtalAn31JH0O9UCKQ3jnzuw7Qh3xTqZhZFeIB1T2M90lk98iRub6ttnki9Tsxdw4iKllQvBe6+usb17fa3v/LtO95eqJ79U3CW4/2Gu7N+bFFCYHI209c834la4wCMDS0W3pF5qOGRm6UtBdn/GufFNbF35vO0bHQWg++ql4sUOHMyKdA+xq8rHpSB9BnQbpMp2xjFQfnhfCNDMGHgxTENEGMUg2CIU465rJQnRHux5AtpZQC11RT/e5kxZiRe0tTxqGL6m4xvfXBvcA8Tp9c1/PdpMuhsiYMxttaE8pq/r+TYg9L2YfHOxVF0O0ECdcwBu6wnQGo7T6IxDxEgkHONgWYEdDppeK7gvif2dDpheESA4vxu+7gBmmI9KRPT5Eal36tExT3zPLogkDs8ez5o26N3i17lXia64nzistxBMARYHTPwtfe49Ply7meo8Pytfxq8UR9l90FZ7/e4r622/vey6IRCKRSI5L7rjjDh577DH++Mc/snv3br761a8SDAa5/vrrAfj85z/PXXfdlUp/2223sWrVKn72s5+xZ88e7r//fjZs2MDNN98MxC04t99+O9///vd57rnn2L59O5///Oeprq7myiuvBOKBuX7xi1+wdetWDh48yF/+8he+/vWv89nPfpaioqLhK5wQGD4fekcHqU7OsS7p0dep0jpRanLuZEumoieEoDl8kKgRzTgyi+l3wPNZjPg5XKGG/o84irIpptnduUx8qmldt+S2jnBHaimoXqfMNIH2e75YwivADIXwvroW3ZslGE56/zrbtezLytrjt1/roMb3Pg2Bpt5peg5IJD4Peg/iyeYyDygCVGHSHm7PlC15fKgDjOzTANIxfD5ivaYBCAx/6CiuYd/pUwMdG2sIbN4zYPqBUMwYatICqA9/H1LpKVoyYvhgFGJNx/fSy0T3ZXHTTqtT/6pVBF59NfV73aEOXtqZPYZC6voqDOm6RHUjMT+/j/z6aMtNgUZ86VMWkopZQoE0zeyxEcLv9xigGeT0gaypDA3D4yH47jtEa1sGtBL3qpaEjEEtSGeke4Ajohkpi3amxTuRwb7VKE3bQJgo7TUZgyCGLx7rQG9qJHrgQNYT79DqWJc2NzsjSOIgpkwkWd3yPhtbNvbabpom/ldeIbCm/3n2/SEV4rGiYBJc+wy3X/QrLtZU6iq20DT5BVou/TCBV9ZQf+ttmFIplkgkkhOGT3/60/z0pz/l3nvv5bTTTmPLli2sWrUqFRSrtraWpqZu5eGcc87hySef5He/+x2LFi3imWee4dlnn2XBggWpNHfeeSe33HILN954I2eeeSaBQIBVq1bhdDqBuPvzU089xQc/+EFOOeUUfvCDH/D1r3+d3/3ud8NbOF8jgVdWEVz7Hv0H1RpEMCLi1tLD3sPxH6EI3pUrMbs8WdP2nt4mCBk+WiJH2NaWaUlTeh00sCxJC3Dy2PTz5W5cixqMr685KMWhd+4pCZKWkaQlPCdwGJEeibmfPJL0tK70lVTvjHeWtdZOetdBNgtx2raWLFbmHoq5EBAx4i64/rTgTr0u/Z7nM36ams6Wf/wOi7crizQC6C5fRl5mDDr2Q8ehrKKlHxR48y3CW7f2LkM/pHfwjUAYMxrrnXnd+njk7J7HDmFprZ6ypm9VB2P963Vsf9Y0ganpGb+zucsORhlVEvmkVlbp00IsMqzpbf6+BzDEIAZhsrGl1sO2eg/ecOb0gV5BrOIC9Z1R0kKcGrDqXl9dINIGDJKRxPvKZwiR7A0t1bbMUB91088AVrI8b9S9wXuN76U2v7SzmZd3JQYeeriAp+OMtOL27ofOA6k1mIWmAwKtpZXI7j1xK39ChogRYGssec/1ofim5B1g2aUEbaHsVnURjREJhBJHDX1gqe9SS0YeRUGdfwU/mHkhrf+6iv+paOCXPEPeOSX433id+q98mcmP/g+q3T7WkkokEolkFLj55ptTFt6evP766722XX311Vx99dV95qcoCt/73vf43ve+l3X/4sWLee+997LuG1Za90BLJ5GqM3BoOk4Y2EKshaB+I0xazI5Q5vy/A579BDvyKQcUXxAcArO9E1LLJ/fdsYyfIr7NMI0e2/uRJ31z1q0DkFVxHSAns1t6I6HwqIoKCPJ9+zDz3Khmf9OsMjXRZKc9vGULhtdL7gc/2MdxStrc56T7Yz+W/fRy+BqgckHGXiWxPxjViOpGxjVRlHRDcF/1nVD6QhGUSAzHkZ7uywokLMS9JBJ0z9HFBN3AjES602UoDH1cjz62ZwvoFNiyD6XBJLD84szjPEcQptk9cJKmvA+5QfkaYf8rmQdnvZ36Kk9Goqwu5WYohH/dLpzTqwALMW8L0Y5SbOUl8QSp9jF4sbMqnQm0lqHMje9uEwqJBjRIpTiWUOqFEb9vAlv34yhtQpQVxvMbrHKdtp56a6gVX1rgs/5QRI/r0rS5+/tA8/ONGCiWXmn6RkBnO6ovglCiaC3N2HLLsqZMzRVOU4jT6yJkxjBNDYQLwh5E2IuigBnTQdgyy5A4rj3aSFiku8r3kq7XxszJFX0cmIU2f4TazhBLQhpu54DJeyEtxOMApyOXhy//K7NLTuGmikr+dbKTqjO7CL77Ho3Xfhhx4I0hjX5JJBKJRDIe2dngZcOepJW7h9kwsS3VWWyrga5D4GvAm2XebK95q1nnj4n+DSY9XRR7m5OzlkMg0pZu6lZxknl6OjxZDjqK93iGgpdQCpXurttAq0f1GgxIdK5j9Q0Y/QSaSsuAPnqxGQad/qzfyU6vKQSNnjDrDnZ2y2aaCMMkYETwG8Ee1t7+5Mq0Kqa2ZbV8ZrYz1+a9+F/pw7Uy1YZ67wprBu2B7Fa59h5LGIXDMd7e10aLN7PdCsMkXaosAmSXqyehrt7TLBNC+8KxbmW1j+uSofQJAS27IJpZBjMcl13v9BMWUXzr/8Wh1f/MIvIgPB/6i1id+B5a39O1eAASWaQU4kHWXfLUiqkjRNwVPrRpU3d7MdPbVj9W9zSL8IbmDeztzL6MVu/59T2eSYHsFs+IqdEc82UWq2dwNC0c9zrImEucNtgU9cPq53HtaUXfcojQxi1APK7AkY5Qt5t0On1YiPdHW2nUGkFANBzgUEeQQERPWIjTSJvmkUFfl0dkDgxlJBvCMzMQjcsRjOlHNWIpFeJxQqGzkN+v+F+WVC7h0UqdSxatIHz+NPzbO2j5+mcRD58Ba38z4MLsEolEIpGMBVmtUWkd4aSrrxqLJg9IdXgimoFuxDtSvewDtZkW7JCesO7VpXWghegRqCX+GbelZpIeZIr2Lvxr1iQUB0GtnuxY9laue5bPSPz2610c0JpTJz28rYZ9Lb3dgCN79mQGFkrf2QeK6O48p1ymMzTRfg9PpCfl1i2E4FB7kM21/fclMvSXnkpihjLTnW/fdNuBFATBaLLDKpiycTes3cr74YPsjh3KvDZDQCS6swp9KWfd+arBcF+7usuasSn+q8kb5mCPuafpgdyaYl4OHGmjPRDFSFj2W3yZCnRgwx56IQTesNZnHXqff4HIgdrsxYJeEXa70pb76dudPu1cWhhad/W77JmGhgIEY+nlz/QgyErrHkjcrwe9Bwh42vA+/wJmLP0+yBzA6m+t2ZZgCysPriSkhbotxIoyJP0nldbUMwdQenhABLUAW9u24Tci9CTjWjVujge/Sm1KtqF4/Zg97x963rYi6/d1vkNsChzpcWAPBT3YRkcgSmvtnsRuA62hMbVb6VGXO7v28Frta7QHorQFIuxrzTIHOTEnujMUb1ciFKLjrbgVW094o4QTgc78US0lR1KxFX1a69Oe7Wm7e/omZLcQx/FFdCKDmGIgo0xPcHLtufz2ot9y9ZxPEizdxGcXK+z44Pl07c2lY4cNXroLfjYXnv0aNPSeVC6RSCQSyVgRM/uKe5HUTpMd6G5Xw32tfkJRnR2NXvY0++mr05TO3s49WZaRyd6NUpW4ySGmm+zt2kt7uB0hoKLpdZyRVtR9RzDDEZSYlr2Tmtaxa0y39onuju7BwHbaTF/KLTjqy+xkJuUyvD6i+7NHou4TU9AeCNMRbk9Fl04vpzkoy1i3kieEyfYG7yCP6zEg0F/6HopXbUeIUMJylDx7hlFMC6AnAp61eJtQE/M5U8Y5kfVqpLAEeizxo6hxd+Q0a1PUiBHUvd359eykJ5agGjBa8SCVdC0QpOv9HfgiibZkGtj9PaJoG2aveeq+iE5HMIovotPijXCwrbdCGGvoHVgqMaZAZ+sONJE9+nerL3sgMCXdtSC5skkPS2YyuOv2YD2HjTZA9FyiN6McEI+AriWCzKFHoWUHtO8FIfBFfdQmIqGboWCv4/0xP4anNj4HvYf7sfA3w96XOdC1H/QI4dadmQNEPVZnEdEYhqc7DyEE/kjPwahMS2JPd+6gFg8WFdAHDsRGqL3vdpLFRSVj4KeP7zERL5OZbqXumZeicKgjyJ6m+P0QOdBIaPMm8PuwNdZhbupem9qjh9BMjZAeorYzlDW7RKZ4w8nnq8Bsb2NHsFvJ7jAC3QNmieNrO4Ps37c7JePh9kB8gDNd2/U1ZbmvM+/LVL0k2mf6UIcQgvquMDsbey/v5QlraGmNUyrExwEOi4N7l93Lzy/4OW63l+8te4f3Ty2h7U0vDVO+E49Qves5eOzD8Kcr+x3Rk0gkEolktOgzYFMP5UtJKE+maXKozU9NS1yBjOjxTn2mq2s3GVFu9Whvd+AsqlfcqqWzua6L9+t38n7T+wgEqtBxhxoH1AkPew+n1pjtCsY71FY9mJCzZzHNXlILIfB1tiI6DsQVjlSn24SIJ/U7ENWz9k4VM8q+g29xpHEjPl/vdVRNxADuymamRGFvqo/ar7t1uom4p9U0q9KYKcPmui52JTquqaNF97Hrmt+hLdodyblgd0tCpqF3ZJPrSQshMjrgG1rWEdC7ukVMfkl5KvQewMmwgqc65324gPbIWaS5n/rCMVy1Ryg60thH6m6SgapUoNUfoSs0uICqInFftfojtAV6Wr0Fzd4Im/YcwhsZYCnP1LI3mSpBaMv2+KcZw5pYJspIv87JoFFpiuRrta/xev3rqd9AfK5tj+kMWl0denJgTAg0Q+OAZz+HPYfi2/RMq6yo3whRH4FoF7Tuwdq6JzUHWPX48b/6Guk1a77zPoG330n9bvCE2dvixxOKpWRQDD3jmNRzI+PGGPi6D0zmc0np+ezIuHd6P/v6VJ6zkArm1lCP89A+TG/34JzfiIIQGW7S6be5M9wc9xZAoBvd17SnDbfZ6EJNbEtKo5sCPbmesGmytzmL5TnQ3HuJK5LPqDjWjn0IIJzFCtx9a/Z47gvB/lZ/7wGPISIV4nHK8pOW8/o1L7HA/Wl+dqFg8wyFrp/+LzduepOPz1/C5+adyQ3Rfdzywue484/LuPeVW/np+p/yr/3/ojU0tMAEEolEIpEcKz07Kr6Yj22tWwkk1s+NCiOexky61sU/jczeYXfHcaDzJdcnVeLH6fsPorZ3QONmlMTyOhYEoVjCvS9iJM6bkUv8Q49ALNI9tzLxsd93mLpo5vqr+b594GvEE/Hh09pTibO5vApAD3UR1QyIBhCGGS9/1+H4HOlIvG5qmn3p2ljqeHewAXQf7R1t6M07e5/H7O5Q2g/UE+wZIM3UUZMWOwHiyNqEIpBd3j4ZqFOePtfZNFF96WuVCpyRdrpCMSyaQc47a1B9wbS9fQeX6iVjlkGXQFRHACZmZhAgvbcVEkBY4y6hihYBIXhnfweH2jOtsiLtmEBEI2okApqZsV5zbZMyKxY1dUxnMIYlEEAxdYj6iBlRdoYaE4p28rD4l2SQJ1VViJjhlAIU0kOkJe6N6N7hC/ceUGn2RShrWxu31CWoS1gGM+cQx8vmDbbw2qGX8EY98cGttDR5dR5SgxpZ5UhTdo1uxUSY8faeHMwyEUR1gwN7trMjUEfAiBJvAXEZI314mYiEjLppgKnHB4ISx1i8wWSi7vQ95rUm1zKO6untVI8rv4qSKFq3wtqLQSyX3vPZkdQ2sw3yJM8V0v2s7NjS2y077ZBIuoVamIPTw1MW+J6J+z64pGMjxpYXME2Twx2h7h09yq6IHvHUembZzwCSED0GZ9IGyQCUSFevDJPtyuxD9qxN8igG1mSU6XFMrj2X//vUd/jdm9fwg7oXeSj4V25+xsfzU0s5Ul1JJK8Kr6+BSLCZ6JHVdFnthDFRUDi9/HSumXsNF590MRZ1KBHpJBKJRCIZOumW2YOeg+w9uB41HCPmqyMnz8bOUCMeUUCOyMOnR9BjAcDdI5PMjowpBIfbg2iYWHv0cXI3N6BUF2dsc27ZhudkN1X+BqAURem2xuipIDhZluZp2UHmm7K3cpqOHg3ydsNbHAr4sCQtTinFOFs+QNtuYs58nLH9RKqSHX+j/85bmrVKNwVWMutZQMpCbKtrRS/vAKCuI4jVe4Sizs2EI4dT6bWWdnLr3+xpN86gOdjM7sZ3WdxtEs78zKoPd1t0IocayDnYDhXRjOShmIE9YWV3NrZCcWlaIZLF7aURpz6tRw5hhutAt9ELRUExBX3PJu2uNWGLd32r6lbTVVbFu3YT1RdkemluSpD0/1/b1UxRk59cQN1fR9C+kpyLP5UQK0140a07aGaMiO7HFWoE1c7hli20FSoUmxrpFWgKkZqPqZsGzdF6bIpJRHezt7OGCncFVbnVWUsUjekcag90B1ZPQzMFRzxBJvWoj03JuePpgaMMHQXYG24hbPo55O2kyFnESda8Xvkmr09UN2j0Rqhyq2TVFoUAfxPB7QfJaTlCePm8xGaTXY0+OiLtlAJhM5a6xhHdxIKgOeZDj3RRkleZJmP3NAuIB2hLHqcnrJ6Z67H0fU8l95gic+gteR+KrBbbQdDjflF67+jektjk1dooEII2LUCexZl1UOztjh2ckyUvrdOHGU6Pli7i64bnpmusPQaQgh2ItAEdMy0wGOEIgQ3bCM800wYlBT0DoqXrsFkHAQXxqQvCwBlpIdQrRTf1njDTtfj8dGJBEK6M2lJ1A1M3qGnyEm3wpLbHjhwhvH0H+Rdf1Ev3Vut3IGbO6ues2ZEW4gnAjefP5iefvpp7zrwNj72QKx/dzcMn380fL/0zf7vmVZ77j3d4adKVvHeknme7dG6eegmeqIc737yTq567ijfr3xzrIkgkEonkOCfdZdpfsxPXln1YPH5M00wpoxEzCMLkbd8+3unaje3wYUgEOYoHi0rv3Qg6wmEOBTy0+6O99gkBSjCcWrdHAKbbAUBbtCOZDABVD+MJRIjoBiJtKaNud88+CpVuvUjrFx7pCLArMW8vubnN9ODXOkBAzIjQHm3ImrHFk2ZhzDC6CcJGgD2dNQlLupExJzat5OmHp6xrSbxhjb27NpHTvgVLj+jHeqe/52pKGZ1af0Tj3brNxIwoOglXVyF4v76F11oOkaG9psuUpmAZibVASSh6GfImRh2UPtaz7Ral93Vx7D4U/xJJtz7HFRgzaeET2a3NnSGNhq5QvL4TFmI0nUgk7rYd0n00B5uIRNOsyt0TmlObFH+QaHM88FpEM+KW5eSASJq5rD5Why/W1n39Ai3deaTlaqTXW+I6hgw/WjJ4kdE7unoSXzSWWcj0vPrxh88JHMEVTnNdzbJsV7iHy3LKPTpxvh0NPho8IXzpa/mmayatu6FhI4Y/0RbCHoQAwzRTSnX3nE9BTDdo9ITpCmo0x7ysa9uceX4zHnRvR4OHWFiL+5EkrMZ7mv1sT1OWsqFkWVYK0yBiaKnlzLKWI/W1D6W/n9+KqUPE26fS2PMkZjTWPbc6PUFaILNobX1GNG69q3s+rdbalUXuzHMbpklTY3eAtm7lX6DE4u0g4ol7rSjtnrjHTbYlufobKEhYsZ2RNnI7mlH0uMVY9UXIVo+e2l2p744mX8Y9XL25hgPPPEeTJ8LeSHebjdXGy2BGowjAGWknJ3AIxdQwX/knoubFXvPQB0IqxBOESxdW8T+3XsRDy7+GLxhj5+euJ9aSeMC6iuCSB1FveJWZ9iJufON/+KeYxEPnfB+Am9bcxF1v3YUn4hm7AkgkEonkuCal+Ogx8MY7Z9aWzrjCJkj1hZJziMMRHVtzE5a9tSgdXmzb9yJMM9Hx9RKM6qwNHGC3Vp88QQYdwShHzI5MGazxbo2WCNikKklbn8AVbiKmm5imgbWxHVswmtZv7EMx7tGZbTLi5eptM4HDWjMHA9sAaI/VE9S96KKPeW3p7p1pgWQ6oo2EtTAxM0bOu6/RtHMNERHrcWj3sTXNftr8mTYY3TDjrr1kKqNJwVMKWdLCZpjUd4UwhWBvS2JOd6ITrLV7iR46wrue3XSEI/GypsueUlyzrP+bTXFOdq6zLfci0izEGZay5Peka2vmsUeCu2k02rPFLkrR5gsTNQxafBF0NdH11Q2StREzo3HL+NvP9c7BNDOD+yQ+Nx7pYk+zj7Cm4w1rBMKxzGPTB1OSte6wJeY6K5imkSFjMNpbMRVCoJsmNS0+glGdDJum6HvN3Cy6fOp6F3RtxxXuVtAxuhVCS0eWCM8iZUPtNb8/qdPqps4rh1d3H5Me3dg0oGM/je1dHEy6pivQEeiONq8nnglRPft8ZyFM/FEdW0sH6vtHMEPR7jn73aNbaSL3p7AlxDIFb3j2sDvYCBFfxn3YK/FgfKazeJWYe19OyZX+rDGzKN3+9Xvwv55pwDJMQas3gp6QSavvMSc9fR11vXtOdvqol2YYaIn69Ud0orG0Y7LI3Bhtp8vfhlrXjOVwQ9pc8W756f01Taa4/0mybbo7g7jbg7j2tGK2ezKShs0YYdHtEu5o9kEk83lX3xkPbtZmpgXTiiS+KwoCgTtUTzjSkHk/tNdAlgjhfSEV4gnE4qlFPHHPVfzrmv/E6Ojk/Ss+Rc32tIiVVYvgxtfh/DtRtz3FRc/fw9OLvsFNp93EqsOr+OS/P8mW1i1jJb5EIpFIjmNSHcr9q+PrmiZJBn1KdKySVrMmT7yjAwK1vgXVjFtFA5EIEc2g1R+JR8/thy4lYUELddLqC6fmCCa7RRYl3ukz0zpoQphYW7oo3t+eco1t80XwdoZQjW6LSTaO6NnWDBW9fqUC96R1pD16qPcxZqatJRmsxjANDKFlDVSWvuyIQLC1tiu+7Eu0dyCbTGuyAEvaGsaJz/2tflp8EdpSa+x2WwOFEARqDmYtrj/m7+VmGorpHPR10Rw+RNCMJPalKYYp//W0Mojufb0Mm4Leve4s1rWIGUPQrbgK0VMlSihwQCARZErJUL4SxyUihIt0ZbOXG3/8Mx4MK15HHcEYdV1pc37JVFZTgxAJZQEh0GuOpK1lDcGEomIxMqMa+yM6hmGyx9ORUSazp0Kc9t3MUA670wshMDAzA9SZGlsCdTTHfNj3pAdu630PJNuMRY27Skf0GBE9QkQPEwhrqaV6eskkBLpp9KGoCoIJT4aks+7htgidwVhaivh/JXX7UDAxYxrZ1vcdCOPIke4YBiRc1YVJqHlrytMi22DXoAi0QscBFBEvRVQ32VTblXXtagFs7XqN1siR1DkOhFvZ27U/LUV8fnw4ZnRHfU66l2vd3hvdmXZ/t/rrcIfqAUGrP0pXoi51U/RoJ4kyCxO1IR5/qDnajmf3jkRdiF41kn6qbLUT2rABRcu8dtZkYLf2w6CFU+2gwejgYN3eHnn37bLuiLRhj3VB01YIdcSfLQJyWv20GT48sZaM9Hh6ByLsC6kQTzCKcuz88K5P03LvT3CG/DR94Qv86LcvpAIlYLXDh++G/281WGzY/nQ5X+lo5/8u+TNOq5PrV13PH3b84agmnEskEolE0hcp5U3rdvPsDMWIGQZbg3VxJYNuC7FiZFF2TRPLvlXkBg727oZl6fyJ5FJOvgba2xpo9CXdr+NY0izEim5Q+NYWYocOpjpkQsQtfcGYQf7OZnKbE5aHLBa2PmXp3pjYld1SVR/typpPhptwItKv3jP4TBpv7u0ZONOML/sSGDigplBS5r7uYDXJQQAhiCYtKgmFsi0Qpaal2zJjbe7EcihusfdGvSjBcHzJqsTARbMvwlZPA1EjzN5YAw2eHjMIE+6Uitmj05vSm3oqv9k7/Y5IW8LSljge2BOrT+2PL1ElsBgR3N795ATrEYAtpGFPuPEz0HqmZreykGH1S3x2r3+bGPwQPVz+synEonvZJbPd02vAwqqHcIWbUBo3Z1hZOw0vNc01+DbXdKc3RUqanopmStHuoSQfCe5kQ+wACIEnFIsv1yMMGmMeajtCNHvTLGrZXH0Thbcm7rt9nl3s6Ywvt3OwzZ+xZFRzzMvuUFOycD3IjGK+sWVD6qdumoQ12FrvyTw34AgFiGgmUcPIohDHXYL15JQIYRJZ/1rGfu+O9YRq1iUrJDW6sTfcwqE3XgDdyIza3m9XucfOrviSUkrCBT2SCOyl167PWCZOoWc7j3/3G9F4IDg9nFpaNV4O0X2gEh90OtweoC0QpdnT7U7d6Ek8d6MB7L4jiXski8zpTTT9QRftXmppoOJ2D4TFf4fNbm8bMxzBXn+kO7GidA9G6iFo252RbYYiKkDpJ26YgsAR6YwnSCjWQjfJTUxf8cdaiJo6XanBx8HrOlIhnoAoisJln1rO1CeeIM8KFz1yN3d+4xFuenITr9W0xiMKTloCX34zvkzTmz9h7rO38tSyB7nwpAv52cafcetrt+KNegc+mUQikUgkg0CEumD7M/EfCuiGwBPS6OxsT0tkpBQNi5m57El8f3yfy9+BJRjJnPs3QN9GzZgLqRDQPGzoeouwGcNE4Ah1EgiGCO7fn+oIGon5qEqWvAMRDV8ke9TbDGVdiPg8uTT1qFvhTiidLhummqkExItrZFhIVVQEcRfUbOcUCGweD46De0m6XtaHDmSkM3zdCqxAYPdHusunKinpe84h9kdDNEcOoplRFFMghBlfDioNx9561JaORFYq7vW7ca3blaE8xd2i42Vp8kYyLeAiOTjRnW/3eIBgu+dtjIQbaMTUWNW5g5AW6K5ZAcSCuEP12GOdWZakibef1+teB9OIB7VKP79uYAqBP6KDbqSuo13rSi3lpZs6QpjkbngXW8yLPVCHz+juL5km8TVuzXjgILXzUPz6iExlI72NJD0FUhZiAMMk8M72tHoQKWUKAK17cCJihMg93AnBdGtj34My3QHkwBfRCMfi7cyrtSVkjc+r9kbDqTV8RZYchRBY/HFlR0lcu+ZgM3XB/QhFSSneHZGOzIOFYFuwgWhioMSSxUoK8WkP0HsJM4tiRQ2nDaYk201i8CYU1VODMCKtopt8aes4+xqIbngNQp0ENB9hI8Bh7wHaWrbFn0OxUHr2NB44gKXDgyIEmhmjMdDYx8BX8iATf0SjMxijwRNOK3+P9ZwRibbVXTd6htLd4xxZPD3id60CwkxFDff//+y9ebxdVX2w/6w9nfmcOw+5ScicMIQZQphEQJkUUaRirRX11dqKQ7X2p1Wr1vraWvVVqdXWViytyGCrMjkgoCJGxgAJISEhc+48nHnY0/r9sc947w0kGLgJrOfzOffcs/fae6+19rS+6ztVXIaaJpwmC9UAZRNbm3bdlAqsbM+I01Bb3+zTP21qJbjlPJ90yZ6ljGTSybPPmyTrTa/3LJNDQoDv480y4ZcpOxRtt+X4lp2GaVZCLe4Lvk+zC4WQHs9UhnmiUEvptv+UdNNRAvERTM8pJ3D87T8isXI5f7vuuxxz4zd5/7/dz6lf+CXX3vgYt2yYYvhV/wR/9F8wuZ34f1zEPyVO4JOn/w0P7HuAN9/+Zh4ZfuT5D6RQKBQKxfMgs63Ch6z6z5p2pqpxlMTyOyi6aQCE7xAq14JfSQRQcUo8Ux6ha8soyS2DDU3Efg9aP9iMUnl3EiEEE34OiUTDQ6Z386vtDwa+wEJQzg1S8WaJgyo9tg5ONKyv9ntg6Ng5RM9TQ/Xf5r6moDU1UU60DtzrWs2pLVTcMkiPSGEPydyzUByvC4XTt5ASInt2Yw3tReQKjPtZxsqjLamr7N89gCgHAohWqNC+fQKtqg2VVX9Yw8kj/cAUc081xUrd79pxwfNn9RlslvKE70J+BDH6TJBnubZcSsKVCczqELNZe6lJgS+9aWeqpmEF27Pr6YYmnCDf83h5ItiLL6ftT1Sr1sgBo5WnYGwzAMbEFiwnmByY8HOUqr7Yni9nmI5a5QnI7EVKycbxDQwWgmsvu+9WdozcxoQ9TtEP+tQH8r99APPZZzDsNKKqXGjW/grJNF/Uagoev1WX21xEAnJaVhApJebQIwg3W81f2yzMQLjqCzxdQ9wwvgiW70hnsN1mf/Zg+WhpJ5PlKaw9aTq2BsJy/Vqaxew86J+NDBV2YnulQNyo5Jja98i0CSmoeF59X9be2RUwRdutPxuaCafzhB5ehzEeWD340yYbpO/Pkn+7UaDslsiUp6qLPYaLuxktVwMx6Rpd4w8zPvT7+iaFsst4vhJMlPiSsWLVNaKSnbbnBumizZaRHNvH81Rcv3FuqkKm7bv8vvIMeX+mH6uXHQpMf6s8UxqZUaZGTbta8V1K7rSJhWmWFhKYcAqN9FVNAnHZ8fGkrE+Oab5D2SsxWhgF6WP7LlNOIbAiaewS6fsUp02MNbtbt7qCBDjSJucFExOyKW5BMCEnyTmTlP3W+Aol2w20+0111r0y0eIgdnqUcNOzuD7R6HstAf20aft8zgmNaSiB+AjH7O1h2Q++T+d738v523/PLQ98lQ9lHuPxZ0f56x8+yRlfvIdX35Xk7xb8O8PJ4xC3XctbNvyM/z7/XwjrYd79i3fzjce+UX8RKhQKhULxQpjhHzi1C70pqIlEYEuX7c4wIAhnyhjThNFNk1so5Rtml0Z6P1F23apptJR4suaH2xg0CyCkRwnlilQqxZZxkW83NEtSSmy/PGPg5Kf3kMo8xf5EccPNk0o/DRKiE9XBvi+x8sUmPTEt2gsfyURtoF3d7d78ILvzu0lknqF9amOgwSmnsSv51v4UIvCLlSBrfsCOiys9QNZ9BCFIiUM11zDNmtjq4DY59RSJ3FbE1HZ+9fQIdlV6qmlbFzy2kdATT9QjyTbL8bJJYy/yY42cvJnAjLrkVwhlyxhuHgu9mtqmWSCW7Cm2+gwOTpWq/puyRTs+7GTqfVUsFhgbHaRsuyBhpzvKjvJ20pVMozOlJJvNYhemgqjkTdF5AYarAdG8qhl2s/9trY5lt8xwusBYZpyMM8a4n6sLELLlzIKWz7b2jmxeG1ybsro+kAMkvl/1/bQLyBmBThvbFqr5eWvasVokZLdJWPBlw2d6r9caXK4eZVqCKz32ehNs+d3/1O/HWpsc6fDLnRswhrKYRbtp22mTDzUBRIKlWwgRbCsldaFRm+b7vHeyxFRhds3w9HY3Twz4vsQqljGcPFamEVn4ydLelrZL6VF0GhNHw8UxytVJuKnyFDsKwy11rx9NaIQqEzxZ3FNvpyd9dM9Gn9oOxQyeDDTq+VyG5itYSnh2PE/F9XCm5Tqu9WktRkKhXABfMlkVDBs7AfbcTzy/qy7A1dxNirbHMyO51ipX/99UGmJj5tmWhdL32Vsegd27gstFwp7KJFvKweTkZH6W56eUGG6etvRTbN12Jw/vWYfwXXZ7Y+yqTE6b/wqeLbVc2UJ6IMHeupPeJ/bRuWmYslcLYNi4F0YKzzDujNT3Mu0yAmgNFrgfX2gIJlQnnryH1J7aBELTPddk9l6vX2tjZ7Z/PyiB+GWAZln0fOQvWXTLLSSOXsEZd/4n373r7/iZ+ShfPM5gZU+M27bD2n0f4O+dt+E+dTu9//E2riy/gVM7LuI7G77Dn/70T9k6tfX5D6ZQKBQKxSz40wYj0gfDLTXMnpvyzRjjZRKDrVqjES9DLj1G7KlgIKsBka1jGNXULi0BhCqN9CRPObvZNVlENmk/rMIQEknH07uIPb0nGNLWt697gdZFvukm035VmyaaBlvNAa40x0P3Kwgag2LN9zGcAsJ36kNow85VB8hB4/fkaqZ8jdFxwSkwaO9hi72XoqwEQoxnt44Rm75rQqkoVdDHpgC/KYUN7Joo1o83PT2K9GU9AnW6OM7T+36KVzUdrR0vXBqB4iQ8z0S54zcL28HG+7zJ+jJTajxkb6UobZK7p2h/dny/GpuaxbmUkqcnn+apwj5G7GxdyKwUgmulbNcEw+B7R2Z79bponPuJvM3OiRzp6QGe6pWtnktf1s1QWyYfMvvwRnaQd2saxiC/cc3sWcvsrfuEShpphFqvsarA3TKbEEyPCIBccI03m3w3n6tBO1M92a3Bx4ayJUZzZTzf309XVgWXzG6EH6Rlqh2j/PQDpDKbGzurUizKYBKF6auma26D38aGbeiZAj5uXUMvAa0W9blpm+fI/gRA3q/w1NQzM1dIn1jmGTom19f3OeI0nheFsoPjeTy9b4rU1EasyiTDpbG6kDXd1L/WMC0/hFlpBMarT3ZICJeH0O08jG/Flz7ZSmDCm6+4SN+FSpZSqUhl9xh706UZPszNftsSsDbsJLV7Kugjz0ZUJ2g0z2N881aE6zfSclU1vZP5ChXXx3M9zOEseD66481yroMFU94Uud07KA1uR+QKjem32r1cniWugACjmlar4/EtRNY/0xJpXHOaJpKkZF9T5HHDzQMSbzjoQ93x6pHBm6/lSHE3phNY5iCCZ3emZDOVDyLVx4cnsPYFrjT5isvgc/iua9Kp13dGL8jWvhFymgPyLH7m+8M44JKKw57Iccdy1PXXU3z4YaZ+8ANyP/4hJzo/4JTuLuLnnEPpuBN5uuud/MfUBbxu22e4ZstH6fZOZ2P4dWz07uPKn1zFcYnX8adHv4fTj+qnI2Y9/0EVCoVCoWDmXHw1M3AjiFB1wCikRNitAxUXn7RXoPOxTQ1zOCnxfYluuyR35DFnGVwLGWh6fd8nVBlHD2sIO4w2tAdt4SI0/KogIps0ONVv30dUXDBn1t6fZo6Z88qsKwcD91C6RNuuSSaWdyPaGtt1PzVMbqBEItMORtBq00kHfVG36pVM5B001yAkqEeZtqVLxi/SXd2X7ZRo8X+ruv5JKRm3B3FLLm1TeUx3Em3+gnp90zUz0erxZkSp9v26H+Gkk6P36R1EQh4RO4tntlc3rfa/P63DgNFsGdPwKbslJuyGgCJnkXwCk9agIpGpqll2e6zWES0IGhMeU6Up0k2m9IGvtNfcDdVqOdSizNbLEgRWClcm61pS15Mtg10fAmGmWl73Ki270KQDmtk4ppQ0xwuveC52NgNWN8L3Zhy/0QGNL4EAT1YtBqoC9HTNZdBprUuafI49X1Y9zAP/0ekCmaSh9falJDKxE5GZZmnQfLCgYlhSbzkf0/Nct2wmJfrYFIliAU92Bn0iNHzfrwdK8/xq/+5vP1ISLo9RwKMsXXbl9yKN4Nrzq0GxDLfVH1XS2r2Zos2+PcP1yZ1QaZRipOk6zVUIWU0TFAI06SKcIobhtvZBtb+ElIR3TKB3p/AjfsNEv7bb/Bi669FZlOQXds/onT1TRZZ6VYHMD5454UwJDB1K6aB/xDziY1PsqewmFg+R7ggmVKJbqr7dGrTvGCaeHUTXNNptF7PisjNcRgtXz45stKvkFRESNKG3+LA/d9qpJo0qIIoVjMp4c4Gm9bIltRNAaKKA1FP13/mqGXezS0j10mrsSQZRtydyFXZoDqnB1sm25sj5s5nQ1zW/1bpPOHkM36AjNxpccNPLzWzK86IE4pch0dNOI3raaXjpNPn77yf/q1+Tv+devP/9EUuBld3dcNL5jLfnOK94Nxdrj/Hb3Hn8fSjCk9zGR393L/bt59ErzuX0o/pYu7STs5Z1Ma8tMtdNUygUCsVhSvMAfbJgkyk5CMOqC2cT+Qo6BILddAM1KYOsTE37qLg+jnTRHB8rU0ZEG5O0zQMtEHXR0fBKhLa5aFmL/vRPKZdGkRgzNF2N/wLN3wwNsQw01Fp1gJV3yyS35ymFDHQnOJpZtBHSrwshQkqiY3k0GUUa4WA/ddNTQAhczydXKlHOGCxMGGiVcr06zXXIFidnDArrQrUQVPxSvc+F79fzwT6b2QkcVR84Ts/Z6xdmmlBO5p6kT0aohKYLaLXBZWOkW3I9RrMVFqbsaQLgbAKxbNk2qIB8zkGqUaqgjafrRaJPDiH6euvrmzX2ocoUIucjZHtVoK6ucH0izgi0uuM26iWDlFGiYmMOT5HqGmG6OXTtf+H6CL/+C4BHMnsQrkXfwi6EbOQGDnyIq76kItAE1rbxqgKXD8hCw7y51QpANvVWVZxoErilnHY9TSPnl+rXYtlzEU88hFZqaEPLToVQBiqpSLVckH4pVNzbsp/muaCan2ezz6gQQYT4KWeEdhEscJsiXvu+bPFpBxjLlSESCFGGmydUmaBYE+oqLpSH67mRCxWXcGUKQai5cxAluyl1mkSb2EzKmdpvf/i+jyt99Catvax1bW2b+v4a2+npIl7Yq09YCDG7gClnicRne0GfCt+nVNWcOp5PumgTsXTqD8AqAp+dE0VW5yrV34LoZA7faL18S75D3DOCPO3SrU9auV7N3aP6HKynUZqlQ+oVr30H50x6NsnJx8kRPKPtiNEkHEqE16ptNzMlREfTAWqB1dxJgtRnomnr2rOxdsjAzF9q054Lze4LM3zDGwhPggk7yuNo5WHad3egO6MNmx853SZGaYgVgN7WRur1ryf1+tcjfR97+3aKjz5G6bFHKT7yKLl9+4AEWridxZ1P8IPOEoNHD/DlpTHW991Okd9w7/A5/OjJE5FenEWdUc5c1sW5y7s4Z3k3sZC6fBQKhUIRUBuKuNJnqhrUCekHA2jHQ3cas/y+0GfdtnnoWRPmdNfD9XzKjkfY1MlX3HraF1Hdn6ype3yJnreRWJjDU1Q08PHZ7Y41DbqaB1+1CkwbRklZDwkVHEgQypbRfUm5OjlslN2GyWMV3faQJjOPVVeTe8QKeyl5A8QeG4ZYhbIen9GX6fJU6yBcBhpCXUp0r4LhFoEQPpJEbgeuqeNUtXQTlX10+wkgyLurN3bBWK6C5hsMupOYfvAOr5uiTxuIFitOa91rTUCyZ6rIYLrEvOo8uedN01YKQWDu2zrxoVcaAqTp5Or9J6VE+JL+jdsId8YoLWvZW2OgP02g9ioFMNqD1lXb0b55FN8RTBzb1ZJ3ubE3yVBhN/MAa3gSM2w2grf5TZooCT1PDeGZOq7W1nI+in6ekh34A0/PcNQQAoLrQ0oZ+Ej7Ve1eUzqlGRM1tXoIDaSkWLHriszmXNrQpMGvMuymSXoFHL/I49nNmJUCHdIM6iJAVhzadhYYX9kTCJhILDvNhB8h0dC74yPxfInn+2wrjVGqRf6tVq/my95wDRV4vgy05QTCv+fPFCHD5TEkOprR17J8aOcmYpZO3Cvh6ZHWzgSKbpYJN09i0wj1ZDqy1VRdiobfdC1isufDjokCml+ono9qC5uCs0U21YKStRL4ED+PMDVtvZBB9OuwoQVR2uvlJLYnEQ6gQ7iYRmq1a2TaPqrffm1GbhpaqYJrZTCrweJqVgx1q5oDUIkKKZFCNO4lt1y3MPGkxHH8VoHYnWl+vqGws1Gi6VxtGt/EkuSiel/7jZui5VtqWsu1v81t+IrP6gtQXaa5tfzL1f0DlJusCWTzEw/y+8kSMBtKonmFIDSN0LJlhJYto/0tfwSAMzxM8dFHKT36KMWHH2Jsw7OYT+b4Gy2L2+vw62N8bj76dsSKu1gRORVZOo/bnyhz44O7sQyNs5Z2cuExvVx8bB+d8dDz1EChUCgUL2c2Zp6lPd7B1tIoeVkmArXUmejZRnAd0VAmNagPnJoFnmAgptlBVOJs2UFU83DWqaqsaiJxKFeGRLj6O9DU2dIlJ8uYswy06mLAtHV+1SxRNAlIrl8blDU0xPMf2UTzcLqxH9nYT61ZQgS+iEB0OBcUqWt3Gn0gCUymXb81d+lIzmYAiOd2ESqX8Yzelu2mCjbJlEfBzRDz8iT0YMBcGx5WHI+CcBn2xpBA3Ncag245U4DZMbaXHqMNNI3YcAah2SAsHNevBvGq5irOlfE2D7HKbQxEJUaLNreO62K4JfAtEtlthCrpuhDUtWWYUqSPdNGmmLdpr48rGoKi1txfQK7sEjInEdILTEcdD+G4gEnPxiFGj24VvgB8T+JqXj0YW8ez49QtFgpj9XNQszvQHQ83VG1t03USK+yilNcpms3nPDCVRUK4avYtCYI2uY7HaDmPXNiGnc2ze7jI/Giz6NEwV/ckZPNlfK1Aj9ZIk9USpG3aNetVNX4jfoaCHaWtXqPWcppXs2qYluapVg8fto/n8WWFiuPV/XEFQQRgr2ZuLkRgBaAJPD/woYdAMG1yaW+6xwINuubPFFLKjk+8pXTjv625Rwm7O7Fa5g5azWqlgJFsGQPo3bCXUqQPt1qmZLtVacev33N1oZ5AiPSb7r2gDR5U+6aRb3p6R01fGvx2fYnw/WqguNbiQnqEKhMUNAEJiJSGwJc4vh+YxAfzFziuJFsuEzGNGYcQU9vqPz2/MaGE5yFls/p7djTXIzyVp333BIgYuE49aBs0nmFZv0hCRIjmdtFswO54Pq7ddICmZjq+w0RprCXPuO54WIVKq0Zea0j7vjDQmtIwZb0C4el1rgZL69oySqHDqT+3pNcabXz6mcqX95/PfTpHhEDsui433HADX/3qV8lkMlx88cWceuqpXHfddaTTaQBWrlzJT37yE8LhMDfccANf+9rX6Ovr45ZbbuGOO+7gwQcfZM2aNVxxxRV84hOfwPd9TjrpJG699VaWLFnCGWecga4HD3Nd17nqqqswjKB7yuUyH/vYx/B9n9NPPx3Lsrjkkkt485vfzJYtW1i2bBmrVq3ijDPOwPM8br75ZpYtW8Y//uM/csstt+y3LldffXX9GM2Uy2U++tGPsm3bNq6++mqklPV9fuUrXyEcnn6pBH100003sW7dOgBOP/30entqbXrjG9/IzTffzI033ljfV+qyy0hddhmu6/K/N9xAbM8eThEOxV//ivPvmeD8e2Cq1+anq3/HPcc+SM+SMK+LHcve3St4Ysex3LdljM/e9hSvPaaPq09fwFlLu9Cmm0Lsp45r167dbx/Mtt3z9ZtidlzX5dZbbwVoua4VCoXiUOJ4kjv2baYn0fyOmqYDkzAxOsqOLdsZ0Ezo6sMVPoPeZHXA5ONGTSg7dc2b0RQgJ1Nq9T0TVfnZl5Kx0THSepHueA++LxkbH6NklIgm2qsBbIJtrCbfV+GWiJaeRMTNlv16VQGxtk2uPHPAaJYc3EjrAEz6kl/teJh9fgc9yRCGq1HWpsDNs7SvB9/zSKfTlOwCsiMw9a2Nq9t2NgJS4fvYfonayFZKyfDQEHsLD7K6OgDc6Y4QxWJkaBjX0umRQeoSKSVPP72JjGXjJTwKU1MUiyXisQhdHan6+cgXS+gRG90t4OsRjMIQwojWq5CVJXpoA98jMZxB98oU473oTg7NDzE5MQ56GT3WjjGRoRRNIiVMZSbBl4QnJxkrxelaONDoO8ejOLSZXdts9h4V4vgxQXtbG1ILzv3w0DDDQLIrRXs8VNdM1oWLWSY1jEqGwaEhshmDlePdQUhnIZlKpxnf69NGk6m9hF179yJ8j+H0EIbUSCzsDBIkQ1OwrFbBm6op9L7hQQbtYewELNZ19mU92lLh2skHXzI0Osy46dHTlqguD6wmhiZLVAoFOqPdTLZ10Dc8SabcuJ7reksJW/eOYkiHng6BayaZmpoiPZXGClnM65+H57v8/sGHaRvN0N/fj6iNu3yfqakphoagzU/VW9IS28vxeHbbNrSRMMcu7KgKiEHfjI2P8fSzu4m3tWMlfBLh5vFCoDV+evPTZB2fRN98pKERiCF+4L/pOjz00INEK2FkR+PabSZUGqUoZX38TrmHwckxjHSaRHtPfZs9e/eSzad5xi0SldtYKfX6OdyxdyeDZUFPX1/9GeD5ga+47pUxnRxYgaD77M6tjIeKdLW3BR3hSXzfZ+PWnYihScxEe70u8VAXju+y9emnKDsOvRHJ3sFhXDGG7I/U67Zxw0YWV8r0zl/a6PvaJVTtTOk32phKteHrgpr0WJtcM9wiicEMU4UgiN6+/D6y6UlSWpFYNIre2dF07frs3bOHnBuhs60LSxgMj41gOh5uoYLvSbqXL6xeB9WJFdfj6c2bqZgeRy06CiE05O+fwpcGRkKDRBR8h6mmHMJa1SVk1MvgaT7J7M6W8+fjY3uNuTTP90mn05RFhf55CzBE4zxNZiYhPYlMBX1f07pLTTS9GVplhsrEBEwTiQ2h4cogkFxpx14Gwy4Dnd3VWADBsTKZ6jns7QJgsmg3rFwOADUyVtTxIhGyK1bQddVVGH9rYO/cSe7uuwnf9iP++Jc7eOs9HnuOynP76ofZtPJR2pPwxvACkt6p/PDZk7lzwxBLu2O871VLueKkAcxZTJUUCoVC8fJkqujgOz6FJg2u8D386a8CCZ40av9SkBVc6aELAUJQ7o7DZLEuBOn2c8zy1waf0zRGw26anFauD3J6nhpiakkQBEj3Si2bT/l5kO0tu22YozYiUjdWNmuEZzerDGGT9MsIEQhjgeJG1AeEpl3TPDe2rwn+Zdur+gU37bs22J7m72xXNaM10iUb0JHSZ7M1zHw/3jLc9KbVN1IarO6+GgSoPFoNTNM0QVCNuC01EQQeKo0QFzks2RSMimo/Arr0CYbNOl3DBZhf1ZzpETQ3SNVjaMEEhVZPt9Q6KBaez9hUkWShQheNVExGcf8D3JpM26zrk7PPzwMST/j4Wl0MrU+sAORlub4PoJ4DuHkIP+Kn6dpcJNQVY2KgrX4qp/tNOr6PoXktAdSk1joB09iuVp9qRGvfnqHhBciXPbxZGleZlvNWAg4u1HM2BxYOQkJIOGh4pHZPTduLwJQ2YNTT7dQI0jcHyzTPCyYytEAoEdKjPbMRozyKL1bWt5nuTyxk6/3csWOC0WRzjavXowQjVwgifLdYjkBR2NDkYzzdGCFUmUAa7Ujpk9MGCfkhIFnX8vtINC/oWa9JnW27fpM7RuNcTD8DelMk+UavVVsgA1/XGd6smlbXogP1NFehXMN6Rpt+pBkyo2RUK1Pwp4jGj0Zkd1YnjKpXT92HWAbxF6b7OwCaL/GFj44R+KX7PiPuFDXR25qWKktMc6WQTLOomXZ+5YzURzXrh0ZZqWlkq3EQqk7adaxCBak3CcRStjy3DOk0+STLuquHL3Q06dXPS7pgEx1rDc72XCiJRbFfrEWL6HzPe1h8+10sueN2ut77Zyy1B3j/7ZLvfd3nL+6UbHtmN//h/YjowCd55/IvcYJ+J5/64cOc/5Vf8dMNQzNmBhUKhULx8iZ47FcH9NLB8XyKkYbpqgAqVa1ds/aqNvz0p1kZ1UyUZ0PIWvih53/XGGW3JeBLo67MMO/16xrimqDUZJbXIhC3DtRrdGqBcFgSVfPQakO1QuCzaLh16WmG0rNs+5TLNvh2y76lrJqEN23g4M0w9wawRQkPyfTgOu5+gsxIAoGvlqe2vlnVDBeCQWzd/7LJFLzGeF3LJKt10xES2ndMEBdhkkaqfi7ltDMx/fx1bRnDniji+oHJa00gtiaL+z3TerPwJluF0mZM6aIhsXUPW/OaaizrGuIZSBj2M5S0as5V6WNXy+q5hr98a1skmgDHDUQjUTvlQtQF75YARE3m4M0TBKX9XP+zyfoZL91SaUe6jHoZBA1hX6v2U0oU0TynPhFT918VjVrZ7nSB2MeREPIKRMqjhAp7oZLDl9RdEjTZepXlpll1TI8hrFca13BN9DTywWSLcF3C5eA+aN7Gl15TiiHZkh+7hl2cwgcsWSHqZQBJseIhq/69bZPlGddSxfWZKjrVIG1VQYuGNlMCppOnr7KznkO4Ps5tuhmEP1Mglkj6rYa1hJWvoJedlu2an4cATk3T6/lNQr9ECoOKtDF9gYagJMrsM9JMVSf7XNenJPfvP6sButDwfMl4rkz7jslZy/lIpNcq4E63npgeYd73ZwrEjbKNZ0ktRdZs97NXv5dgws/PKKO5Tc8hCcXoQL2M50nKrk84XSI+kuFAUQKx4oAILVtGz19+mKW/vJv5N/wn6eNPZsV2i4/f7PP9b4e45v4YG0bGuSf1UxYt/xSnRD/H9T+8jj/+1wd4avDAL0iFQqFQHKH4PrHR3KzJR4erqS0tQ6AjwQ+GfTvdETJ+sV6uFiDngKkOiGYm6gioxBqaOKtgo4nWYU9DmyfRmoZEfk04qQ7MxtxsfV2rkDWb/mgWRCAINQuQbtRiKFMMgjM1oQmNwT07ieSfRWsa1CbTFfp3jWIWZ5qNN/4PfhREruV3UFPI1AIMTatesx/l9OWiycyxJgTUhJHaFqPezPe8rZmAxMoHbdDQ6wKxmC7hzNKFbbuCQbrr+3hNWsX99XakPFNwnG2yIOVPEvdnao6mFw25jeuydo5tUfVrx60LlrPGDZISza+gCYFTFcD06n3hi+AW8WKBr3tNizdD81bf3/4mMWZb2NqpBVmpl81WBdPkYJbuyVYtYHOsssCfevZe9jyHtK1hegV0twSeU9+/IRqTHU7TJe1Oex60ilNBm+PpStNaMAuN37ofBFKSLdd56w5nmrjXHg2NvrPsLB5VYdV3SabLOPuZa5PSI+oH17TXLCpJ0P0K8ZESU3kPfeM2NuxbHwTyaqnTLE8k2YhaX0N3Wi08HNnog2YCQd2uxmQI1peljSV1BKIe8XpzdiLwR/aCCP37w5LlIDCZ7wKyHohMTrPs9PFbchRDNR2e0TyR01T/zgjZwuB+jxseThMbzbVOYIiZomiz/3VgrTE7fqFMZPcUvtYweC45MJguBfnrD+DRXEOZTCsOCqFpRE4+mb2vu4x9F1/Exb295O+8i5Puu48Tf+/jhwwG+w2e7BrDbP8JifKPuOtrvTw6/wouff0b0SoVhO+3ONQrFAqF4sgnPJIhPpRFi4eYYdhaHf+YmoYlJIGtJXhIfFkrHah7fU1rSTmS0mJk/cKsYxtRM5nez8inmLBorwrjqbLAmSZwlKsjd+FLOvQ4414temtNQPFnCNut2mSfmbqFlgycwRJPVn3omo4ds/CnXDJlh+lxpsPZKXyCiNI1IgUb/JkxRMQ0IUhIn7ifpUBohpRnG2EMr0RxUQeRZp9lGfi5tiwA3I4kfq46WBY0tGLVAasjqXvoTpflfCBa8SBc7aWmga8xi5C0P0R+GK963HzFJTWLufGMbWrfswX2AnRmCSZFaxuSdoFiy1rwqkKfjlfft1+rj/Sx8XDwCGET9EyQaqtguxjVa94XAt+H0uJe2jeNkYoYTJWcJuGtdbqipmkMOTqyKX7p7PNGTVpK2QjsNCOwVvVQWi1gVNNqHw07ZMzYv+nksMppdAHeNCsOKSVmtW/yrmDCA0MTaE3a8EYNJYXoPJjaV1/WNlGq1rmhia19a1JW/YQb+7Eq07WWM+85oD4hELTZxq9GgLYrwfFsXzBbQtFcxSVRnbTz0WBaP1pll7BTQEQMEoMZEoMZsvPbiIcM8hU3GOdWJztq58+XEm16VGmfGTfO/ibYApk70CFLoeFKF9MX1QBmjW2KFRchwZnFdBkgLEvVdkmEZ9M8A2nHQxhFG6kJjIobBJ6bkQZJNoRYIerrDVzI7KJcmpnarWlLYsM5tLbd+y0DwXsBgms8hFE1+29lNGczsmVf8EzSqPdtTTgO7s8Dl4iVQKx4wUjDIH7++bS99rV4uRyF+++n+PjjRNc/zoJN25DF2k0xAvwrY//yr5wEnEQwQyp/cz/PXvfPaJaFsCxEKFT9ttBMCy2RwOzvR+/rIzm4j4h94OHTFQqFQvESUzN73I+JZyG2gLg7hObLRjTU5s0BfB8f0SoQiyiEHTJNKTRsqw3LTtfHO83DnlKT2qeUtEj3dJAYymLYPnbN9FETM0yfW7S3vqw5vTFDYphmGjl83EIWrm/klp0NvW4q3GC4LInOov0TQHJfGr86nK5hVjwsOQUkWsvXdqpVNd3SYb6TYgvlesChetWrwruoaoI0NHx8PHxGqxoxXw88GTUBIUtQpCnlkd/aDtdvPY8hvWYKP01gwg98BettnF2znp5n0LsvS/Mkw0QmjdQa597Zj5A77YDBcfZT1Gu6wiqJEOFC1Sy36dwaLRMdVaGm+q1Jvz7JYYcD/3OtaLPLHSOjl5C14XV1d8WKi167VkXgt1nTkiXCJlMlpy4E1HoHwNWtukBpORrNet3ZtMngo/mSWLaCkNGWKOcz+kAX6Gi41SutVuGqyIWha7i+JC7C5GU5ECgRRPwS0gz6z69eR1JCOJOHaKRaN4+QqaGJmQYjFTOJEW69hhvdXJs4qgnGEt3zZtyfkWJgalyK9NPmb93vhFi6yfoEAg2o8H2eqezZX5pqADq8MI4IJsfktCjThpMnVPEIeUVkNbcyQGpvGi0cTI74rle1rhAtF2FNQ1x7fgnfn3mNPoeFTPBok4EgisBwJBHHpdiUxi7wcpA4tTzi0/anC4knBR4S03frlgsAub4EXrUNkYkCkX1FxCwm0zWNMlLSoSUYZQJDOoSjMfzJYOxfToWhajjiWTqG49WtIKJTzRYlgkJsAZadxXSqzyDZ+pwxhI6BXjcDL3iCBEHmgdqMnCcMDOkgtWqAZNnIpH4gKIFYcUjQEwmSl15K8tJLgeBh5qXTVHbvYvPm+3lg4+3syu3DdGCg7HJM0WHAESTb2iDciTRSSBFGug5+pYK0HZzhYUrr1+Ol0ywHlgP2Y+sZeuRREuecQ+ysMzH7ZqZUUCgUCsVLj9g9BhpId/ZhiBQ6piYQfjU69Cx+fwjJNBkLTQiilk6myXKu0JnEHM1Wff2qgkp1u1zZJWppTHZHQRNUkmFiEwU0O/AFnFzWRcezrQJsKFOmObKp70uk3vAhbq2ipNgZIzpRCATWWdrhTh9u+8wo55kWYj9+fkE82mk5jn1mDVjTbLMbLo8QhMuJscSJ024JMrW6yEYdhB58G0LDlj4j/hRSgmvE8UNOfR5gTObIOYE/dBCEyKMs7Vn9E30JenUwOl0g9pHo0zTp4cpM7boZKpDws0BbEGtHgovbEtzJn6GxajRv+q/ZhcZWGcGzdCgEptnHRQZ4tDxIWdroQqsaLYj6fjwkYx0W86tRx8vhHhwvFPR5Nh20QWtNOySqPqh6TeMoRJC3uVoJvaptrQuvTZXzjDi+E4jBreK5nFXKrW3aPVzASJl42kyLAha1kxlM44f8qpuAj44OOPXtyxEDQwsmhkKaSb7qW+4hMbHx9UBoco1Gtu5QtgjVSMyWLKEJgRCza273l41kmuE5EjD8qlmxbLW90HxJKdyLp+8G6c+w07CEQWWa2bDUBJojiU4U65MLcREmQ6alXNw3mareNj6SQZGnm2hLl9u4uFGLek4i0bjFY/sm8UUYDVEVyrTg/qgJxGYKy07PCGgmeE55uDpfUDUQ1zQs26MsxIxgXIYUeMLHMRIzel8TQVovHW2mm0TTM6qSDOPvKyCn5xin4YcOgOvT7wZR0UQkVBeW7USI2nxAqSNKYiTH/jS2UuigG9RMi5o8xPGRGOgt/eJL8PQwzXYDGa2dkCwR0apmFJ4kajzXtEcrSiBWvCgIITDa2zHa2znlhBM55S0fYCI/yZ/d8EXu1R6mFJlASDjB3sWrCk9xarnM0Y5PqH0RdC6D1AJIHAPxXhzi3H/brxl+fDOL9QjRxx4j/7OfARBavpz4+eeTOP/VhFevRihTbIVCoZgTfF8Go3bbqw/WLV2rCzPz2sIYaYHuByaQubYQclEHHTXT3arNarMwle9Loo9rCARtUYt0NTJrdl4n8cxwLexti2ZPaoKxEwfI7dpHtK4R1oJ8ohLckDlDmDDKDr7WsEet+SSKas7VcpPWWfgSs56ORs46grWlQUlEicpAQyWaNF41PEOfNUp1oKHT6ia0bshAL7tIqAccW6h3M+xPUZFuQ8MkodQVJTKWRwhJouBxVMZgQ5OPaqNvg++YCGPLfN1c2jGTyHAGYXsgYUoW6ibtwvcbkaFmQUqJXjVXnBlYXDK9o+aNliHaSPMkpNsiDNYESUe6lNqjRKaCvtRcC5jpVygB19IxXZ+6QOzPfn6aNe9eVdvp+JKi7dUnImrpY0STGLZvYZx0pUBbxKQDDdeIIqSkb+NeZHXiQQfcqIEmoCMaYrJYwZUSvVoVx5NB5OVqvYSomebWIgT7de25LzRc6RHWfRy7AE3ZemcTnHS31Vx1+qQKgN0TZ6Qtih0RnFRd1hyNeE9ngt6eCNpk0N+GptGsahNS4lTTN9Z8TiUyiE5evc6jxQzdTxWZLcavLwKh7LlIRk3siQpSSAzXIz5ZRgoDy9BwvFqU6yaVu/Rb+qPQHSc10QhspaPhaxbleJR4OU00XYLqxEVYWExHb+o3BxcdibTiSK9ELT/6pF5Amx9hqtJJbDRPqCk6s6SaezpkgBujHO7E8icx3EIg/AlB2OqkbM+0LNlf1/TrbTwjc9W+C9JdiVpYNimbrqMgYJYrPVwjQiaqE5kWpyAiTXqMLkb8CZpPbvMkZT010vMEx5VNk10ibNVlXl/XGtGg9ZmtqqdSqh5T0xuuEI2AZJKStImKUMu17JoapUgvjieQWi0QoEZZxOplhOdzMCKBEogVLxmpcJIrkidw3+9dnkr2MNk+xpNtm3m8Yw8QmCet1AyWlrayePJxFhUzLHYcFjou5wOcGOxHSrALUfJjSfL7tjPxna1M/Ou/osctEqsHiJ+6itgZp6F1L4HkPEj0BzNPCoVCoXjRiAgLcJCuz1FGF6PsJtm/hD0TwbBYEwIZSgCTQboPQX1krDX0HviaoBTpI9fTwylhEzExWLderiF1rcXsucXPV0C+6mMoqiOyQJAMjpVNriQRgWhpqNWcWLRqE6rxpWcEBao2hvGVPXgiMWtMDNlk9hpUIBCA9Gou1Sm9k6hutjaq6bjNw0dpNPbvmMH/lmZg+QYVXAzXp3eqSHs0QSQZwp0s4PsQHc9CW0frvqq+f0LAIqMHX0qmyDetF7hhA8OWVbPpIFWUrPv/zhSwuuIWk0WbXqONTLU9cd+iWD23Uq/6kc5mEdCEkH5LgJ2GEW8rzb2tiWaNqsCJWJi5ct1cU9uP5NhsBOtZBnERJoxOruI2CVHN10OwzDU1qIBj6fiO0bS/1nrGDY/OuEXICtOb6mdkeAeBUlgwUrARIZ3dcoJ+2aoJq2FUha4yPqN+FlOA703TdsrG2XBCbZiV9Ix2+vi0RSxsz6dou6QXdRLRNUbaosQrTQbYTTMRZUPHEGAaGjgeYUOnOSiAJiUV0wA38CWuuvEH6Z+r90qykkUzTSxDm5G6SUqwDI1xvYcub3RGnVMRk5ChYVf7tGsyRxgHmQwuobZYiMmpQDBP+S6R8RzSsFour3TPMuZPbK3/1tHIdXeBVQ0sFjFw88G12RY1oKnrurUEWZqF2+p5MSM4RicUt5JtC1OKGkQsH9sKY5RdwoUKMjEApZ0AFBIGY10dFOU5LM+vB8DwKrhGhJiRJG7Nozz5u9bGy/37EIeEiZBuTfQM/lYtGDThNXzUfYmFjo1LwS8ynoQF4439GFJDTxxFrvN4vLFftdxP8bBOtmYNrQls6dbjKuyPZoMNYdYmhTR0w6xfn5Mdq0kOPoCui9p8AjERISML9bbIJoG4piGuPd3L0q6+X6p1q57sQmIRrh6C3MwJsv3FD9gfSkpQvOSEpc0pmb30H3UOm+RVrHtmN/HkPhbOH8eLDfGQs5fbDAcS3UAw09XpRUjmfFZEOjhrYAnLsVjsenSWM3iTY+Q3j5Hfmif76LOk1+1A/MtdxHorxAfKJAZsjO6eQDhuWwBtC6ufowJNdNsCsGLPU2uFQqFQPBedWoQsBTzHIxEKU4mYaEYITw9GQKamIeM95LU8wk8HvnnVQawlTAw0pJS4ps7UyoUUkymW+DbFoTFKCExDI2oZeL6P1HV8XcOoBpDxNCjHLSiWkE3qp9pgT2qBJqUS6sA1wnh6iGJ0ALMyiVFNVeJNj0Atg0F3WFhkpoUJs2N9eKEctmnhz6L9kASmsUjQNXCloNPrZNIJNEK2HiKiaYhZUpT40kcXej31SM1PUxBoQGuYVQG+Y6xIwpCYfUkIGRgRk+x4Bd2eLWevoEdPMSI1DBEMeCHQ1jgEAnMlGSZUU+1pWt2vEwKhtS1iMVVsmEwLEayOYJE2XMKaxJKwVHQw6dt4po5fCYTqiKWRq+7LRWdC7yZVHSFP1xo2W9vKiAVTrf6gQWsESS2CU4oxFClRbgsTzZXrkwipyRJm3AIRmFhqbpl2L0paL5ONG1iuxDJ1BlLL8XwJpYm6GWnNhzgsTBwpSYQNapKhHdJxZaSpHi2VIlzVuWrtiwCBZehUfD+Y6hCQiS0mWtxLQTYmI5rNRAsiTpgSut6wWsiHp0cAFmj4REM6BcOk1+9keJrG0cfHMgw86VNORaikwkQk+FLgCY02LcYUBaIixCRFBJIQDnFZwdIt2qIWbRGTtJnA06LkpoK0YWGtA5gCKes+wppoaG1tPCKYRCwDTRMUK259YkkKQUfMxBCCiujC11oF5pChN01vVQNRVTt4vtlByapgixBFmWD55h3UHAyarx/HTABaXUNYlhHKkS5CjNAes6gFSZYCIpZOWY8T9fPEwzrdJChQwkdQjPRCflfVljkwe7atNtLJNL6uYVevXV/XkJqFsBrXxPjCJIUxgeeH61eILjT6rQV41jx0v1z34S+nIoTSJWY6G0CpI8aCjE5IM6gFD9P8WuT2mpbYx6yKdL6UGNVn2e5ogel0+THGQiHyq0+B+35Tv8fcsEk4YpEtVO9tIZBC1KM8+4aO5rZqk0XT+YfAqsIlCKAXMSPUju4bOoXuOAtKAk1apAt2kwtF1Zc+kqRUlb39aZYzbVqMRGcfZmEKJ11kJCKYxRkATZj4VTNp4UsGrPZZSs2OEogVc8aimMvHrz6NDYOruOmhPdy1cYhc2UUTsLwvRG9nllBkAlsMsXviKXZZ+3jWHOKusSAyoUCjLzrAosXLWHXKJRzTvYJlsUX0bdpD+Zd3k/vN78g/PMHww2B2RAh357ASj2Fq92KEyhgRH93y0QyJluhAdC5AdDQJy20LA4E5NR9Cieed3VYoFIpXMqbn4MYMpOtDCOKG1SJG1nxCI3516CGoP1etqjauZLtICZVkHDSd7p52bH8Ru6ZcxN5J4iGDXNkBBF1mioTts5MCriHwNYEX6cKqKhqWOp10aD67qAnEEl+zMA0d39ARLpQjvcTzO4GGhlgL5FhG/CmEDJMSUUZoHVjasR5cfCwni2dEmU6Q8kVgaoBm4nkuFTsQYif0HnxN4BsmAp+zFq1kw1O76oJY4DPXwK8KdwlfJ2Pp4IIUBjERZpICYWkC1UGsJhACzJKNK0y8Bb3IiW31fU0s6WeV2cYp+GRpRHo1MchEexk6dimJylaQYAojCACFi+Y1zqRhCEyma3IF0oeRZWeiDT5DTPcJGwJhx5gydWTFQxM6XmoBxkQgtM0Y+ld/jsyLY4WimJlgoqISakdGLMaO7qP76eHWTQRB4CICAduJWkwu7cIJGxg7RoKATNXz6ZgJQm4ZA42wNBnpDsxME4aGEWtn3I3TbqeRVfN4TRgs0LswhUFOBrl8ZVVKt0M6lptqXN+y1RzeqmrrdM1EVgNM2X5gHu1YMWwrRTjZRWLb/fVtvCYhoCIiVESkPugfXZKkMjROT30eQhKTJQzpEbV08lqIhAEJv49BV/JMR5mEpeNV2xI2DcTKbpJCo99MUmKcKDYhDPqjy/HsSUqdUZySQzKSRxCltLSLcKaCnheEOhbidibhkUAg1vQUy40QaBHmmYLf5LejCUFNZnc0r3qGBWFDZ8rUyacipPZMMeiMkKCDpKEjvQX4WiPadA2nMwY7gjzBQgap2AIttIY+r5PizgJZ0YHhetVrz6fZPraciJHtOAY7kqOcXo8jeigM9NE2XkFjChlpJz2QJzFaQgjB0tB8PGGwtj3MULqILj1cYWHoYSpaiLCwwYwhyx62laKkOYQoUZEOiOAe9YzWeNXBM6c2gSUC82EBiVCCrNCIWBZLzF62OUNUkmEWeB6ZUplMU0TliRXdWJEobTkbo6qNt6UgNM03erInysC4xNYFri8D/3cEE0v78fa03mcagv64YDIaJ9+TIjk8hhsymFjZQ191cq8c7sG0M0EbPIlnGUwu7aT76ZGW9mmebDGNEE36a80KBX0YipFIhMjPS1EyY4T2FnhVLMTOyTxpv0Cf1Uc5abCorZdnsgXs0s66tURmYTvdIkH7oIO0LFJHHcdmkWdbPMmpeer3NkCbPx87FKZbd8mSQ3g+sb7uGdfW/lACsWLOOWlhOyctbOfvrjiWB7dP8tjuKZ7Yk2bvqMlgOkrBngecUi3toVkTaKFRtNAIu0Mj7J3axO+GfoMQNf8bnfDyNhJHd7IyO58Tt5eYN5ina2+WxFYXzY8Bs2mER7CNEWzjYRwDHBM8Q+IbgCExDUHY0IiaBinLJGSZaCETLRxCT4QxUjH0VAyjLYnRnkQkuiE5EAjUyQFI9IF24A7+CoXilcc3v/lN/umf/onh4WFOOOEErrvuOk4//fT9lr/11lv59Kc/zc6dO1m+fDn/+I//yKXV4IYQ+HV+5jOf4Tvf+Q7pdJqzzjqLb33rWyxfvrxeZnJykg984APcfvvtaJrGlVdeyde//nXi8enJgJ4bHYHd2Y9TMSlG5nF0ex9jhsF2tjO+dD5LMkEAmTgJTLtMWrNIVtUL2rzjSY5uY59TwZe1XMRBUJ7QQDcUd0GsCwrjNa85hK4TkwY6JTxkVVjRqKQWAzlMqRMWNXM8jY6YgYxFSM1Lko4ci5ezEes345hJOvQiEdMg7wTH9fHxNB8hfcqzRc3WNAw7EJIjpeEZqyUaEg2a/CWF0PCsLiR78TUNX+gkRIhep8yolWC0kq9rCZ1UFNLVFFC6xjKjjxFvmB0hNzA5lJKwZrFA72TSkxTMQFKqmRI60sDFRKYSTKZ09CLkExaJ7iVgF6EQ1D1qmHR3noy0LcbcYWTVB1gSmD1WUmHcCRPN8dHt6iDcNGiPCibTy+n0h4Lyhoa3YhF2RzuTK9vo3BxoczstyWjEZF7RwtSjTGk+btU0crpZee2/UtyimIzSlXXojIcZ1mIgvfrEQO385+al6BjJETZ00n6Mcq6Po7svZMp5gLCUFNDQ8er2zLrQsXRBmynxooKoLFESUXxdI2wFJsDSMIlVU+cUkitJuCMk/SJaOTDzbQ/56JMVXCGYOmoBMj1JKF8KaiQk2YEU4S1TWG1J8AOfat+XmMk+2pIdZCYz9XM0ry2CZdZUlRJJ4Aebiw9AfoKQLkmFIkRdAxuTfUC7AwiTgqxQMByitXuhpqYnEHjMjj7GFsbo2jJKuPdYyk6Rjo4IOHnajAi6dGmEodLIJJdTTmxm92IdY2oQXYO2nm5WL13A5BYbCvuoHLOE2JMPM6lruHoEnDJ4PhUhMISOEILuqIUtNbRsocU/3AmZlDuipPZMAYKsnSWkgyPACXVTFul6OiCsGE5vB0lznEnPq6fIkhL045dgGkUkGrrvY5gajgDhl4gZgiIQMjRisRDZM87FGn6Y/KYUhY4eTNNATx3NsWI+o26Gqck0Fj6dRozduAhhQdcKRPoJQBKWEYSAshYhb4RBEwzEFiOcNEIbBQkuPp4epW/B6yhP/CKIzG3EMNwCCEFIkyyLu8QcA7c6pzbQEWdxWxuObeMUQ5RynUxVpTFdk+h4RJ1q0LKIiVV9gBhaI3RWJdRZvRcC15FcWxjXDKPZFfAlhtBJhQz6+3rZ7WeBhqWBQCB0gzOWdPHzx4IDu9XI0lp1UqEYnQfReXRbe9BKPlITlMO95GMRYsW9gel2U2A4zzSopGJUJmz8hT1k7AhJ3cDVwhiaiRW2KGfBi4dg9Ty0J/diCJ1lVh+dnZ2EehZi6RZjEZup8t665YrUNGhvwxcC2RZEJp+KdpEzokAFiY/UNfpCi9nNXjzTwpAe+BLhy3qQvwNBCcSKw4aQoXPuim7OXdE6o1Ou2Pz3Tbfw4KPrOe6EU7jgoiuoeFC0XYq2R9F2GckV2Dqxg135Zxkp7yJjT5CTOYb0HL9aVoZlEkOLY4oYnRWTvpJBX0mn09NJSYO4H5hOGbaPUXExKjaiVMQvlaBsg+1SLnuUHUnJdcg7DmEncEfRZnNTEBIj7GNEPcyohxnxMOIaem8P5sIlWEuOxVh+MqLv2EATrQRlheIVz80338xHPvIRvv3tb7NmzRq+9rWvcdFFF7FlyxZ6enpmlP/d737HW9/6Vr74xS/yute9jhtvvJErrriCxx57jOOOOw6AL33pS3zjG9/gP//zP1m8eDGf/vSnueiii9i0aRPhcKB/etvb3sbQ0BB33303juPwzne+k/e+973ceOONB1X/7oEu7P42dm1P0zGwEsMrkHTyHNUZ5aiViwg9WqTklgJvYSFxvAheKBiGhFadTGdmkB2VNBW/DV+ESEWbfMZCRn3SM1pL7aNr4LmYrsQTkmFzHp3uGFqTH5tZHUJGtRAD0Rg5Q8cxdLp7UsQGYuxMWsi7f0PYNGiPmvgyRLbk4PgelqGR3DuJ44dZqHez2xsDYKHRzZRe04tCn95Or17EwWOsmrqo+bVQE4idWBuO3k0yvZt8VCOZiNEWMiE7SLeRxIufzOjEr9B0g45knLFsHuH7Qe7U6r5SRoo+zaj7GYaFSZdF3Qv4xL7luMMGDzOGhg+GTjYUp500C512wrFjwH4ErbuNFSaYHUnKxX6e3D0F2WGMqnn27lyGLj1FMRlhclk3Zr5Cx7PjTKzoIRkxaduewdAiOOZ8ZBRKiSJuJEy72UNOCxOu5ubVgNVtq6DPJB9bzEojzuTwVkhnCEJftQrEcT9EXqvgGxoRzSJmGXSEwwyRx9MtfGHSocfJ+i6VZBgxkgtMmT0PX+gUUyvpKj+CLBns6YrTmQ40u4XoAAl0cgvbiLS7JIRGdDxLyQr8SJOREBTBb28jPDXIlB8ld97lFJ0ix8iHCe/bhb5nCsMvs7GUJWv6ZPv7ERaE8oGG05YO6YFlzHPADwnyK3roHDIou2UIJehp68EPGXU/6UBr7PJUYRBHGjhhE5mI4IhA05gwJOcvOQn2OGzw0tT0qG5VQMx6USzfgXA7yBDjnSdhpkdgZJhuPcwo4BlRpJSEzSiFaBtk8uhmmKgsUSQCCCqhTjx8XCuEVgzuTw1YHO4irofIJqK4sSLoGuLkedi7bUrFODAFnsd4NMZAqJ+cGMWQkoGioDDN1zzf15hcq/mjVwyYH/FJtC1nw7BgKvUsVmcUd14PdkcCWzgURYWw9PDQkWgYholmWvgiEIhTEROPNlJ2EaG5xBJhSsf340sIaVGMaCAIJiomidACuvUYlhxmvp0gn96JIR00IcgvXURkx2BwFVYvyYSfwtdjpIHx+R0sAyqu0xLcKZ06BmmE8MNdIAS6gHnzFzE0EkySJUMuIUOQMiPUjNk13cDQNIxwmEjEZImRZGyhhp8vo8kK0pAIt0mr23kWcC+6Lujy4hS0CrYRZWFHlOGx+VheiQ7PI5KMM7owTOihnViYyFiIZCKJJ3yE9KiY7YTdDAZBTIVUxKLQnSKcT1PoDYTN5PyzeUo0Jvjajuqk8swIxVCSnrazsMzfEQsN4jgaVjJMMV1EAKWuFE4sDG0ns41xLGGheRYVsZUw0NMZpyDmE+taQCnfcBPQBCTicWhyDdCarE98XWBoOrKnrbpAMmgspN0axV7YyzNtURYOBpMxhgBdF8xLRRjZuQOJhehbxoGiBGLFYY+ha4T1wPe4M+Szqi+BYcx26a5s+ZUrO+yaKAafyQK7J4rsnCiwO1Pk/my5JXCeJiBmGcQTBpGqj5aUgS+G60lsz6fiujhM4uojiNAgWngPemQvYdKkCpAsQDKTIpmJ054J0ZOT9OdL9KTzpIYKWK5LMGx5MviIGzHCPnrUx45a5GIJJmOdjCf6yMS7ySZ6ySf7cVNdEE0SCoWIGh4RwyailQnpJUKiQkQ4hIWDKSsYfgXdL6P7NrqsBFFVhY43tR0pNNb/bgwRCiPNELoVRjNDeLqJr1tYWgRLj2JFEoSsCCE9hKVbWLpFSA+hTfOvOyLwXHBL4FbAjII107RRoThc+OpXv8p73vMe3vnOdwLw7W9/mzvvvJPvfve7fPzjH59R/utf/zoXX3wxH/vYxwD4/Oc/z913380///M/8+1vfxspJV/72tf41Kc+xRve8AYAbrjhBnp7e/nxj3/M1VdfzdNPP83PfvYzHn74YU499VQArrvuOi699FK+/OUvM2/evAOuf/SofoTus7QjwlEdUfyiJFrwmRfrY9GqCxjPhtjo7MbckkXzdWzTwDd1Rk4Y4LXHHUvm0Z9CBXwjAQKW98ShUPUbDZkgKxwbm8eeXIZKqA1b7AUgnLNxLaMe5Egk4kREEXAwhcaxxgLiYZtwKU/UjFKoRTUVGlee+DqGN+1j3/hT1WWCZMSk4nroQkO3HXzNoj8RI53Jk5UlnMg8lvevZc/OvSzUu4hrYXRtgmykj0R+O0MMVbVvVZ8+oVPQoowedwnHZ0aYGk5RiXj0dqXojgXCj27F8IwoRvtpLOpsp6c3zhbvCZKj46yI9lOL+tMhUkQX9+JnCmjZwNFXQN2EubutC++cdqxnfkqlarar6ScwUbAQbYs5ygzSo2iaRmz5AjjqLMq/e6Juuh61anXWSGlRClqIMSqc1HEsD8UD02uvK4ZWEvRP+HhaBAyJNAI/Q0ML0R67iIL1JFF3CnegnfzCNWBYlCO9rF7eg/XAfwbnVEK3HsPsNHAniyw2eym4QV7cxaGjGAjvQ0/1kHcLtHVZTDqCUrSPcmgxCXOMPdEImhhDGgZToShjVorjNIvzu05kbDzDvR272dqzmNdkbDpDi2izc2R6k0SdcaTrcVQ+RDSkccWCVYTz7VRi7Xi6ZHFpBFtolIGB3i5iGYvYsuV4iz22r1tH2NMoWt28dsWpbBpcR2n7PpzoPOzKOIXoAgxrH2EpsIVGwkwwWQpEoZ5ID8VICNcMLNRMTWNscTt6OstkdgK7Pc6xJ63goQ3T/D51A7xq3CsJEc0i59ukxoOc3UQ7SPlQOvZExIO/pSDiJE3JsGZRiM+j4lU4oecEfieCCZ2+SKB08DSfqfbjCZlhpJvBMw1MaWMDJ8gOus0EhNtIvWYtlT2/Dq6LWAjf0KjoVSs712fqhPNxHZNTN99JKDafx0qTLQ4G9urj0UqDVLQY7fFj2CML1WvFQhPQHomze+Up5EWRUE+EE9dcyO7JrQybRYQHhnSZkkn8+HwSYQupByJ7W0GnZ34naU3DdbPE0VgcG+D3lkbZ8QhFI3QvWMqEdR85YdEfWYqmCbT8CL4ITH79qsDsW1YwwSY0klVtaUWESRoRbMug0BbDXXU0ofVljHAREe3GLej4mhXcf+EUNAW/W5DsIC1K9Ik2SprG0ctPYV+mA7buAU0jfu45oOnk77EJ+y6msZHykk7a9sCeuCBVCuKgJ0SEtsTxwL1YusDr7qZzdIpixETXIG5piHA3yygQ1SBUtfCwo/MRscBqxJZBVGtPD6H3LSWa386kFiNiGPimSWZRByFd4HqSE7pW8/S4xpQ9wtF9SXTraCL7SoxZXcQ1i3arj4H4OLljusnuG0aki4EHc9VvV08cBblxYmY7rpWqBwIQlk5q3gocK47UI2DuoxxOoIVigfVkEzXffSk0kv2X0l3ZzYL2KHuqMQRCMgFiFJYNkM7byEVHceIWn4Goj2eW0LUooVwZx0yizTuaA0UJxIqXLYmwyXEDKY4bSM1YV3Y89k4FwvLuySLpokOh4pKvBFpnIajm0ANdCCxDq36OIqRrhEwdSw+W2WQYq2xj1H6W0fIOnirtYKKys8WfKKq30ekm6c5ZdGQlHRmHzqkCqUyRtmyFZM4lMZJloZ1lITtm1LdiQi5S+wjyEUiHwNUbH08LtNWG1/iYHpguhJzge8//3I9V/W25gYbbciHigF6trg0UNbCN4FO2oBQKvm1LYIcETkjDtjS8kI4TMnBDBl7YwguFcMMh/FAYGbLQMTF8HVPqhIRJSBiEhUVYMwgLnYiuE0EQwscUYAqJIX1C0scUPobnYvgOmm8jfAfhVRC+HXx7dtP/FTRpI9zgf6rLkB5e1cekcsFn8Y+5POgkEQRt8JEESTYkPk2/ZfAdGLHVlgX5RjVNR9M0hKahCR2h6eiajiaCtC4aGpoIPsKXaK6P7kk010PzJLonEdX/heMhXBdcF+k4Mz/2LMtmfGy6r70Wo6urfr340sfxHWzPbnz8xrfjOZS9MrZnU3bLVLxK68dt/F8r5/ouvvQ5ufdk3rrqrX/Qvel6PiXHo+R4lO3g/3L1d7DMo+x6OK6k4vk4ro/j+Vx4TC9Luw/OjPdIwbZtHn30UT7xiU/Ul2maxoUXXsi6detm3WbdunV85CMfaVl20UUX8eMf/xiAHTt2MDw8zIUXXlhfn0qlWLNmDevWrePqq69m3bp1tLW11YVhgAsvvBBN03jwwQd54xvfeMBtMEIG7ZEOErko0nUQmoZAoz8+j7ARZv6ZF9JdKfPLn36OgtGOljyZE0MOUpZIxKKUdI3FXcvoSJ7BYHtViyAEtC8KAttYoCfCtC8+io7wQhYtnU+i/DuKts0zhBiyXFKlMGde8A6e3vAoG/dtYKHYS0KL4EfCUMqz8pi1zO9ZwfrR9XREOohZcTojHRRT7czTOjCdMqNunkiyA6eURcgCHpJUZx8LzXbQPbzYEpYddwwdif/DyOgIkdyT2NEwXrif8gkX8vRPvkSyUKbD78MzDRzdRwgNEUnQeVQX3P8TytEQMhoj0tcNE2W05Dx8LUYK6I4maGsfIBvWMI/t5bjefrblfk5iYogpIZAdKaxwNyl3C0jJaBq6RTcLw12IjiWI8W20xyUZvZd8bD75WI6ovxVf0/GrmhghgMXnQrwHYW3Gdj0iehwjEWK3dzSL+1bC+NOcFl/M0lAJLbqUpaNpni2NQ8dS5N6N+JqOFw4DFZy22mSjqGvEi0aKQncfTmwhR89vY1l3HKRPtHcJ3sg+DNtlnpnklCXzGcptB1+yOAo+Gl2LTmLBee/ASsTZsvUOejPPYqUWMLZ9M64Zp3RMByUvFwz0ox1kIyWGYh0AhENJDC3HYncRttZN5NheojuzGHaOleF+9uhldDfQ5Pfakr5wAmvNxaytSMQzU7ArxgKtja1ATzIM2mKYCt7LjhYm70fps9ZwTO8AeytJsmcfT8/6HexqiyGEoBOTCBrHtx+Ll4uwK7sTAKso0doW0TFvKf1VKwb3+LPg8V/THssRS4RYHO1i+3EXkHnm640bq3c1eydHyHgP40R0FhsdDFvdWM7vKYUDL+aOaJzEgi5GWYMjc0wlo8w/uo2os515oh1NN+gMtxML5WgPd2F4BhG9wrGXvYrCg0+wLy3pCfXiGnvJ2g7F6LHIVa+DcCzQQlfp71jJNrbiWUmCNM0S3Stz7vHLKG7R8HYMY+ZcKgkTp78Hq2ghU930LF5MvuJTWHg6PfffzuJkgrzwAQejam1R0Hph3lJW9p3M7vIEzx63nJ7B3WijsGnRUpYuWkQiFiKmJUiKFMmMgamZFE9eQT7jsuyJdOA7qwlMTUMXBqctOo1dS59kVyW4NtYu6yJx9IWUNm+Asd/j9aWIHrcMb7dJdsUK9LY40VGdDktStqK457yGLY/m6PF9Xn3iG7knMk5P2Kd93feZFAtZmTgRTQ/e993xEGgapZNWcGF8KWfknuGXj22nJAS9F1zC0C/+s96PejJZ/cdCVF0I/KhFx+IEvVvb2NMfwuvXOT/UQbYWGT45D1vswTd0VnT0MFWZQkOjkuqi38qhCQ1L07GBcryL4y44gwnTo+LrbJ5nsvikJfRYESZ3SXLRfjRNoysVJVopEDJ08hWXRNhicbdFv5+kP9FJVvpEOufTFY9hSw1d6CwMd1KK9rBeHwUEvhEnHPJpi/gsOmo+/i6I6AnSlTGK0RBGNKi/oRnk7TyGaUDfakpOms7jjsZqt0DXsXfsZElvO9vzIYhpaKE+UvOO5kQ3R6YpiF+IGEu0FfQmo4zmbfRwP52n9ZHJDeGbJtFwiJChYYVDxFIHPl5QArHiFUnY1FnWk2BZT+IQ7fGEll9Fp8i29Da2Z7YzWhxltDjKSHGEolNk1C2zyyvheBqG1o4uAoEqpIeI24KOqTLJrEOiYBPL20QLHpGiS7jokSz6dJY8zAkPo+yCJxGeDPKteYGfh2/o+LqObxjVQA86Rd/HMzSMeBTf1IMZXk1Q1MHVwNMkjubj4YDjoHkOmuuiex6G42E6PilHYuZ8zAmJ6XiYNljOixNorFL9vDBCNPvL1Lnt28C3D3pvGjNzajYjCVz6/KrgLUXw0b3n3u4PwZ42EfKOxE8Y6hBBDgYkiJmRaw8W6ZsgDZC1bx2k4M7HKnzmv9uqhWpf1eihsmVxPTds4/cfVqeB9sjLViAeHx/H8zx6e3tblvf29rJ58+ZZtxkeHp61/PDwcH19bdlzlZlujm0YBh0dHfUy06lUKlSaUrZks4GvqxWNclz/KZTTm/Cm0ljzB/By+ZZtdd1g6thjSBc30CnCTPSdw/HzomjhCF1XXIncs5HIytWMGXkKTgGWnAjA8Z2L2bbwGdq6jiPkeFxS0lkY8qlEo7iVHL8u7Ka4bwxz3nJ62xI8nFrFsJEG9rJk4QJsPUKilEBbfTzJSDvt4XZMzUQIQerSN9K2M4mtL8V8+FfMS/QzKW1Gx5+mUq7QF4lC+yIWLGojdvbZSM9DM3VOWLYQli2E3T5PRvvIxU9Aeh574guwYqMMFCHfP5/I+G46E928bvUAAFPHHkNR7gUjRN+qZZSf2klci1MaOJqVzhSJwhRmbw8f6D8ZUxeIUpEVJ5/Ew6XddIVs9BUXsCoWprROh/wuhgc1ilYfqVXnw8DJSAlDx5xJ2Uhitq1G6g8y1JlELFxI2NQY6z6T7i4D4sF5j6w+jt5941invIlTT1zKTzeM4Lb5jJROYvGCBKumNkBPH0tX/R8yUvBsYTvzLjqXXYVf4MbjnPHas+Cxu/AdAysURhfgJBKYuRy5UB9XnTivbtXluj7F+AIS0QiDVors0qXE5yXwfB1N+hSn0oBgxdEnYkTbAHj1yksxNANd6OzsyrJzOEssNoi/ZyvOCWeQKESQDNLjjXHusk7I7EPTIK+1E5XtnHfuayl2PIWdOI355l6eHHToqmQoS5O0n0D2nwS6SVsUSKUoD3TRsew8sAnMsdtOgdwgeEX2RY9lq1tgTfV6Pnv+2VgLLYaPHuSZTQ9xtHU6lngSpEsk0oG9oJO2PkF+00ZAYM1fRF8qsApY2bGSklti9+pzsCJ7IDRISDMwo53sXTCPhJ3GWr4cPZXCuftuHsukyHYtZfFb/ory5h2EH3mCTLSPYy57O0lXI9qfZHl3lFuffQykpD2SYunC42mbsImtXcsawwH3ASqJflK5FGWrTM+ChQzHuijunqQ/9xSd3i52FzKU9TgYwXvU1EyWtS+jN9pLVITZ8mSJ3jjM71nLtr270buWYSbb0EImbtmmaLQjogaVE9cQynu4PXFCQnBM91KGx0O0n7SGtuIYMrIPbAfrpJPhN4+zRCzl/5z8esJGmLPnnU3OzDE+fxmZ/il6RIjFy3qIeg74kv75RxEaG4dYFD8ZQ6skGDh5AXre49zT38wZ0sL3TQxdR090MGAJTlrYRk8icBMJHXcSE0+so2i2c/LJb8TfczsYEDnzVVRyO8gM2oSl4NiFi7n7kTZGSgXu3DAMQjA/FeUobT5Yglctn48rBcmwyVOps0nbWS5cdjEGAndPmYKZDi4UTSe24ATKT+/AXNnQWiYuvAA8j6XpHrqn9rBxywMUfIsnKsfxGlPn3GXHcEdZMLbkAhbEXCr5Mdz2To656r2kB3fw8O6bqLS1kXb76HBHWdK+ivuOL9G+6kLmL1qEOTXCUCVEt+dy5tKzCMcq7N1j4EWCa7Crs4e2dIUFXcexoTyMGWlncWcXuzIFTu49mT3RPew4rkS0LUFbvouIuQ1t6Rq6IwXOX346vypvJjfvTWSe+TlWyCcVNYkaSZIRk5ITYXRJD7Yp+dP+s5iwJ9g6tRXXd4nM6+fkY44juWQRmiaQnoezaxfJVBurrrmWDY/dRyJjc+qKeWijS+ic3MFw//lMFR3Y+xBxw+A1i17NVPYJEnofS4+dz4ZtC0FK4he/muivsmhEiKQ6Zn2HzYYSiBWKF4GoGeX47uM5vvv4ua4Kruty6623AnDVVVftx9x8djxfkq9qznNlh1zZDVJTaAKpa3jSRy8XMfJTGMU0em4KLZ9GK+ShXAYNpPBxcalIj5JvU/E9Kp5DWXqUpE/F93ClwEXiSokrg/QTngwSXEjp40sP6XtIP9DaarVcLbIqdFazgoiqRCqQwXf9dxABtbGMJuk1iFIqa7KkbCS7F/Xf1UAuUgYRL6uFhfSry5q+q4nsPU3D0wWeLnB1LRBedQ1PqwmyAscI1jtas7Zf4OkSt1ZO1/D0ICqup2uB/5UQCGp+hYI4ghWiVkuBJkx0YaJhVL+D37ow0THRhYEurOCDhaFZ6MLEEKF6meYgLfUgRvXfzf/PXNe8QLT+RCAwdEHE1AmbOhFLa/xv6kSs4P9QzSpD1zCr35Z+BJrtvwz54he/yOc+97kZy81FazG7B6CaSshauBCjrw+9vb21oBDEZInjUw4XHDtAomq2aBx1Mv0LTgRNo23avjvCHZw+cAYA0RAsqc6LGGeeyQrgffkcP7/9juruBeet7GJko8ce40ROP+aCwDc2vRsiQV3CRiNph5Zsh+PfjOW6aB1BfRO+T//u3RQzw8QiMaSVQO/oQOg6Qp8W82HhGo5fCMcD6VyBO4ogtTBtpx6P0ATp7k7iRmPSIamlWCxNLll6ObpbINI/hVnSeP3ChUAwkSSasxrE40RPP43RXTvRfIfzly3CMAyM3qvxpGTHLbcgPI/YOecGN1r/CZTNZwC46JgeSpsdHjJslrYLXnNMLyW3h0S4kfPT6O7m2LdfVf99xpIuoqZBNLQAU9egqw+sOLqm0wF0JDpxXRc3EUwot7UNcOJZ7yZTtFkVM7hzM+QXLkB43qyTgr5m8kRlPiBYFokQPvYyuhdB0pRsufP2wMfWakx8NZ+rxb0pFvemcNx+juleTF+sjfKOXRQfWI+JSzJiQvQEElYn1ub1LDI8UhGTzrWBBYTrLqPy2Bj7IqvYZLsITUe2L25Ubv5phON99HUt5/LqtQTAsguRmWHY+EBLW5JWoOlb1L6Ea884Ctt2+emWlYTdLHL+aUQiCU7gBPzjzsebmOC4efNY4haJGtH6vhclFzHUPYSeHyUen8+5RhfpTcdi6j6hpuB3gX+rxtHzO+jvTHD33cE11dYxrx4PoF5SCM6dfy76fHCGR9Db2oIVx16BLJcxfIN4Oejjo/rbwQpRLKXYvOdZnnGKrJ7mIrWifUW1/1xE1Vw6fs6rODmewIhEQBPELnsbdtFh6he/wohGuHDl63BxKbkluiJdCCFY2QGs6MZ1XQrj4+hdZboXDdDz0GO0m5JQ1YIhYSUQQtAhOugwOtB1nStXvh5DurieS+Xp26n09dJ/4aWI8jBdXccT89wggKnRiD3guoG/dWdIMr+9NQp03qrGq9Ga8kmHYoQvfz+T+RsxSiV6EiHOjPczXhEs6YoSDVv0xU2eFLAo5tGdCNXHVGcsOpeSW8Kqxjhg/mlUjJ31fa887jTG+o6io7dhIqxVz9vK2Om4vSez+/ES25wK/YwST61FLruQi6SAo1+D5jqYPwl8djVdp2PBMrKrVoLnkdbnk4sexZUnXUl40WWBZQMQM2Po4yGmnDCnz19FOBxmV6QRXf68FVdgZYcxUvNZUO23ozuOZnFyMREjwor2FXSs7qAt1IYudNyBGEZnJxgGhu+zcn6RiXyFxwcHSOsQDxm87vh56JogX0rhbF2BIXSSoSRt0TaiZhQNjeiSfpod2ISuk7jkEoQQJIFT2+cRKXlolgUDp6D1rWa1EaJYttm2PshGE9JDXH3CGnwpMevBvAXJZDdrX/9BYmasPll7ICiBWKFQ7BddE6QiJqmICUT2U6oDmP8S1kqhePnR1dWFruuMjIy0LB8ZGaGvr2/Wbfr6+p6zfO17ZGSE/v7+ljInnnhivczo6GjLPlzXZXJycr/H/cQnPtFiqp3NZlmwYAF6ohvNsggtawQyMfezDwhkt4g1TbjUXtikRzLc+nxKhE1SlsTHDIIW6gZ0Ln3OfQjDwGzqp/CqVYRZdVD1CJs6MVmu+zNrQqPD6JkhREdFdTgYTqGFU1hN61qE4Wn4WkOQ1SwL33WRhoE0DIRpzihv6tqMjIHNwvBs9KemPevDM92OptMes2iPWXUBBCGQzzn52lQpM8JRXUaw7QHGqjANgwWpQCD0FixoTYsYimP1LKM/up7W8GYNbD1WTQo0fccR6F4xvYbB8rYFz10nXUeYEkeP4ujRYJsqWjiMNhBYCMTM1iwXcSvOcms5tAfCb8p1CRsCmHZv1PalCTpi1qzrpiMMA2v+wHOXEYJFXTFcN8RjVg9FOdNtazaMzs6WCXatdwmG6+IkH0MQmMiGjTBxaz9WPZqGF41iGRrzIrNEcp8NMwyicY3FrTirogd3jx4I0jRxqveTqUF/RHJ0fxLDMBrX+DQ0oc04ty3rdY3e3v0/D5sRNILxhU0d0HF1jVlSnrceQxMs7221fDTy+78Po2YUOpe07kNowfIqXZGGO5bZbG2kaSzojNOfCvN006WqVyseNnXMpskGTWgMxPd/LTY/91KxjkYyGCHq1gqWoRFpOlbt/TH9nDzXedgfarpdoZgDvve977F8+XJM02TRokVzXR2FQjHHWJbFKaecwj333FNf5vs+99xzD2vXrp11m7Vr17aUB7j77rvr5RcvXkxfX19LmWw2y4MPPlgvs3btWtLpNI8++mi9zL333ovv+6xZs4bZCIVCJJPJlo9CoZgd9b5XKA5/lIZYoXiJGRkZ4T3veQ9/8id/wvXXX08sdvAzWQqF4uXHRz7yEd7xjndw6qmncvrpp/O1r32NQqFQjzr9p3/6pwwMDPDFL34RgA996EO86lWv4itf+QqXXXYZN910E4888gj/9m//BgQz7h/+8If5+7//e5YvX15PuzRv3jyuuOIKAI4++mguvvhi3vOe9/Dtb38bx3G49tprufrqqw8qwrRCoZiJet8rFEcGSiBWKF5itm3bhuu6vP3tb+fss8+etYyUEsdxsKwDM4tSKBRHPm95y1sYGxvjb//2bxkeHubEE0/kZz/7WT0o1u7du9GaTIrPPPNMbrzxRj71qU/xN3/zNyxfvpwf//jH9RzEAH/9139NoVDgve99L+l0mrPPPpuf/exnLT6H3//+97n22mu54IIL0DSNK6+8km984xsvXcMVipcp6n2vUBwZKJNpheIl5Jprrqm/FC+44AKEEHz2s59l0aJFXHPNNXznO99hxYoVmKbJvffeSzab5dprr+Xoo48mFovR39/P5ZdfPmvU2e3bt/O2t72N3t5ewuEwy5Yt45Of/ORL3USFQvEHcO2117Jr1y4qlQoPPvhgi9nyr371K773ve+1lL/qqqvYsmULlUqFjRs3cumll7asF0Lwd3/3dwwPD1Mul/nlL3/JihUrWsp0dHRw4403ksvlyGQyfPe73yUef3lG81YoXire9a53vaD3/erVq3nnO9/JX/zFX/DGN75x1vf9jh07+MUvfsF//Md/0NbWpt73CsUfiNIQKxQvIZ/+9Kc5/fTTef/73883v/lNTj75ZObPn8/3vvc97r77bh5//HE+//nP09nZyfLly8nlcriuy+c+9zl6e3uZmJjgX/7lX1i7di1PP/10PejNjh07WLNmDfF4nL//+79n6dKl7Ny5kwceeOB5aqRQKBQKheJQ88lPfpIzzjjjoN/3f/u3f8vTTz9NLpfjySef5JxzzuGzn/1sfb87d+7k3HPPpVKpcMYZZ/DXf/3XDA4Oqve9QvEHoARiheIlZOnSpRxzzDEAHHPMMZxxxhn1dZlMhieeeIKurq6Wbb797UbuXM/zuPjii+np6eEHP/gBf/mXfwnAZz7zGSqVChs2bGiJDPuud71rvxERFQqFQqFQvDgsXbqUoaEh4ODe97VUib7v87nPfY558+bx4IMP1st8/vOfp1Kp8OY3v5lYLMZ5551HOBxW73uF4g9ACcQKxWHCWWedNePlCHDLLbfwla98hS1btpDJZOrLt2zZUv//F7/4BZdffvl+06QoFAqFQqE4PHiu9/2Xv/xlnnrqKYrFYn350NBQ3cf4nnvu4bLLLlMBuhSKQ4jyIVYoDhNmE2Zvv/123vKWt3DGGWdw00038eCDD/Lwww/T3d1NuVyul5uYmGD+fJULWKFQKBSKw53net+vWbOGD3zgA/zd3/0d69ato7u7G8dx6uUmJiYYGHju3MIKheLgeFE1xFIGCdGz2ewftB/XdSmVSnieh+/72Lbd8rtWJpvNtqyrLSuVSvXltTK+71MqlXBdt75O14MEz5qmkc1m6wnHy+XyjG2y2Syu6+L7fss+ase1bbt+7OeqizFL4vra8WrtllK27NO27f32UW1dc3ua29Tc5uZ9ua5bn43cX72aj3WgZZ+vjgeyffN2B7rN4UyhUKh/1+6N2jmefq/813/9F+eeey6f//zn68ts22ZychLHcerlOzs72blz56z32gs9XwrFy5Xm+07xh3Mw7/oX63k+/TkHzMlzb/p4Yfq44oXWa3/P8dmWT1/2UvT39PrUxmbTx1PPNQ54oe+qWp/XtquNn56rfo7jYNt2vX6zjatma/Pz9eX0476Q9/3nPvc5fvSjHwGwaNEiJicnW8aWHR0d7Nq1i46OjpY2z3b85xpjzrbtwbbvYNfvr9z+ruHZrqNDMV59ruMDB1S3g23jwYx1YeYYeX/PuP3dawD5fL5uRl8714f6uXgwz6aX+lgH864X8kUcEezdu5cFCxa8WLtXKBQKheIFs2fPHmVZcQjYvn07S5cunetqKBQKhUIxgwN517+oArHv+wwODpJIJBBC/EH7ymazLFiwgD179pBMJg9RDQ8fVPuObA6mfffffz+ve93ruOOOOzjnnHMAWL16NWeffTbf+ta3Wsp+97vf5SMf+Qh/8zd/w+mnn87DDz/Mv//7v1Mqlbjsssvq5Xft2sV5551HMpnkIx/5CIsXL2bfvn387ne/47rrrntJ23ckotp35PJC2ialJJfLMW/evJa8vooXRjqdpr29nd27d5NKpea6Oi8LXs737FwxF316JL7vDxR1jR56VJ8eWg7mXf+i2hBpmnbIZ9+TyeTL+iJR7TuyOZD21QJhxGKxelkhBKZpztj2gx/8IOPj43z3u9/lq1/9Kqeddhp33XUXb3zjG1vKr169moceeohPfvKTfPazn6VQKLBgwQKuvvrqQ9rf6vwd2byc23ewbVOC26GjNtBIpVIv2+trrng537NzxUvZp0fy+/5AUdfooUf16aHjQN/1L6qG+FCSzWZJpVJkMpmX5UWi2ndko9p3ZKPad+Tycm7bkYI6B4ce1aeHHtWnhxbVn4ce1adzh7IVUygUCoVCoVAoFArFK5IjRiAOhUJ85jOfIRQKzXVVXhRU+45sVPuObFT7jlxezm07UlDn4NCj+vTQo/r00KL689Cj+nTuOGJMphUKhUKhUCgUCoVCoTiUHDEaYoVCoVAoFAqFQqFQKA4lSiBWKA4T9u7dywc/+EHOPPNMotEoQgh27tw5o9zU1BTvfve76ezsJBaL8ZrXvIaNGze+9BVWKBQKhUJxUKh3vUJx+KEEYoXiMGHbtm3cfPPNtLW18apXvWrWMlJKXv/613P33XfzzW9+k//5n//Btm1e/epXMzQ09BLXWKFQKBQKxcGg3vUKxeGH8iFWKA4TfN+v5/P83ve+xzvf+U527NjBokWL6mV+8pOfcMUVV/Cb3/yGc845B4BMJsPixYu55ppr+OpXvzoXVVcoFAqFQnEAqHe9QnH48ZJpiL/5zW+yaNEiwuEwa9as4aGHHnrO8rfeeiurVq0iHA6zevVq7rrrrpb1Ukr+9m//lv7+fiKRCBdeeCFbt25tKTM5Ocnb3vY2kskkbW1tvPvd7yafzx/ytsFL376dO3fy7ne/m8WLFxOJRFi6dCmf+cxnsG37ZdG+ZiqVCieeeCJCCB5//PFD1aQW5qp9d955J2vWrCESidDZ2ckVV1zxnMe97bbbWLhwYf0FCUHS8de//vX85Cc/Oaza98wzz/CGN7yBrq4ukskkZ599Nvfdd99zHveFcqjb97//+7+89rWvpbOzc7/XXblc5v3vfz+dnZ3E43GuvPJKRkZGDmWz6rzU7ZucnOQDH/gAK1euJBKJsHDhQj74wQ+SyWQOddOAuTl/NaSUXHLJJQgh+PGPf3wIWvPK42DP3yuVL37xi5x22mkkEgl6enq44oor2LJlS0uZA3mu7N69m8suu4xoNEpPTw8f+9jHcF33pWzKYck//MM/IITgwx/+cH3Z4difNWH4uXih7/pDwb59+/iTP/kTOjs7iUQirF69mkceeaS+/nAbfx/ueJ7Hpz/96Zbx+uc//3ma9ZGqTw8D5EvATTfdJC3Lkt/97nflU089Jd/znvfItrY2OTIyMmv5Bx54QOq6Lr/0pS/JTZs2yU996lPSNE25YcOGepl/+Id/kKlUSv74xz+WTzzxhLz88svl4sWLZalUqpe5+OKL5QknnCB///vfy/vvv18uW7ZMvvWtb31ZtO+nP/2pvOaaa+TPf/5z+eyzz8qf/OQnsqenR370ox99WbSvmQ9+8IPykksukYBcv379y6Z9P/zhD2V7e7v81re+Jbds2SKfeuopefPNN0sppbz++uslIHfs2NFy7DVr1shLL710Rp3+8R//UQohZLFYPGzat3z5cnnppZfKJ554Qj7zzDPyL/7iL2Q0GpVDQ0OzHveF8mK074YbbpCf+9zn5He+8539Xnfve9/75IIFC+Q999wjH3nkEXnGGWfIM88885C2ba7at2HDBvmmN71J3nbbbXLbtm3ynnvukcuXL5dXXnnly6J9zXz1q1+tP19+9KMfHeLWvfw52PP3Suaiiy6S119/vdy4caN8/PHH5aWXXioXLlwo8/l8vczzPVdc15XHHXecvPDCC+X69evlXXfdJbu6uuQnPvGJuWjSYcNDDz0kFy1aJI8//nj5oQ99qL78cO/PQ/muPxRMTk7Ko446Sl5zzTXywQcflNu3b5c///nP5bZt2+plDqfx95HAF77wBdnZ2SnvuOMOuWPHDnnrrbfKeDwuv/71r9fLqD6de14Sgfj000+X73//++u/Pc+T8+bNk1/84hdnLf9Hf/RH8rLLLmtZtmbNGvlnf/ZnUkopfd+XfX198p/+6Z/q69PptAyFQvIHP/iBlFLKTZs2SUA+/PDD9TI//elPpRBC7tu375C1Tcq5ad9sfOlLX5KLFy/+Q5oyK3PZvrvuukuuWrVKPvXUUy+aQDwX7XMcRw4MDMh///d/n/UY+3tJLl++XL7tbW+bUb428B8cHDws2jc2NiYB+Zvf/KZeJpvNSkDefffdsx73hXKo29fMjh07Zr3u0um0NE1T3nrrrfVlTz/9tATkunXr/oDWzGQu2jcbt9xyi7QsSzqOc3ANeB7msn3r16+XAwMDcmhoSAnEL5CDPX+KBqOjoxKQv/71r6WUB/Zcueuuu6SmaXJ4eLhe5lvf+pZMJpOyUqm8tA04TMjlcnL58uXy7rvvlq961avqAvGR0J+H8l1/KPj//r//T5599tn7XX+4jb+PBC677DL5rne9q2XZm970pvr5VX16ePCim0zbts2jjz7KhRdeWF+maRoXXngh69atm3WbdevWtZQHuOiii+rld+zYwfDwcEuZVCrFmjVr6mXWrVtHW1sbp556ar3MhRdeiKZpPPjgg0d8+2Yjk8nQ0dHxhzRnBnPZvpGREd7znvfwX//1X0Sj0UPZrDpz1b7HHnuMffv2oWkaJ510Ev39/VxyySWHPILkXLWvs7OTlStXcsMNN1AoFHBdl3/913+lp6eHU0455bBu34Hw6KOP4jhOy35WrVrFwoULD2o/z8dctW82MpkMyWQSwzD+oP00M5ftKxaL/PEf/zHf/OY36evrO/jKK17Q+VM0qLkg1N7bB/JcWbduHatXr6a3t7de5qKLLiKbzfLUU0+9hLU/fHj/+9/PZZddNuO5oPrz4Lnttts49dRTueqqq+jp6eGkk07iO9/5Tn394TT+PlI488wzueeee3jmmWcAeOKJJ/jtb3/LJZdcAqg+PVx40QXi8fFxPM9redgA9Pb2Mjw8POs2w8PDz1m+9v18ZXp6elrWG4ZBR0fHfo/7Qpir9k1n27ZtXHfddfzZn/3ZC2rH/pir9kkpueaaa3jf+97X8gA41MxV+7Zv3w7AZz/7WT71qU9xxx130N7eznnnncfk5OR+69ve3s7U1NSM5ZOTkwghaGtrOyzaJ4Tgl7/8JevXryeRSBAOh/nqV7/Kz372M9rb2/fbvoPlxWjfgTA8PIxlWTP6+2D383zMVftmq8fnP/953vve977gfexvv3PVvr/8y7/kzDPP5A1veMPBVVpR54WcP0WA7/t8+MMf5qyzzuK4444DDuy5sr/rv7bulcZNN93EY489xhe/+MUZ647k/jzYd/2hYvv27XzrW99i+fLl/PznP+fP//zP+eAHP8h//ud/AofX+PtI4eMf/zhXX301q1atwjRNTjrpJD784Q/ztre9DVB9erhw6Kb6FXPGvn37uPjii7nqqqt4z3veM9fVOSRcd9115HI5PvGJT8x1VV4UfN8H4JOf/CRXXnklANdffz3z58/n1ltvJRQKzbrdsccey7333jtj+aZNm+oBGw4HpJS8//3vp6enh/vvv59IJMK///u/8/rXv56HH36Y/v7+ua6i4gDJZrNcdtllHHPMMXz2s5+d6+ocEm677Tbuvfde1q9fP9dVUbxCef/738/GjRv57W9/O9dVOWLZs2cPH/rQh7j77rsJh8NzXZ1Dyly9633f59RTT+X//t//C8BJJ53Exo0b+fa3v8073vGOF+WYL3duueUWvv/973PjjTdy7LHH8vjjj/PhD3+YefPmqT49jHjRNcRdXV3ouj4jqt/IyMh+zdT6+vqes3zt+/nKjI6Otqx3XZfJyclDah43V+2rMTg4yKtf/WrOPPNM/u3f/u0PastszFX77r33XtatW0coFMIwDJYtWwbAqaeeekgfIHPVvppAeMwxx9TXh0IhlixZwu7du/db38svv5xdu3bxwAMP1Jdls1luv/12Lr/88sOmfffeey933HEHN910E2eddRYnn3wy//Iv/0IkEqnPNB8KXoz2HQh9fX3Ytk06nf6D9vN8zFX7auRyOS6++GISiQQ/+tGPME3zoPfxXMxV++69916effZZ2traMAyjbgZ+5ZVXct555x1cI17BvJDzp4Brr72WO+64g/vuu4/58+fXlx/Ic2V/139t3SuJRx99lNHRUU4++eT6ffzrX/+ab3zjGxiGQW9v7xHbnwf7rj9U9Pf3t4xLAI4++uj6uORwGn8fKXzsYx+ra4lXr17N29/+dv7yL/+ybtWg+vTw4EUXiC3L4pRTTuGee+6pL/N9n3vuuYe1a9fOus3atWtbygPcfffd9fKLFy+mr6+vpUw2m+XBBx+sl1m7di3pdJpHH320Xubee+/F933WrFlzxLcPAs3weeedxymnnML1119/QKH8D5a5at83vvENnnjiCR5//HEef/zxelqVm2++mS984QtHfPtOOeUUQqFQS8oNx3HYvHkz4+Pj9RQHP/3pT/nhD39Y/3355Zezdu1a/viP/5ibb76Zn//851x++eUIIfirv/qrw6Z9xWIRmJleQtO0unb8UPBitO9AOOWUUzBNs2U/W7ZsYffu3Qe1n+djrtoHwTl97Wtfi2VZ3HbbbS+KBmau2vfxj3+cJ598sv58qaVl+n//7/9x/fXXH3xDXqG8kPP3SkZKybXXXsuPfvQj7r33XhYvXtyy/kCeK2vXrmXDhg0tg+O7776bZDI5Q5B5uXPBBRewYcOGlvv41FNP5W1ve1v9/8O1P3/4wx+2vNv/0Hf9oeKss86akQrsmWee4aijjgIOr/H3kUKxWJwxFtJ1vT4WUn16mPBSRO666aabZCgUkt/73vfkpk2b5Hvf+17Z1tZWj+r39re/XX784x+vl3/ggQekYRjyy1/+snz66aflZz7zmVnTvrS1tcmf/OQn8sknn5RveMMbZg1RftJJJ8kHH3xQ/va3v5XLly9/0dIuvdTt27t3r1y2bJm84IIL5N69e+XQ0FD983Jo33QOJhrukdK+D33oQ3JgYED+/Oc/l5s3b5bvfve7JTDr5x3veEd9u4mJCXnNNdfI9vZ2GYlE5AUXXCCfeOKJw6p9Y2NjsrOzU77pTW+Sjz/+uNyyZYv8q7/6K2mapnz88cdf4Jl66do3MTEh169fL++8804JyJtuukmuX7++5f563/veJxcuXCjvvfde+cgjj8i1a9fKtWvXHtK2zVX7MpmMXLNmjVy9erXctm1by/PFdd0jvn2zgYoy/YJ4vvOnaPDnf/7nMpVKyV/96lct91RzCp3ne67U0gS99rWvlY8//rj82c9+Jru7u1/xaZdqNEeZlvLw7c8X411/KHjooYekYRjyC1/4gty6dav8/ve/L6PRqPzv//7vepnDafx9JPCOd7xDDgwM1NMu/e///q/s6uqSf/3Xf10vo/p07nlJBGIppbzuuuvkwoULpWVZ8vTTT5e///3v6+te9apXtTwEpAxSfKxYsUJaliWPPfZYeeedd7as931ffvrTn5a9vb0yFArJCy64QG7ZsqWlzMTEhHzrW98q4/G4TCaT8p3vfKfM5XIvi/bVQvXP9nk5tG86L6ZALOXctM+2bfnRj35U9vT0yEQiIS+88EK5cePGl037Hn74Yfna175WdnR0yEQiIc844wx51113HRHt29/99ZnPfKZeplQqyb/4i7+Q7e3tMhqNyje+8Y0vyoTUXLTvvvvu2+/zZXp6kCOxfbOhBOIXznOdP0WD/d1T119/fb3MgTxXdu7cKS+55BIZiURkV1eX/OhHP3rI06EdqUwXiFV/Hjy33367PO6442QoFJKrVq2S//Zv/9ay/nAbfx/uZLNZ+aEPfUguXLhQhsNhuWTJEvnJT36yJa2X6tO5R0gp5aHVOSsUCoVCoVAoFAqFQnH486L7ECsUCoVCoVAoFAqFQnE4ogRihUKhUCgUCoVCoVC8IlECsUKhUCgUCoVCoVAoXpEYL+bOfd9ncHCQRCKBEOLFPJRCoVAoFAeElJJcLse8efNelHR1rzTUu16hUCgUhxsH865/UQXiwcFBFixY8GIeQqFQKBSKF8SePXuYP3/+XFfjiEe96xUKhUJxuHIg7/oXVSBOJBL1iiSTyRfzUAqFQqFQHBDZbJYFCxbU31GKPwz1rlcoFArF4cbBvOtfVIG4ZjqVTCbVS1KhUCgUhxXKvPfQoN71CoVCoThcOZB3vXKeUigUCoVCoVAoFArFKxIlECsUCoVCoVAoFAqF4hXJESMQb5vaxofv+zDjpfG5ropCoVAoFAqF4iBJl9Psze2d62ooFApFC0eMQLwju4MH9j3A2+96O3k7P9fVUSgUCoVCoVAcBL8b/B1Pjj0519VQKBSKFo4Ygfg1R72G77z2OwwVhvjG+m/MdXUUCoVCoVAoFAqFQnGEc8QIxAAn9pzIm1e8mR8+80OGC8NzXR2FQqFQKBQKhUKhUBzBHDECcea336H4T8fxtifuxfMdfvjbv4PCxFxXS6FQKBQKhUKhUCgURyhHjEC8MR/nZ9mjGNpb4vSiw+177sP76tFw+4ehoAJtKRQKhUKhUCgUCoXi4DhiBOKTzr+KFe+7kZE33cqg9ecMmgb/EjsDuf6/4Z9Pha2/nOsqKhQKhUKhUCgUCoXiCOKIEYijlsFxAyneeNJ8/vea9xHWY/yb1clV2lcoRQfgxqvg0f+c62oqFAqFQqFQKBQKRQvlLVtwRkfnuhqKWThiBOJmQnqIy5ZcTKRtE4NGHxdOfYLCUefD7R+CJ26e6+opFAqFQqFQKBQKRZ3K1m0UH3p4rquhmIUjUiAGuGjRRZS8Ih96vU9FC3PZ0HupLDwHbvsADKkcdwqFQqFQKBQKhUKheG6OWIH4tL7TaAu18cTk/dzwrtOZKMO7cu9Dxrrglj+FUnquq6hQKBQKhUKhUCgUisOYI0Ygzj/wAPs+8hHGv/UtnOFhDM3ggoUXcN+e+1jWG+brbz2R3w3D1zs+hczshZ99Yq6rrFAoFAqFQqFQKBSKw5gjRiD20mnKT29m7Lp/5tlLL2Pyhht47cLXkHfyrBtcx/mrevnIhSv42uYUTy56JzxxI+z4zVxXW6FQKBQKxWGO4/k4nj/X1VAoFArFHHDECMSpyy5j6U/vYtndvyC2di0j//eLLP7v35Cykvxi1y8AeP+rl3HRsb28dfNZlBOL4K6/Bt+b24orFAqFQqE4rLlrwxB3bRia62ooFAqFYg44YgTiGubAAPP/+To63vGnpL93Ax94op/79tyH4zlomuDLV51AT3uKz5XfAmNPwxM3zXWVFQqFQqFQKBQKhUJxGHLECcQAQgh6Pv5xUldcweqfbGLZpgzrhtYBkAibXPfWk/lh8QS2h45G3vd/wSnPcY0VCoVCoVAoFAqFQnG4cUQKxBAIxX2f/Qzho1dx7Z2S32y8o75u9fwUH7/kGD6RfTMiuxce+e4c1lShUCgUCoVCoVAoFIcjR6xADKCFwwx86UtEbcH87/yMolOsr3vXWYuIr3wVD/ircX77dXDtOaypQqFQKBQKhUKhUCgON45ogRggtGwZ8t1vYc1TDvd//5/qy4UQ/NNVJ/AD642YhWGcx5UvsUKhUCgUCoVCoVAoGhzxAjHAsdd+gn3zI7R/84e4uVx9eUfM4o+uejsb/EVkf/ll8FVKBYVCoVAoFAqFQqFQBLwsBGLNNKl89J3Eci5Pf+VzLevOXdnDpsXvorO8i2d+c8sc1VChUCgUCoVCoZgbSk8+SWXr1rmuhqIZKee6BooqLwuBGODVF76b354SRtxyF5Xt21vWvf6t72NY9JD9zTfJV9w5qqFCoVAoFAqFQvHSY+/eQ3nLM3NdDUWNvY/Axv+Z61ooqrxsBOKoGaX9Q9dSsiSbPv1RZNOsSzQcwjvlXZzqP8m//vCuOaylQqFQKBQKhUKheEUztXOua6Bo4mUjEAO86dR3cP/FA4Qf3czOO1vNowfO/zMcEaLr6Rt4cPvEHNVQoVAoFAqFQqFQKBSHCy8rgdjQDN781//O3h6dvV/4PJuHNjRWRjsQx7+Zq4z7+cKPHsJ2VYAthUKhUCgUB86eySIl25vraigUCoXiEPKyEogBFnYsYv5nPkvXlMfNn/ljrlt/XT0/sXHGnxGlzEmTP+U7929/nj0pFAqFQqFQNHhs9xT3bx2b62ooFAqF4hDyshOIAY6+4M2EL7qQN/1e8j/3/yuX/egy7t51N/SfAAvO4M+j9/KNe55h90RxrquqUCgUCoXiCKAWm6SiLMwUilcmbgXKmbmuheJF4GUpEAPM/8QnMXWLb246jf5YPx/51Uf47O8+i3PqO+lz9nCm/jRfuGvTXFdToVAoFArFYY7t2awfXY8nVaYKheIVy//P3n/HS3KVd/74+1RVx5vvnTyjLIEklECAEMaAbdliARuBLQOLjWEx7HoBG7Rfw7IGjI2XaGwwaMHmZwzsGoPJYIQA5TijNKPJeebm3LdzVzzn90dVd1d1900TNCNUH72u7u3qU+c8depUzfM5Tzp8Bxz6xZmWIsZpwC8tIU5s2MCaP/kTtHu28sXud/COq97Bdw99l/8x9wBWdoi/WPcQP9szzePDuTMtaowYMWLEiBHjLMaR/BEmy5PkrMkzLUqMGDHOFJzamZYgxmnCLy0hBhh6yx+RvPgiZj/6v3nnZW/nQy/6EPeM3ceHzn82F87fw3N6qnzstv2REk0xYsSIESNGjBgxYsSIEeOZgV9qQiySSTb+5V/ijI0x96Uv8fvP/n3ee+17+WltjK/0ZPnEhU/y+PACP9szfaZFjREjRowYMbj11ls5//zzSafTXHfddTzyyCNLtv/2t7/NpZdeSjqd5sorr+S2226LfP+9732P3/qt32JoaAghBDt27GjrwzRN3vnOdzI0NER3dze/+7u/y/R0/O9ijBgxFoflWczV5s60GE8bxMa3sxu/1IQYIPuCF9D3utcx/89fwTpyhLc85y389oW/zecH+/Fmv8+z12b47B0HkTJeqDFixIgR48zhW9/6Frfccgt/+Zd/yRNPPMHVV1/NjTfeyMzMTMf2Dz30EG984xt529vexvbt27npppu46aab2L17d6NNpVLhJS95CZ/85CcXHfe9730vP/7xj/n2t7/Nvffey8TEBK973etO+fU93RFrCTFiNLF1YiuPTC69YRcjxtMFv/SEGGDdn/9/6F1dTP7FB0FK/uJFf8HG1CAfzHr8r8uG2T9V4o598W54jBgxYsQ4c/i7v/s73v72t/PWt76Vyy+/nC996Utks1m+8pWvdGz/uc99jle84hX8+Z//OZdddhkf/ehHed7znscXvvCFRps//MM/5MMf/jA33HBDxz4KhQL//M//zN/93d/x67/+61x77bX8y7/8Cw899BBbt249LdcZI0aMU4eHjswxnn/qY1srTuUpH/OXErHl+KzAM4IQGwMDbPjwh6jt2MH8P3+FrkQXf/PSTzFiGDw09xUuWNPF5+86HLszxIgRI0aMMwLbtnn88ccjxFXTNG644QYefvjhjuc8/PDDbUT3xhtvXLR9Jzz++OM4jhPp59JLL+Xcc89dVT/PBMQqwqlDrG+dOsyWLB47HieIPesRr/mzGs8IQgzQ+8pX0vvK/8Ts5z+PeeAAz990HX/YeznfUHluuvIYu8YL3HNw9kyLGSNGjBgxnoGYm5vD8zzWr18fOb5+/XqmpqY6njM1NbWq9ov1kUwm6e/vX3E/lmVRLBYjPzFixIgRI8bTFc8YQgyw/kMfQu/vY+L9/xNl27z71z7FhbbDT2a/yOZB+Pydh+JdyxgxYsSIEWMJfPzjH6evr6/xc84555xpkWLEiHGGEOvNJ4l4/s4KPKMIsTEwwKa/+Rus/fuZ/T//h/TA+Xys+3Jm3SrnX/wznhjJs/Vo7HYSI0aMGDGeWqxZswZd19uyO09PT7Nhw4aO52zYsGFV7Rfrw7Zt8vn8ivv5wAc+QKFQaPyMjo6ueLw6nhhZ4KEjcYbaZypUnKIsxtMZJ0JiY+J7VuMZRYgBul/2Mvpv/j3m/+nL1J58kue88N28I19gZ+luBtbu558fOHamRYwRI0aMGM8wJJNJrr32Wu68887GMSkld955J9dff33Hc66//vpIe4Bf/OIXi7bvhGuvvZZEIhHp58CBA4yMjCzaTyqVore3N/KzWozmqsyWrFWfdyYRq7OnB1IqHjo8R6HqnGlRYsRYFLmKjel4/odTSm7jN8vZgGccIQZY9/7/SWLjRibe937k+hfwdm0NV6ok+rrvctehwxyfizPnxYgRI0aMpxa33HILX/7yl/na177Gvn37+JM/+RMqlQpvfetbAXjzm9/MBz7wgUb7P/uzP+P222/nM5/5DPv37+cjH/kIjz32GO9617sabXK5HDt27GDv3r2AT3Z37NjRiA/u6+vjbW97G7fccgt33303jz/+OG9961u5/vrredGLXvQUXv0zFOVZ2PUdqC2caUnOGIqmw2zZYud4/kyL8rTD2eCu/Eyx9t9/aJbdE4Xg0zPjmp9JeEYSYr27i02f/AT26CjTn/wUxvP/Cx8bOw5YpDd+l395MLYSx4gRI0aMpxavf/3r+du//Vs+/OEPc80117Bjxw5uv/32RuKskZERJicnG+1f/OIX841vfIN/+qd/4uqrr+Y73/kOP/jBD7jiiisabX70ox/x3Oc+l1e96lUAvOENb+C5z30uX/rSlxpt/v7v/55Xv/rV/O7v/i4vfelL2bBhA9/73veeoqteJZSCysm5Wivbxh4bW/15p0MJLgX38ySv6emGs4HIxYhxwjiVLtPxs3BWwDjTApwpZJ//fIb+6zuY/+KX6LruY5yvdP5H9iI+JvfxnYPf5Zbas+nLJM60mDFixIgR4xmEd73rXRELbxj33HNP27Gbb76Zm2++edH+3vKWt/CWt7xlyTHT6TS33nort95662pEPTOYPQDTu+GCl0H32hPqorZzJ87UNHpfH3pPzykWMMbpRr5q43iKtT2pMy3KGcfZwKWUUiDOtBRPNc6CiY9xSvGMtBDXsfa//3fSV13F1Ec/iXPuq3jDwYe5ZvD5iDU/4p8e2namxYsRI0aMGDFihGGV/N9ubel20oNj94NVbv/KCmKXPe8UCxfjqcC9B2fjhGwxzixOaVKtXyJyPbMfhp+e9euf0YRYJBJs/vSnkI7DxO1FMIt8Zu21GMLgX49+CsuJEzzEiBEjRowYTzuUpqA87VuTTxV+ifTWM43F3M+rTpW5Wkx2n054psQQR/FMvOYVYHo3FMdPebejxVH2zO855f2G8YwmxADJ885jw1/8BdXte8lNXMy6x/8vf3Dxe/CSx/iLuz9/psWLESNGjBgxYsQ4JVBS4gQJ1c5G3Dd+H49MPnLS/VScCrXlvAh+CXA20LJnJCF+BpZd8opFrGNnJsfSrrldDBeGT+sYz3hCDND3utfSc+ONzDxkYR48zC1DfaTMa/n5xP9lpDhypsWLESNGjBgxYsQ4aZj79lF97HHskRGUlGdMjk4kSim/1NipwL2j93L3yN2npK8YMU4rniZEuXzf/Zh79p5pMU4bYkIMCCHY+FcfwVgzxPi2dXDv3/O2y/8MKXU+eN//PtPixYgRI0aMGDF+KfHUKsOq5ltNazt3Ye5euTu57Uoc7/QQaLFERqZ9k0X2TxVPy7i/DDiRbN21XacwjADODjP1U45n5EX/UiMmxAH0/n42ffJT2AWY/vEB3rKpisjfyPb5h7h/7P4zLV6MGDFixIjxjIY9Nk5t76EVto4V1o4IESg3l1vxaT/dPcnP90yfDomWxMHpEgemSk/5uE8XnMgqt4dPr+vpUwlZqWCPjj71A5/ARsTiZ8TvqrMBMSEOoetF1zH0tv9C/kgXzlc+ys2XvB5pr+Ezj/09Up0516IYMWLEiBHjmY7ajh3YU7NnbPyniWfjyrHKC3JX487s1PzEZouOvaJDMWIsifIDD1J7cucZGDlercuh+sQTlO+990yLsWLEhLgFa9/zXjIXrWPyh8d4W88I9uxvcqRwiJ8P//xMixYjRowYMWLEiHHCWJGL7a7vwPBDJzfQgZ/C8QdOro8Yy+Js2KQ5k0m11JmqBnM2TPxZDmdiEq/UXvbubEVMiFsgDIPNt34ZoQvsv/owN2x4GcLeyBe234on45qFMWLEiBEjxjMRv3TZdJe6nOLESfYde9XF+GXGKcwyHZPrswIxIe6AxPnPYuPbfwtzssa7dvwr1ZnfYLh4nJ8d/9mZFi1GjBgxYsSIMfoIzB5cosHiiZrOFuyZ28NtkydpiT0pnEHLXjC2NE2cgwdiUtAC0/HIV+1l250NmzRnhQxP9fp5hq1XL58/0yKcdsSEeBH0vP1jDD7HQ/v53dw0m8ZwN/OPO/8xjiWOESNGjBgxzgbMNxNseVIxW7JCX579Cutw8QwkNwpPy1mg1Nee3Ilz9AhaKc4kHca9B2e59+CZi5ePsRxO5bNz5p/D5WDu39/4+ynffHiKEBPixZDqZt17/5T0oM1b7/0q6cPP52jhaBxLHCNGjBgxYpxl2DmW56Ejc1Qs90yLcoI4AYv2/p/A+BOnXpSTxWrCywIjg3gakIKnEqazsjk8G7jJWUGQng4W4rNhnmIsipgQLwHxonew+VW9GJ7JB+5/jG53E//4ZGwljhEjRowYMU4bpAfWCpKxhBTMoukTYdc7caVTL+apPrE4wTzr1FmnBrmjJ37+6VLQ5fKbEmeDm+1SmCqYjOdrZ1qMGCvFU042z/z6LdtlLM9avuGpxllK7Gers9x29DaqTvWEzo8J8VIwkiR/7+NsfEGOS+aG+f3vJzm8cIi7Ru4605LFiBEjRowYv5w4/gAcvP0pHzazbyfOxCTKfbpamVeAkDK7UsteebVW91+CBKTbjs3z2PGV12l+JuNkNjekaVL4j5/gzs2dQomeApxKUniCfd03dh93j9696vMmCzXuP/TL544/Xh4HoGifWPhFTIiXw7NupPflL2boKotXHD7M7zzWw5ee/FJsJY4RI0aMGDFOByonoaydRbm0TNfktqO3MVt9eiufd+6bXt0JKkSIV6rsKxUh6PW/C/YsRedpRpZirBheoQCAPXyS8fRnqdUygtMgo1xNbfAAjx1fIFexT9zV/ekw1yeAmBAvByHg1Z9l7dUW2oUZ3nhngfTj+7hn9J4zLVmMGDFixIjxzIV4atnvavXAvJUHYLQ0euqFORU4bS7Ty1uIo+R38XbHK7s5Vt51KqQ6K7Btchv3jd13psU4pTipGOL6M3wCxK5FiJM7/4yO93QgmGfRTuNpQkyIV4KB8xA3fpRLnneUQl8P7/2B4ju/+OzZkUggRowYMWLEeCbiafJvsHiKifvSUB3/PKWQq7MQd2pxQm64xQnY9R2wK6s/9ynCfG2esr2C+PgV4mnyCCyK+rOh5NPlQurP8tNF3sWx2NqRUvHDHeMcmCqt7sSzBQvH/fwKQNVeebhHTIhXimvfivasl3HNy0ZxRJLX/9MhHtjxozMtVYwYMWLEiPHLiVUoXieyQb3oOU+xwvdLt7kedpluJQ5Skjw4ijTN4MAp3CxYCNxua/kVNZ+qTPHQ+MnXgZZSMTJfPbH7+Mt271cLTfMzjZdnVn2qUoqaW61/OMWCrRBSrty6fZa8bxrDLnLcC+Q5OrvIxs0ZXrN7J4o8ulh8v2fD9B4YfhDT8bh7/8rXVUyIVwoh4DW3khlI0fOrLj01gffej+A+A4pVx4gRI0aMGM8EHJsr85NdE6e0T3G2uhueAZdprWKSmJiltu2RJeU4sU2C4ByxMtV2x8wO8lb+pHPCHJops310YfVZqff9h1866yRwtmfrXhaa5lv2p/dAaWpVpx7JH+FA7kCTFD8FUPVnub4+9/4ADpzcPTxbcVY5toRwaKbExGLPWv2+eA6Wu7rnOibEq0HfFrSb/5nLhsZ56Dd6GZg12fXWNyKrT93DGCNGjBgxYpztsDyL3XO7T45snAApOlklLlex8U6R++ZKSd1TSmkiMj0FZZcWmQNZaXFrrjdz3BOPJ62vtVUugpO10NuB4r1UyS9negZ3YSF60DX9n5PA2WBgPhlSLoQA1/Jdpj17VefWY/Qd6ZyBbYFgRCXBXWHpo0Vv1klIX8uvfPzWUReRZ9k1tcpF54yPr6r9mUJMiFeLi34d99c+xJ/07eP/vbqL5P7jHHv3O1GOc6YlixEjRowYMc4K7M/tZ6Q4wnRllRmKIzjNau4iip1YTFE8XWKcKSvf6WJTy7hMtzUP/e56cCepfcMnNif161mhhbg5/umf/+qjj1J5cPXu2afKnf6sd8s/oc2v0MbH0zqpVhRF02G62L5RUtm6jdIddzQPSA/mDsDwibn9L07PT+21VbfvOKX9dYLyPMSuAwgr4GIncH9iQnwCSL70vRw752b+e+8xvvxKA/vBrYy9//2/3LULY8SIESNGjBWiroCfDrJx2pX7p1K3PhVjTe89BZ2cQqzk/izRxphdOMF1Uz/nqbUQn0mcbslHiiMcyR9ZWoaTmL/GuU+XW9BYWqdP4Lv3z7D16HzbcXduDmmGrcHB5tIpTiLXvJ2dn6Oz8Va509OI6TmSxydPWL6YEJ8IhOCCP/oSM+IFvGRjjq/9hkb5tp8yfsv/QNmrc/mIESNGjBgxYnTAapJqrf6U1VsRVqm7r5TUnbSCOX945W3D13zaiOASY4Q+V50qFbeyeNsQZquzOHIZT7yglrFapcv1mbDQeysoTQVn3iV699xuDuQOLPq948lTs6GwRB/28PCSurVSS59/WnBCSfxOXV+R804wTuRMr62zDTEhPkHohsHQH32dLcVzWfesMv/8mxqln/+c0Xe9K5Q9MUaMGDFixIhxYjhTWVlPbf/LlV06Uy7TyjHBMZG2TfWxx5bd0E9a841yJkt3vESccujjPaP3sHtud+fzWk57dOpRnpx5cplxJebRCYq/uHuF5Z5OnxfDcjjZRF51rJiMnoZnxvEkT47lOTi9SHmelaDuSbKIfF4+T23Xbmq7d3f8/qShVMTCWnWq5MxFMhgDZ1XZpdYQgcmdcPSelZ+OorZrN4X/iCYF63grzqR7egBjcp7Cf/wEYS8SM+3ZcBKeujEhPglcvHkd21/yTzxvbgubLi7zf16lUbr/fo6/4+3tCSNixIgRI0aMZwhOZ+1d5S5hXTudFuJVYsVE62TFONG5ntwB+/8D++hRnKlp7LGxJZuvnd0Kh+88sbECdIrPbsxT6LtOc1ddNpuwwpnOtfW1HE6WnJ4IofbU8hZirVhALmbtzh1bcXmp0wU3SD43UzpZI5CK3C/T8ZgJYmjr1n5ltZOgSPb2lvstKxWcmRWU3JncAQd+2khMdc/oPWyd2LqEpP6YnpTIUPK9+bK1+izjoV5P7LR6ErmAys0dhMrcqrqwh4c7SLOMPKfxvZmv2o0kda0wZvykdFptkffA3GFYOHrCY8eE+CTxx7/xHL648X9zTe5iXrIpzxd+R6f62GMcetMbcedWtzBjxIgRI0aMGAEWUbxKj+w7I+PWFdfV0s/TXnbphF0uT+Cc1WZFXsxluhOJX+I6FAptuWRZKkSsV3Fty1pZj94DR+/t+FXOzDFWPrbywQIsR4i1SpmuXY9jHVjEXXn8cTh8R8evDk6X2DNRiBC204mVbicU7SK3Hb2NglVoHlTtmyEPHp7j4XoM7Uo3e5SCscdh13cAKN19D9VHHl3+vHr9Y29pd/zWNXLH3ikeOtKM833g8ByPLVYbF9g5u5M7hzvfrxPG1M7gj5N3mQ5f30l6Yq9Shui83ntwloeOnBnuFBPik0RC1/jcm17EB/T/j7W1a/gvAzPc+vspqkcOsf/3Xot1dPUvyhgxYsSIESPGCcTprY4Jre54Y4xTi6fSZbdVAVWeh7X3SRjdBmZhkbOWwfQeMIvhQSJfO9Kh6gRWnU6XqoL/hZVyq9jWZvmNBRX6vZr482XaVuagMtvxq60TWxkpL510qhOWJMSeSyY/jJAuXmlpd+ROku+bLHJ4psyDYWJxIpsmZmHJmtKrxWzVn8Op2WPNUjx1l+kQeS9bHdxel5Q/WDsLp0HfLk74JLulJJRAMV9ZebmjsdLYirwCwnDGx/GKxeUbLsNc7zkwwx17l8n2H/JEWHaldLgXBatA0V78HdAJXqFA8Se34c42ny2lFIXamanaExPiU4ANfWm+9JYX8W7rnczza3xYH+Grb+6hVJrjwOtfR/WJ7WdaxBgxYsSIEeMph0JheRYHcgdQjgXDD4N7GpJPthuaOsJdWMBbyJ/YEC19W4cPLxkeVSefixE5UTUxZgIS+lSYYzrAq1pNIlyeXT1x8hyY2QfH7oscdosVzJFpQLF1Yit3jdyN60nqN6ozCQ2OWUU4dEfE/VOxAjd8v1GkqyWbh+JXCzWHo7Pl5U86RVjUFRqgMMpAYTcZc/qk1kWucpLP2aFfwGzUG+PQdKnNRXq1EqqHHutQike19aSUatzzlcRKL7hVDtdW4Ca9Gsz6Fnpl1tfGqY0hdosVlNeZKFe376B83/3Ld7LMGinUHCr2IrG19VMDGbYdneeBQ503f5bCg+MPcsfxezuWi1oMbs63qNcJsVKKnfl7GK8eXOKs5rzffWBmCS+I1d+fmBCfIjz33AE+/6ZreWfxzTyYeQOfrB7krrcMMJswOfJHf8DCz392pkWMESNGjBhnOW699VbOP/980uk01113HY888siS7b/97W9z6aWXkk6nufLKK7ntttsi3yul+PCHP8zGjRvJZDLccMMNHDp0KNLm/PPPRwgR+fnEJz5xUtcRJoG753ZzJH+E+aknoDi+8qzIJxOr1jg3qiy2WiNOFNK2MfcfoLLE/VnO8ph9dB+pw1NnPj2P0P3fy2VxXgqROFxFZecRrJFpUIqSXWLHaJ6f7Jps98cUAqUkulOFunLrWv7chazESoEmNMwDB+l58K5lZFCrWjsKxT0HZtg1foIW8hPAkmtDeuBJULIRs9qxD8/D2r2nQWY64fHhHKbjndCzpDyJqBTBbcbG7p0s8vCR1pJAq+w7knMt+NCB2Czn8R3eIFEKHi4e4WDtBOueH7x9yfjbhiir2HBp7yR6klezqOw8grl/KQK4Aqyi7rYKMrHXxWndcJgqmliLxPCGOmk7tGu8wO7xAqMLVb+vk3i3zlnjK2pXrDkMF6a47ehtlJyT38yKCfEpxK9fup7Pvv65/M/cq/la15/wgfm9TP3BAIfXSSb/7D3Mff3rZ1rEGDFixIhxluJb3/oWt9xyC3/5l3/JE088wdVXX82NN97IzCLJYR566CHe+MY38ra3vY3t27dz0003cdNNN7E7lJH1U5/6FP/wD//Al770JbZt20ZXVxc33ngjZks1hL/+679mcnKy8fPud7/7lF3XUkmLlialCtuVlMyVEzUFvovj6LYlGizXSedGHSn2EmRkpeOckMv0qYwb1uqE+MSIU/sYnchNYC3vwHKM3EHWzTy4yAQ3IRBYLZs5LQOvSLzpyjSW13R3PVUZn1eDpe65dWwY7fiE/2EJ4589MYc7MkxyYnTRNmMLNQ5NnxhZqO49Rnb7uJ+9eJXJmlaN0JrpaBVuiXe9+8DMyVvAWzF38mtrNVCB1VaWTyJLN7AaG/1dI3exr/gwACOlYRbq8dwdPBYW7bXD822FEh3W32oLVZvp4soTja2ofHnLfZgNPAKKrSEWTUFWjJgQn2L89tWb+Mc/vJbP5F/KX6X/nDfOHaL8uizbniWY/djHmfrEJ1ZdIy9GjBgxYvzy4+/+7u94+9vfzlvf+lYuv/xyvvSlL5HNZvnKV77Ssf3nPvc5XvGKV/Dnf/7nXHbZZXz0ox/lec97Hl/4whcAX3H87Gc/ywc/+EFe85rXcNVVV/H1r3+diYkJfvCDH0T66unpYcOGDY2frq6u0325gYxLf//g4Tnu2j+DPbq40h/tT+FVTWpHxnm4cISHcntaW7T92UrKO2VCXqSHFeFEM24709N45aegYkXdQuw5LHp1q4q3Vh3/XmzzQ5il9rYtbWSHpFqHWsv9hBI0LXYPPenx+PTjPDq1goRLpwBKKZSzOsu7MxVYOZcr17WapFlKtVjxl4dbCK29JZKpyeBuzVZnmSxPrmqMpTbEVPj7UDvbk5RyBY4fDCyJjgV7vr+qcTsiYnFuibVvfUesOJXYEuiQvUrWauAuv14i8qzCQmx5Fo70N4P2zu/hWOm435/XvB7bM5k1V/a+XUq2o7NlxhZqEbK8FOSp2Iw7CcSE+DTgNy5bz7+9/UX81LuOt7nv540Lk5iv0PjxCwULX/0a4+95b1yrOEaMGDFiNGDbNo8//jg33HBD45imadxwww08/PDDHc95+OGHI+0Bbrzxxkb7Y8eOMTU1FWnT19fHdddd19bnJz7xCYaGhnjuc5/Lpz/9adyTqOe4UhjO0mTPPHCQ2vHjAFiHVuhmDVT3DWNPzpOvFsm3utI5lh8X6dmslNoqKYP6lifhGnoCzaqPPkb5nnsWOelELcRLueqeyD1v72+kPEG+XiIpUkpJdiQBjXbhxD5t2anbY7H3ThZbvAc6WxSj3fhfNJJ8cfosxJOFGj//95+z7avfodoSw7mcZ0Qd7tTU8q79K9lwqczD2KPR5GdLoXVMPbVs1upHpx5l+8x29sy1bkLVu+xwvmr53SqC6tyg+4mt9O8LXI3NhSXlWjlCxHTRNbF0DHGlU0Kw+pmtp7TWEQZKd95F1/alw2T80cOE+CTyDzRcwJvXe6zyJBO1w7gyZIFfRRni+n3TNUFffg/ezMpcwiNzrpTv6TMVrT+96L5ch/uxWs+bmBCfJlx73gA/fvdLKGy4ntdU/oI/yFXwrpf8yw0axV/8nJG3/hfchVP1EMeIESNGjKcz5ubm8DyP9evXR46vX7+eqampjudMTU0t2b7+e7k+//RP/5RvfvOb3H333fzX//pf+djHPsb73ve+RWW1LItisRj5WS0ylXHExA+Zndsf/SKk8ViHj5A+skjZmRbUlZ9lVaD8mE8Kyksl34n2Unv8cbi7ZVPiBAjpWGmMifJE23Ep5Qn01yKjW+vY9/LdqGZfnrOEHCuXb3fhCMfN1jjT4B51cqcO+p6qHW8cOz5fYSQXrTe6mKX94HSJH+4Yx6tnRF5BDGMk/nQFVuwTwbG5Com5Gaq2y/B89FqWVNZD8e9KgdNaH7pVxpXwoUqw3ju5li4pQxPeCr0EhovttW2XGKjtSJNyLn0fGxskQkS6sV0LucqMzo1+AsgWC/BKV8Ud+1Yew9xIutdy/zR7Bdmrq6ESTy0W4nCccBhz5Wi/Kjx4aDNqtdmwWxEeWZM2orYQDKGWDH+JWIjr5HjuxOOrV/sox4T4NGJ9b5pvvuN6nv+il/Gq8od48xyo5zj87Ws1Knt2MfyGN2KPjJxpMWPEiBEjxjMYt9xyCy9/+cu56qqr+G//7b/xmc98hs9//vNYVmfF7OMf/zh9fX2Nn3POOWdlAxWain3SyXPUnebRya3RNhEt5jTE7SmFp6RvjQgll1kKzvRMRJqG/qrkkvVL66SnrrjvnN3JjpkdnRqeNB6eeLhz36vGKgnxMi7TSsno3yrawlOqUWYnb876VmqzSK5qcSDkEl1PqtVp3GNzvqeB54WSai0ib0dLUocarKuFUgolJbVdu5CLPDer6Kz+h/+rNU69xY14qcRb7X2uWIi2z16LhXgJ4+4pQcRC3EH+6PjN7+8YvoN9OT879hPTT3C8cPwExm65VschfWhfw7V4ubCKFQ7i/z4BC686Ekos10KIzZ07Kf7kNlrx4OElkoaFCLEeuMfXN422HZ1v1oX2Wy8tW0ub+jO3fTTPXftncLyWzYZgHqKEuH7fWy31ra7r7XPXSBq2pJTtiAnxaUbS0Pir11zB+9/4n/jP7l/x5ukM+rkOH3kDmPl5jr/hjdSefPJMixkjRowYMc4g1qxZg67rTE9HLQzT09Ns2LCh4zkbNmxYsn3992r6BLjuuutwXZfjgbtyKz7wgQ9QKBQaP6Mrie91a2C3u0graFr2giPScnAWTizRjFJQ85ZOtrOrMs7e4tElOllmjPpAU7t8N9TlIN1lkhItTuAWPyXa3gyU2OUtnEsT2MWwOAFYwg3WF6jxp6TdEj5TNClbdcu0bNR7badjKqr8Bv0Uao6fRbl+bLkswB3FVUt93YRTg30/BrNI0XTaXIi14b3YOx/C3LN3qV4QNWsZ0rw4CaxjtmxyaKbc5FS1alvNWq1aQS+0eCKulHx1ICeeVFheKEnSSXLC5bIRR12mO4u2yJk4wUbVVGWKvfNL348GnOa1tbpMW0eOkZiZRMvlATDcCkIu/Z6Rtk3hP36COzfXWfD6+tEWo2JLzE3kU/Se2qP+xqMrXeZqzfdOYnwEUQ2Fa9puU4aAEGcro/QXdmO4zXf1VNFc1l2+TTjVvk0zXfTDV1o3VpqnNee8tkiZqJW4QZ/osowJ8VOEV121ka+9+9V8pP9TvH5iCG2Nxfv+s42bTTH8R2+hdMcdZ1rEGDFixIhxhpBMJrn22mu58847G8eklNx5551cf/31Hc+5/vrrI+0BfvGLXzTaX3DBBWzYsCHSplgssm3btkX7BNixYweaprFu3bqO36dSKXp7eyM/i6FTUhyIEqxo7JiksvMw1T3HOBHVZqIyxp7qBCVvkTwdwbhukFFZKYXXmtNjEZdDaCpkslxeMtFQ+AyO3Q9H7+lg7agP13ksqfws24v2u4R8bRh9FOaPLNJVyNa2Wpfp5dhJa1xww8zuq8umGzhMB3x4SRfZCJnz2+3ctjuI7w7LGLoOGbWuLm8hXuJ6CuPgWpgzR7h7/wx7J0NloVCkph/3y4otE5Oc3bYH674HmwdaE61GrOr+76mKX16m5tYAxfB8Fcf1Gm6vvY/eS/mun0e66dq+jezu7W3XVXOr5M38kjKG73fXY6OgFGPlcfYXt1J2lj5Xn1loy5NjeRbzrW70kfhy5WeG3/Wd0J6Gant/zJct5jtkl1ae7FinKfP4/mUzwc+VLX9TpTILtk/aWglxo1awVJiVCjP5raydvGfJfr35WZh8EvvAriXbOZOd48SXWopLxRBPFmqULZddc7t4ZPIRbGmC55E+fpjMk81cDD0P70LUn51gDSbtPAC6Zy7+9l1yE0N1fMamKlPsXLifqrv4Rmf4Mdg5trBou8XGBTDmq3ijs0u+wxdDTIifQpy/pot/fecN3H/NF3jtxLnQZfGe31tAXnIeY+/+U3Jf/79nWsQYMWLEiHGGcMstt/DlL3+Zr33ta+zbt48/+ZM/oVKp8Na3vhWAN7/5zXzgAx9otP+zP/szbr/9dj7zmc+wf/9+PvKRj/DYY4/xrne9C/AJxHve8x7+5m/+hh/96Efs2rWLN7/5zWzatImbbroJ8BNzffazn+XJJ5/k6NGj/Ou//ivvfe97+YM/+AMGBgZO+Fo6urKtgMQp10Vay2dZ9SpmU0kNoWT7Cpcpo/GwpuP5Sm8L+TD37qV8551tmV075v+RTUtuZesiZZ3C7VFQmoK65WOpGMwO3x2bq7BrPL/4OR0PhzYawgQhPwwT25eVeXGshiiHrYuySWStGqLF0bVpLVKh79q7lQq0ltutF/OkjxwgfexQe2Pw3dn3fB/mmiSg0xoMk5/lVGjT8SgF6zNa9kdF4zHNAonabHsH9dZO2ALmj2oeOEDhP34S3aAIcDjvX4Ppmh3uvaCvsNcvj7QCHMgd4KGJh5ZupFrvhaJq+3HQFS8X/iI6p0qR3nuMSkvSvq3jDzNfbfGSCK97RVsFlrCFuL6uHzg8x2PH/fHthrVaUNl5hMyuyTbZtVKVzBNLx6EePz7DwR3H/A+Blbh1naiAOGoT0xzZ+igzXoG8u0wpqso8nlPl2Hjnd0UjS7hSOB28bFZM51pcpifyNQ5MFRvvQqk81k3fR7Y63nj/tcZYd85YvjjpDiP8nvE3MaLn7qqO8cT0EwDUvMUJcWPOpQRvkeRkCoRjk931OGKRWGt3dK5V+hXBWGX7GCeJdELnr153LT+68Ku86kfv5keb9vMnNx7ji0PXMf2xj+GMj7Hufe9D6PqZFjVGjBgxYjyFeP3rX8/s7Cwf/vCHmZqa4pprruH2229vJMUaGRlBC7nXvfjFL+Yb3/gGH/zgB/lf/+t/cckll/CDH/yAK664otHmfe97H5VKhXe84x3k83le8pKXcPvtt5NOpwHf2vvNb36Tj3zkI1iWxQUXXMB73/tebrnlllN2XZ3IcUOZVlHl09wbcm9stSCFUN5+kMSGtWSvaGvaET/b4ycR+62ICAo3qPEs3HaC0i7y6lQsqSQ4tbbrd6RDQkssNxr56urrrNbnabZk8dCROX71krUMdiWp7juO0d8D6Q5W/wgBayECK0opG4JZgHpt06BLgSA7l6d3civa+YESGyjYXnD/BSCWsaxqB48BwbxJxaHCo1zoFMnYgyH5Q3K5JqBDcQzWXBy9nvIsKBeya6IbMktermL3RIFSdxH6N7d8A0IL1c899Av6poqUSHTop1VWCeihTOr+dyKU8KwcWC79OOqQ1bSDwIdLT6CU5Hkdxw3Worf0XLetSqVIahkAbFlrDN+GOuGqRJOIcccDpNYOYD3ngkif4U4qO4/Qfc0lTRK86CBQ88o4ygaMxv3TFsnwrFUWr4WrlEI/PIpEoK69sGEmrG+SeJUa5t5jqPU9zUtcYo3obhWKE9C7CYBJO8/UYht84fdba1b/+twsRkTDMojl+ULCLqGbM5j4z/+R0nauivTXYT0stYEXYP9UkQNTJTbuPAhCIC/YsCK35jCadaf9z1u2H8A4psF1afJVG7MQ9TZIzE6jFwskxkcY7iuRTZwavhQT4jOE37lmC0c2fR33q+/htsGH+OMXPs6X17+S3Ne+jjMxwaZPfQotkznTYsaIESNGjKcQ73rXuxoW3lbc06EEz80338zNN9+8aH9CCP76r/+av/7rv+74/fOe9zy2bt3a8bsTQdWpYmhN1WJFMV9hq2ZtEeW1QzdeUCfVdmUjMVMdi9kzmlaoFvIUFaiz1KskxO29+J8dr4UQL0MElVJtGZaV52KPz5LctCZyrbvmdnHFmiuYLfnEM1exGexK4swXceaL6M+5rNHW9RQT+Rp9JMODtYzt/w6XjFFSIstl9N5e2m7MoV+AVQ43BgGpchVFso2cNFwslYoo5eG5M2oW6YMjUE1A1+ZGC1ta5OxJNqsLI7IqJCK80RIiDI1j84dBeZBdw6lBaB5CjKmrPEyl+zz/e7tM8uBCh1Ojc+iVmvGb9W/aStJEvo+e37Wr7gkQIp8t1teu+3fgrvkVjJAXiHIc7LExUhdcQDv8ZHTZ+QJ6X7pl1ND4rg1WZyugMbuARQshDsEr+2tDlw6eSPhJlpTycw8c3wHWtQD0PHgXJRkmmaEnwPVIbb0P6MNaLGwifFWKRpZqaTkQqN31+TYPDuMulPCS+faxOmDd9AOQ6oErf8/vf9nBO0OYNfZNlbh0Qw8jxRGSepIwI1gR6Yz0H21f9UrRQx28bZYbY7pocnyuCq6LEZB+WbcQL5UMLbz/VprCds+hUrbQ9CBhWSjr/uHZMuOpeRK9zVNUwn9fWbV5UMlFr3WVr+vYZfpM4qJ1Pbzjvf/Ezeq19EqHPz7/55TffjOlO+9i+C1vwZ1vL1sQI0aMGDFinK24Z/Qe7hm9x/9QnoYDt9NZLQyUFhFVvBYlskuMOTwfIhBtrp5LdLSoBcTvZ6I8wdHC0ejxFSiiFadC0S6ipucQdrvl2ZEtFqMWF0NftNAmQYchrYOHMI9N4s4VIscny5MczYcThimU3dnSPF8xmS3UKNuLx1i2kp6y5WLu3k35vvv9xFDLbGYopdAaqqbi8EyJcCix38b/LZTCcj2qLfKs33eMxOR8lAgqhRLRDpRSoZo9qhk/rC1uQaraHtPFGj0P3kXP3odRrfemEzpY7VTYmhcir0nbd+/NlEdheg+J0U4l1Fo3ZKQf2067xdMnauG7otBUtF2qXCNVXtwqWoeTi+qYtd27MffsxZ2fp3zvfY3jtucTFE8qho6OsWZXvRRa6N6bJngSMXvIL2m2TGI7//S6hTh6/VpwDxrEqurL6RRGMb32xHw12+PIbAnbkyQnihiTvsvsvvl9y4uAgpRPqmTNapOl0a7hwrs0IdZUaP2IwDcksO63XutS3hfdT2zFdDyKpsPuud0Nl+PFrqLz4fZ3YSMBXQhlp9xRlsWM09KTjMxX2Xp0Hst26N56b/M7ZESc9rsbeocWxyA/zI6dT/LA4bmI67VY4j2r6h60TqiWfIfmcR3ipxnSCZ23vf1jvHv9u+j1PP5s4Lsc/y+/iXXwEMdf/wbMfcs/0DFixIgRI8bZAlcGymM+KCsYKFuyowIoGJ4vR2JJG1g22ZF/LKy4NXpRsFC1O2Q07WCxaJPfxvQsdszsYP98s06yCBEvy12cRN47ei8P7/gJ3o7dpPeMI6Si8MBOEsd9MmR7diTpUMdsu8tcu3ICi4xlU9y6GxGyvAohInNSH0sI0TKOACn9OsiNMaNjNe+Z/3v/VBFvYSGQoUnErPEZSnfehVdptcrVrduqoSzLztorKN/qVGqx9mt161WERcvGja8rz/WvHc8LrM7BdYUtxC1zeWBsmslHvkvSmmfgyEMw7hMPT7lM1o5ELbOTzYogydFjWNV8ywU0Bmm7PK2RtVe2yyHdluRfigkvx7A11plMhK1vCsQydWNVmJaE1kW5VuWHO8aZKQUZyh0HUDiujVf2SVzNcclXbebKZnMtiOh8K6Uo3XEn6T1HA5JCc+49F9zFM2p3eqx1Ve+DSJzt/TPbOVB8hHlrnIqbb7SvOi6zXsEn7ovAOnSo43EFKD2gQqHzXdcOvBdo+24xIpuuTnYeXCk/lIAmSbMOH8Z2nWVDEsxFrNyRsxZ7V3ToeipwP044pcY9OrxwqD2xW0jWVuybKrJ91H8HIKNPs2zMWcsmx0KJdG2GlDmHVyj6GdGDNd/YAIk+4B3HJrT+NceJeIUsJ/dyiAnxWYJX/fY7+dj1t9IrNT44dAcPvHYd0nE4/vo3sPDtb7c9NFWnyg8P/5A/vetP+f0f/z5v+I838OlHP81IMa5rHCNGjBgxzgbULWa+Qm5Jl4eKR7A8u0Euy5bHzrE8eyfqGXuXi21cYhxCCqfrUaw6zJRalPGI8ti5twPFbdw1clf7F7Jp2hxfWNoCl959BJRCM+2GspkY95MsOdKhtmNHqNtOBLHVNtvWAAB3oYRyXBJjzQROrTHLDUKcjEbJaQLwJM6imawXn6NWObxiJRirxTIoZchCHGwqeA7MHvAtoUI0FdglYsZbleyOir+SSKnYP1lkYqGKnitRPTCCUh0suvgJvRJOGYkiZfmWXBFY86Zrx5gxR5goT7SdK6pVUiPHyG3/SVSE+oZJC7nQ3ZZ4Wlru6ZG7/ORf9W+UotYghdF5ePx4jh/vHA/NQ1tvK8Z82b9nI/NN+YaLw9x3/BegJK4nKZn+5oTtem0bGa1rQ88V2w8evsMvVRXC2EKVfNVeVGoRIUjNtVEnh2W3gBXEMWOXEK6JjbfkNFiLlJCLLKPQB/Nnd1J77LFwy8U7BzKVcYZyIStu6zx4duSYPTbG1uIRjplzSz5kbeEUng25Y4uSx/A6bLk4/7cAzbPpKR1BVEJJ3zoQ4sWueSGUTE60eCy0nlVfnpknD5GujjOQ3031wQfY94OfcXS2TMl0qBdoir4Hl5jvYE6E5zVbdXyHsmjirU6ICfFZhGuf82v835t/xkWyj8+dN84Xf2ca+5KNTH3ow4z993dSmxxj2+Q2PvjAB3n5v7+cDz74QQ7nD7M+u57eZC/f3P9NXvPD1/DV3V9dPhFGjBgxYsSIcdrR3NEfsXLk3SrDuREo+BYTT0oUCruTFbDNYbel57qOt3jOLqSUlO66GyM3FzlehyNdvwTTii6lqWgu9S9s8shYMFRAoOtuioHSaXt21I25g2U2rODdMXzHElmBAytpqL0WyjqrFM34wJZ6p5rwLcSThSBJkusiKwGxVYo9c3swA+veonWIWzfr9x0nMRWqh6sI7YsESnc1B7UChEv/KNXccOjoqtk6fntMrVKKOaeCrSxKVQdjKoczm8eZW+DwTIm79k83iETJdBjONYmg4ZYjl+O1WF2t0WkKD+wEpeguH/Mbem7THTYsX0s8Zm/xQMec6w0EczySq/D48MKSBGm6VGveC+XPguVW2soELY7Q5lFwjeHRFqpzML0bCqO4Ie8KS9aangRL9d7qkWGX29oUaw5HZsvU7Aq2105YtMb9BG+xbMN1lGbQzFzz8wrX6XJtFOBMz0Q+LwVdtm68SSzPptziOh4RQyqKXounyHIojMH444vKvejx0MtS1F3sQ+EBS3nghFE2HYpmyC1cRcssKVQz9rulD810EI4LSjFTMhnOLzS8EyBan1gsdkmoyBrbX3/XhNpLpXCkgzRNup5YvhpAHXFSrbMMa/s28W9vvY+P/eSD/ED+mDt/e4w3rjd45f33MPOKu/nmr2k88vxeXn3Rq3nNxa/hqjVXNZJtzNfm+cQjn+Azj3+GeXOeW669pS0RR4wYMWLEiPFUoRFaqVTTwvT4fpJTFlzc4QQRPbfxd/0Pp90ye2SmqXQ3XCyDMXE8pF0lNTmLO7iGkulguR4pfNfoJ2eeRK85TGclFzgVhEiFEjK1WJ7rx4MYz8WQGJ2JynxsBqWSDSJjS7tRMqrmuMxXTNoKXIWtSdJurxsbsvi0tm/L6h3Ef1ZNl57Q4bqFuC6XNTKFVbuX2jkFJopV7qtKXnq+Bww1rkYqhScl87U5NLdCj96eRdmYDcV5KtWQJ2rlbbcGi4jbYzsiindQRxpgtjZMRj0XFAxb80zaNVDrQuxWsm90Ds0zUaoLgFooljLcr7NQJAUNF0wN393aGp1hwangSI8EYLgVkpUpmC4hMs/2zUv18WQ70ex0LabjMZKrcNHabnRNayRCC89Rex/tR45V9yC8BS6mt/O67OSSD+BJklYOo5YC/Ezd+YrJdK7Ki2q5CCt5dP5xNq19YVu/wm0pZVZ//iafBH4XAHsRUnvf6H0kFkq8YJFrlEpx/9h9bKhOcr62FF3p9KIIvXvwE9l1PLOFoDb/bK0N3XwfRKywi4qk2Da7HUM6IMKyNzczRGuYiFI4LW7fbRZi3Qif0QbZ2Fxrhkco10Ebb5L7BiEOhxJ02OywXMXOsXzkWNGMlrMj2NBsuj0vLtzQ/hmyuoW68nI85XLEPAZega5GlumwDEtZiNvfISOFYbqD+O0Ju8ChhT1c0/eSxfvogNhCfBZC13Q+9Nsf59uvvp0b7CsZvcLmO//ZorAhwTtul3ztGwO8p3AdVw1eESG8Q5khPvnST/IHl/0BX93zVb6868tn8CpixIgRI8YzFWUnsLgFBLJBJgFcL6Tqi6jaH1K2vFZGbJfBibqflmo26anH6C4d6SiHaFEwD04XKdR8xemhsQd9cZSHO3sv9kK9dqpa2iQdVpxtF69Q6NCYkEIqQ0q0wpnYAbUiZcslV7EZz1XbFezQZ7lUnZcOm95tGamlYrpoMlUycUPzoWmizVVyujbDE+UR9ubnKNYcjs3Vya0vw5POMZ6YeYLR0ijbJrc15Qy7m9oeMyXTtzAq2bBYKyU7Wn4UoI1Nk8yXmsl0PIkohzY6Wm6JUk2+VnZyLNjTLYqyQtSJqdBYN3M/62fuD5HvcF/NOXCO+y7SdUJUn0tHSYatHIecpruyCOrg6lYBhcKVimO5EntnDy0SLx+95olCjaLpUqh1KLkT/h05TxG2jkvpk12z7mLdIVvwooRYeaydfZieuveBgoXARVoq2Wb5c9yotTN7YIQt2/dHiUz972C8vFnmzulmfWRVncOou5Ar1TZP0vbjmH0Z/Ju+YPthASwRt1+Xvw7Hkxybr1CuWaAku2abMtx7cNa3xK+0s8hn1fnrttNlR88T1bg2r730lfKTzmme2ZjHtmG0BCrYlGpOXecNgTrSI8cRheazpNX7Dr0nVAdZbc8LPf+Ri2jAf8YU2eo42eo4irrFWPmcPHTN9Wv0l6N/zKS5UeE5Jmlz6drO/nu0va67Ix2qrZseq/SUjQnxWYwL127h797xb7z2+p9wjvdbXHndAltekoPCKOPveQ9HXvGfyH39643kB+C7Sr3vBe/jdy76Hb6w/QvcN3bfEiPEiBEjRowYpxilSRZGHgB8BaZiOuyfKmDLdqucURwNSFl7ht42ItghOY90LbK1CfoK+wNlyx9DoCEUDO4e9T+rdkU2nDBKLMKBm/I2lbikmaNrpum2aB05ushZ9ZMDJVFKcExUaRI1c6AR39wxaVbo713jhYab4kzJDAj94gRa0EyqZXkm+dp8gwi3elEKGcQABqTJ8RyMmRI9O46CVEwX6y7TQX+hjMaLWd2qQbItN8hO3LQQq8ZeQ6dEYl2Ts43rSoxMkd6zG+FFk001r7E127Jkf22y8UkofJfmoLUeuKY2CEnYCht2lQ0mTtJcRwBWkCjOqSeMC42dLA6DgnLNYdIucHR+khkn5DYOHTY8aIcKEUGaTg7RJq2bRyqSkbeTpe/YbJlcpUMsZYcSZPXnpFE+JzSWF9yL+iZBYmah+V0wL3WrZ73n3GN7ye6c5OhchdmyBXNHyFbquW4C4hQaqLpvuPHZUzKy+aRVO8eDdtpQq1ta5fxR38041CRftRlbqDavPIhjPzbb7t7diQCvjGY1W7meYq5iRw4rFJ7jkatYVOuZ6JXCdl36Cvvoqgw3zjem5v2a2tJtuK3vmShwfL7C0blK41qa3bdI2EJ26xZiVaeAns1CvkP+oWAu04f3Y88c7XzlsuX5aTm3/ufRuUp086OD86o28TjZ6lhgbV5kllXIZbp1h6ytqVxFKEFMiJ8W+M3nXsyb3/8FvvvSn/L3m96E8esmm38lh+6OM/2xj3P4pS9j8iMfwTzgp8IXQvChF32Iy4Yu43898L+Yqy294xIjRowYMWKcNCpBGZf8SKMWrUIxu/dekrkD1ALFzydIgQIjbXS3jH73z6k+ES0tokoTDUVn0c3+kMIzkNtBcjjYBBYQ1pgkEkfakfatSlf907oDw4iahajU6LqnKZNQiq7RUXpm9qEU2IHbrbKXzgSrWqxtHgocqyU78OIEF2hYtR8+Ms89B2ZAwd7KBMeteT9LcWizIGwhfmTmfnbMbI/I0mmcWpBYSyBIjvkWbyEl3WPj9Dx4V7t8wbmWa9YH7Xgl9RrKPqFWCBXMRIRgqLYzRZCtOqz8RhRvJcMTTMGe5bgV0nWUahK+EElUgfu4GzoWVtTr+bfqYx3LH+Wx0jA7ihPYrlx0ISqUH5MNbQQkPM54voq1aBKzehx954zGxuQ8fY8/Gomh9FSLTJ3ifJVi93i+/XCra3c4M3l7rqSOZBvAcWvsnN3FXNnGdeuEONiAcZqbJvUEXc0O28eQpoUW7L640kXQ3FBBtm+iLIZIK89BeB7O+Hh7u1B/5aCWLkoha7moN4qKbh4sGlMfae+3KeYqTOZreLK50qVSVKo2rlRUrSYhFsE4CSeI5UeS2j8Mk09SHd/DvskCpZqDE8ruPLn9YKMiTUSqlvjeOhKVGl3TJeYr9WoAo+w59GPMAwcRlfYa2Pb4fmatMWarsyB8n57Bu7/P4N472xaKqJlIT4Hy6MkfQEGbGzjAeLU967eqv8OWvced3kXth/Yt7GW8dnCZvpqICfHTBOmEzn+74Qre+b6P872X/JC/Pue/UfzVJOf/1izZTSUK3/0Ox15zE8ff+J8p/PCHJD3BJ3/1k5iuyUcf/ujKgvVjxIgRI0aME8Xx+6OfhV/ntV6iKOyu6hu3fHOh7tWQCpyJaNkSVcmRNmdD5zb/HbM9j8PTJeZKzZjibC2UEVj5ZEoBrpTM1obZW3jQJ8WtCGQJK4/J0RmM+RZXaM8jOz5B4uAhCnaNsYKv5E7MlTr0KVF1a2LNieTOVo6Lch26Kr71ekX/PLe1UdjKY6puiazO40rFkZkSzvQUieIwSA8jV0TYbsMSFjLh+ONKf14nCzXKttvgtTIgr10TQd3cNsskZB/dx76FDgpn0MlC1c+wHbYQCykbf9Nwq6z3vXjOEw/f7durn69Ug5SIoL+u3ZPgeAgFulNpbtCErMxKKfZNFanY0WNN0euy+uPMmbPMOEXKpku+FmRHD81haFKa4dyLlP+p2R6YBRaqDoWaTa4SXYta6Noa8uSPNcqXpQ4Mo9k21DdSlEKYhQaJar1WqRQJK8/msZ+geaFySIUxpheKjNetpBHDXdNCHMrhi/IkssUjYKrob1qMFfdjeX7N3PnA68GVkkPTpba1HclU3WnhB6S34uaZqgQbYvXyWp385okeWiprTnX7DszZqIEoIoFUzfdS7jhM7Wr2u3B0sbM6Hws8ICzXg6pDslxr2dDxwAvWb3B94+Vxys4CAB6BdTPUrVXx30dly4mMps3MMLNrf+hIcxPp8EyF1sz9aw6M0h0ko7I8SdV2EdIvTZXce6CtHy+IzW3UT5eS7vJRuo/siK49ILV/FPvgCJiFwDW+fa5KgbdLa/iEF16HSvru81L5a9cMvYtlffOufv+jXhJ1zNWm244thZgQP80w1J3ilhsv5yMf+BCP/MZ3eP+mv+TgczdxyW+PMfS8CuboQSbe/z85/NKX0fW1H/GeZ72du0bv4rZjt51p0WPEiBEjxi87WlxhK7aNW7cWWQ7pvVNBvpemcqt5NfJVO3AdVJGu6sp/q+5s2RJcj8ljIzxpH6coW0vbKDTXj7PbM17ANSdIWTkqbjncpO0caBKs1q+E66GUpOTkGPXmqUmbubLFyGSO8dt/gTsXUrZzx1Dzh0PXEljyHBcea3WxDs2Z52Du24csRl1uw97jU7WjlN1obJ+QCmv7IYwnDzP9na+QGt6KmB6jb+9REiPTTR05VNc1Mi7gus0Y37pLc9GeI10ZxXA6kH5oWoaDfmzXww7G8BNXqRDJbCrq/rXWY8tD84CiruoK1ey3YnosVB0mgzqqDfmDvxUKreYTBU06dBWPNNw56+NqR8aoPbQV04lacJWSzHpFDjuTTZfpRpxi/TrDIrYTMaWaMZ2dLKkCmC6ZJJwytusn0xK5Avr2/Si7TjRlo68GKrMwsy/Uk4xYgfXcIVJWPiSHirRNW7Ogmlm0scrgWsjyHMVFXJDb+/FlkrJJxCPXFr7e4LuFqs3eyWIkeZn/vf8rYec79uW72CsOl7ZzMH8AVChrevieLyp4y+cWhmzZddd3m/nafMt1KlzXgZm9nUdRXvORWdaI6VtO654dhukQdo1Qqun9UJdh58xO5i1/U++YM8WUebTx3XzZZqHmIJRiumBih0IXPKk4PFtm5v6duPPFJtFUkkLNbnuX1cdNOAUmchXKlttxc6L1vNGcv/ko3JClX7YmGFS4C6XQJ9XW9VioZF1jDOkh3boHkb9t8uRtj6KNTrFmbhvM7m/MHa0bR6FnEsB0PFxv6cSHnRAT4qcpulMGb3/ZRXzu/e9i4O3f5/9c+XW2PusaLvr1I6z7tQL5wQSzX/wS1/73f+adO9bzd/d/LHadjhEjRowYpxVdP/kp6QNBRlPpcdSepRjUDE2N5NDLdatY031WC9xuh/MTPDEy03CxU0pF9dkOMWju7CQ1ZTN3bD9iMvpvnOZKHE9Scy0yZo6uyghuJwsxPvlqxG4KraOCmMwVSFeO4bq+wufi4UmFsGrIUhlzz57oCV7zWlXwWThumwLZGCs/inryu1j7dlHZ9kikK4XC8iyOl3czbQ6za25PIHcgs+mQmlkgXSiT96rU7BrJ8dsxKjMI121Y5jpnzw1PhNawrCdqFkK5yNoYQ3OP0Ql6S5z3WD6aBTxnLpArzfkEoU4kDR2kouuhfWQXiiiU7/ob8gKYl0UqstR0TQ1c4BtrgyZ5F/VNmOCz7vmbI6WqzbH5Cs7cEWa8AqJYZv/R6LzWZ7cggw2GBnmvb8RE56sxFmDUbLJPjge7Fc14RSXb107YLdsN2mvDvkeELPtzpgVrc8YMl61qJaZEXcBRaOHY+pbv6vOuKdkWey69lqzWKmQhVtGEV8JxST0RWExbSGbYhbtOjo9YM5hOadHkYt3lY5Ghd1bGGLVyLeRGgfSaREXJiKty0yoY2qDosFlRx46Z7dw5fCcAh0qPsm1yW7ROuVLISg7MEgpF1bN5dOEgZc8inEnZlb4c4WzuPaVjkbGU66AXou7HMrQ5Y7ouVuBC7igXT7qNteUpiULgyCaZLTSyO/sJtfY5Y+HRfLlslz37d5Kzfa+O5uZWc00Iz41YdZN2YHntmLgveswqz5PKHQoRYhG8w6NbWijV2BRaipL2jc0FbQRdT2xl/I7HMao2mdoURtX/TuRLJOpeMEqhPIdEYwMofN/rl6Eomo6f+2AFZcLCiAnx0xxCCJ537gDvfuPv8KoP/5D9v3cHk895Kddet5sNv5Vnui/By346zsc+m+Nr//sd1KzOSTBixIgRI0aMk4FSCqwKerGz5UmE61dG3DE9XOVydGGMQ6UjFAOrikQh8fw6qwvTkPMtq09Wxhi3F4IxPTTbI5WroE3N+TIEFUe0gDxN1A43lLawclg2nZDVUmEqB1uafiIlBS25iElOzlN1FqKupKqZkKthGXRNbK8ZN1xXhinPoJdrUbfRRgsF5Wn/G6fV2u1fz+HDP0XmtoXOCU2jUiBdX2lXMF6ogmejuc26wogoWZt1y+TdUoSAiKAvhWTdweGQtalNJAC0+nQKwWiuXe7HZncwsucBsrWpJinXQg6OSjHt5Tnm+u6NdcJTVTYz9kyDYPlVjVSjVmk0hjiwRAUHRJDNuhYQjoOH9zFcGcdRrZsRPkpeeymvZtct7QPirUkH4VoIy0O3XFBug1QoKZktWZQsF1u6FGSVMWeWOa8Y6aY5iYGL+cJWqrURds/5CZV0r0bBtNmV94lzLXDz1gKS68zn2FOdoGeq6U6qwu7hBDGpSqG5JvMVi4WqjSPr7uCjyPFpVMgxd9qvAAEAAElEQVSKWw+9l6jI5omRr4DVfK6jNWPbLcQSSWFyO1Ip5sommdo0KIkW3jDx3AgBn3cqKKVwSn5d4VzFhqndOJU5qp5NSx611g8rwljed12uh048MT8eum/BJkDwuRzUFi65zQ0LAeSCTb3w2tBa6hDXdu0mMT7fnCMIvBV8HJstNdb2oeIhHpt6vMHsXBV1e2/OqaLkFtrXcPDRdj0O5xdwyod8C3zDgtpsnzajYSkJJ1g7Hdz8mwZY/49MdQLNKoSS1RG46IcJcbtsthd1/ZZK0VUZJRm8wwE0ywIUQ4f8EJlGbWkRfQczt5/+ye0AzNSGQ3JGN0IcGd08WQliQvxLBF0TXHnVtVzxrm+iv+sRMi/8DV7+q7tZ94oauf4Mr/zOPn7xG7/BJz77PR4+Mr90KYcYMWLEiBFjFWgnelHU7b1K1a1XQbVf6btKy+D/9V48CVP2FJP7fowI6vBO20WkUix4FYRy0OwKa/dNtdS6DciAG7aM+MSgruR7UnF8vsKR2TIyZIm2rXn/SuqWJgXVke1Qy4WuM2yFC/3fdrCPH6U2N0y+ajNVC2et9dto5WpklhaLi6xjxhxuXI+TO0bCKaJJF23+aKS9UJAojpCtjvvKIPXSOfWz/b8WKhbbZ7YzWhxhxiky6eSatL8+D6qDiqsUJdlOHEfyw7jBnM6UTF+eoMMJN9cgaLpTaVrv9KbqGYn9U9C6hPrHfG8D4VQQykOrzKC71UDZDTNiXwYndM81qZj3ihRdk3S+FlGcw6iGNiBki/XTcSRmuM+gj1QogZcS/n2sW0MVisP5PFutg8zIArNegYpnkq9boVvkEJqGtGwc5VIr7o6MX7Y8npyfhOFtTJXMxnOD7VJWpu/+HV4zITdSFXL71gIX29xCnoUgdjldKCOm52A0HGsZbPDI9njfehk006sxU21ef9hCrLnNvwcOHqNqu0jlk3tdWqQmmta+7CN7SB4ei8hvK4+FJ34OUuEcnmj0fbA2jXAdBnO70L0o+Qyv1fD1t8LxJDXHY6x6IGiiGHWmyEv/OZXBGygcMqGFsnNrMkQEg2ck51SYtsLlwRQLVRs7n2sRQjG+UGMicBdWqpktWYGfnE6pwF24eZ4MrfMFWWbOnWfWa8lgHqC+TnWvRnf5WGhaW8huh0Dr5kZZVOZOJwq36fmSObCrjQT7y7uVYPttSrKGp+yWhIKi5Xdoc7G1pLrjexNpbs3fZPE8lFluI//do/nYZTpGgDWXkHnT/4V33MvQtc/jN156hG+9WrDGnOO3v/RBHnzn/8cr/uY/+OI9RyhUY6txjBgxYsQ4OVgymkXWarE61DP4jtdmGLMnghhR0Fz/3yClFHohzzHbtxLYroclLdKFMjIgLZN2gdmS2chYmykcjoyhzZcQXp1oRxWi7FyFekyyn0tKkbDzOLWmlTRbPky6Nouo5cGtMV+xmZybx1kY62A19LXiOqlVjkNtxxONvEZOKItvw5BqupQ9i4Ugi6youworFdSUjc5pzasEcwOO8ugdXaB/fASlVMTyoqTyYwGpK6Sq6TLoWg0ONrZQo1C1mTfnG5dQcOuWGkXNlo0kaChIWfNMeQsUZZWD+SN0T0djiYXnMWkXmmQXSASEq6osvHoiJtGsNz1dCSnU1VAiNFqT4ygM08/GbVSnSdemMIrHmZ2/h6I933SZljQU8HIoYy9KsSArEfLRDsXQwZnGp9Zm+6eKTISsmn2HZnx3WelFJBVKNkmFVNSKC2TmK436wGHSIPAi1itvLk/p0f14erqDdNAzWaTrsZEmoVde53rDgHJcDLdCd+U4WkAcR91Zcl4pkLNd31NtfanAQhyS2XIj3hXbJrY1v/Mk9aKz3eMhogwtc9SchyhparbaW5nAlS7dcwv0j06TmAqRP7uMUF7DqtkkPCE5wzew5V7Ws9uX8sdYc2gEGRBIqSQ1aeNKtxE734kWNp7V0NGtpaN8e7i5ibHNPsQvJg6zN3eI8nxzbQulKFkOU8VaY8ym90Wzz0YW9sAyWgy5uTvB+F7wNnGNLK7R1XhmtBbyKENuy1LVN/k6px1rrdcedoU23EojuSGA7oSz6ndymQZGoyEWdRlrymbaHKYTIv3U58T1oB5j7zbH7Sofx3BrXPD4I/Tc9lMo+W7i9atIzxZxF83m3hnGqlrHePph0zXwh98jeew+fv/OD/K2S+Z5z/2CVz7xCL82vZt/3PdKPn/Hdfzu88/lv7zkAi5Y03WmJY4RI0aMGE9DuKFyM1XbZapo0Z9NhFqEMxPRMOioIAGKAjTXoyYtHE9SsnzLsWHZlFwX3WhXcLwWrdc4OoOreb7VTioMt4rudQOgWy4Vt0y2KQEpK4dmC+jp9ftT0icSpQlQ89huNjgeiCy0RkIbSd2KFpIhVA6l7u2XcyoNt8vhySI9JZNCdaoxFyWvRq1SZOeho1yU9ZgoT5Ivj4Lc0uxWgS1dMrkqenmK/JDErdr0dqdAh6mFakShU1KhlG8ppjiJUj0+6VYubtNwiFCKnJtjPV2gYHi+glVPBOTVGvV7D9sTDB6e9fsbCA3keIhk221pwq3X823SI6nr/rGQ5dKXp85wm0cadn8FurKZUT65XyjvQXcCd2rPa7NS1fsH/z75cdGqLSa4lQFLDdpivIP/i7poyk/843gymENQymt6FUhJz5F5EqoZry68Zmbgrsoo2UQN8J8Nd2YBMmnaLHmh8cF3bzW0HoSUiFIlujEToPrINgynHIxpIlBMu3mUgAElOlrBwm70WjDXEhWxEAvHRdVXmKJhLQYatawTbrGTrbDjZ78utwuk2uTRPJNMeRqIutoi63Ho9cRniorj4kWSPEU3HqKj+4Rz8Ng4yaoJFZN0vopTKTOuTKQr0dWWhvU3mr+AIHGa33+d3HeilzOyiMzVfFf6tstvrpH2hGLNNvVvquUFujJFfEoZEN9AONfobtzrxjWHrl9aNdLFIulpl6PuNCmRQCVSbZmhAQoVGxVaf8KTCNuCBKRr05huBbRuXCURoTJzrW7JTXqsGp9b4Sm37Zjftjmb4cdSPzAML84E2db7G61BkTCrqAxQbhL2OibzNbo7jtQZsYX4mYILXsrlb7uXd1zyKv7mNwWHXltkzZDNe7f/O1985B955I6t/Ppn7uFP/t/j7BjNn2lpY8SIESPG0wxhxbRucAiH5jTcUaXC8GrU1SXhOUglI+6BbsBAM0kDoWC2VGJsodaWpGcxN+1wWZ5MvfyGEI1jSil0u10x8wJFq7WkT6Nf9MbnelmUemIaqVRQUiQkU3DNTqCEGgFBtIMJEkoy5S4wMr0L3TOZzpss2AVUfpjehSeb45ansYINB6FcKpbXmEsAGbLwSCkRlo2oWQ1J6vPkNaz4wXUGZZdQipxbIu80FcuwW6MXTszjONQt7UJ6CISfMEgpJrymazmAkvUYWxoKt9JaNkYan1TbsWb8JKA8CkHCrJ7ScXrKR4M5rWA4UTdSEbr//rLyCV59iXVNFemaLmG05FVRKJh8EsPu7JbqBfdLBO7opuNiVCySU5MNWTvFLrYeaXX7lZq+yHnNYylrgWxlmDWzW9EmQvcpckLTyi6FaMQQAxx3pznqRkvRSFTTk0B56I7vjl42HSohQqc5TuNZbsscrPzPmnRxPNl4Ro2gnFrkagJhK8oE5aFqeVwrGnuuu1XS9lzjOiw32PZSqqVUj6JiudFEccGAopZvlDVrtHYttux6kmTVRBcGUkn6j883suCb0g7Wmb+WHU8xVTAbMdfHrSNMeM244Da6H5oU123No9C6rsNlv8J/SP+eBJm1uyrDUM0F69ffeCjJOiEVCAk1aaGC9R2eH3H8MS54/P7GAJZyiJZea8KyvUZJM4C1+0fpf/zRiOye8jhgT1GZaJaj0r0q6Uq0vrPj+d4Si26OLOrKHPq3Itw+9O9K0yM+mkOgmbG7eZom3Wa5sRUgJsTPJAjBH/3aJ/jVzS/hI88aZPg1LptetMDG+SN89q6/4//k7mH33mFuuvVB3vBPD3PPgZlQHNViCzhGjBgxYsQAz6uXNPHLfUBLdl03UHNkuA6lQnguU2a0FFFdnUrruq8MBklw5spRRdNb5N8mRWc3WRFS6vsmpzAsN7Ac+d9XlIkKyqsAZErHgw4VxsIxtJDLaT3aL1MbB6vI2EKVozPFRsIhqfx6yWEknM5ZnmdNnxTUHBfTlUjPZdYrIJSL5rj0HNnDodli0EeJppVdMu+UI2RKKtDGZ1ClSsgY75PeRM23TFctP56yzhCnvDxTzkJLbF+7EmvoGqI469dpVR7CcYNNA4GnXGoqqoCqao01+6dJ5c2m/qrrHXUKGVga66RJqDq59GWPxiU2CW/anCWb3x9RwEWoqGl9c0QiG9fbPV2ie6qI5kbvjyc9vIm9XLDtHhKVGq1WWw/JhJvDlPVYUOgayZM9ehgZxJuGE3wtBnttLyVZDcqFKdQimc07kS7TsXAiVrbwhk1zU8Enrl5bvVeox5keD/ZFggbzR/zyTApKlkvJbq51o1hruOpCNFu5kHVy4vdTL2uVrU0Snj/RKE2lmPYK4NkszE0yMhPdRAlfl+1J8qZL2XRCFuJ6f9GrVzSfb82cpxWiNOG7WyuFIQyyjzdjiZsX1iRapuOieSbVYENHKKip4P0TrKO6i/6CLDMlF5r9tNRs9jeOQvepNRs40YvRPRPDrQa3R4GiQXhrc9NBUz974IQ7Q9ld8ENW6u8Tr4g8NBG0C61h0cmmHXhQhGQyLJvW1Vf3xik68xx1psh5ZSYXtiGsmVArRc3xcBdKzHgFpmS+faxIvx02wTqg7dGoe78EfSQm67HpzVF6CsfImFOsFLHL9DMMmtD49Mv+lj/+2R9zi36Ij77xjfzWxf/B7DYT7vsPvpz6OWMv+23+dvy5vO3ft7Jm/X5SPccou3Ok9BTn9Z7Hb5z7G7zm4tewLrvuTF9OjBgxYsQ4S+AGO/kLFRu35tI3UcC9aKjxfc1ySXiKroSvteiWC46LkcsDvtJTd+erK0C60NA8N6KM19Epa3D905RTQGga3SmjGVca6lhJ0AKLq89ZOyhl9RK7+KVyijUbpWm4RoKEbTUtjoC0a5ikmLSGSQRKecVycaTF5jSYrofjKvRkS6xeoOROlKpcKNNMVWYoFMokbV/xFlLSNzZF73iBhXTT/TyTq/r2Ik8xIfO0qnNTnq+cZ5URmZdUdRR6B5kvO6SgEcddVibdGKTNqAWxjnQ4O7AduGlKD61UQ/RmfPdsrz27uDFfxAY/hrh+bzWB8lQHUhzEUIqQBVnVXZJbiEvrmZ4bvYVKNYJY60RpxivQw2CkjmrrpsmMmUOMV9Fsj+65BYpbhhCebGQsh3rMePQ8U9Y4bk5hhIj6UpCG7pNC4GI1gEMrUWhOQSsOlI/S6+YZ0LojjeadMgNKNesCK4lSHj2TBYqb+zvKoVBQMXGmp7GqfsK6hmU9NLhwXKTetMKN5GrUn2zNi/ppmJv6MMYWAqtl5Kojn8qVKq4n8Yz2dQD+u8D1JEoX/iaTlG0W4tYpEl70/RGxn6v6EQ9dJJAtrrvpgokutEYcb7isUt1yDFDFAnpQ0CjbdMCZiPQlWvIp9I/OkShqwBb/+fGi3yulODBRZI1qzqW/8WX4sjRiehXdU0XM/gxkgvh5wJEWx+3ZxvwUZIUBlQxkCVmjhQ60x5ELqXClS6LhGaGYMUcZbE4bdRdxoXwrdk6WkHomkmxP4W+C1g6OkpeV0H1o3qWkHd0A0VwXw7Ex3PYs9Y1zRhYaMvjz5W+O+CEdzZiNhls5AqNDtv6l8LQhxK7r8s1vfpNt27Zx3XXX8YY3vAHXdfmzP/szfvrTn3LJJZfwhje8gZ07d3LVVVfxb//2bzz55JOsXbuWzZs3c/HFFwNw/PhxXv/616PrOo888ghSSjRN44UvfCEAjz32GNdddx033XQT73//+zl06BAXXHABmqahaRrXX389v/d7v8d3vvOdiCwA3/72t/E8D8/z2Lp1KwcPHmRmZoYXv/jFXHfddWzfvp3nP//56LqOruu89rWv5fvf/z4Ar33ta/nWt77Fv/7rvwLwpje9iTe96U0YhtG4/nr/ALquc/PNN2MYRuM7oHHMNE3+/M//HIBPf/rTGIYRafPFG77In979p7xv6g5uv/5GXvPiHgYe+DH2I2U2/vy7fEr7Lo88S3Dfc1LsGHo2Hs/i3A0ZXG+Cf9j+D/zjzn/kDc9+A2+/6u106V2Nvl/72tfy/e99D900edV11+FOT/PQnXehuQ7Pv+YajO5utK5u9L5etM2b+f5dd4EQjblY6fWdrjV2usZZSd+t9yydbk+wESNGjBhnK2RI8eqZLJAu1Kjla9ATvMuUwnJdciMj5AolsgsL9G5cSyKVIFsZx0qvQSgP05FMl4JsokIgpNfRNXrYncVQ9czViqnJSWqJCoObB6hZHgvVBaTrkuwe8A0jSqF79QRefgQwQNXxyVS3lqYauORGjKNAOUjipTQonLeGNYfGUUpiSoekZjCxUKKWzlJzq0yNjaNQZLNZTM1Cigqm1Ogd6EczFAv5PAB9ff0I/DhpT3noe45gOdMkQ8QhZecYmM+hFCyMTCDyVfr6+lGiTuwlYxNTzHtZ1vemfI9IBYWCP0Z6zQCTkzOYM4o1g+vIDnUjAE0Ecbyyac10WhLr1OOHgbZkWkpJxg/swBxL8ewNN+B50FU+zEJ97EATnj/kMojhW0DxSfDY9DQPHTxOPuWgdffT1+/fHyk9FuZn0XSHgf7+ZsCuanem7p4uYQXrSklF8b4dHLZs1m48B6EJ8BT5hTwKyCaG0AyJh0RJibrjfhZqC1SrVfbYNhuNhH8OMGXmmKv5GZ/7J8bQ9DLdC6X68qWQX+CoPc9gsRc1lGysvbwzQ4IK3UoyOzOF61Xo6u9ZzCCHNJoOmgrYXx1vRImG7985Q2tQCiYmxhmdLZLXuulz16CAY8ePUU04bNi0GSHgQGmWF7gu+XwOTXl09/hrK1GxSYY8K5RUTE765Xc2bxlEAdXv3cphJ01+YYHh2hwDlT4G1w5FZHQTvmV/fHKKvbsT/JpSCCHqGeoaczQ2OUH3fJWungEMtzkBmpTYniRdbzc+hobiaK9CBs/Ehg3r0YRAKcXM1BSunMdK6KRdD228i6FcCUfPMDU5ha4czu+B5spQiA4eGHOT0+TmJecN+HMulERTgsOHj6BbC6R6+8gH871+NgdZg+PDx3E9DdWTZHJyCkfkSPTqCAGOgpnJKVzDgi1d/hy03WAvch8za/v9ut4Zj8kDj0U2ZVAwtlClmkgzOzONPZ+nmLJIdfWydmBTI2mfJV3m8yVSykLJtf66GBvDmJ+nlhtmgHm6+8MB/gIpJY898DMyXSXOO/88lJLk5uZISdN//9S9MaRi/PhBhHKwPUFXMKWTtaOsD1y0XTyi22s+XOk15m/tQC8ocJWHkjSOJzKbG+0TrXHPtkVX8SAVwm7kKjKviekSKpNASo89M4dJywxqUGt4gJuOS25uFk9BsnsAQ2hoXlTO5fC0IcQxTi360/185cav8NU9X+Vfdv8Ld9lFOE/AeVkuySn+8GGLFx3U+ZV9Jp6+m5GhczjQvZGJ9AYuG9xMauAwY49/lX/42r/xq91Xc86xCslikbGvfo0rJybQHYeRYKzzg98zP/xRmxxXplJUztlCPp8nU61SXrduUZeOGDFixIhx9iKc1bNuUQxbARtZgUPn2DUXXZXQlEOmFq2RCX5cV9IpMueVSZFo+75m1xpHa4M9qErVz8gsFUJGx9JdScIOsjtbBTTV58sYxBbroSgyKSWBQYwJb75RakkJgdXbRW82SblqUvRqZGWKITmE8GrR0ix1uTyBpoHUNIyONU/ADUo9SdpJqV7ylb6EHa4x66NQcTCXSKaqBddkGb4buCktTMdFr89a3ZIKWC1ZWY2ghnGLqE3ZpE3K8SiYDjNzZZDt8Xq654FuRM5WGnjCQLVYqjS3TFJZeCpUlknV0wmpenQlAMmShW551BI+AUhb7USovjlge5JEvXaslCRDdXf1FguxkB7zuSoJfFfsdFAXVdU7g5CVsukyS0IhlQHYJJW9pDW7DQoQOq1Eo34doV+RNvNDGTLFZsy67QZO/Koenx5KNrZEaEHzuvxraYT6hy3E0sZOjpMUZXTlNa3Q0IinbvQZSnccHVVSNF1SAfXQwi7E9Z/QCQLpl2xyJEoIkmUz0lvdoh6Ob1fBBo8bkm9QpTnmCPJVt2HhHCgdoeQWaHUMNhza5soRHgVhAdnIcSUWy9kMetuR+gaWR831EC1W1Vo+zzkT08zRDBnQOmS1bhQoqr9LG6RP+PZb2WzUqMudCj2Xoec9DKEUpVoOV5bILBiNTmbMYQaUgwa4SmIoDRF2g0dF67LrGq5SHC3kV/QEuEpSKc8x5c5E1tucLLFW723IrFBoNQcr4VITDlXdo5/exswUai41D4zg2tKGjhZnmY6xUhiawR9f+ce8+fI3cyB3gLJTZkPXBjamN/BQz8fpf96d9B87RHkmTSI3wUXzc8hCuaWXKmbiYUpZnWL3EIOXX8Pc5k04vb284BX/CWP9On7+wAPIRIJXv+Y1fmKGchl3YQHz2HH2/uxndA8Ps/C5f+DZgDkwQO6KK8hfc/WZmJIYMWLEiHGC8NwOJV0Ci41uOn4SKwGtrpPK7Zx1NPgWoVyUEMzKQtu36VzYriCQWtPxVASkqI5MwWyM7CcBshvnAaRFkrodVBUEPQMJqoCt3KYOKfxcw1kjQeAMTFVZ9LkleswZ0oE7YE2lIuqzk9CRhrZo4hZXeczL0iLf+kia7aV2hFI4cnHNPCkMBAJb86gJmwQC23Xo9vyEW5onkfoqFMdWYqX8es4bEXQyyCRMG7pSgGjmJNEEtkigiNY1NuzG7Dd/qeAP5ROQMNHUPAmJpuxuSKUVMuTOHkrG1Gpr1ltjhB0bw+y0HjWgntSMhoW+8a100Fw/U69BS2K1DnB609jdKZLlIPFZYEFvRf2I06G7asYgUwxcuIOFHs4YjXTJyTIK0TGOuN5/43kJXN7r1xcmKJpdRWl9uCkDHYvLDo7BhvXBec3YYKBB6CCaQyBMnJWIPgnlwJJcCifyCpFAT4EevCcMz6JXVqgKvypKOJxivmx2INYCRwokAh0YdGfRyGJIE4tEZE1VTUnv8Gzk2qvCwRGQCD/RqulC3AlZEoTpu+HWcJIDDa+LVmfytaP7wZWRTQKBZF6WGVDJtvvne3YIknYQd98hpKR+H5Qe2gDy2mOD6/1N27N0Cw3dggY9DIUHSCTKT98fHiU6pu6T8jkz+mwnnM5J6gDmquMkWvpxWjNRK0DASMPdutm+nuzNU/47KI2/ISG8Tn5FiyMmxDFI6kmuXHtl47Prukx3XcZ012W87s1XUfj3v+D84iOkZAWZ3oh81m9jnfNyHrfPYduc5M7pBxkV30JL5vDMvWRK13Mhl1JdfznXXziEtX8/AMbatRFX4fR11zGu+y/F33n5y7n/c5+jf+cuNj7wABvvv5+JPXtZ88dvI3HllcSIESNGjLMbo7NFaqWoFUczHfqO50gXogpSj52kO+0rmK3KXF1ZrkgTWwYttDRKthPuMDygrDsMBp+FUo3anE42SbLaPF/Rkg1YQY9I42pdLMgKWUuyYcZjJhRH7Mvmy5fSotZqzbMiyn895UvdmpIfTNMjBHoHFVoohYuHq9oJbxip1jIurdfQAQJBt0owJWrM62UGpY4mHVQoVvhEfbJcBUgQNRORLzeziC8iX9PK3nng5kaG/1sTzVJNPnELiDHCtw7K1rrFTYTjWsNTNFOMxjmfN1+CjaHwpIoVsX42ZNeMRsy5ppoy1ZGycrgpP95TV14oDrozlK6RP3+QdbsnQ4R4cVgy+v3cJWvxDo+3tQuTNKU8SrKKEkbEWpZJ6vibUlqEDNZnTAQZi72wC2vQUnNaC52BKvmxwI1Nh9aCuAHC5X6kFor7DM2V6UgSuqBvuoQX2gBTQvjWUAEoSVJZ1EQG8AmxhoaU7XWkwd/KsJMG9Ttm6ALdDXmDhJOFeVCqOWRVdPOl7Vrw52uxu5ZCjxBiTdqk7AW6zTJoiYicfvy9P/saXmOzpT4rtifbYt39z4JEkClfiZYSVdBYCeFnREqHpOqQeVkphFBUlY3m6dHjEUu+Qgu9h1ufFalrIMFq8f5IOCUQTW+cVkk9LYke8TCJehnYrkTXBXrdxTssU4fbZAiB5kmWfqO2nLOKtjGegVCDF/HE+tezY93v8ntX96Lv/jbanq9i7PwnXprq46UXvpRbLn8ht+97Of/h1NjXs4/59PfZp3T+50Pfw/vZFazzLuDyrm6uni5z+SKJHfSBARauvpq5K64gUSqxbscOjO3bGf7PbyJ99VX0PfvZFC699Km9+BgxYsSIsWJ4wzO0ejVn5pputxcnNnLInkQpRdozSEsDk/ZM0XU1c9JboE8MIKRE6kbENbLZtoljiXmGHBqWSN1TYEBP2mBsbTfJ4WYyFz9JbFRdCqvxSvmJtNogBEpoJLUWp0jpRJSvuqThAkNK19C9drLQNVOmhli0hNSSCPTgtKrRqaarQFBxgtjJ4HpaY/iWs2Z2gu0pap5AuJA5MA5GX7T8TWP8psun13DJ7Txe/agmVeOD8LwguZBvbVSh8xsZqDsgmmWa0I1oKvgCQQo3euM7bDoAKGEA9URnTctq+FTNUw2is9y9dEUzedisW4J0pvO4LZ/rmw5eQmsfQQTkKviYNqcpA06yD0dPAf59TyW0RlXo+iYDgHR8QiIU5LUqSqYaHhYKn+jqbtgfw/8yWaxQcoqk3DIKWK968FR0A6zeS/2eydCGUiW7CYJYU6svTaJskdA1UpqiXl1M68B6tOAOuEqSFFpbSba63CAY3byGZy1MgwdCCHTRnL/weUbgeuyGLN6d4W8a9EwUQNMob+yNfNupNLfuVkDr88cMkfCq7ZEMXPIN5baN6rqS7Fw0fKFORFOWi6FcdGVFiGFSGI3PrfsTreu2iaCut9sk191zecIePa6EhNd8f7Q+y/XNLle5HTf/pJaK5CZo9gOungnK8bXIKzSKpoMQMNTVnFknmyBZczred11o6LYTE+IYpx5SGKhnvwqe8xqwSnDsPjj0CzhyF/q+H/Mq4JUI5MD53Cu7uCub4NG+SSa6D1AAHrYHuffbt7E+cQW//exf4Q3Pu4KNvZ1eGeD09DD18pfzK3/7t1R+8hPm/+WrXPDv38YcGqKg6Qy87rVoyc7nxogRI0aMM4NWi0p1qIvsfHscatWFXgRK1ymcO4Detw7vwGH0emyn0JrkSjqB0iXa4mvDY/oudn6sYSeLgUxEbTkqYvmoK+qCiGWiQz9eQkcJjbRhkE0aVOsWmoYNLRgviIPVguuQQuAlNPQOGpphOvSM5KgCoVDVFaNV7VR66IgCGWipdQteW2xwByK7GOqy1TcdpOfH+xVci47qp5I4XQl0CzzlkrJyZLSgxJRK0LPIOJorcTVJ2lpoyNvJYhe+FgXNuM4gQacmWgmAYtCbo8F3wpMnBOGww1pmA5lae9kWTamOsgipkK0bJYtgRhYbY884BbIi2yCpUSh60gb5+qd6MjVdi7gmg29F2zNRaPTSIHyagV5p6kyRjZ/gx1UejtN0me4EJQS60yTcvYkhiq5f3ihl5RqdKyGQHdwFhPRIVByUZpBKZajnAFZoLGhDDMh5PwN5MH5CA8uLuoRH+gu9FySyUe6sFRqQUWVQCiV8mqYFdHpqcy9Dxea6TbgCh7r1dwmrvQJLuGRnTYSgjRAbHaKIRSjaNlrbHHwnXzcgxNHrsD1Jdq4c3QwKXKZTpotAMSBnCOUvI4mBCp6BxTag2uRTEoRAcyUJJ4+byDIwHM3r4Hmt74qWz1JRT4KXEJ2ehUU8J5QCLTrfa7pSmK5H0VKNJuFLqQ1mSY4XItZ2L/A61dE61plfCjEhjrF6pHrg0lf5P4BbnOb+f/8Cg+YIV6xVXHN0O79amsGQJscSBlvTabZlqjzaN8eC9ghfH/8KPxjWOMfNsMVJc7HoYXrrcc4rTGGKDJbejZPoRdMcBl7/erpf+1p+8Tf/m3UPPsjMRz5C7tZbGXzLH9H3utdhDAwsI2yMGDFixHgqYAXJV+rwUp1VjLoiiwBzIMOkKLM27EIoNIqBhUmTNv0iSVXvpobEcKsR4lBXHiVB7KNGR8VYGnpELfSUapQjqbvwCSEaVi9roJ/pfLlNf3OyCUDDEDpGyPQiWwkxGhmpU6nH5wpQho7WymICaGhIZOAMvJhivzIrspNNsiAyDMzXcL1mb4u5V3c6XtrU51u/FsEavYeKV2Ne+ITUwWUxZTd30RrW7plHqMDamwLfYry0m7BQDlEq2y5nylpoHPXQcYxuUl4l8OduJwNCSapdCTJlu7GONCEaFlApFUoTzF+yFks7h8HjCt2z0EMlpYTqRFx9q50nVrFZLwQIQdlyEdlmfKqd6IWAArdy9oqu/JAA0XkthGvJSiROogdP62x99vv3/9tfmWbSChLOqQ4zrfzNhsKWfsxKAc2iM2FUPontZB1s1PBWCnSNmsjiCZ1eoTWuUmkisPj5T2LWUDhK0Jo8GnwqnDIMbE/6WY07XV+wS6KLILs8GtVL19O707dS+gQqRIgVuNRdr/0ei/oQQ9In/klhYAU5BSqab1HvNA86gi6RpP4EJXRBMqFTD41ttWoqmkWeFnlFRK9d+uW19OB+t64FTWiULRMlBB18CZZE3b0+U5vCTG+IuLq3ydGSUG20z6Hf7IM8kSSFdbTGjqtGMrnoSndwSRoamoD8IsRWBQQ6PJfl3iSD0n9XdqpDvxRiQhzj5JEdYqrrcqa6LufZr3ktP/v+90Epbn7lyzl34RgTP/8el7oF/nbjeg4Wj/JEeYydbokDWok7usv8TMxz6/BxepKSZ9s2l1Ztnm07HP7cX3ORp2H0n8tVfRlKv7OWLQO/ysId+5j59N8y+9nP0f3rv07fa2+i60UvQovLFMWIESPGGYOpHLIhn2k3IMSu0dWw5K3NrIEyeBSiVp+IgiioyiYByYoUSs+ykEjTXT7ORn0QSzltSaiS6JzrDVBoSYqkiSC2LQTblVGjk6qP7MNJdSOoNKwPSgiqa7uprOtBKBdD6FHx8WMu6xzZQyOhdJKGi+cEKp+hoy+i7J5vrKWsTHKqiFR0tBbqSkOKdiusoXTc0HElBLWuBAPzNWR7aGEbRGBZj8T76kuTVU8pMioR6VyhIVqsxApACGpDXejl5R0YpSZ8l2lYsi5pJwipYyeHcLVBUkFd2NbpTtkL2CkDK6mRKddYY2v0ZQzyNdePD1d+SSQvnaDYvwbN9rC6uzhn96ONPrqrLsqIJlSqz59cJHZYikSDEIZJgRI+wR63NPobFxJdmJoGniYoZHXSbvP58rQOsc54LAz5myE5WcFKnY/dlSFZqbFW72PWK7SsLZ/dW+G4UJphCyLcTBPYPSlGzxvivIOFiMeGElqDODlKkFgmMl2gUUgOYLgevTRJoNKiWxi6oGOyNr8P33o+X7GRKPLnDeJkE6zdN80mfZAZtQCALTW6ZAmhDJSmIwzN33hS/noLI+Fp1BA4CkyVJik0XOHPuY5grdbHmJwP6ncHtl2h+Qw61JeGxoDWzQQzfr9BsqnmdKrGfUhZOcLRyDXDvxeJDo9g2EKsebLxuZUQ+2RUIA2faCfqMdPLkW2l0BwPL6GjOx695kwkGvgcfS0jnp95PWVoWK7ESzYtwVLXsM5ZA/ljGMtYiKvZzWRq02SSOo4brj/ue/yYysYQRqNeN/jz1SczFLRaY81YmQ1gj1PbuBbMUnB+syrAShET4hinB0JA9zroXsdor1+A6aobbuY5hsFzgiau6/KF//dNHivMM6MvkHOOsCs1yfaeeTwtyCaI4CIhuLCS44raMOXJB7jkEof1a5PkpzZTePAuSj/7GSKZIHvttaSvupr0ZZeSuuQSjHXr0Lq7O9eIixEjRowYpxRKE5j9mUbJJS+pYwidvq7L6C0fB6Av3cf0WgHThQgx8NIGWiUojSM03LoaZmTQ0RDCL2kDkBIJslqKnCqhFGzWh5BKIl0LWyl8G08T3lWbyCoY0noiJFoE8ZaKqJXU09PUuteipqfwpEIXAlcTDbdIqSXQEY3//IrGCkdJdE1g4DSSahman9hFCYFKGmiLKPdJXefyniEeWigBKqJ4Ntqgke816Gs5V0dQ7Ek2jnspHVszGL2wnyFtAz1zVUre4upelgSmUChlLdqmDt9wJnHcTtq6IBEo9mldYXpNclPcMsDgPj/20M8WHZSJaUG1O0l3S+IrpWuIkKtm3ZoeRlLq6LVe1mcuZMY+7meg9kWiV8tg4vhu9Uo2xgdBjysZSnSRrxV8l2AhcOrERtPIn7sRgOmrN5OZzyF2LGC4imKyRh+hTfig9nHdU9hK+WSgTiycZC8py7cySi1JpescuiqjjdNreore+qaMkv4mTsMSLZjZ1M30fI1zZ5tzZoX876WWRJM2Snl+7HwAs6+b2Wedxwt2VdikHFxqEYuhq/zSRuHZ7C25kPXj0XWh4SGxPY+CSgNO4/xkYHn2Ny6acnlC0C1TdEjd1ICuaWgiSa/sI6Nn2tZC/ZOORq3bQCv6z7TZnyG1UMNMGwgrepbVH7WEKy2BUg6mq6EJiSZtpJZBGBpaQCVlyw5VPWm5qXTm9XVUr72czANb/esUOlowYrZkB2RaY0jrYdLxIh4xmtAa74CC1s+5hoEdir+WKLqSScq2jVAeAg8vVJtaoEgu9rLATxonPInmB0VTD5Q38O9XQvg1o0kn0VBoS3hj9GeSKODCxDq2F8dICMgOZHDzJkmZIe+WkMJgrciQ1IyGQd3c0k+hu4vs0WZYgRICO8hCnVyGYiqhoesaPSmDUlXHbVkDft1wl7KyIg7oDZf+eryylkYTGmtUL+PCf7/36GlmKFHNnrOkDGHEhDjGGcX6lM6r1q7jta/9r/z/vvkDDhY1Di/oDNslrMQUWnqCPelJDqQn+GlWg+Cf/N5zk1z4HMGlL7K4/LjJphENeeABKtu2Rt7sImGg9XWjd3ehdWfRM2n0rhR6JomWMdCTAi0t0BMgDJfnTQ+jJyXyOw+g+gcQmT7o3QT95/o/fee0xTnEiBEjRgwob+glm0o0CLE0dM431lFI9JPSEqzpSjEbrYfSwML5g2RyVXomiwz1pCkt1Hwrh54kKTQMYbB5QKdQbrpjioDOJo0UoqcbZZVwc+2li2RXkj7XoO/8IUaMaboOTkRlUFHDiZleg1y3Ae/Ik0ilSOoafdkEM0Cx9xJcPYOm5RGaL4Ob6CKtadSCOsF64PwMgOaTw25DYvdm8OQAZsEgXWuS9pnLN3CVdi7papnnsRnHURSqHnjgphMYpoOhQSaZYranF9PNMqTyjfhlDYE6L4OTS5CsOlg9KajUcA2DWmYTaY7Ta6coB/84tlqfB7Uupqg1bLtKE9jd7Qm6gm/Jl2tkaA9X2pDqwzRNNJFro7oZJXiWoxgO9VOfdakl0JVD7qIhFhbm6S5a9GtZCiqwEAdrxtAEruxc6qbfSlPBa3xXT6ql4cdzarh4RhbNqYIAJyhHBQoj2JiRhkavl8Y2LFyjq9H3VZv7SSazzBQKEWtZbShLNufLqETg8qoZ1LIJKj1J1pn+XAp819CkrmEHRL3ef1oZIMBNJbCT/STtPAYahlDY9dhvQGqQtQwUwr+/NOOJAdb2dJMvLqCUhxcmeVLRn1xHSp8GBAlNw5MeGn5u94lEiqSs4qUTULZZ0IeQTtlPNgbowWp2pcLMrCHlTiJQDKpNJLU0hlMhbfkbNxmRpKpsEJBSBoN6P9My33avvITvXWGoLDoGvlNvcK2hjY8UOgmlceycLWzZ58eyljb1URnqYqqk4VppLrlogHVPlplWzedeE4L+TIJpW0c6doslXwNDx0BjyO3hXG89MBLcEw3D9c+f1TcgULipRMOhd4M+EGQ+h56ihaYUfYlBsiJFt6UohB4ZLTRqVypJMtODXfLnQtMUVWWRDVGwQa2HdZuG2JWfoz3rQjAfwsAIvAx020OTCqEkujDwguMCgdWbJlHxk2p5gedkIwN4yBMkI5KY2AgN+hNp1mYyDHhJDE3DyyRI11z6RRLLTqBkPwMqShmdjb1kzWiIgNIE+SA6PCGWppjpRILNyR6qVoksOjUE1cwmsjX//aw9/1cR/Qn67n6ATGmG2Vo1iO0O5ja4F65SZISOFBrrvF4SeKRTa9morWHWyi8pQxgxIY5x1mAopXjhoM0LB0HTUrzkt97JgZkqe8bz3P/EXua9KmamQNEbYy4xyUJyhu3dAnF1Eq72+9A9xZY5uHhGsrEsWVO2GajO023Nk12A5DQkLIFug2EJRIdgDQkcwS9noKc9Eln/x8h6JHoMjE1bSJz/LBKXPBfj8hcjNlwBRpzkK0aMGM9sSF2jOtTlu9ApUIaGmV6L1BJs7sv4LnZKgBloZyEXwwvSm6icM093rkoqYVBAMqB1c+Xaa5go7cZQEl3X6U4ZaFJDopAJnXWZFFqqB+/cjajDh1BG+4alhuDqwatZsGYwQhmWs0mDmuPbdxs1TwWAwOgfaMbeCr+MB4Crd2FoCXQ0X3FM9OAkupl1JpFoJLvPoeBNI4Xvlonmuz6mNFjTk8Lp3kBt0lc2y93nItDwUpDq76O7bz1y215IQFfCo7IwQD6tUTPnGexKUqsmcRJZzhlay0W1NNtmxwBwNmZACApb+klYHnZPGirgiAQy0ROUp/HdDt1EN0m3QlIX2J5friYtEqBqmOn1pM1prN40MqlTOGeAvtGFyFxamSSyapNOGPQlFGPBJFXW9WBdfDFs3RuaRxouxJ6ySWoGF6XWMmGMBd8FbbQEuufgdKeYra1HXiIYWn8u5tiwv7kSlF8yetZSlBr95blGxvHulEFGXMg02yj1JhGBhdpKDSFFieLGJIPr1zO65XKMY0+yaWoMhcAmhQDchI7em4XCAun+AQbndAxXcaD3Eoa6Uwx1JUkaGkivrTJScUt/gxA3bLm6zvSWHjJlm7XdSaY8RUIYVLREyBNacMnmdezXkpy3cScb9QHGtlxGdnyBc2SKnGZQt7nJwOtAaQKpC45vyDJ4bnMzYq4/yUZgS88mhKxgyhqFwTRCQZ8Ha5ObSHQ9B5iOJB8ycLHR8fQkFTePFAaV7Bbc0gw1p58+MR+004P4cIVnpPCTciusTDf2wAAz524m5SZYt3sSV+8io1zSuv9opwJX46QwGEhuYtoawU0ZlC5cT2babuxC+VsGGvPGBgbX9+ClE6Rn/efUExoVY4A9F2ZYl62RyiapGhqUwE1ryGySJEYQ2+9jqDtJXyaJcn1SaIskm9wsG3XQkuu5fOBCjrOdpDJIk6I6mGWyT9I/b9KNxryox/T6E2Z7Ak1pJFsSZaXKCs7vQisLLvfWsj2hMJ0F7OQgGsUGJTYEoBt0pwx6MfyobVvQpSep4jKk9TCgd2MM9qIJ0PHQWzLgP7dvM/myywxz6EpjQ0FQ6S2ioUgObmDenCZlunRpaaY2dZM47Mvu9vgbL+FEaZ6usd7KkN24gcTCBAlNa0QwJwKDj0r419qVTKAJHdNOg+sG2dZ9nJe9ENMp0yzgBnZ3ikmZZx00nMAFsK4nyWzZbrg596YTpPszpIoFqgjSWhJQSD3JgNbNgizjdg+gbdhENvUI681eZmtVlPQ9RDQBrgAn0YuUiovTm9knavSoFM/rH2C29yJsy2MoUWCliAlxjLMSQsCm/gznrunh1541xPq5JwCNm29+B4ZhYLuSQs2hULOZLC0wUZpmpjbJnDlLcXOeor3AjDVN1c1RdUtUZJmKqkQKuKMUSRe6TMhakDWhy1JkLf9YTw0GCwZrCgbripKhWY+M5cHjc8Ac8BCIL2CkJUZfisTaAYwNmzG2XIS+5RKMDVswhobQh4agr9XJLUaMGDHaceutt/LpT3+aqakprr76aj7/+c/zwhe+cNH23/72t/nQhz7E8ePHueSSS/jkJz/JK1/5ysb3Sin+8i//ki9/+cvk83l+5Vd+hS9+8YtccskljTa5XI53v/vd/PjHP0bTNH73d3+Xz33uc3R3d69KdqUJ0ARdA2uYSGapZjaTu/ZKeg7sIrXpKpjew4ZNQ40SKzLRVGLX6X2UeyxE0oBA8TSEBplBKpsuxa5AghmySYN+LUGuatO9/sWc05NkqmI3IpelrtOXNCiELLCXZzeS6trIAjOkRbJhm+xOGZRECmFXqGvndcVwoKcLb/CFDMw/RE2YTZOqgOf0vwRN2+O31BOkEgk0V8NULj2ZddQYAhxMvQ+ZmgPbQyg/3jFVVZhpg7w2yBCCVKqXc5NrSRgaItFUydLrLkK3ZliXsZgsFMh0d1Me2IwqT4GAvlQPGhpCk6i1GcDCSyewewZR0mNNSmEhSYsMJa2PLOOQGQwUfUFfNsnhgQyXjQuEEKxNDVIQBvMXnIvb7aJrglp2PclMmkzNt87NP2sdm3s2YTxxgB6jD11Msc7twQKkITCUxGmxCvlWIkG/1gUUSOh+bKMCCnQziINr9OD0B9ZiND/uzzCoDWRJ52usSw5SM8skN2wkf/H5aLfdDrhkBp7F5T1dTMxUkGhYGJwzkGZqGhyjm5y2llR3FdnXzUD/1WwcnEblpsCGot6HIYtsEmUMTSdlaNjdXaiaYGC9Tzh7Ej30piVpI43Zfy46Pkk0MylmnjXIQGoN85u78bpczp8vU52faWycCAVZI4nEwcCv1KFrGo3SNgIQGuaGPjDWsrn3CgZSx9HtQ5EkRnM9FzPQvYCsHUYB5WQCFYrvThjrOed5L2Dj1S9h8nuHke4CCEGlJwl5MJRGbzrRSB6W1ZOUZI2Mp2Hrfgbq+WQXmf71qJpvm9S9JEZgDTQv2gBHhkmLZFAqSXCOGsS8+ELE1S/AGz/O5p6sX6JM1+hJG3gZGEwovNRaep61hd4DZcz0GrBGmH/WOta4nh9T29ghCMXeJg2q63ogIMTF5Hq6E2D2ZMic3wWObHhGbE6WUYkNcMFm8qlmeEE9lEHpaaQqMa+v4xzDJXPhZmw7S28iTSqh4wXPW3FLP9aMRVeqxjndSUbKTR8KTfc3MqTrt9UCwljQBgHFmi2DZCcV1VwRnnMTOfMw2epUkKAvBKE3LNfzVQuppdhk9NNt9PgxyIB+4SVMHzxAOTdKt5mAPl+G1OZLWZvsplQeY5PbT1JTDHRfRI/s4pihUMk0M4PdOCrNVRuv5BoBhhjmfGM9O3q7ObIhxVXHJWZyCC+dRVc5RG8fejqNkUqhNMV5Sb96+0WZtRypzaJShh97LHS8pIEr0+CWEcqlT+/Fec65XL7+UvYVdyL7MzABM5u6WZ/2iX8moSM8jaSmSAbLtT+bZMY1SOoa6YBwIz0Q/sbL/KXrOHfaQySfR808iis9hJAIIRpeHPXY64RQlLO9JFOAUhjSZkuvQncVvZkEXVdczOPDC8gNz2OliAlxjKclkobG2p4Ua3tSXLyuBzh3Red50sOWNrZno1Q9v6JCKYXruvzoxz+ioipc9StXMV2bZu/cER6YP8xY+Thlb56UrTNUgqG8xtqFDFsKgnPKDhvKNn1jMyQPTKPZOzqOfY0hIKMz+i+fx+jNovd1YfR1Ywz0Ivr7cLu6eJ55jHImzfSuu1CZIdxkNyLdh5vM4ikXR1l4ysLFRgkHIVy6EmkyRoZsIstgepCkfvqs1UpKlGUhTRNlWSjTbPyNpqNlM2jpNCKbRevqistjxYixCnzrW9/illtu4Utf+hLXXXcdn/3sZ7nxxhs5cOAA69ata2v/0EMP8cY3vpGPf/zjvPrVr+Yb3/gGN910E0888QRXXHEFAJ/61Kf4h3/4B772ta9xwQUX8KEPfYgbb7yRvXv3kg7c6d70pjcxOTnJL37xCxzH4a1vfSvveMc7+MY3vrEq+c3MEHq6n15XMC503xV0YA3WxnPAKJN9zgWIngyZ48Ps6t/A+WtaNgrrFuPgV5IEaBqV7vNJmL4dYl2ih1RQ2uaiNecxlFAcTGbpSs0Dh5CGr3gOrt3AXNakYPg1R100coPXcHn1SQ5oe0kndKpXboQnCnRnz+UCI4lfp1WwtifN+WuzzD33hYixDBvy48yX9kRErSuxW/qzFG54MXPjY6itB+lOD1FNDjCQz6Nd/Rxk/j4Aygn//j2nT7EtvYU9l2R5zroN9A1dwoXWLAPZFnWsez1bzu1mpniY84x1XDy4njvtLKoS2A6TPZzT20XFszCTV1FggucnLmSrmKPWtZmXz1TI60muuvhCHnzySSbtHoa0XoSSbNGHMEUZcyCLMW6zoTdNeu2FzOVGGFmX5pJui1/pehZfnCqQ6pJkapNc0HMufT3rGdS74crn4h5a8NP2BCYfmdBJa4K5y55N8dgUWr6GVeniPJVkc9c1dLsV5JY06QED/ZDvouqhU9bOZ3PXszm25UhQrsWf14SuNaxaya4MmmFRu2gLa3pSrF+7ntH5MXp/8zc554LnMvX3/xtduVT0FANdSdZ0p5gtmTgJnWL3hfSveRFDRj8v2ng5jx3diRLgajo1meGg18XVQqc7lWAWD/msi0j3+amGDS3FCzdeSV+yj8S5Cb67MEDtkf1YKZ2ehMTOrmPmWSlQkuenquRzJcpCYGc3MmDNcHFqHaZt4XUPgSqSSeikExr537yhkeynXr4KTcM1/OdRT28CfEu7jYlKJZC2RtbSMdRGete/CmPufn9uPMG1568lueE8eowMJdNfH3VLnKF0fu3SdRzd1UPf5uvpGdvKPqeGLgU50YW7eT2Dk/PMJHoZoEKXoYLYX3895oauoO/wcZJCx0j20ud1cUkmy0Ja8rKL13GecSWjsw9Qyybp8lJgOCQMnbnNl2Gcfw1rkpM4hkKKBHOXrgdNoJQiYeisy3hYJo08L0mVwjAEG+gH0Sz3I4C+ZAJ6N/oJ6opH6JEpBH5ohjEwiOuWSa67GG8qeE4zA+AlyWd6mc6ew4WpQ6j+Hpye8xGiyJaXPIcnHol6CFYym8GTzXuCQmgGPekLMAfWY1xzOZd028xtTbM1XaHYneE3f+Vmzp232P2zO1ib2MBgeiPpZB7Mr1HpOpdqfpYsQCIDNd/731PS94oQGnrIdJvuXkeppx+pxlFOFzLRx9pztlD7tWthr0NmapKa1oO9aQsvvO4lyHweY18/h4L3YTnRjd2zkYHuIeS+YQyhoXqy2AmNsTUJNq8dJFt02Wz1MNc3RNfGXyW18B2S/WkGL7uM8vZD9Aw9C7Mr2NwM6jXLtIFrGSh0zMx6BtwCF2w+n8HBNVx7zhCH6GO21IeXFfR3JckmDXRdQ/NAKC3IsgDa+eeyLq94vlyDqzxKvedSLEygC4H97HNIpxP0Z2tY1RRCz2BJy6+xrBmNvZN81W1UW1dJg9EXPJtzHt1DNbUWTZuEwEOoK5PCfPYVUG4PoVkMMSGO8YyCrulktAwZo70Mgeu6dItuukU3L93yUgwj+niU7TLHCsc4tHCEHVMH2D9/mCeqE5TdeVxsCGwUuqforcJgWbC+LFhXkaypKPorkq6qQ1ctR3ZmnsxxQaYGhtd8Kb8o+J2/63+Q74aFbsj1CHLdUE2BmRSYCTATfkxRHfV3qlCQcTWynkHW1elydbKeIONpZD1BVgpSEpJSkZCKpKcwpP+jeX4af+FKlIf/44JyFcqRKNcDZ/ksoZE5TWhYKQ0zo2OnNdyMgcgk0TJJEpkkyXSKbDpFNpUikUog02ncdBo3ncHNZLCNNJaWxiJFTaQwSePqaaSRQekZVCKDTGQRiTRJwyBpaKSM/z97Zx4nR1Ut/m/1Nj37JJnMTPaEEAhLgBAgBJFFIouobCIoiiDiU0EQfC48EVD0h08FRUURnuIGDw1P9hiIIexZyDLZk0lmyUxm33pfaru/P6q7epmeyUwyycwk95vPpLurbt0691ZV9z33nHuOA4/LgcfpJM/twONMfHZZ7+39ic+urGiqmqnZEyYOxWH/KYqCU0mE0hlqoDYhrJlQU0/7S/ssjNQ2FCg/dmj1DxLTFKiGSVw3UXUT1TBxOxQqSoYeoV0YBkLXEZpm/akaitOBq7z8oGQUQhDUgvhjfnxxH73xXvxxP1E9yqJJi5hWMvggGWONRx55hFtvvZWbb74ZgMcff5xXX32VP/7xj3z3u9/tU/7RRx/l0ksv5Vvf+hYADz74IMuXL+c3v/kNjz/+OEIIfvnLX3LvvfdyxRVXAPCXv/yFyspKXnjhBa6//np27NjBsmXL+OCDDzjjjDMA+PWvf83HPvYxfv7znzN58uRByx8rmY7T60V3VCCcvRwzrhAMiEw/hoKpebhL8jB2LiPPKdjumUbYewwVzj2Mc+pQcSJR7x4K2GOvGXU78q3BqUPB63ZywsRTccTWgqIwfXwhniIPZjyOWVCIr2wSPudugsXFlMc+QPEWUeIdhwOFKncpDZpA9ZRRoRTgHV9FU7yXotIJuD0lOPKnECqpwBWpw/TvIn98CShwzInHsKGwjFl7PqDbGcBfak28njVrPM6N1u9DntPDpXM+zp8iz4OzkTxHHtG8PMLl5UwpKyfgzgcBkeJCFBTGF3pwiSoMV5jI+FKKvHmUONwUpEVqJTGpWVJYiOesz+Fau4S8Y6rQdsUoM4uYXDgZCiYyO9JFUI/R7q6kiirCJVXMKqzC6xBQvwOno5Txc4+l0KMQ8uZzLOOZkFeIR+vh+NJj8XjG4cmrp8DjgqJyxsfayJtaxUeVQtyKk5nTJlJTWILe5mWWt5RKj4ewoxgPfqZWjKclkofSbaWv0fOceBQH804/iRbf+/jzFCL1+bTmTaG0/BwWiNXsVhRKjplBb0cTul6Dy63jVhwUevLQy47B2VuLprjJd8Ix5YV0hhNumxUl6DMqCVWMQ4lpTJlyBqG8PM44/nQc7gKOv+hcdrVvJCi8KEDyKz1QXECe08kZx07m2AmVOHc1oaBQWKhQ6HRQaMTRnCWUl04g7AvQMe0TENrOBE8hDt3BlMKZlOenvs8c5WW0TC8hHFIpB3DlgQnl3ukEJypMdO4iSpQ8j5cK78k4xk8E1QUhmAGcBDQoGu6KqfiT0XCd+QSLZzN7YhEdDjdtp1xFbMoMClc1UGP24J07heLpRRz/io9aNUie4qaoYDZTHLtoCZSmPBccLiryyuiMBgHTWgfuKaMosZyrvKwQEVdxOfOYkTcen9qE6ShHnzyTpqlV5AUsi+wkVxma6ET3lOIuKSJaUk745BNxxEo5fuIFfNRRxHsd1QDke5zMG1dBRXQG2+aWUFATY8r0BbyrKVAC537kQkrNXnrCa9jd3ovhcTJ9fAEiEMMZcuNymMSBMncFXtGKV5SysOxYQsEYgVlh8ntUWiZa1noPHiidjBkz6B2XT2lzLRFXO6JkKkpYwXAVMH18PmiFRMoKyDvmCkpeexW/t5CQazzuhFIW85bjUIIUlhQwLs9EQ+OU8dNZ6XMxzV0J9OJQHCQTUimKk8Csufg0hbPnL8Y7qZigu5aubc8iMCnIK8ZVUcFxc+cxbpybbUEgEKN3/HwMoeLN8+JUHMyedRb1TdWISAAdE9PpTUSCtsZU4eIZHDvpFGIFr5I0I5Q5JlKQVwqeAlwTvVSedB71wTVEyspxTZyI6vMBUJlv0uwxceS5OXHR5XR0BjF5FZxOzqw4i52hlTh13VpvjJN97mNpKj2ey2ZPY8dOUDUVZ2E+rtIi9PxxGKX5OMJxnCg4Cyvwzj4B7/Z2wiWno2k6MVcV5bMXwLiZeNu3cfb0RWxsLaZd2Y7X5QCnG7dTQVEcFOPGX2z1vVE1CTdhHEEdT14RE7wTKC2eijfUTsWMaczJK0WN99AQVXA7PITNGAWGZo27MsZcCj2TC4kUTLJiOHg9+JXJdJVOpcDVyVy3iRmPwxDtMVIhlkgGSZGniHkT5zFv4jyuPi5zX9yIU9/bysbmvdR0N9MWaqc71sVeNcBuM0RchIiq1poSj8eNw2FFs3ThpERzMC5iUhYycDR3Mz5kMF0poDSkUhJQqepUKajTcMVTIfYHxiQ7yiqA7gDdmfqLOSCU9tlwWEq27lIw3GC4BaYTcApwmWgu0Nyguazf+KBbIeBx4PcohNwKThM8OnhV67UoLpgQNRkX08mPgSeu4AmBu1vBG7fc1L2JCCVa4i8dF6A4BA4P5DmhyGHJYzrIerW2G4qC4bSiwcaxPpuKgomCoYCJkoguKqzPCpiKFRXUJPGa9p2rJAPtJF7TJx2Snx0i8Yr13iGE1V2k3jvTXh1px2b+KSim9V4IhYhSbNVrChxC2OcUSvIvYV1Qkm2y1upZr4nPYH9OvU/k20yrx+12UFbgsWbusaLtOjQDp2bi1AxciVdn1muuAJj7TpjA0jvOtD8ns1kmZ9ztz2n3cVyPE1SDBNQAATVAUA1iiNwTLz87/2dHrEKsqirr16/nnnvusbc5HA4WL17MqlWrch6zatUq7r777oxtl1xyCS+88AIA9fX1tLW1sXjxYnt/aWkpCxcuZNWqVVx//fWsWrWKsrIyWxkGWLx4MQ6HgzVr1nDVVVf1OW88HiceT0UCDgQCAHz8xPPYG3cSNxzMLd2Nx+kk7gccDtwJC7eYthBc1ai40RUvp5QdzznjneTPPY2lzX6MyTM5ZeoiSla/gqNwGvnjynA6JzBdCVsD1cS973IoeE88gUh1NZXHTKNHg71uayJJO+lczEIvrj1TrfRI085iWmElakeI8X4PWsVENE2nxJmP74wLMWvrKQ32EnQW4Z37EXynwKTCSYz3FlBa4EY0eyDowXBaE0cTCvNwnXIcs973U1g0BUVROGnCKeyZEsYz4zjYuAoUBaE4yCs8hfZZQXSXg3xvGSgO/M4qSkxr7amJSVlhPqCCw0XeWZcRb+6g5JKL0draKJ02DUIzMAwDzeFlXPEsKoqqAAXX1IVUzj0GsX4LAMGSOTicDi48sYKlO44n7izCkZ+P78QTaAv4iU8Yz/QZM3FFO3FOmMi8KgPz+AWwuw0hnMwqnUVg8im423YB8OkTLseng9elYDRtRu+q5X3HaVTkCyovPobV/8gn2N5BeWEIMe0Yjj1pMYbH6qNQQQlayVRqxs/hXK+XkrJjOWOKk56yWcTWvUX3BA+BApg5azKnX3Ux7b717KQIvbuWTs9s3NPOoNjlpsU9gWMWXM4p+Q72eDwUleThrdvBqZMWUuC2cvd6T7uA6mdexlBc5B8/FyVch8MfJ1BaSAUwuWS8pfQfdxJTO07h/b1bUZxeOkpLcChFeE49kxNOOot92mzUiilMmFPFZ30G08ancgODtQ6yqWQ2vu4IJd58PA4HcwpPp8BVTNwdRhwzleOqZhDpUFHGgfvkeZQVVuF4ZyVFXhfegnM4we2mZOp5aKaGR1nNlIKLyXPkM6eymNfOX4yqGWCYBAvmEopvZUZ5MWdOPY+3nKvoNbw4EwqU4Skm3zQIGAnt35VHXvkJeNQAHe5iYm43pRXjmTN/kbW7rAytvQPKplMW7mVluU7Ekc9lJWewPfQuep6HU8pPpjlWS09phDnucRx7zbV8fOZ8Xt4+junFx7Bg+gSMlhkU6G9SHtkDzesh0ESlp4SyGYUEZ06kePpp8NprAEwq9eJyTaPo4+MpjsVpa1iGq8iDUuyHrmbMQhe9ygTOGVdEfV0p+U4oOeFjNDS0cnJJHk3hOIGCMhBBxiuWS69TUQCFJvccvG4DiiYSzXehChfjiqeiBVpxl5/AuBnHMWW+Tpgipu5YgxKHuVXFdB8zF1wViEgv4zxrAJV5M09nd2clRDvAW8rk4m5WeVwUdYZwKE5KPTpx08nUcfngdHHKcZNYuaOQAEGqCiaQSIrCpM4mKhxO1jU1YHoLWPiZa2h9cDVlSinl511E46t7aQm2EzFjCNcklAmFlLnd9Lhm8aGrP4nhcGC6nNRWljE/ZKLg4Lhxcxg34yNonlbUri70gnzUcePwzJ6N4nbTsm8hwiuocszA7XYyvjCPLn8cf+kJeE44nuNmnsr2nunM0muZd8w0Cms0Gtx+xpd6KJs2A2PcODxlDhh/DAUnmojjLoUGFVGkcqy6AEVxYEzOY5ynhHlTzmbf26soKh8PFXOtRs/9OMcKhY3bIkzVioAeJo0/Dv34OMd5KlFeb0ebfAZnXHMdvR6FYt1JgepAycsDw8DwHc/4qVNROjczfuJc1HIfeWs3UGxMpnO8h2i0mxKnB2/VOMKeAK5QnJqy+XSXd7Nw6iROm3AhneUfoirio7NuB+HiSjynnYZ3+gxcdYE+v10DIRViiWQYyHPmMbd8JnPLZ+bcr+s6S5YsAeDaa6/tY30GiMVifOtb36KtEL75s5/Z7oxJhBCWu3IkghmJJqyJfVE8HhS32/pzuVDcbmLo+OI+euI9xOIB4kaciBYlqEYIxCOE4hGCapSwGiGsRYnqMVQjhmrG0Uzr1ZpdFLaiV6i4KcLNOJzMFAplipcSCqxXRwEFjgIMVyGaIx/NWYDuzEdz5hNx5tMBRJQoUd2HGu1AD3WgBzvRg10o4SCeSBxPJI47quKJabh0gdNI/bmMzM9O3bLMuw3wGiLhygcgUEQiwUdSGSVTqc1+JRFUB7CVTRJBNuxciWmfUwpmpkIqlJSSndyuJbRqU1GsfQ4QjqRyrlhKvgKGYqV0EAqW8p5MIZihRCfWOGUr6CiJNis47DLWe3cfhVzBEReIeMQ+HgVUt4LmdqAXKOguBd3lRHO7rfduB4bL2m44rVfTaW0LlLppDDaSvnoqObObtaIq5Sbn8DA+fzwzS2dS7CmmxFNCWV4ZZd4yyvLKGJc3jtK8UvJd+RR7inPe80cCXV1dGIZBZWVlxvbKykp27tyZ85i2trac5dva2uz9yW0Dlcl2x3a5XIwfP94uk81DDz3ED37wgz7bj500hVOKS+iNqAQNJ4XuQsJFRXb0ZQBKp9JVfBIVxlpOLZvJ+YuuwoUOeUWcWXUWwY+fQHnpMRRVzUBxOsk79lgWA2bkGNSmJlxnzEer34FnghfnlCmUTpnCAqzv2E2rTTxOOG3hJ+mIduBr2GpNtJVNx+tycdL0Amg+hklXXkxJ2xbyymZwTMlUzPnHEti8hfr2ICdddj75hSkPohKvm3B5OWec+jnGe3QCkYT1Y9opTPlwAWbRLADOnDqbqksnM7FAgb+nmlvkmkkREHAEmH/ajQjFyfTNL2JG4LTJUzl35ulMUABdhaKJ5AlB3mkmitOJZ1pi8mfaQstovuNd9KIiii+9FNHeDg4HysSJkFCIP3TsBHSh4HQoxFwlmRdHUYhMmsT488/DU1pq/U7E/ZZr6XGgdXRQlJfH9NJSKJkFgRYcngLGJ60ss87AmDiTql4Px1UWoTgUNGcB3skzmf6RE5ntclM2YQa6rlNZcDnlpknHdBdh08XJk0tQJljr4PPjUbyKl7oyL07Dibd4EgUTq7io9EMsGO/ir3v/l8nufCaWn8AxeXlMmSI4ZdLJuJ1uTkiIEj9RwZGXZv5RHImVupA/53gunH0s25paqV29hCmOcZTllVnl8oqZeu6Xmd7+PGVamGpHAKfDCVPPwuX1comZmKpzKBwzse99P7mokmkFXtxRH5XOkzlr9pko5kSOryomGNPZ7VzMlOlTUJYvB8B7wgmc6nIhZn4KraUVZ3GRnaXC7XBzyewPZ9R/yUlV6IbJ3q4Qq3dN4KS8s7jy+PMZ5x1HsGweu1p2MHu2ysSiPJTCD7PvtbeJiDzMYy8Bdz7jL7uS4q7ZzHjvTVxaBZ+4+DyOK7e8Grwnn4ypbsA993jMqirYdA8FIsZlJ1Uyx3chk0vzKHOXsOMf/yDY1UXw5FM5fvrpuBwurj45LYZB+XFEXSV4zAhKqB08hVAymbySqeTlFaFnBZ4CcBQWMqGwkMsLL8Xj8NAeaae3pBk+qGO6ksdxV1/BJkXHpWtUThjHhePH4/QVsrm+m4mUUqAUUKqUctG0i2iPtTO7JMaOtmoiylROn7SQspmVzDNMa2J36rn2eY9dcCJqs49IraDNOZez5l7EzJJCoBAKq/DlTcYhDMT4Y4Bm1NJSXCedxLETrqZ81cv4JgtuPfU83m5fwTiPTlEirdL08QWcWVhFjDLy3fk48hw4x5VhRqI4nA5OmjMJMWs2hR4PnpPOJwJ4XHkcf/6V7Fm9FKaVUiomM3n2Cbi9xcxyJ8Z6us5sZTa9kV4ayk0mTZ9G0cUXW/fLpEl4TzmFcGLyUXE48MycSWRcFYZhRVevTLhOz6wqIf+zn2VSqRc9HkV0NVKHm59+6HM4j+vihRVvILwmDpeL0669m0KHG7xlKJPnoygKHz3+U1baqKo2lPx8ZtPJ1BlTKXAVMHP+iXhmzkxdXLcVbAvFgeap4sqzv4TLWwTHXYEuFGp940Bx4C2bzLQc417bo2yadY95ppdQ4fUyvrSQrb3biRtxyq+4msri6ZzeUY3R46NzVSfjXV4unH4OlcVlzK0qQ9d11tXtAEUh77jjcLpcnH98Ho2tg/fmkwqxRDJGUBQFxevF4fXC+KEdm4+bfHc+k4omHRrhJBLJUcM999yTYZkOBAJMmzYNxeHA7XRQUeylgtnWzsLcdTiTXgKuPEikoJlYMJGJWJqI9/jjM8o7Cgrsba6q3G7cUwos17wJ+ROYkD+BrWzNLKAoMHWBJdbM1MDZWVrChA9/iAn9tLfw7IUAzEvfWDEXZ8Vce/ivKArTJxQQi8Vy1jFOGYc3sUa00CU4qcTN5XM+3GdyVFEUcGYpFWXTrEFnGu4pUwBrIiDJ+EIPLpcrY1s2rgkTcCTPmT8uVV/6pEheEUzMcoNyOHGWVLIgoWenn+OkCSdltsNhRRmv8Jo4nQaTSlOTu26nm2OUY2j3WWvCHYm12OUF5ZR5dObmlwFQ7ClmQeWCnG3IO2ZWv+0D8BYUcursmdRsmNl3p9NjWe7J6zNJ53AMPHieVjyN2cpsuswu8pV8TqqYZbc7r8hJ+emn5ux7xeHAM3XKgHUncTkdzJhQwFoFipz5jPNa18jpdFj5iREsnGVte1Yk+tVjPT/O4mJOyz+L3c694IRjyo5JtS0/n6IPfQgg4x51OhROndz3XuoXp5uOAus5FMd/DLKVnAHqGO+1Bi5FniL0ohnsXt+carfLYX0XAF63E33cDAJ5k/EaBt5EvmeP08Os0llMK9TZ46imlFIqCypzGhgA8lxO5k0pZacCcVcxFKQ94YqCPy9xTQospczMyyN//nwAKtdUUpkHEwpLsqu1ukFxUpj4clMcDrtvAZKhCHVdz3iWJ5ZPY+LH/6Pf/gHIU/JwCAeay4FWUoKS1jb31KmI7O+GHBR4XMwqt44LpaX0VhQFz/RpKEUF9p0/vmBiegHrPM7E8r/Ed8zxaQNO74knDnxyd34iLH+erSgPFXdFBW7gzKozM7afUrUAvVxn56YlQCkT8vv7xrYoynMxNcvLYyBkQlWJZAT405/+xJw5c3C73cxMn22TSCRHJeXl5TidTtrb2zO2t7e3U1VVlfOYqqqqAcsnX/dXpqOjI2O/ruv09PT0e968vDxKSkoy/iQSSW7k771EMvqRCrFEcphpb2/n1ltv5dxzz2XlypU8//zzIy2SRCIZYTweDwsWLGDFihX2NtM0WbFiBYsWLcp5zKJFizLKAyxfvtwuP2vWLKqqqjLKBAIB1qxZY5dZtGgRPp+P9evX22XeeOMNTNNk4cKFw9Y+ieRoRP7eSyRjA+kyLZEcZvbs2YOu63z+85/n3HPPzVlGCIGqqnhk2iKJ5Kjh7rvv5gtf+AJnnHEGZ511Fr/85S8Jh8N21Okbb7yRKVOm8NBDDwFw5513cv755/Pwww9z+eWX8+yzz7Ju3TqeeOIJwHKR+8Y3vsGPfvQj5syZY6ddmjx5MldeeSUAJ5xwApdeeim33norjz/+OJqmcfvtt3P99dcPKcK0RCLpy2B/7zVNk7/3EskIIi3EEslh5PHHH+eCCy4A4KKLLkJRFB544AFmzpzJrbfeyrZt2/jrX/9KcXExb7zxBoFAgNtvv50TTjiBwsJCJk2axCc/+cmcQXbq6uq44YYbqKysxOv1cuyxx/K9733vMLdQIpEcKNdddx0///nPue+++zjttNOorq5m2bJldlCsxsZGWltT+TnPOeccnnnmGZ544glOPfVUnnvuOV544QU7BzHAt7/9bb7+9a/z5S9/mTPPPJNQKMSyZcsygvY9/fTTzJ07l4suuoiPfexjnHvuubZSLZFIDowvfvGLthKc/Xt/00038eSTT3Lcccfhdrszfu/nzZvHzTffzNe+9jWuuuqqnL/39fX1vP766/zhD3+grKxM/t5LJAeJtBBLJIeRq666ik996lPccccdPPbYY5x++ulMnTqVP/3pT6xYsQJN0zj77LO54447OOGEEwgGg+i6zg9+8AMqKyvp7u7mt7/9LYsWLWLHjh32Gr/6+noWLlxIUVERP/rRj5g9ezYNDQ289957I9xiiUQyFG6//XZuv/32nPvefPPNPtuuvfZarr322n7rUxSFH/7wh/zwhz/st8z48eN55plnhiyrRCLpn+9973ucffbZ3HbbbX1+75cvX051dTUPPvggEyZMYM6cOfbv/X333ceOHTsIBoNs3ryZD3/4wzzwwAN2vQ0NDZx33nnE43HOPvtsvv3tb9PS0iJ/7yWSg0AqxBLJYaSystJOcXLiiSdy9tln2/sCgQDXX389+fn5fOQjH7EtOI8//rhdxjAMLr30UioqKvjf//1f7rrrLgDuv/9+4vE4W7ZsyQiE88UvfvFwNEsikUgkEkkas2fPtj06sn/v/X4/mzZtojyZdibB448/bqdpNE2TH/zgB0yePJk1a9bYZR588EHi8Tif+tSnKCws5IILLsDr9fLFL35xcJGiJRJJH6RCLJGMEhYtWkR+fn6f7f/4xz94+OGH2bVrF36/396+a9cu+/3rr7/OJz/5yX6jwkokEolEIhkdfOhDH+qjDIP1e//zn/+cbdu2EYlE7O2tra32GuMVK1Zw+eWXU1jYT04ziUQyZOQaYolklJBcJ5jOyy+/zHXXXcfZZ5/Ns88+y5o1a/jggw+YOHFiRi7B7u5upk6dejjFlUgkEolEcgDkmrxO/t4vXLiQr3/96/zwhz9k1apVTJw4EU3T7HLd3d1MmTK4vMYSiWRwSAuxRDJKUBSlz7Znn32Wj3zkIzz66KP2NlVV6enpyShXXl5Oc3Nz9uESiUQikUhGGQP93v/iF79gyZIlAJxyyik5f+9bWlqYMGHCYZFVIjkaOKQKsRACsNZGHiy6rhONRlFVlWg0SiAQQNd1VFXFNM0++3VdRwiBYRh2ufR6nE6nfazD4SAajQJk1K+qqn2sw+GwywUCgT6yAEQiEUzTxDAM+9jk+/TyTqcTh8NBIBCwXWKSdSbXfyTrdblcttzJ+gH7eJfLZe9L1uNyuYjFYnabk9uyywzU1+ll93fcQOWT/ZLr+FzHDbZ9h4JDeZ70usPhsP2a7KNk2oX0a6aqKoFAAEVRMp6hP/3pTxiGgaZp9vYLL7yQF198kdraWiZOnDhsckskRyLpz53k4BnKb32u3/Lh+K7N/v6G/n97DiXJ317TNO3fe0j9ph2oXP39PuXanr3tcPT3YMYqyf1JeSBzrHOgv8HZ453k+Gsg+ZK/t0n5ksfvr83768vs8w70e5/9vKT/3ifreOKJJzAMI2Mse9555/Hyyy9z1VVXkZ+fnyH/YPowV38daPuGur+/cv3dwwc7JhzsczPQd8f+nq/BtnF/9/NAz0au+pJy9vesAYRCIVuvSF7r4f5eHMp30+E+11B+6xVxCEcE+/btY9q0aYeqeolEIpFIDpimpia51GAYqKurY/bs2SMthkQikUgkfRjMb/0hVYhN06SlpYXi4uKc7iFDIRAIMG3aNJqamigpKRkmCUce2a6xxXC065133uHjH/84r7zyCh/+8IcBmDdvHueeey6/+93vMsqapsmPf/xj/va3v+H3+zn99NN56KGH+NznPtenfF1dHQ8++CArV64kEokwZcoUrrnmGu69997D0q7RiGzX2OJwtUsIQTAYZPLkyTgcMpTGweLz+Rg3bhyNjY2UlpaOtDhHBEfqMz6SjESfjsbf++FC3qPDj+zT4WUov/WHVCEeTgKBAKWlpfj9/iPqJpHtGlvIdo0tZLvGFkdqu4505HUbfmSfDj+yT4cX2Z/Dj+zTkUNOjUskEolEIpFIJBKJ5KhEKsQSiUQikUgkEolEIjkqGTMKcV5eHvfffz95eXkjLcqwIts1tpDtGlvIdo0tjtR2HenI6zb8yD4dfmSfDi+yP4cf2acjx5hZQyyRSCQSiUQikUgkEslwMmYsxBKJRCKRSCQSiUQikQwnUiGWSEYJ+/bt44477uCcc86hoKAARVFoaGjIKBMMBvnP//xPLrzwQkpLS1EUhTfffHNE5JVIJBKJRDI05G+9RDL6kAqxRDJK2LNnD3//+98pKyvj/PPPz1mmu7ubP/zhDzgcDi6++OLDLKFEIpFIJJKDQf7WSySjj8OmED/22GPMnDkTr9fLwoULWbt27YDllyxZwty5c/F6vcybN4+lS5dm7BdCcN999zFp0iTy8/NZvHgxu3fvzijT09PDDTfcQElJCWVlZdxyyy2EQqEx3a6GhgZuueUWZs2aRX5+PrNnz+b+++9HVdUx3a504vE4p512GoqiUF1dPVxNAkauXa+++ioLFy4kPz+fcePGceWVV/Ypc95559He3s7SpUu57rrrcsozY8YMent7WbFiBbfddtuItqumpoYrrriC8vJySkpKOPfcc1m5cuWA5x0qw92uf/7zn1x88cVMmDCh3/srFotx2223MWHCBIqKirjmmmtob28fzmYd9nb19PTw9a9/neOPP578/HymT5/OHXfcgd/vH9PtSkcIwWWXXYaiKLzwwgvD0BrJYBnqdT9aeeihhzjzzDMpLi6moqKCK6+8kl27dmWUGcz3T2NjI5dffjkFBQVUVFTwrW99C13XD2dTRiU/+clPUBSFb3zjG/a20difB/Nbfzhobm7mc5/7HBMmTCA/P5958+axbt06e/9oGX+PFQzD4Pvf/37GuP3BBx8kPYST7NNRgDgMPPvss8Lj8Yg//vGPYtu2beLWW28VZWVlor29PWf59957TzidTvHTn/5UbN++Xdx7773C7XaLLVu22GV+8pOfiNLSUvHCCy+ITZs2iU9+8pNi1qxZIhqN2mUuvfRSceqpp4rVq1eLd955Rxx77LHiM5/5zJhu17/+9S9x0003iddee03U1taKF198UVRUVIhvfvObY7pd6dxxxx3isssuE4DYuHHjmG/Xc889J8aNGyd+97vfiV27dolt27aJv//97wPK+tRTTwlA1NfX91tm5cqVAhDf//73R6Rdc+bMER/72MfEpk2bRE1Njfja174mCgoKRGtr64BtGyyH4nr95S9/ET/4wQ/Ek08+2e/99ZWvfEVMmzZNrFixQqxbt06cffbZ4pxzzhmWNo1Uu7Zs2SKuvvpq8dJLL4k9e/aIFStWiDlz5ohrrrlmTLcrnUceecT+3nj++eeHrV2SgRnqdT+aueSSS8RTTz0ltm7dKqqrq8XHPvYxMX36dBEKhewy+/v+0XVdnHzyyWLx4sVi48aNYunSpaK8vFzcc889I9GkUcPatWvFzJkzxSmnnCLuvPNOe/to78+h/NavXLnykMvT09MjZsyYIW666SaxZs0aUVdXJ1577TWxZ88eu8xoGH+PJX784x+LCRMmiFdeeUXU19eLJUuWiKKiIvHoo4/aZWSfjjyHRSE+66yzxG233WZ/NgxDTJ48WTz00EM5y3/6058Wl19+eca2hQsXiv/4j/8QQghhmqaoqqoSP/vZz+z9Pp9P5OXlif/93/8VQgixfft2AYgPPvjALvOvf/1LKIoimpubx2y7cvHTn/5UzJo162CaksFItmvp0qVi7ty5Ytu2bcOuEI9EuzRNE1OmTBH/8z//MyRZh/IjOXfu3MPers7OTgGIt99+2y4TCAQEIJYvXz6ktvbHcF+vdOrr63PeXz6fT7jdbrFkyRJ7244dOwQgVq1adRCtSTES7crFP/7xD+HxeISmaUNrQD+MZLs2btwopkyZIlpbW6VCfJgZ6nWXpOjo6BCAeOutt4QQg/v+Wbp0qXA4HKKtrc0u87vf/U6UlJSIeDx+eBswSggGg2LOnDli+fLl4vzzz7cV4rHQn6NNIf7Od74jzj333H73j5bx91ji8ssvF1/84hcztl199dXihhtuEELIPh0tHHKXaVVVWb9+PYsXL7a3ORwOFi9ezKpVq3Ies2rVqozyAJdccoldvr6+nra2towypaWlLFy40C6zatUqysrKOOOMM+wyixcvxuFwsGbNmjHbrlz4/X7Gjx9/MM2xGcl2tbe3c+utt/LXv/6VgoKCYWlPkpFq14YNG2hubsbhcDB//nwmTZrEZZddxtatW4etbTU1NYe9XRMmTOD444/nL3/5C+FwGF3X+f3vf09FRQULFiw46DYdius1GNavX4+maRn1zJ07l+nTpw+pnv4YqXblwu/3U1JSgsvlOqh6YGTbFYlE+OxnP8tjjz1GVVXV0IWXHDAHct0lKZJLFpK/34P5/lm1ahXz5s2jsrLSLnPJJZcQCATYtm3bYZR+9HDbbbdx+eWX9/k+kf05dF566SXOOOMMrr32WioqKpg/fz5PPvmkvX80jL/HGueccw4rVqygpqYGgE2bNvHuu+9y2WWXAbJPRwuHXCHu6urCMIyMLxuAyspK2trach7T1tY2YPnk6/7KVFRUZOx3uVyMHz++3/MOhZFqVzZ79uzh17/+Nf/xH/9xQO3IZqTaJYTgpptu4itf+UrGAz9cjFS76urqAHjggQe49957eeWVVxg3bhwXXHABPT09B98wwDTNw94uRVH497//zcaNGykuLsbr9fLII4+wbNkyxo0bd9BtOhTXazC0tbXh8XgoKys7qHr6Y6TalUuOBx98kC9/+csHXEd2fSPVrrvuuotzzjmHK664YmhCSw6aA7nuEgvTNPnGN77Bhz70IU4++WRgcN8//T03yX1HG88++ywbNmzgoYce6rNP9ufQqaur43e/+x1z5szhtdde46tf/Sp33HEHf/7zn4HRMf4ea3z3u9/l+uuvZ+7cubjdbubPn883vvENbrjhBkD26Wjh4E0DkhGjubmZSy+9lGuvvZZbb711pMU5KH79618TDAa55557RlqUYcU0TQC+973vcc011wDw1FNPMXXqVJYsWTJsExmHGyEEt912GxUVFbzzzjvk5+fzP//zP3ziE5/ggw8+YNKkSSMtoqQfAoEAl19+OSeeeCIPPPDASItzULz00ku88cYbbNy4caRFkUiGxG233cbWrVt59913R1qUMUtTUxN33nkny5cvx+v1jrQ4RwSmaXLGGWfw//7f/wNg/vz5bN26lccff5wvfOELIyzd2OQf//gHTz/9NM888wwnnXQS1dXVfOMb32Dy5MmyT0cRh9xCXF5ejtPp7BPVr729vV/3tqqqqgHLJ1/3V6ajoyNjv67r9PT0DItb3Ui1K0lLSwsXXngh55xzDk888cRBtSWdkWrXG2+8wapVq8jLy8PlcnHssccCcMYZZwzLF8ZItSupGJ544on2/ry8PI455hgaGxsPokUpHA7HiFyvV155hWeffZYPfehDnH766fz2t78lPz/fnkk+GA7F9RoMVVVVqKqKz+c7qHr6Y6TalSQYDHLppZdSXFzM888/j9vtHnIduRipdr3xxhvU1tZSVlaGy+Wy3b+vueYaLrjggqE1QjJkDuS6S+D222/nlVdeYeXKlUydOtXePpjvn/6em+S+o4n169fT0dHB6aefbj//b731Fr/61a9wuVxUVlbK/hwikyZNyhivAJxwwgn2eGU0jL/HGt/61rdsK/G8efP4/Oc/z1133WV7Ncg+HR0ccoXY4/GwYMECVqxYYW8zTZMVK1awaNGinMcsWrQoozzA8uXL7fKzZs2iqqoqo0wgEGDNmjV2mUWLFuHz+Vi/fr1d5o033sA0TRYuXDhm2wWWZfiCCy5gwYIFPPXUUzgcw3cZR6pdv/rVr9i0aRPV1dVUV1fb6Vf+/ve/8+Mf/3jMtmvBggXk5eVlpNbQNI2GhgZmzJhx0O0COO644w57uyKRCECfe8/hcNhW8YPhUFyvwbBgwQLcbndGPbt27aKxsXFI9fTHSLULrGt48cUX4/F4eOmll4bVojJS7frud7/L5s2b7e+NZFqmX/ziFzz11FNDb4hkSBzIdT+aEUJw++238/zzz/PGG28wa9asjP2D+f5ZtGgRW7ZsyRgcL1++nJKSkj6KzJHORRddxJYtWzKe/zPOOIMbbrjBfi/7c2h86EMf6pMKrKamxh6vjIbx91gjEon0GSs5nU57rCT7dJRwOCJ3PfvssyIvL0/86U9/Etu3bxdf/vKXRVlZmR3V7/Of/7z47ne/a5d/7733hMvlEj//+c/Fjh07xP33358zLUxZWZl48cUXxebNm8UVV1yRM0T5/PnzxZo1a8S7774r5syZM+xplw53u/bt2yeOPfZYcdFFF4l9+/aJ1tZW+28styuboUTLHe3tuvPOO8WUKVPEa6+9Jnbu3CluueUWUVFRIXp6evrIuGTJErFkyRJx2223CUD89re/FUuWLMmILLh06VKxZMkS8cADDwhAfOpTnxIul0t897vfPWzt6uzsFBMmTBBXX321qK6uFrt27RL/+Z//Kdxut6iurj7YSyWEODTXq7u7W2zcuFG8+uqrAhDPPvus2LhxY8bz85WvfEVMnz5dvPHGG2LdunVi0aJFYtGiRcPSppFql9/vFwsXLhTz5s0Te/bsyfje0HV9zLYrF8go04eV/V13SYqvfvWrorS0VLz55psZz2AkErHL7O/7J5km6OKLLxbV1dVi2bJlYuLEiUd92qUk6VGmhRi9/Xkgv/UPPPCAWLJkiXjzzTcPmVxr164VLpdL/PjHPxa7d+8WTz/9tCgoKBB/+9vf7DKjYfw9lvjCF74gpkyZYqdd+uc//ynKy8vFt7/9bbuM7NOR57AoxEII8etf/1pMnz5deDwecdZZZ4nVq1fb+84//3zxhS98IaP8P/7xD3HccccJj8cjTjrpJPHqq69m7DdNU3z/+98XlZWVIi8vT1x00UVi165dGWW6u7vFZz7zGVFUVCRKSkrEzTffLILB4JhuVzJEf66/sdyubA6FQizEyLRLVVXxzW9+U1RUVIji4mKxePFisXXr1pzy9Xdt0+WaMWNGzjJ5eXmHtV0ffPCBuPjii8X48eNFcXGxOPvss8XSpUtztutAGe7r1d/zc//999tlotGo+NrXvibGjRsnCgoKxFVXXTWsE04j0a5k2o5cfwOl+xjt7cqFVIgPPwNdd0mK/p7Bp556yi4zmO+fhoYGcdlll4n8/HxRXl4uvvnNbw5b+rSxTrZCPFr782B+688///xDKtvLL78sTj75ZJGXlyfmzp0rnnjiiYz9o2X8PVYIBALizjvvFNOnTxder1ccc8wx4nvf+15GWi/ZpyOPIoQQB2tllkgkEolEIpFIJBKJZKxxyNcQSyQSiUQikUgkEolEMhqRCrFEIpFIJBKJRCKRSI5KpEIskUgkEolEIpFIJJKjEqkQSyQSiUQikUgkEonkqMR1KCs3TZOWlhaKi4tRFOVQnkoikUgkkkEhhCAYDDJ58uRhzeN+tCJ/6yUSiUQy2hjKb/0hVYhbWlqYNm3aoTyFRCKRSCQHRFNTE1OnTh1pMcY88rdeIpFIJKOVwfzWH1KFuLi42BakpKTkUJ5KIpFIJJJBEQgEmDZtmv0bJTk45G+9RCKRSEYbQ/mtP6QKcdJ1qqSkRP5ISiQSiWRUId17hwf5Wy+RSCSS0cpgfuvl4imJRCKRSCQSiUQikRyVjBmFuKknwiubW+gIxkZaFIlEIpFIJEcBPWF1pEWQSCQSySFmzCjEv1n7D779/pe44A938Ys33x1pcSQSiUQikRzBtPiivLO7k6aeyEiLIpFI+kONgBAjLYVkjDNmFOLFc6dx6pQK3OPW8oeGr/Gll36AZmojLZZEIpFIJJIjkHBcByCUeJVIJKMMPQ67lkLb5pGWRDLGGTMK8UdnXsT/fuJPrLh2OZXK+azpfY5bl91O3IiPtGgSiUQikUiOMGTMNYlklKMndIBg+8jKIRnzjBmFOEl5wXj+79qHcXRfy/qOVXzn7e9gCnOkxZJIJBKJ5KB57LHHmDlzJl6vl4ULF7J27doByy9ZsoS5c+fi9XqZN28eS5cuzdj/z3/+k4svvpgJEyagKArV1dV96rjgggtQFCXj7ytf+cpwNksikUgkklHLmFOIAcoKPHz7Q18g1v4JVjSu4Pebfz/SIkkkEolEclD8/e9/5+677+b+++9nw4YNnHrqqVxyySV0dHTkLP/+++/zmc98hltuuYWNGzdy5ZVXcuWVV7J161a7TDgc5txzz+W///u/Bzz3rbfeSmtrq/3305/+dFjbJpFIJBLJaGVMKsQA1585nWPyLiY/fjaPb3qcTZ2bRlokiUQikUgOmEceeYRbb72Vm2++mRNPPJHHH3+cgoIC/vjHP+Ys/+ijj3LppZfyrW99ixNOOIEHH3yQ008/nd/85jd2mc9//vPcd999LF68eMBzFxQUUFVVZf/JfMISiUQiOVoYswqx06HwtQuOpaPhMso8Fdz77r2ohkyPIJFIJJKxh6qqrF+/PkNxdTgcLF68mFWrVuU8ZtWqVX0U3UsuuaTf8gPx9NNPU15ezsknn8w999xDJCIjK0skEonk6GDMKsQAl8+bxJSSMoqC19MQaOBvO/420iJJJBKJRDJkurq6MAyDysrKjO2VlZW0tbXlPKatrW1I5fvjs5/9LH/7299YuXIl99xzD3/961/53Oc+12/5eDxOIBDI+JNIJBKJZKziGmkBBk2gFbp3w5QF4CkEwOV08KUPz+IHL0f5yHnn8ftNv+cTx3yCiQUTR1hYiUQikUjGBl/+8pft9/PmzWPSpElcdNFF1NbWMnv27D7lH3roIX7wgx8cThElEomkf2RIeMlBMmYsxObG/8N48pOIh6bD/34GunYD8KkFUynwOCkMXYVu6jy64dERllQikUgkkqFRXl6O0+mkvT0zfUh7eztVVVU5j6mqqhpS+cGycOFCAPbs2ZNz/z333IPf77f/mpqaDup8ox0hRloCiUQikRxKxoxC7G8qpuafk9j94lSa/7qO2EPnwwd/oNjr5qr5U1i+ReNTc67n5bqXafA3jLS4EolEIpEMGo/Hw4IFC1ixYoW9zTRNVqxYwaJFi3Ies2jRoozyAMuXL++3/GBJpmaaNGlSzv15eXmUlJRk/B2ZSKuTRCKRHA2MGYW4YOE5VN7zXYov/yShrnHUv1pK50/uR6z8bz63cDoxzaRE/Sh5zjye2PzESIsrkUgkEsmQuPvuu3nyySf585//zI4dO/jqV79KOBzm5ptvBuDGG2/knnvuscvfeeedLFu2jIcffpidO3fywAMPsG7dOm6//Xa7TE9PD9XV1Wzfvh2AXbt2UV1dba8zrq2t5cEHH2T9+vU0NDTw0ksvceONN3LeeedxyimnHMbWSyQSiUQyMowZhThvzhzGf+ELTHrwQY5dsYLSq6+ia1sx+370O46v+SNnzBjHPz/w8ZnjP8Or9a9S768faZElEolEIhk01113HT//+c+57777OO2006iurmbZsmV24KzGxkZaW1vt8ueccw7PPPMMTzzxBKeeeirPPfccL7zwAieffLJd5qWXXmL+/PlcfvnlAFx//fXMnz+fxx9/HLAs0//+97+5+OKLmTt3Lt/85je55pprePnllw9jyyUSiUQiGTkUIQ7d6phAIEBpaSl+v/+QuFT1PP007Q/+iKIpMVru/D7XvV/JE1+Yy70bPsPHZn2MB855YNjPKZFIJJKxzaH+bTraOFL7c09HiG0tfuZUFHPi5COnXRLJEUMsALtfB28pzPnoSEsjGWUM5bdpzFiIczH+hhuo+v73CDV7mf6HHzOvoJcXN/j55OxP8krdK/TGekdaRIlEIpFIJBKJRCKRjFLGtEIMMO6GzzHhxuvx7fLw632/YMW2fVw6/VPEjTjP1Tw30uJJJBKJRCKRSCQSybASVQ18EXWkxTgiGPMKMcDE79xL4SnHEnsvxO3hJaze6eTcKefy7M5n0UxtpMWTSCQSiUQikUgkkmFj+Y523qrpHGkxjgiOCIVYcTqZ9Js/oHjcXL5+FW+/v4bPzv0cHdEOljcsH2nxJBKJRCKRSCQSiWTYOIRhoI46jgiFGMBdUUHVPd8l1uXmP7f8krj/GGaXzubpnU+PtGgSiUQikUgkEolEIhmFHDEKMUDJtTdQtGA2JVtDNL70ONcefy2bOzezu3f3SIsmkUgkEolEIpFIJJJRxhGlECuKQtXPn0AoCh/+97PMLzkXj8PD/+3+v5EWTSKRSCQSyRhEIN0SJZLRiXw2JcPDEaUQA7gnTabouk+iNzvw/f5HfHTmR3m59mXiRnykRZNIJBKJRDJGUJSRlkAikUgkh4MjTiEGmPKdBxElLiYue4srKi4goAZYvlcG15JIJBKJRCKRSCQSSYojUiF2eDzE/+MO9ICTcY8+xsySmfxfjXSblkgkEolEIpFIJBJJiiNSIQY47YtfIjy1GOWdGq4tWcS69nXsDewdabEkEolEIpEA/9rSyrqGnpEWY7/IzCYSyShFPpySYeKIVYgVRaHnK9/H1BXO+OPrOBUnL+x5YaTFkkgkEolEAqiGSbMvOtJijGmEEDQGGjFMY6RFkUgkkjHLEasQA1xw5eV0zqlA2dDGFeaJvLTnJXRTH2mxJBKJRCKRSA6a9kg7W7u2sse3Z6RFkUgkkjHLEa0Qe1wO9t50Hw634JPP1dAR7eD9lvdHWiyJRCKRSCSSg0YztYxXieToQrpMS4aHI1ohBvjEpeex58QZFOwJc25TgXSblkgkEolEcmQg9QGJRCI5aI54hbiswMO2q+/FVWRw02sR3tr7Bj2x0R/EQyKRSCQSycgh0xBLJBLJ0cERrxADfGbxGaw/ZS4lnTof3qjxSu0rIy2SRCKRSCQSybCgSPVdcjQio0xLhomjQiGeNr6AbYv/k7wKjRveFizd+hxCPkQSiUQikUgkEskYR04IjTkiPTCKouMfFQoxwM0fPZ235s2nMGJyyrI9bOveNtIiSSQSiUQikRwwQi4ilkgkYw09DrVvwL51Iy2JzVGjEB8zsYidi75O3iyNy9cKXlv115EWSSKRSCQSiUQiOaxIL0nJiJJMgRvtHVk50jhqFGKAWz46n9dPPBvFIZjw1FKienSkRZJIJBKJRCI5OKTHqGSQBN98k+CyZSMtxvAgFXvJMHFUKcTHVRaz+5Qvo56ksnC7zrvL/jDSIkkkEolEIpFIJIcFMxRGGOZIiyGRjCqOKoUY4JaPnsa7M87FVyRw/OophCm/FCQSiUQikYw95BpiiUQiOXiOOoX4pMml1B5/My1n6kxujFD/z7+NtEgSiUQikUgkB8xQ0i7pvb1Et8nAopIjgcM7ISSNaMPEKHR1P+oUYrDWEu8oP5vaKvA/8kvMWGykRZJIJBKJhMcee4yZM2fi9XpZuHAha9euHbD8kiVLmDt3Ll6vl3nz5rF06dKM/f/85z+5+OKLmTBhAoqiUF1d3aeOWCzGbbfdxoQJEygqKuKaa66hvb19OJslGUWE33sftb5hpMWQSMYU8d27CSz9F0LTRloUySHgqFSIT5tWRuP0L7L+XBNvT5TOp/440iJJJBKJ5Cjn73//O3fffTf3338/GzZs4NRTT+WSSy6ho6MjZ/n333+fz3zmM9xyyy1s3LiRK6+8kiuvvJKtW7faZcLhMOeeey7//d//3e9577rrLl5++WWWLFnCW2+9RUtLC1dfffWwt08ikUjGKmpzMwBCVUdYEsmh4KhUiAFu/ehp9BbMY9Vcha7fP47e2TnSIkkkEonkKOaRRx7h1ltv5eabb+bEE0/k8ccfp6CggD/+Mfek7aOPPsqll17Kt771LU444QQefPBBTj/9dH7zm9/YZT7/+c9z3333sXjx4px1+P1+/vCHP/DII4/wkY98hAULFvDUU0/x/vvvs3r16kPSzrGCooz+0M0Hkz5Hpt6RjHlG4B6Wj82RyVGrEJ85czyB8q+x4lyBqWl0PvqrkRZJIpFIJEcpqqqyfv36DMXV4XCwePFiVq1alfOYVatW9VF0L7nkkn7L52L9+vVompZRz9y5c5k+ffqQ6pH0Q9duMKSLpUQikYxmjlqFGOCOy07HECfx6hkKvf/3HLGdO0daJIlEIpEchXR1dWEYBpWVlRnbKysraWtry3lMW1vbkMr3V4fH46GsrGzQ9cTjcQKBQMafJAfBdmjdBK2bD/mphhJUy0aauiRjnrFxD4fiOi9WN9MRGL6YRdtb5PfucHJUK8SnTSujYOLtLDtbIe6F9p/8RLoQSSQSiUQyAA899BClpaX237Rp0/Z7jG6YvFjdTIsvehgkHCWYuvVqHLo1hzLtkkQy+ukNW98BLf7hU4h3dwSHra4RYxQtSzmqFWKAb11yOp7YCTzzYYXI6jWE3nxzpEWSSCQSyVFGeXk5TqezT3Tn9vZ2qqqqch5TVVU1pPL91aGqKj6fb9D13HPPPfj9fvuvqalpv+cJqwYANe1HwCDuSGEUGQCiepSQGhppMSSSMUm6Ma+pJ0IwJpdpDJWjXiE+YVIJsypuY+WpDvzjBB0/+YmMICeRSCSSw4rH42HBggWsWLHC3maaJitWrGDRokU5j1m0aFFGeYDly5f3Wz4XCxYswO12Z9Sza9cuGhsb+60nLy+PkpKSjD+J5GBY2biSt/e9PdJiHPFEtx5h+adH0aTOQBxOMTc09rJy12gPFHzoOiSycSOB5cuHfNxRrxADfOfiM3EE5/O7jzpR9zbS/Yc/jLRIEolEIjnKuPvuu3nyySf585//zI4dO/jqV79KOBzm5ptvBuDGG2/knnvuscvfeeedLFu2jIcffpidO3fywAMPsG7dOm6//Xa7TE9PD9XV1Wzfvh2wlN3q6mp7fXBpaSm33HILd999NytXrmT9+vXcfPPNLFq0iLPPPnvY2zgWIjePRRRFwR/3Y5jG4A8aI8qEJIXW1oZ5EEYbtaFh+ISRjFqO5uWfWnMLIj70Z0QqxMAxE4tYOPlmNs1y0nCcQddvf0u8tnakxZJIJBLJUcR1113Hz3/+c+677z5OO+00qqurWbZsmR04q7GxkdbWVrv8OeecwzPPPMMTTzzBqaeeynPPPccLL7zAySefbJd56aWXmD9/PpdffjkA119/PfPnz+fxxx+3y/ziF7/g4x//ONdccw3nnXceVVVV/POf/zxMrR79jIWxZdyI817ze2zrHoIFcCw0TGJjqiqRdeuJrl8/0qIclYzmybwx9yiPQoFdIy3AaOGeixfx5p/O5ceXvsWTT+i0fu97zHjmGRSHnDOQSCQSyeHh9ttvz7DwpvNmjhgX1157Lddee22/9d10003cdNNNA57T6/Xy2GOP8dhjjw1F1KEx+sY/RwTJoFp6IoCXL+4bQWkkhxTDsv6b0aMoMN1+kV8sY5PRd92ktpdgclk+N5xwK0FvPsvO14lWb6L3mf8dabEkEolEIpGMAGPJ7VCmXZJIDoIxni9cPskHj1SI07jzwlNwhy7jj/PziE3V6Hz4Z6j7mkdaLIlEIpFIJBLJ0cwodtkd09j5wjf12SVUFbWhgZ5YD764fwSEO0IZhZNxUiFOI9/j5N7zbkXEJ/Hgx70II07Lt76JMIYQpEIikUgkEskhZzgsuGY8jtrYOOTjgmqQuBE/6POPJKNvSHp40cyxaxGUJBgOxUokxvg5LMTRzZuJbt3G2l1vsLt3d/KAAz6VnNIYvUiFOIsrTp3GHNct7C5zsOYCjejGTXQ/+eRIiyWRSCQSyZhnuAaEATXAv+r/RWfk4NKLRNatI7p5C2Ys1mffQMPed/a9w1tNbx3UuYeFo12rPUD2BfexvGH56Mx9XPcmNG8YaSkkkErDmq54j0Lr5lha3mEx+uSVCnEWiqLw6JWfxPCdy89Pz0c/Jk7nr39NdPPmkRZNIpFIJBIJ4Iv5AOiIdhxUPfaA1zSHfGwykNVo4IAi4AoBviaIB4dfoFFGQ1eY9/Z02Z87o9ZESkgbhQpxuAt66kZaijHC6FOsJGMTqRDnYPqEAr6x4OuY2gS+88kSnF6N5rvuwAyHR1o0iUQikUjGHEIOXEcnTWtg9/KRluKQs2mfj67Q2HZxl4wSRqE1NinRmLEUj0I5pULcD7eeO5eT3V+jySv45+VutJZ2Wr93z9i52SQSiUQiGWUkDZlj4bd0QBE1HWfXyAfZOaiJhmQDxdCt45KDwwgEEPoQPQwG8cwIIcbEszVsHE1tlQCg7t1LbFfNsNcrFeJ+UBSFx6+9krzAx3l6toO2M+MEli2n509/HmnRJBKJRCKRwAF5TEa0CDu6dxyU4pC/pRbv1tqhKzWHiANKuzRETGHKQFTDgBCC0NvvEFzxxrDXHV23jsCrS4e9Xkkao1AJt+e2Rp9ow050y1biu3fvv+AQkQrxAIwr9PC7T96FGT6euy8sghkxOn72U8Kr14y0aBKJRCKRSA6ATZ2bqPfXE1ADB1yHEkm43x7kCFTv7kYcwPrlYWGIsld3VLO84ch3rz7kJPpdaEOcXBjE9dLaD25N/WjA8Psxk2v7RyOjWOscKcnMcHhoy0rtPhw9cbelQrwfzpxZzvfO+iGqUcLdV5XiKtZo/sbX0VpbR1o0iUQikUjGBNljyJEcUw7ezVjsv/xB5IY1QiHCq1YT27b9gOs4nO6xbeG2w3aukSamGUTVQ5Ry80Cv2WF+aAy/PxV07jASeuddwu+8M8jSo1M5Nfwjv5zicBJc+SbBlW+OtBgHhVSIB8FnzziRT0//Hvu8gj9c6UFEguy7/bacaRokEolEIpFkMjqHrcPAwSgpCXfrgxk8i8Eo7f0efMRelYPmtW1tvL59tE4AHB6rWuiddwmvXn1YzpWNGfTBlucgNkgvjsNoaBRCoJs6/nju51bd10zonXfR2tsPuSwBrRvdVFPfA2Pmmc6SMx6CqG9EJEkiFeJBct9HL2V+4Rd4dbKDrR+JEdu2g5bvfHfkXJ0kEolEIhkjZA/URt2wbcgDyWFogdNpvZoHbok8qIHwETx+UQ213/XOpjBpDVlefg1dIdbv7Tmcoh3wRETqsMP39BiBEUrJFUlcE1/joT/XAVyP6o5q3mt+DyPHs2uGrD471JlpTGFQH9pMQ3gr/ugYX9tfswz2/HtERZAK8SBRFIWnrv4GVc6zeeC0IuJnhgm+9hqdv/rVSIsmkUgkEsmoxB/3Z7jaHo7gTwdCcOWbaM3NGdsGNU4+GIuMYg3BDmZiPakIH4q0VoZpYI7RCNT/3vtv/r039wA7/X7c1R5iX2/0cIllMWaseGOAEepLX9wHMOjn41A8n8kaY0aYVbXd+CLq6Jto7I9R+AxIhXgIOJ0O/u9Tv8DLJL56fhl5x0Xpfvz3+P75/EiLJpFIJBLJqOO95vfY0L6hz0DtYF37DoVifSAujgfXisTRw2CpPZD+3N8xr+99vV+lciwwdtxH0xhQ5tEXiOiQcxBr9A+Een89ES0ycCEhhvz9Y1/WjnaM4HBZ3UXGa0wzR6OeOWaQCvEQKfEW8ZePP0bE5eZ7lxbgnSxove8+wmvWjrRoEolEIpGMSsb6QK072n3IrKXCMNAMk4h64CmcDswCNfAxybWSRyKu1i4whu96htQQO7p3DK7wQA/DQPeYyFSADiVjcjLhINFMnR3dO/ig7YNBHzPY5y5ZyrF1E6G33j4A6bLqS7s+h+JKCSHY07vnEKZZG333l1SID4ATyudw/zk/YGuhk5cuieMqdbDvjq8Tr6sfadEkEolEIhn1CECJRfE0jaLfzX7WOUf0EGta17CjZ0ffnQejOCSPNQXv7O5k+fYDsVAfxPkP0DI9HMpSVDWo6exkad1SemLWetH8tduJbNx4YBX2J5N/HxiZg3qzq4e8XY146ppzH5PF3u4whjlwmz9o+4B6fz2xrpr99uuANY0WF/WDucbBdtDjwyfLgAyfYpV8lvY7CSSEbaQftEI8iP40hUlLqGXAMnpvL+HVqzENM1VnhnI8PP3RHmmnpreGmp6afssc7kkToaqHNOq5VIgPkKuP+zifmHU1/1NZhP/CdjA1mr7yFfTe3pEWTSKRSCSSUUWugVrBjs3kNdZjRg/zGs4hoiesJCE1NLwV2wqxQTCWGoSbqooRGlxAnuSgtCsUo6Z9qK6YgxjQ6gb+V14lXleXdtTBD4Tf29PF27W1CATtYWsiwBGJoTUPrBDk4p2tT7Nj7W/6BifTotC4GprX25us/rLkd8T2P7huD8SobvKxo3XgaMcCATGfda72rUNtQlpFg7EQDw+hd94Z/sCwQkDDO1A/2LRJY5B0BTTXNdFV6KoBPTURM5grV+urpbqjesD0ZrHNm9G7ujEjEYqDu/Go/kMTP0BYz5Iuck8ORFWDlza10NSzH/fy/hjgXo5okZz9Gnh9OYHXD10edKkQHwTfP+e7TCmazl2zKild1ILe1sq+r399dCcUl0gkEonkcJMrD/FwrJ09BIPBqGogNA3z36/h6mq3ZM0aoCk5rDNDJhkQK60fatqDhN58i9Cbbw6uikT7d7YFCMSG6N44CNkVzRoQq41Di/YrTHNAC1JEG74cv0FfPfWxLtsSHNUTEyyJQT1pa0KFAFwu64O+fxm0hFu1muZerRkmL1Y3s683SxlIWhb1/aTkHNBlejD30/CsqzX8AUS8H0vuweZKjg8yXdLBMoyTBAOuC85+/hNl7e+fSE9qQsbfBNFe6zW5T40mD+yXuGFdi8G4KQugOLCbolB9xnfgcHXH/tZIhxPLO5qyn4GDJKSGeLPpTer8dfstO9xIhfggyHfl88iFPyPodvDg8WUULTKIrltP6733HpXrLyQSiUQiyYUdDmgUxQNqC7fRFe3K2NYTVnl9extNTR0AeFr34dq5k8K3+nHlHY7f+rQqdrQG6PEN3hLdJw9x9sSDYRBevSa3xXkosu/PKpZAa+9AaBqBpf8iWl09QHUpeZVhvilWNq7sd1+Dv9520VYGoRDnIhK3jqvrPMC0OvtZQ2zGVGL1rQMc1/f43rCKuR+37kFT9yZs/b8DOlQIQWvcx7bw0C39h5rNnZvtdFu5GPTkWvazoMWg9o2UJ0IierytINe+QWHDsgMRuV8URaHXPLRpnQbCmXhmD3xOM3dfx3wNAPYzejiRCvFBcuKEE7nz9Dt4u8jNB8f2kn/BdAIvvUznL3450qJJJBKJRDIqGI1zxLW+Whr8ezO2BWMapjCo7WgAQLg8ONraDo38/VSaVGyGNrEu0v5PoXd3o3d1Ed+xPcchB7iGuJ/BrBmLEfngA1sR1ppbqO8K0+bv32J6uG+L7T07aAlaa4eT1u/+cGnh/Vt7c3IQCr4wiexqJN7ciRHo38q6rWsbHRFr0iYQ03h7dyc72lLlB33v5CoX7oIDVK4DS5eyY9069sa7D+j4Q2lM2hfcx8aOA1yjDv3P5iUtulFfolzCAyHN3XgwzRpM2+00a0JQp/eNOWD2Z/EfZhwOqy/0A9WIk23N7tN96w7wmTt4pEI8DHzhpC9wRuVZ/Kh8Io4p6yi86Ay6n3iC3v/935EWTSKRSCSSUcehcHU+aBKDtJboHvb2bCOqRxBuN91hlfpuyxoTeu891JaWPsf0U+F+TrefPtAHEeE5y3M7u0bFkcx1nNgT9UHr5pR77/5IG69ubw3QGYz3f+0MyyJmhFOWq837fKypt5Sj6o5qGvwNmeILEOEIrtYDU6D6CJmLDIteurwDD+Yr298kv+71g5Br//L03Wf2r4zaxynsDexlXds6AOKa1Q5/VMtR9uBlHJKSKgTOYBwh2G8gsuFhOINqDW4iQ6SlXcqMPJ+QxZGMuDW867NX7upgTUNv+pkyMHt6iKxYgau7c9jOub9rbw7y3ugOxekIDlLRHaZ+G+rkilSIhwGH4uChD/8Yj6eQr1dMobR8BUUfPpu2B39EcMWKkRZPIpFIJJIRZSgK8N7uMP8+gIjLw4VmxlF0A0PomG53aocQGL2+zEjIh9CiJXIoxEIIVCMVpyTVr/1YlR1Z7psd20GPQjwIpuBtfw17Y4NTRiOqzt6eQbhp9tMnLaEWtndnWqoFwKoN5O1KWeo7I50DBhYa4MSDS32UkE8ZjHVLDMGtWgxSPRtI2RxAGbDL6vE+kbOHm3Spgv/615CPbOgKUr30f0BNrTGN6lGC6n4Cvw3381TzOrRtsT86QlH0rq6cRcUBpLzK+b3mcFqvaUHeBpMxa39LBwJRbcD+EQE/QoAz6B+wnmEhIcZgDcTv7uliVW3698zomxCVCvEwUVVYxYPn/pA6r+DJcfl4j9tN/ryTaf7mfw64jkYikUgkkiOden8tYd1nf84Y12UN8qqbfHbQlnSaAk1EtOEN4tIfDk0HFHC6Unaj9EBatuviAJXsb3Df3/7EwFhoWUpPLEBNzy7+vfffaAmFSIhshTirKttCnGvkKggZcbZFBrHeM1FvUagBavtfo5tTiP2gZFkSP2j7gA3tG4ZUR/K89f76QZQbetXDSnr/9OmrgfYlNu/7AFr20z/DaSE+AEuvIKEsRlLK58rGlbyzbz/Rpweba9k0Mp7DfokHoHOX/TF/3Q7Cq9f0I3PWenz7XLotj0jMeiSV18yyyW+KHArxIG66oVg0B3QyGIY1+fsLqpVEP0ReAMPiOi8txCPH4hmLufrYq/lLWSGNeg0lV03HXVlJ01e+Srx+EF/SEolEIpEcgdQF9rAn2M/6vUGundvStYXVrauHWbIhiJJQKvc3uH1n3zssG0wQnX5OpiSiIGdYiOMh2P067S1rgVQk2tQgvh+Sg+NcA9fBuCZmHeZRfYjIfgLeDGFd4bC6zg+iPUI3UhHCh1L1oJfkiqFFjutjIR6EQnwg9R5suUFzGGYbTAO2Pd9veqt4XT3+V17tO6F0oDSvh25rDG91V38W/ixlPod3wUH3zn6v1/D0f1tkYA8N+3vnQO6f2pWw9/0DEWtAAmog0wNhiF4UUiEeZr5z1neYUjyNOyum4Kj5HyZ//xZwOmm69cv9umlIJBKJRALw2GOPMXPmTLxeLwsXLmTt2rUDll+yZAlz587F6/Uyb948li5dmrFfCMF9993HpEmTyM/PZ/HixezevTujzMyZM1EUJePvJz/5ybC3rT/6G1OlD7aSAzDVTLgLH8Jo1f1FbDZ1wwr4knMQnCKoBjFNM+e+bDoi7TSH9hE10iJLOy0Lk0gP+qQnguVkpbNJrWHsx7qVluv4gDgQ5XEogXaGVX8auDJXVwdF723GEbS8DA7PGte+5OrSDe0b2Nq1NUOpD73zDlpra58DBYL6rnCftE8ZVr1BXrd+ix1k1+T5DzC3eJpA/nc3546Onlz/3ru37z5AbWiwqhq0QryfSSWwckwnS6WtIc6F4U+4LGe7TAsx8ARQVw309G88Kwg3kZ/w5sh271ZMHU/d6xA8kKUGmRimMWA0buv81usBWYgjBxMvoH/e3fduygMh1A7bXgR18JG4pUI8zBS4C/j5BT8l5IbvTJiC/vZ3mfbLn6D39NB4y5fQe3tHWkSJRCKRjEL+/ve/c/fdd3P//fezYcMGTj31VC655BI6Ojpyln///ff5zGc+wy233MLGjRu58sorufLKK9m6NWU5+elPf8qvfvUrHn/8cdasWUNhYSGXXHIJsVhmgJMf/vCHtLa22n9f//rXh7dxyXWbGRsH1mozjWUHN0LvCav4I4O3GFhWRCXTdbSrFlo3IYzBBy8yQlECb3+QO/qrELSEWuiMdFIT+ADNTJRRhh6Uxx4g99GHE4N9W0lN9bk52MBaZCra+70SI+WSnONaCNMk3twOQuD09wLCVohbB4h+nc1gjb6Ds3j3tQK3hdtoDDRan5PnEiaR9Rsws55VIayztAUGkH/Qz8swa8SJ85Y1HGDanCy5tfaBAkQJ0uVUDZWldUvpiSYUrmFM56WkTUakkxlUS8EIhdF7EuN8PWblIB4sahC0/hW4cb2bKYhYEdKz3dgdie8OJdzBwc4WmgzC0yJZtp/7zPD50FoOIPWWEMR1k837fMQPMC0aANFEv6uDX2IjFeJDwEkTTuKO07/O+0UKy9wqxgf3M+3Rh1EbGmj84i0YPt9IiyiRSCSSUcYjjzzCrbfeys0338yJJ57I448/TkFBAX/84x9zln/00Ue59NJL+da3vsUJJ5zAgw8+yOmnn85vfvMbwBo4//KXv+Tee+/liiuu4JRTTuEvf/kLLS0tvPDCCxl1FRcXU1VVZf8VFhYOa9sGHl7v3zW0P6ttfzT7okTV1IDqnd2dvFmTe2IhiS/ay6auD/qVwnYVHqy1VQjUli6EYWDk8hDLHvz3UYhzuTlnfkwOyJObI3qEWK60JTmstkNaG5quw/V3vWyP0cEp8gIxTB67tgbZZ4/a2k1sTxPu1ma7SFK50YzBWfEHzwE4gKd3gGkSqd6EGU5cv8R11NvaMsqa6WcJtKBE+t5bdglDA2OAiY/089e9BY2rsypI0RGIDV+u437QDZ3ujCBvAyh3WTdPSLO8LDoT6agGP4sxCAuxXTbzvCJhMbY/aamAd+iJ/MTJQ8R+7nfT6PfZafA3EDb3P4FzuOaiBpqgjNfVEXr3PSIbNg653k3Nfra3BgjGdVp9A7d3/0tRh9YbUiE+RNx00k0sqDiTH5eX09mzCWfdb5j6m1+h1tbSeMuXBswvJ5FIJJKjC1VVWb9+PYsXL7a3ORwOFi9ezKpVq3Ies2rVqozyAJdccoldvr6+nra2towypaWlLFy4sE+dP/nJT5gwYQLz58/nZz/7GfoAKX/i8TiBQCDjLyc99VZeyRwDk4GCavUh2ovY+n/7z0+phiHQghCCdQ09vF87tGVKu/178MV7MYWBHTFYpJScVFTi/a/zTO1O7M8xOM8eVBpCyy6Qs07NNHllcwvdoXjKQqVYZQ3T5I3GN/rUkcuN2RxMBGU7eNgQLJ/Jcw1CHxmsCmnG4xih0MCFclmIE1YmZSCl8CAxTGEv0R5Ue/pZJ+wIx/A3thCOJ/Pa5rYuZpxh7/t49r7d/7m2vwg7X059NnVo2WhFGc+WJdwJ/n19t5s63e2NrKrrZlf7fqJE99QNvH8/7OrdSVOgkZA2gMt1f2vvs2+4gaJ5ZxZM/J9rAkrkKJkKqmWaJoFY6rkNxAN0RvtzCd7PvWGKfhXi7d3b2aI1pomVPTNmIKIqw8JgbuEB9ulJjyZ/I+zN/dvVHwoM+J3a4K+nN2ZZ4GPbtg/8nTDE2QGpEB8iHIqD/z7vIfLzCrix4nhEw7/Jb/szU3/1KPGaGhq/dKtUiiUSiUQCQFdXF4ZhUFlZmbG9srKStrbc68La2toGLJ983V+dd9xxB88++ywrV67kP/7jP/h//+//8e1vf7tfWR966CFKS0vtv2nTpuUu2FoNwti/ZaSfnbY7Xu9ea3AT3U86kd3LYe/7dnVRbWgud8kBtchyxbTFTIxV42lpj/bTsFQwK0ff4dZ7ze9lfNZFltKWq24FwnGrXXVd4ZRC3I9LZ2oNca727L9/lKSil2EV68u27m3sTKRUSlqe95dGJje5+zO4/N+E3nxraMcKclsJc6xNz9htmuTv2AKxLAVDi0LM3+eY5dvbWJdwEbaqHkJe5KztuzuCOV2hmwJNNAea+5V5oHNkeDSoYTBUCORQfNMPT79fumtx1L+Lw1AJx/czsRBLPaMHsswhnlgrbzDQvZmyyOaSP5qMRL+f6zwoRNZr1jnrusK8U9NBJNEva1vX0Bxpz3H+fsVNo38LcV+5Mivy1uzE6Oilv+dnKKT3VUTTqe/q68Y9qEsbaEUkJ1gStA2wTGEw94sv7mNvoGE/ghxYH0iF+BBSWVjJT8/7Cf68INdOmI9j23MUtPyeKb/4GfEdO9j7+RvR+lkbJpFIJBLJ4eDuu+/mggsu4JRTTuErX/kKDz/8ML/+9a+J51r3Ctxzzz34/X77r6mp6eAE6G9QPgg33QwSa2IPakhompTuacCRTPuULoNpEjU0anx7Mg7ZG9jL8r3LrTKqaq9RTfhJWu+VvsOteJbF2xA643qqcYbbU4fnJFVvcr1f9ri9KdCUJgM53byHolgJ+7/cA9e9/r00BrLug0EoxNk1berc3H/h/gLk2B7T2bWJrPei7+akdTDtWKO7G1dPJ459Wbmwd74Ku5f3OU1cz+E5kAtDg13/gmhv7v1CZEbATnu/pWuLPeFQ12VZxQZMjbNf5SLLLT/LshvaWJP6YKc6G0KwNA7sOVTsG3mAoxP7dFPkDOpkGDpBNYAwBbo/hBnNvX6f1s2gRfl383s0xXv6eR5Eqjx9nxl/VEVBoBpm32Oy69nfNTGNvksbhIDu2j7HRt7NnExz9aZZpfu5LaJ6NGvNc27S27i5yc/mfb4+z7wZiwxu6UjW9VlT341u5JbBtr5jPY+DmU8zcsRlMpJyDXFCRirEh5gPT/0wdy+4m73FXVxXdCHU/IvCmh8w7eEfoO3bx97P3oC6N3ekPIlEIpEcHZSXl+N0OmlvzxyEt7e3U1VVlfOYqqqqAcsnX4dSJ8DChQvRdZ2GRLTWbPLy8igpKcn4y03ftbCdoTiaYWYOLPtTiNPX7/bd2S8HGoBLQcHT7Se/u4e87qSlK6VICUOgJq24IjVQ3ta1zc4LHHr/ffLX70zJkrSWOnJZKjM/GkKjINKMy1dnF2gONaMafV0hBQKFHFGmE3Vu6dqSIWdul+nMbV2hOLv7cYkVQqAMaLVLU2bsDfsfYmZfquzouUlioXaqa/9Fb9umwVdGX508uZaTIQQU63OaAfcNsDfaayn17TuyBMoQLve+NIxEHx2cQpwsJkCLQfN+8hrnOJXW3oEZTk1S2AHcUlsGJUPGaQblVWDVu2FvD2/nigsgSKyjF4S31BFcv6vvd0KkB7pqEE1rUU2NreGWfrosx8YMV+xUme5wPOf1N4Uglohn0F+PxDSDbc0+ImrWsoneBkTzBghmR33O4dnQT92WDCYrG1dakcyx1t9Gt+ROW5XsK4c/hGYk5E5UrjY1Ed+9G/WtN/HWbMfe2c9zG960h+jmzEmugVTy7Dtof0Q3b+mzzRAGoAz57pMK8WHgCyd9gU8c8wl2TKzlE95rCXY2kr/u60y/9wbMSISGz95AbPv2kRZTIpFIJCOEx+NhwYIFrFixwt5mmiYrVqxg0aJFOY9ZtGhRRnmA5cuX2+VnzZpFVVVVRplAIMCaNWv6rROguroah8NBRUXFwTQpjUyX6drOUJYesP+hSyrfbm5LTUZZe93rAcjpcpJub1VEWqqUQawXNjPSxKRZhXIO9DPrS/WDVTaqRtjUsYnqjuqcVaYfk6s/DNPov2+FQKSvq61dydZ1b7G9NfdSLsPUUfZnXdLjg7IamcLEEQmT3zpwahc6dkDMkieYWJfZ5m+wd/siKnWd6WsIM9uqmQZbW/z4o1qGha/H76dnXw0uLZg+rwGAEUybEOhHOTvYiOepikwwUv2lmGJQuoB9rQ/AJd0wRSKYWAp/VM2ycPY9I9Anf3Pkgw8IvZXmxp4WXAqygn8NEnvZQqIuUwjiusGutiAtvmjGeRREP1GO+z6vfZ8PgRCCfdEOu7xQQ33LptevJKbHhCWnFe3b6reeiMru9hDdIRWEwK9HCRiWB0hDV5hAXGegi+uLaDiEQTCqZhYzNKsfsyZw+k4cJfstd/1GIl5Ae8KdO7Zte05jnNrYiKlrOHxB8jfWUNjSlugTi+imzcR21YAAV08iRkP9W7AvOxhh4ryRGGpjmufIAM+OsCeEhnbfrNzZwdbmlKu+MZjYCDmQCvFhQFEUHjjnAT485cM0TVrDxwtvZEN8MvmbHmDqNUU4PE72fv5GwmsGzjcpkUgkkiOXu+++myeffJI///nP7Nixg69+9auEw2FuvvlmAG688Ubuueceu/ydd97JsmXLePjhh9m5cycPPPAA69at4/bbbwes355vfOMb/OhHP+Kll15iy5Yt3HjjjUyePJkrr7wSsAJz/fKXv2TTpk3U1dXx9NNPc9ddd/G5z32OcePGDa0BQkAgh5Kjx3D564esoQoB4epqot3d/Q6R3tndmTEYAssa6lc7U1Gbh3JOpyNNoc7SPs3MAb9dxt7avzXJNEy2NvtRE+61ferOqtcqY5WNGX3X3Qksl8JsK6/Q44n8rCJzTXIu0dI/RLopCjUAoO7di97dnSH/ps5NtkLc72RE22aMtjRrUC6FTYtiGhoFWzdQuHcvaP1Yak0D2rdBff8Bo96q6WTTvl4icZ19vZE+SoKmm4CSEfQIwB8MoZsCp2FZEUn8r7W2EnrrbbS2djQzTtzMHaRovxbiweqpzesxNz2fsSnTrmW9Vw3B9tYAMc1aY5o5bdLP9egnF3RtZ4im9PzFhsEHm7eyrWWg9fl973t7T7pLbK6JqAGeeb2nh/DqNQjDQN1nrY/Ojhe+uz3Esq1t1DR3sL6+PWtvbhRT0CdlWo5+rY93syW4F09DO45w3Fr/HLeU4te3tbGzLZA6V/LwYDs0raapJ8L6xl7aA1EUIRL3Gmh6ou5YF9UhSxEMxqx7XBEi4/ui2Rfl/T0JpVKkRTxPU36FEDTHfX3amF6P1x/MtNDmXDffd1M2ek8P0c1biG/fgSMR2M0Zs75DTSGI16Xc6gXY+dIJDz54oZJQVk0hCDa0ZLizH+g0UyCmUZs2MWbXM8TfG9cBnl8yRDxOD7+48Bd8fcXXWcOr/HfVzRy7o5F7gs8y/aw4jatm0nTrl5j88MOUfPSjIy2uRCKRSA4z1113HZ2dndx33320tbVx2mmnsWzZMjsoVmNjI4604EznnHMOzzzzDPfeey//9V//xZw5c3jhhRc4+eST7TLf/va3CYfDfPnLX8bn83HuueeybNkyvF4vYLk/P/vsszzwwAPE43FmzZrFXXfdxd133z30BvTUQagWpi+C0im0qYlBdk89zqgft5IPgNjbQHRzWn7R/lymdZ3d297B31vHmeeemaFoJAe4phDUdoY4eUqpvc8wdBrCWylwFQKzBi2+kjABWe7IlmoS1HoIxazorvtLU9THcihSFr8WX5TaqDXIPHlKKRs7NvY9Pld9CoTUECEtTFF6uWzLcNLNsbcOjDAUTkA3dTwDDArNhDU33fXWFCatH7xDmXccnJimVAjSFOL+OgB0LYwz+VmPMan5dSKFUxHRImvQ3rYZ4amARBTz4ve3QMmknNXppsmeVh/TjsmtNLs629GKimgPxhGGIJ4dRC1zEXqaXqekbUpNfiStw2YoSEu0lk5HO8cxr7/W9tcF+y9j96lJuHoXpUlnDTPbOma97wmrRFSdDjUGojhNuRuChTjqg/wyopqBy1QJaGFKALpqKPNt3Y8zfOJsYj+rzrMU4v31RbR6E2YkQnTTZrSWFhS3274XQ3oERY/gT0xmTGpdgcudB8xM80Lo3/sByJwUSCta3VHNSbHjiBoqvrDK5CYfnkgXTDoR9CgwjqhmWaWnpbUpGNMw/Xsh7KRZc6VVO0jFK6tYMhCbaYpMz4o0C2dLtJOtkWYclFHYHgTGJeRJVVbY6QMxIec5kpiYNPuiVJYMYAdNukfH4qnVLggckRCmYRLbugWa18OEY4FihMPZf139kPwO2eLbi2/nNk4PmhSfkjhXloNE3yUBg+vnwayTzoVUiA8jec48Hv3Io9z15l281/wH5l16Cz+q+yuzd/+RGz60nM53imm+4w6Mb3+dcTd/baTFlUgkEslh5vbbb7ctvNm8+eabfbZde+21XHvttf3WpygKP/zhD/nhD3+Yc//pp5/O6tWrD0jWPiSDHukxfBGV5xt2MqXMjSvpMp0c3+zZhVGYZ70Xwgo2lAMzEsUf9yM8Ttv9cnDu1daASDWjaK2txHbuhLI5g3Mxtd32rLK9ahvu5C7TRM92x0uTx8yxOi7d9dOndvJe6yqOrfw4beE2nH3058zj06V9u3UVH8OZpQMpaXmIMxVjILdCnNYHQph9RqHd8WYaAg3MBDBTa8MTrejTvmwyrc6d4NVwB2sIbu+G0kJ6IyqR3tZBqHICf0QjENWoaQ9SnOOI/JpteNwuqEwd00eaHJMoSdKtsRl70vrENAWTm5fhLLwoY3dI66VUlPeVejBWqX7d2LMDKiXlTH1WjTjNeg9QOeAa4j6n2PNvmPcpQNBsdKNFTE4DK3L2fuXt82Y/J00p/On3W0TV0Y3MOnTTRA2G8ADoGo5Em7rjfrpjPRkt1LU4Mc3Au+ff+5c5Q56+17451Mq23lY6Ym7KVIOiZJk+6/Wt44JxjZ5AjLCqUyZM3OEIqkODQuv7YrBTE+nXxe10oBmm5a6e/r2SFjle1a3rk792M0XBGBSNy9keUwzsoB7XdVr9UXxhE45NtS2iRShwF1gfleREUeo+dGg6hRvXEvNGUmnvgq2I4mI7cn5cN6zrMoj2K4mUdq1agHygLtiKp3sHJ5A+QZWjJcF2RLrbuKkBCjgy1djm3iizIqo1eThEk7N0mT7M5Lvy+fVHfs2Vx17Jkro/EJn6PItu+ym/P/OfvHP+WeRPUmn7719Te8tHUFvlumKJRCKRjA3MeGowWdsZxhAi4ebZ/8ikOLjbirybQAiBI2RZ6oyYNRg089xoWYqoEIJQPFORDsY0mn0RDCMVbTq6eQtmONKvC2k6SkJ/SlcuFRREYqDo18I0xXv7yJEkokXSd7Cs5V064paVXJgmnfFG2oMx9vn8ifNZEwX2+tUB8hBrpsG6vT34ItZ62OQes2MHNK3BtlUllaiWncS3LgNSAYayEZjkNfRQuC6V3zSZmzgW90PzetRAJx3BmGUpSlixdrYl3Hf7VChQDYP1e3uIqDqK4mCtuoeNaj2vNO3EME16Ixq7OrLWKQ9ifXXfU1n7FVUlZc7KrVAmPxhCz7CuJ3F1tRN49VVEPEsZErC3J4IiDPL8tfbmiB6mNlTN3tCuAWUcQPicm5Uc7sfWjtTbQDzTtTmq6YMPBnXAxVIKrvPdlUS3bMmp+NuTP/ZnK41SKLE2d3trgJqO1BrtllAzHzQ2sbHRZ2/rE5gtS9VcVWu58hvCxAhlRh3PnhQaaDnDW7ub6YlogMA00zwf/Puyvius4wwjudTBmiSp2LqTSZtqUh4GgEsP4Q4MFCQ3Uwq3M6FQaiZKuoU4+b55PUoi+ndf75Hs7zMjRyvTy6f2JHP3toXbeLPpzdT3VlIhTrsPk7nXjZ7MnNgCbAvxlmY/Lf70iZX+LbuKMDGFsOvtVUPU++sziir2pGQCPQ4N7yC60qL7N2+w0vpZjbM3twai1HWnxRUYgtu0VIhHALfDzQ/P+SH3LryXVS2ruOudGznzLJOr7/srq7/3LF3HVqC+10rXLZdR8+tr8DdUj7TIEolEIpEMSHB1ZqTaAYNRJba59HDG2Cdes5vCTR/gCIcwozGcihPhdhI3M4PSCAQ72zIjIvsiGq3+GDta0pTW7KhJA2Etyk151pKVBsdI7UGYIGB3byo9zXvN7+FPrvczBWY8SGOsx7Ls6Rq6qZIfbWfjrtQx+3qj1HeHcWtBfLF9dBj+pEdvRmRoVTPtNloSmCgKiEiXLWs6Bevrib2/jmA8wM6eHXREsqPxWoqAqzNTqXA6LHu4nhgkt7S00NQTSXS9NVCPqDr7enKkQBIQSUTT7QmrGRL1GKGUEp+hqEB7OEee7TTDdc7Iw9nWyIxtaaQdWx/KTulkBUxzd1p9Y/j9Gfv6Q09MuMSMrD6wJyoGthcKBLqZwysizWVaKAq6YWQEwFIQEEr1laIobGsJ5JZ0fwHgsl4HLJUWxEpoGms/eJFd3TtRs9dYZ51TYPJW+1re3pd7HXhLuJXWyNBStoUT6dBWN2+ncdsaXGmB2fouWTD735e8UskmIgjZa/X73lOmnVvbSvfkDe6hINqGN9KWEWzOGeuh317NksHttO4TrbuevPo0q7cwEUIQ7ahFwVoj2xnMjCMgEBn1mZhpp+17/xlpMibzeYe0EAiRilEgBKpusqPVh5Fsr700I8c9nZVb3R/JveY+c4IhW5EXGW9z9lxigkCkTzimbXdkpa/Ljrw/WKRCPEIoisJ1c6/jmcufoSSvhNtW3Mb33vsmH144mXNeXEnkU9fhryvA9c9NFP/PBez4xSfpqJFBtyQSiUQyyokHcIfTg2v1486X5hoI0B6IEe/1AaBGe/FHe6w104pCVFcJJi3CDe9h7tiAIysgU1IdafFZiooS1xC6bu/dH/bK0rTBoxHoQhECh6ni9AdSVfXUQ3BfH2Uukp6zNdwJQrAv3sX6jncTCnErZV1WRFZVN9FMayBbHKylzLcVn5mWxibdspKhpltEVaNPxOD0dhrCJJZwiY3qfV1jbSUhTWl0Kk4EkLClYiat7YKMgX//rsFpluosRTZp1crMHTtwPZBbvQzGA+hCyzja7BPhOmHdEyZhzWeVSffdTypDrsR6UD0x2ZBtoepXMvoGdBvEfVYTamZr11ZbSVFjcRpbfeh6atKnO6yxpyPE5n2+1IGGBhHLQprnj9kBjwbC1HRie9sQQqDmzBc+uNRN1luBmXBbreutZXvXtn7LW59BH0TUcfveVpSBU0kl2B3tIBQLoyBwpVku+/S9kfvcgrSI2WkLnreEmzO3pWECzoQ7dUvcj4GJ04hR4t9GcbAulYt6oMsvUlGxmwJNhHXrWir7PiDDZdrUqe0Ms63F8sQIx/SMOlBDlhU32W2W2TqtdenFBbvbg8T7DV5npiJ7myZt/ij+iEq4vQ66a/udOBFCILIU4j2dIbpCOe7J7hq8UWvSya92EjO1VIBCkapdIHI+P9VdW2zPnJhu0hNOU7wj3Uxq/TeeeC9Ee6DPsystxGOG48cfzz8+8Q++ueCbrG5dzZUvXMmTW5/gpAe+S9WDPyTensfmd+ZS0baeimc+yvafX0rT1vf2X7FEIpFIJCNBdy1F7dkTuMJ2PbY+YQ88BdDUE2F1XTe7Elbf2uAGNndU48AJikJdT4i93RE0w8TsacJc+y4TdzdmnMEUCWUmMbicvCmVD1gxrTW8a1rX9Ct2KqiWhV/txRO2FEm3FsLdnWUR1AZQSJLjY1PgU600U8k1xgYmmBq1ncHEeXMotaaG6KqFrCFpum21KxSnsTeSfWRKPGGg7rbcDJU+OYGF7R4NKQVXJNbPJtdKKyLlfp6yFmVOGvjjKRfwJHEjTq/W14IKVuqfvgPXbPFyD46TvNv0Ds2R3Rl16FlupEnlo13vpTliWeXb/dnXTCBcLkuc5OSJmWkPC5gR/HrKG8F2cTetqM3oGmX1+6wNg6Az4UWQnCaqefE18t7bQiCi2hZLfzTNI8K+BVL1lzV0U755B+vjtURy5KlOChnb00y8qQMjEEZtSLnzDjzdkF2Vlfoow1si8T4Y02xrYp8o05FoRh39Yg4kTd/jGmJdKEmXfcPAFCJ3/WmWycxUSqlqHbrZJwp5RlCm1HoGCiL7AIEvy1KpCMNOW9XX5Tu9KSk5d1S/wR7/psT5sg4yTXojKgIFLWvNteVSsY3sfjHTwqI5/b0oqnWfd4VUtrcG2JIjirgQAtSo5SaeOG/ye9kRsxRQV/IZzjhdsvP6qpB9J+iAWIAJ3R9gCIOGyA42hFP3oWIKaFqbkCexLemRkLgZWkItbAnvQyBo8UUJhlJLLkQsCAKKQnXQtZuCaFta0DroLz9yLqRCPApwO9zcdPJNvHTlS1w4/UIeq36MK1+8kvVnjWPqY4/hDah0rTuBNwtupDK4jWnPfYw1P7+addXVgwvgIJFIJBLJSJFwL87OY6qkWYg3NPbiCAUItbQm9lnr15yJQVfEtt5hj5ycWvZAVrBZ28u2YJoyLkzQIoBgb3gr3dHu/VpxkuR0ayVpybA/pAmQ5t4ai4FhoiASirawLTEGJjRvQNdzW3UM06R23yriXTV2Hl5FZJZMiqkNYIHThGHnRVYNld29uzPbabvCkraOUqCbpu0i6rDXY4sM5Tg59jBMg1U7l+Ps7MUwsRWDxlAtteF9GfL0CQBGRndnkbYj7TqILK+C9P/NhEVQM02ae6N2jmIt7XhDiIy1uhE9gJFYyymS91PyHIkB+c7IXmo3v4vqD2XIEElY3fIa6yns7MHV4aMtEGWfb+BAVX1cwJs24tIjpMctRnGQfV8oZqanhSIEGgatmr9PR0bUMHX+OtvtXtVMBAJPMvK7Gkm0c/8W4u6wSrMvSoanhxDohqCmPUh1k8/alrVO37VnHw6/df+lK5lauBPS1oMqafmw92chVpL/EgqxcDkxhWBZ10bWtmZOwglDJ6YZdARiqftVWEoVwiTPH2PizlZMYT1z2e223psJ+RP3GAJTT5VtMXpQFWfmsf0t0xCmFUPQ1Mnb00Rha1ei7qxiIr0/sklNXKW+TzNtqy5/L4XVVl/EDZWYEUZNm+xJR2ndCi0bE/tSKeEUrOcomYrNzGqPEORUiNfW9/Q7kWVNwAlihtb3i4z074X+vhSs7fnRdnTTsraLUBsgcBrWBIAiNOygYOnXYhBIhXgUUVlYyU/P+yl/uvRPFLmLuOvNu7hL+xuO3/wIJRpl8vPr0T/6DKunfYlTQu8y7/mL+Mf/u4m/vFGNP5L7h1sikUgkksNFzkna7E3Jz4nBmUi4QhduWpc2mLSsq46EZVMVKdfnLi3YZ6Dji6ggICrUTMW7ew+0bYG0QXffaNB9LV8Did3uj9KbXC+XVt5T12K/L1i3k4JNLSkjX1plSVdZj9qLw1Ttmj3BGOOq9+KLBAhqYfbGunNIkawrXRW0cJgqxBOpgwqsQGRJRSSkBtnTvIW3XvibXUkq7RJonb5EfYKm3qi9RjhpvRamyHCZTm43I13kr9+Jd2s9ncEYwYS1zQ5glS63MXj39WQZ95YdFL/4KPF4mLjeN0Bbc6SGpD1Xi1gyb2sO0BqIWnUklM90xcKdcDVWgF61nVZ1L+G4jkgGTjITOWETp3KHVZQ2P83bLI+EfS3NOEw9Q/EpCtVDoJm2QIzajrSgPhlNSrsZUtUj4gG8sQ7iaa6xIkNpFiiGiSJEzmBmAtPO75rkg7YP2Nm9E2GaGKZge5ufvd0R8uKWEqYaJiLUvp8rYe2NxtPy6Cb2KIaKiHaDEPY1z/AySBzuSAQqS1eI//jvX9K+a7WlgAkTZzgryFrauXOhKNgKsSIEad7DmZgm7YEYIVVHT1zbcNwgbpg4hMAdTnoLZB6dS6Ez7baRsbY/JjSa9bQ8vAN0qCIMBJb3BICSw5oaVg3bLb3P8UkB+tRrptbZJrY5Y2GoeZ31LW+zK7DWll/JsJoDhm7XK0xr0iTpwt4bVjPb0+fc1kSfc1ONvd8UBjEtt1XWFAaeUATFyD1pIEj1ffJVT4sdkX72xp4wjcnYBtZFASAv3oNTT3/+pEI8pllQuYC/f/zvfP/s77OrZxefrv0vXrvnAigupPdrt3N88UKUO9bTOvNKrtVe4pNvfYzHHrqL7/79g8z1JhKJRCKRHE5MgWFmrvOKxDWiqpG1BhV7EBfdsy+7FiwlIKEQC9ATLoFCGKz21dMayVQ63qrppCehpJYEdjGud5M1For2ApnrX01h4uwJoMRzTCRnDND6Ri02hSCum+iGFS2VQEsquEsgnFGPoqcsjcJM2XCMRL0FkVbyo62WAi8E3t5o4lABajhj5XV6gDJLnxJ98m16VF/GZ03oGW1w+sOkVENBeoCbaM0+lB4/2APRhAuomT4YTbNImQK69iBqVyZytwpUzUzJLLCDg9ltSLj2pqyM9D9eTe7TdIhrdLa34I+mLEvpVl4BuCIqoXfew9XaZctu7czlep1QDoRKUagRNdZJbWeImNaPFS1xT0QSip+j8T1KArsAk5RLZlIxS/RrPDPgW/p5rRfTvteSelFXMJo2mZPKAW3s3MHUDTtAGHQEYxmTRslXlx6mrPkty5quxzESSpVJSkFNX98ZiGr4ohoi+yLlwG+G8ZuWl4Vtoe/ZC9FeXAnlwx/R0BL9Z3otW3ejkco1bqQp7Fpco+WNDTjCIfJj7ZT5tmBPXqRZPa1eEBQHUp4NyXkC+/qbJlvX7kaJ9X2WhWHY1a3f20tDdxiXI7l+PEPTyzwu/f7prk3InzidEDj3ZUZcNtOjwwuBZlixARTNwAinAj4lo8onn1tXvJeKtrdo6o1gpMnT7ouwvXcdu7WWvo9HYrmBSLN+Og0rCnx64bx4N8QDxIJNKHpqYqyPEp48TJhpFuK+1nIzFMrop6QnCIZhH2eis8X3Nku2vcEeX5o3SlJ0U6Vi5168dd1pruXpk5GZb1TDJBiLI4RJS2/EDtiX6orEt5uwJuiSXVgQ2puqRVqIxz5Oh5NPH/9pXrnqFT59/Kf5n95XuPP6KMF5M2m77356fvpbpl/3axxffQ/XjIX8l/Ov3Lb9Bh777S+59nfvsWxrW2pdh0QikUgkhwMhEusfwaHquLvCtAWiRPWUO16S5OA/3R3PHfcxrmcjTl0D07AHfsm0S8I06PDF6I3FLQUwOy9wWt2ONNfD+KbljK9vJqYbrKrrQtlQQ/4H1kA8MzbwwL+b1sBVpN4HWiCYsAwLww56lG4BSQXrsjYllXuEJWcfV/LkmwzXTet9XDPY2xPOkDu9zenlTUGW0pw18E8bHJsAumEpAwLyIy24usOU7e1JO32Wchz3WwqwYaWvSSorpb7tVpmsdcuO7vrEkSkrUP+9nWivqbIr3krITEXCBWj1Z6a4csV0dgfrE0p/juamXTdbHkNn2gdbKGm1gk0lc+SKbDf0xGEO+6PAYWqUd62nsv0du5huWNe4MNAANa/1HYwnlZKEsmtiKTb2/ScEMRFLnCOH87AwMMl0lU3+Xxysxan6wd8ErdWIQDsdvQFa/BH77tb0zHbF9b5W/Awi1rVv133sUJtQDCPVhXYfWRverOlg5a4W4rqBkZfKDevsCeJuas9QiB2a1ZPhaNR2dRUC0DUrnU6aN4db81MSSEVlz9+4hrwtKc8LPdSL0t5N3q7M4HYt/igrtqc8NjpCUbpC8Yx7TxGWMulWMyfXFH8IR3KdajzAxlCTPUnSZ70vmfmsFaDdH6M3rOJuDxHamJI9mXIoWdobacWdmFDoDKYmK7pjfoKaj24RZEe0BYeaHTwQfNG4rVQWRFshTSnPj7TijVn9oUTiTN24E0er1ReOLLd2xRQEYyptvjAiseTAGY3YX0KKEIzr2Uhjx2b2hZpT/euLJia8Um1PD2oXUvumPhKGtUbeFU55xWSs8bUnlKx9W5v9vL6jGU0XxDSzT6RtgLihJdzHzexYeQAEck169oNUiEc5pXml/NfC/+IfH/8HVZPncMtHa3n38un4X3yRuiuuJFwfpOiLz8ONLzK5spzfe37Bf3V+m189/X9c+PM3+dN79UTU3O4XEolEIpEMJ0LT7YH8+LouCvf2pFncTNpi9XbZZORRU4Cr2xrA5UetNcROQ0XxNSFC7UAqyJOzqxdhWHZIT7yXwnBa5NxgBIdm4IxpONJcSzsCMUKBJgq7fPSG1YTFIYDZtgciPWl6i5KWWilTebfkzPzsi6hgCgpW1+DdtAfF32IpyEYcMgbJSkLjtAZ/2TmVyUiZksLRFcJW07POLchlyUkrY1rKcMZx2fqZrSqlVK/Sni0oJC3eqfzF6WsW08+d3idKokaHGc9pmEmujXR09vbd2bc0Aug1w5hCEBUJjwNDh63/pKuzI62kfQLb1VgRBt5416AsRI54ShnpjfWyoW09bi01oE+2O6bqtAdiGWq8S89Uphw9AZybd2NEYhBohi3P4Qu3s7RuKTW+upTECWtheswkxRS0qAmlI81aaudcTrhyZ1vXBCBM3VoKoEZBCBwte1DeW0EwpqXJK2jTU31vYtprx+1tSesjQG99Yv198lQmGeszs9jS9T5vddZlRBd3dfrx1DajmzouPcL4nmqciXRVPaG0oFuA7tvHvpZWjGhKRiVh6d6i7qVeb0cJBYj5o1bgMwWa45Z3iZLlSt4bVnGkrbl2hpPrvzPrBXAklEl3IvCUt3q3tXwjrU/seiNq35j56c9z2i634kQIYUWSB8Z1bMQbarQLCUWxl0+YaQasdMXTFFDcmPa8CEs5bPdnrlP3RttSinYsNTngTHgFeHfXWH3Wd8EyezpDvLZrK73RhOXbMHHGUssbdGHiDzTQFUtMjqXdMrnqSycY06jrDlsTQEaOQHEJjHAU3R/u8zWYXHecy49BNXV2Rltp0XuIGpGUyz4mqFZKqb1dOdLD9YNUiMcIx48/nj9e8kfuP+cH/HFBgB99wUvQiNB40020fOc7aAVzcX7lHfj4LznN28ared/jPvE4v3l5Fef85A0eWV5Dd65w6BKJRCKRDAehToLrd9kfHVoy8mpqEBTULAV0X2+U/Kg18BNCkF+zAwCnmVhfZxooMT9auNMOHuQJRsjf2kBhWyClzKVZJZx7Ghm/p4vyXR1M3NFub2+OBUgfgQlTx2EmXJ61kB1Qx1IM08plDc900yQYTQ/wlFAUDXD2BnAkB/hp1lT7RaQGdZrIXEurCIMJNR3kJyJG29MHUdUOStRX/UhZFqOaYZcQALqBYpgkQ+0YwgqApKenoREpl2uFlNLliXXi1hI5g13ORHAzyw03eR1VodEc3mtLkZRHERAyY6ngWVnBo1oSwabc+zrS2tSPwioEppluL0p2nhUQKT+Sln82+UYNo7RuYfraairqt9k5rgVZlWSfMqnQKArtoRZQo3hUSwmJCy01yBeCpt5IfxJjImy3eTMah86dCMOks2c3UU1nRcM2Qno8TbnMdH0tDtbjUS3LpFAcluVRCIRh3XOKmXC2T+aItZsj2BLdzvvRGlp8Eeq6w3j29lDQFUIYJs29lmVNEYKQSFnZTDPlJotp0hWKs6Ghm7o0l2DTNDGEoHJLC57aPRmTD2AFLLOVuuSyhhx5o3VTx62lrRUWApcesd8LQ6W3bS9BVaMnoqXy/ibkC4s47YYfb/cmgjGduKqDAIf9UOVYt2oa9v1ZtGk9hR1pk18i5bJuyQ6eff6MtllvRVY5gZEV+TnTwyO1BtehKNakGUAoQv72ajyxLtTefaiqNWn0gboHU5gZLtPpz2lnxrjdioJve6lkzHUlnpWsm1NJ1GUiKOj148iOupx4xpoiO9nSvonuWKdVNx7ACprXoLdD2ndj8hSKIM1TAJLBE9MJxVPLEMzEemAFR9ozlYhxsHE30W11ycbgUNNjEZg4cICp2UG+wPK0MYEWvZst8drUrYwllzBMeP99BotUiMcQiqJwzXHX8PwVz1N6xtnc8lkf7188Gf+yZdReehntDz+CPuPjKHdsQPnQHSxW32BN8be4r+x1fv/GNs75yRvc+8IWGoYwYyKRSCQSyYGRGI4mLVwJ61IobtiBeKzdIs3KkhhMGgaYgnhyLaQwcWo6wUgcZ9xSAJ2agTOZ2iUxGnImPaKEAGFiCJNOI7U2Nlk2qZ4GoyrVTb2pKLNZa1PTiWkmupnp4hwzdXtULsw+q46x1hSKRL3W3jjJIEVWEW+sE1c8ZbFSgKim0xGKoSZc/rKV8654M0bCstXqj6XcNgUUbmjG1AwMIYgZMfZ2R2jsjbCzNZAaoNJ3DTKAM5RSBv26FQSotHcLTn8jHtVSlGr1NuoDu+mJh4klB++JPgmJKG2Gv1+lESAq4iRz/QpAjwURoZTFFy0CaphkiWh6DlWRtABbZ3AaUdzRCA4jEU3cFDgNjeL2pFLXV5LsNFfJ9eVKzGcFYYul1v9uVOtTFlnbApX5mr6mNz0auLqvncCqrYiG9bQ01eGPqoTV5H0vbIXYtmLq8azgWIL8aCuutmoUYeLQE67pifO5kqmgIiq6bim64WwXUdNACDOxfjXTimoI03KRN02cm2po2d6Io66ZwPpd9IZV2gJR2tIiZru7OlL9mXhpjjewu/cDPJG2jIBN6WiGmQiOlN4yy10ZYI/ehq9lI65YDwhBXBe2IujIkrlFs6yftsKsJBckZF7nEv92CkOp9D4OQ8UTTVn3sy3jmR2jW5NAJKctoCQtPk/fZzzT7deuxhT0RjXCepS2nkZ7f/O+enraUpbiteoeVkV3Em1qQtGsa6IIgSuSXHOfGWCtz/t0q34WSU8ZU1ju7vY1igUg5k8ESkvcU6agJ9ZutTjR7TqZk2hWXUkvgcxJhaQ8ycwAumF5QTTqnXTovtTEjoI92WUr2ULgi1rtLegNULlxK57GOkw1hjDBRd+I29l52nsbuilqSX3Xi5hqxToYJFIhHoNUFVbx2EWP8YMLH+KPi2Lc9WUXnWcfS8+f/syexR+l7ae/Qj3+S3DbGpzHXsjVPU+ydeJ93Dd7D/9Y18SFD7/J155enwqVL5FIJBLJMJNU0tJzc3p7fH0Gr6bo63rnMLS0wDmJ+oQgrGo4Ypo9DvN091IX2sT2nrf7CpBYp5ktA6ZhRVbWLYuvABp7IrT5IuR1bsWt9bUUZVWcemeYJIdqbcE4bf5YRploVKMjGCOsaillKRzB6e8/NY8QlmxCQFzvq6iDZWlviaalrklYjARWCpnuUJyQqhEMtZMXt5RDh6kRCoVtZTQVzVaxr4m3vj0hvcCfFvU4Pb9oUpJVdZ1sa/bbG5VEEQ3dOkdi8F3YEWTCzpTFvscMEjJ6bHl72hrx9XanGte2BXobEusts67BxkRe5UTdebEeJu5oozjh7mopSiIVPEik9U+/JBTixLpHRUu7NqZI1J1yN85WPuxI3Ig0pUGgdSaU8rhmW35NEvdiou3plzXzGVBw6SG8sfaEu7pBcWN7hiUxL27J49zayPi6RP9myebXguzR2wibMdqCmzL2GSSCZCVz6Hb5UIKWwaQ3qhJRDdqDWfepqYMetQNEAejdWyjY9DwFPkseI02ziKo6zd0BOv/vTxR2+nDGNEr39vZxO/arPkQkTuHuVoSioBumFVFbZCr4yQjxIqFQJY3RUc1I5RMWgh4zQDiwwz6uxL+Tgp5AKp3YQPlpgy2U+bYCoBpGhlXcumbZ91KqLkWAM2H5TqZE696wlmhbq7WEIa2ugragfZ+6gnEKukIUt/gxTYPxtbspr+nAlfh+gnSF0JpcUwQ4VAN3JC0PdVa7bAuxEKCArsfZ49sDnTus2Adm0kvBTC2JMGK2XKl0bJaFWBcGqFFKfdtAGBmTIIWhBvLiXfZ90dgbJqbpqEKnQW1HJO4bRVFo80fpCsZAgLMngj+qEVEti74n4Wmj7noDbf2zCGFS1BPv812Q3peeUISChh4KO0MZz+dAUQqykQrxGEVRFD4x+xO8cMULHH/CuXxt0U4e/faxxD56Nr4lS6i95FKa7nuEyDF3Im58GXd+KTfsvZetM3/FD8/UeG9PN1c+9h7X/X4VS7e0ps0aSyQSiURy4CRn5UXiv+RAXxGCvECwj9HOzF7/SspCDEDYSmviiUUy1rEmCWo9GIYKKCkXSiwlKBDrmx4pmVYnFNcTipKgJ6wSbu+2BmRqMHGO3IOpDBdJM1N2Q2QqYsmIx2rCrdmJwvjdnTjTXLqz0U0z6R1pW2Oc9vrTFJoZxx2OW+7RIqH0mQI90W+aYSICLbaraol/Dw6hUd8VorEnag92NWGkpZBNWT9TfS1QYzpKWlAmIQQGVlRpVTczyidxhGOU72inqDWQaQEXJqaZWp+clDV9MN8eiNHqj/a5Ah3h7oz7RSFVrz+q0dkdtizuCaW2zehBFzpOXcWt5Yr8DC49QnGgxj5XepRhb5qFNGBE0IUV6K14nw8RVzEi0YTlNuGUgCBqxgkZGjFNpdUXpSnei0NoOEzdUsgSltmecBzdMO37LKUQK6SrP4ZIBA0ydUIiW0G1FFNvIJg4MvP5CGiWgtui9+CMZkZzN4SJ1tGN0ptw0xaW7G16LwiBKvSMdeq6qeEJ1IG/JZEyCQodxZTVt+Do6KFsX+KeTnOZ7grHyYv3EG9pYnx9E6VNPpyakXpOEjhQEMH0NaTCUnBzWHKtNfki9R4IxnRq2oNWqiV/FFNAa9p6aQCHnlJuLat5n6r7UJ/mUenQTdqMXsJGZnCnzMkWYa9J7rO8FtsvALAsyK5YMre3kjgHTFq9mXG1u9NkzlKJU/MuTNzRhkM3QfQdw6dPSpmJnNOGZtAR6iUY0xJR2xMTCwhaeyMoWoho71qUeDJ/tD2jBEIQM3WsoHIqTj1Ob6yVqGl9xzr1EEWhJkxhUtcVRqAQT8YNMEwqa/5NXryLoBFLfGdYfeLd02VP9NgtFQZqcCf5kS6MQDhh+c3uz9SkjJLmxp5+xwwltrBr/0VGB7qu85e//IVf/OIXmKZJVVUVxx13HGeffTamafKXv/yFzZs34/V6KSsr45xzzsHhcNDQ0MB1112H0+lk7VorUfWiRYv41Kc+xXPPPceqVavsbZdeeikf+chHMAyDiRMn0t3dzVlnncXevXtRFIVPf/rTVFdXA3DGGWewYcMGzjjjDJzOVFJup9PJVVddxfPPP4+qqqxevZq6ujo++9nPcsMNNwCwZMkSDMPAMAzWrVtn1+F0Orn22msBePrpp3n66acRQvDZz34Wt9tt73e5XOi6zpIlSwD40cd/xJfe/BLrp9bx+Xm1fHjhKXxhZwXOf61l779XEJk0ic6F57L4ipvxvPsQn9/3BT4748OsKL2a72zU+drTPbidCmfOHM+H50xk4THjmTelFLczNV+Sfr6kDMNxTXPVeSjOdTAk5TGSEfjSrsOB1gWjo20SiUQy3MTWbkPk56c2CIErqkGBwBFX2bptK00tHZw1IcSkqqrEWlwD1TBIrlUr6ujF6YyC04miWylMxjW2onrKrCpJKZ5FHT2oeR7aWlsJeHopLB4HQEd7Gxu0OGJ8Xsparet4e32kFKrUcLMksBetwENyRW7/CWlSo6xgWKXI9NqfA0aE3e+/j0Awc5yLmOkgLmI0O53McHtRcOLz+fD5wFk8LWftwbhOzLDWzTniAUgoUjU1Nez1hPDOnYJDESA0xu3uosWIsGeKh7MUA6PCxDQFPp8Pt0NQNKkCX28vtU1Rxs9QKBJeBOCLRIiEI6i6idMBjbFeHEXFKYUB7NFkclvFtjbaT52CAwXTNNi8YwtVuo+8sIkn7kQpsQaoPb09dAcdRBwhDDVCaWmZpSMlBt++3l4CDW/RbZZSVeWmKj/hRmno7KnbS9hQcY6bjJGXYzQrBG/6d+E0VMBtbTIFra3WmuJJkyaBQ0EIaG1tJdoVYbazzMoTjIIuyuns7KDQCBCJRFBQmDRpkrXeWEso6YnT5gXTXdEthX1HzU7aWvdRHg9TEFFpibWQX9CDLgzcWGsut3XXsX5LOycq0ylUVcKagtswqGhtp3b6ySgeK8JzIKahq6lxVtIqJ0xB07595IsIVZVVmKbJ/2fvzOPkqKrF/71V1XtPz74lk30hCSQsAUIAASESNgVFnvDQp8jDDUTFHz55Lqjow5WnoE+eC7g8FQQRlU0hyJoQQkhCNrLvmX3rfamq+/ujunumZ3qSmWQmM0nu9/Pp9KTq1r2nblVX3XPPuee0NO1nd+sOgj4P4+rHAc75bde7OM2Y0KOE2jZNjY10ezvRAuX5iNma7FEUcv21b1uM8e53ojU67upWOsP6tm3E4wk6fGW4yv2UyUl5+fan93CCbdPY0UizN81sNAyhY0RS2OiQVVD2NTbi6ko5112CFCI/YZLzIrClTVdXFwCloVJ2795DWO8AvxvNNtHNBF1dXew0d5KKdtLoaaKuri4vf3NTMzJhUeorL7SKS0k8kyFAdoLBljQ1N5ESJnLitB7vdsuirb2Nku4UpaFSmpua0QUE7QZs6fRh0wsPUGNbNDc1E7cEoXLnuZK2LDq7usi4naBZupkAVyngWMT9WVFSGYumxkY6jG5CpaX5J43MKs29MwebWYt7ZG8zrbEIXsvGKAkgqey17llm6zOJNHiRdrYPpcSyExgdEabNmJnvilg0QSSaZOXKVWhJN+OuuxhDCDZu3QnxFJkqA284hZFopz7WhGWCZSec555ZuBQiZz9N2Gncwsjv2x/fjNdsp6Qdp49nNeDOhAGdiJVic4eTtsrf4sMVTuTPODcZEUlmCHqN3uZejEyUYLSTJGC5dTq2NTMx13cSuru7aDLBX12a9Z5wDs/dT4EyL+2ZKB7bZigWYjUaPwYQQlDTWUNVVxULP7aQ3779W/594ltUf7KM6/ecwuyntzHp8b+w7dUqKj9wK+Unp9DX/5qLd32Os7zVrKi4gI1TPsgTO9N855m3AfC5dE6bVMaZkys5c0oFc8cFR/ksFQqFQnE0IAGr3XEXjaQylDRF8HQniJ9Sj54WpFzuAquKRNKW2ktMpqmRTvRYYdt5HzYtkaFqfRMWjttvrg0APZWmfFcjlq6RS1WjZQ1ILpkmqqfw48kfUbpuO6K1d5AtiTvVic+MEsfOKiXFIzv3xu82iKdNEinHhTRtBgDH6mYKrWCMLgCPnQK86PRWgAaqv2fg7N25E+GJFwzsQpFtGHaClO9kAAKxNDO37iNY7kNviZKzIYr8t4aGjZDO5L2FZHdqF237bMZl1+3FBIx3x3r1Sk8044KoyvE01ds66KiYkbUPO/uSptUvuFBfq7+wJFLPWsJwgg/5rQjg63VM7xr6u0xLKUnajvu5YfbOq3wQDjzD4ciXaO83fHZn0+GIrPw2dj6/siuewRQQiTmpdWwpabKylixb0mJ3ErIl4CO0vQMrksSqTeNyi+xETB+rWM6cJQS9141atkRgYxQxaZZGTPZ6w2A495W0TeKix4W2YL2z7Nu/gNlTdrvZs447LlKU4u/lVg9augvbKAEg1BpDekvQhYZmWtiI/Fpsu6Cfs/bH3n7i0M9lWkiBlU5h+124MpG8qBY2m939I4obKZMMAq23/dSyIB3Pp3LS+0Sehp4uEJl0we1W7Jc4cfMGRHVV4fUR2cBaLq3o7WT2MknG0yaIdF7CftGpezXc443hBFPL1Z5r09nnlNmnRbDNLrRi5s9em7YtWUMslN3sysYtsO0CLwKxP4yRNtHdHnyJZmTACaYlzZ6Aez3VOjEd7OwjTA93URbv8XSJC+fZ7E53YFJNSvbcW0bSRGaffXavAF3JjIUmBHiyBW2JN95jDfZ2JZCptoLz7znVHguxK57Or3aOyiR7Up0k4y1sj+3u30cDoBTiYwhNarx/+vu5bs51vLr/Vf6+8+/8yvUSXTfGmbdD4/IV7Zz645+yzyV487QQKxecTsRopdz8J/69z3NeWR0XTZtFu2sa+yN+9rX6uffFENZzJbh0jXEeP1OCFjWbWzlzahUlXtdon7JCoVAoxhySjJa1dklwxZyBkZHOoFk6pu4qVIglJO0EoLHNdCx9wlVStGbR1zUwOyLyJLrpG+7GL+NYPUl90ewMRri7YNAobJtAbDeG0JCAX7pIE8cVa8Jyl5CLtlqIjUvvGbBa6TidndtBc96JGTzYwsaWJqYNGjEEpbhiKWq2t5Ib3hcbsDuS9qilyZYoFYaOnFyeb69i+16SVUESwnGT1aRwokHjpFXJ9BknOw64Ei3bV/mcsH0UJCvhtOnskgRaItmz7aWM7+sGW+Lp6iBgt4KVC3dTGH3XsiEtBT3+c9lJjrxHnU1AJHHJFHmF2M5FxMU5rsgaYintrNj9XbSLIXopHFI47tFBO9JPNbGlE43bkjZ98ydnWwbA7BdIqAdXawx3JEUCqNgbwwi6sTU30rQx0k54Imlb+XRYzVY3E4W7Z+Iib5EvVLVMS6JJC62IXJWdaah3ji3b0ASU06Un8MjCO1cWWTPrFmknkFiWvm7MznE9vzfdTmNlZfTEM+DFmeARIru993rTbBvpLkwjiJVXxJx9fZVDiWSPFsFjG709rolrKczccdl+14TIXwJN9rgUa5aNaFyLN9nqyNidAL20TysOFdv2EQsXybwie5T2tLCIy1R/12cJthBF77/ecxYSSGpm4QZRqHz3XHvn28pe47xCbPXI7BIGdq8lAr3XnBdbEW3Tk2ZJ6tk1wlI6k2N5kZyJitxa4JRLxwvEExlHfc2fo9P/bZkoQZcve642nqizXjoiUsS0VMHJFYYY7Pmf3WtiJNdEk9mNDz9aPIknnKS3U3ou8Fe/3yzOb1bYNsGmCH2dqltS3QOHgSiCUoiPQXRN57yG8ziv4TzSmTQ/f+TnNM9sJnPNNF7etpVxT77J6ct2ctbybjZM8/HPM2p4c5okbkaItb1OWlvhVBQA/3QIGCFKxCS6W2p5NTydF36zAk3onDiulDOnVHDezGoWTq3Ebagl6QqFQnG8IqUkmszQbSXYR1fPwDbvp2iDJRA5a1H+QNDNJC4rnt/kykSwtP5DlJyFOIc71YGQITyp9p7hdtYAIXs17U6H0a0E+AIE4ilSnop8HbvMZqYZjjumy3YsXcKM4zLj4Onv1iykRNN6Bqxkgx7lXHjBRoPe8Vnx2zH8rRKt12nrA8TuyHdX9v9WOluTbTNpayveUg/ecIrYCVnrZc5kWWT0lw8ilBsci2xgoiIDxbAdp9suTP3U9z9Gwlk5bMT2g5Whckc7sbpakIUDdAmkbPLuo1C4X0dSqUWR9EysN3c7bbenNOpw7qf+OV+lY/6XIIsqroXkI3l3Jx0FW8YploDSRrIt2Qx6f0tqYbmeFFd9SXb23L9xS+ACkjKNryvesy7ZtpHpOFhpbGzarTCVumPG0/ITCoUKcdqycMsMfeJH90NPObmIbSQJSxQoxFoshZ4orMHyxNiQ2E85lQPWafUJapXOTqbkgmrpdhrMNJ3SRLMd5TOqOUpVDzadSRMhLYTtTIj0VdAtIYtqdWlMstMj+fvHlj3KlSZNZ52qlBjJNO6m9v6VkHPTlb0Cb/VpX4IpIdyRYBoQ0VJ0awlStkaq0OTt3H6ayF+vVrOb8Wub8U6ZUqTV3r8JWfCdr8zpkOw+LXuu2ekD25kACgofKZnJBxVzPBaKdJiVLvhvQaA2KXFlooTMVqA832yz1Y0rOylluQ2kEHnrc4+XSI8mvzfdgZ9QwYRARO8VTDC7udvuWX9tJEwSWs8p9z42kTHZl+lmusuPHi0SbFD2V4bb9BgeG3y25qyhLkLGMnGlO4ruK4ZSiI9xNKFRISqoEBVcM+sajJMMuBLMjg46/vAHZjz4K+Y81IV7xnQq/+3/UXLaBOw9/yS89R/sal3HZreLLb4UbwXSNJetxVv+HKWalzr3PMzoHH63YhK/fMVHidfgolk1XHJSHefNrMbvVreWQqFQHE9EUhnSlsluuxXL58oPMHLDydJ97fgSknIrRkT05Me0pXRS+vRJsRJNmf3eJaKvFcvqCWIzkKICoGXzGzvKq5l1twWZHeelpBMsJpkymaBX0UqHU1sRi6GRiSFcPRbivsMxAZRpUWzZs47alU3P1FvBc8Uz/dx4k2SI2oVBe9riaRIpi7KObvJOzQJCbfuyfwp8MoZhmvn6tKxTbkcsgwB0bIStgQ4mjrWur8tnq9mZt+jKIgN5528NgQWWTfWONiTunrqyg2hL9Lhl9kbLp58C4YqTlAYe2aMQZzJ9rf92v9RQEolnSwvCYxzUQqybNt54Bko5oJILjtU8KU286BRJntXjDiytQQVj6k1mXxgzF7XXshAZE5HozJ+P4bIRJj0BpPKzOjnZoLPGg7/t4O7he8ziCqGnLUy6zzaJIHOgaMuAkWgs+H8ucrJlSzK2TWmytZfXhhMMzupjHBHSJiZzuZBzJZ17xqtn75niDsVYFCp0ABkskBog0aXJPqsdNDc1m3aSzkQHPpns8S5hEih1E+uV6SudVXozGQvTtunW+itmAbdGPJvv2NYEeva09bRJo9lBxT6BKC2cFOp9Tj1n2GtiKGOhZayewIN5hTenEDueDblc4Xavm69A2RWy6C2uZa9XQMsQiO3DbeeCeGVlyh6kO+4hxKoD+NtiPfdidn9nLInPm/VrloJuO47Z5zmVFWPAiO7p7H3SdymKFDoiG6xOxPvepeAWer9tSZHBg+OJ0nvpiez9E7HlgV4J/VBay3GKUVFBxcc/zvOlpZStW8/MTZto/MpXaPJ6CV5wAaHFtzPvkumc1rkGdr6C3PkK4c69vOH18FqghBeDK2k0XsczVTDbPxOXeRov7ZjE46v34XMZXHnKOK5fMIm5DaUHF0ahUCgURz2m5dhoNTTsXkEZc4MSdzyBx0xiam5MdwQTg21mM6ZZihRGPger1AQZvxt3tJgtrxBnTVx2kJodZBdXG3pZdHsLJXTApN123IOtjIVHc/U6Kh8DOL9Nkxny9jcp+xqb8kWtwtFZXvk+EKYssu5RCJKmRbvVgUtmAC/CloTa9uWt4l6ZoGchnmM1TnqMrIVWUKpF0e0Q6NmBqdD7hWAttLjKon9LTQcrQzpt4Zj0ZM/nIEqnsOz8IF6TjlUw06vvRB9XbjtrIS7V/D2Wa2mjdyehOhfXZOA2K1rjuPNyHph9VgfB7BprrCKW+5y7OQO7TA+E2duSZ9m0RlLk9CYLmya7M+/VkG8u+53CpNOOgiFxZ3SK+xT0qn6Acy0usSCVsUiQxlVE6QBI2fGC/5tZFTVhgTttU2YIPMJFSmYQ0kbqolApwfHqyNu+s32RIlPgGm0N0KdC2jRs76K9Lohe2Xu7ACERfXMr97mne6vZAolmJfFZrXin1MKW/u15wskBIxN7XHpeIc42X0DKTOFv7ekv51fRv7Lep9o7v7EE4iKIhx6rpsgqdbmu6lm173h8OL9/QUyk2KWnmNYrCBo4CndAy1CpJ/Cku9B7TUj0JTKuFGnoRfNJ63YamexG4KSCa7eiJFI7QfflZS9GQvjJCDe9NQG7zwG5STaJRI/1PPPTAQ8Tk346hAcbScbq/2y0bEnpns58dRl3r/vYLtb7A6MU4uMcqet0njyPCXd9A3P9erqffIrwM08TeeYZANxTpuCZPg1j0nVsbN9GidbJp8cZfLZlB7vjO1ke0Hi5ZC3rgm9j18LMhiC19gyWbD6Rh96Yxcnjq7j+rEm85+RxeF3FH7gKhUKhOAYQYPk8CMuH6O1qmR0BGmYUMNjniWK5knQYGn5K6DTj5MLIhHwuulMmslf+JONArrGWjTfTggRs0d/qWSAc9Fgoc0pXVhFISEcp6JsPOTdy0/qKkB3N+zrj2D5Hgday1pechcSS4NJ66Z1C5OXLFHkfdk2upGxnEQtf9qC0bVIsckduvaFLE5g5i86ECvRYFCzncA0IJjLggk47itvU8SUKUz/JXhpKoWWrdxmnIyzTxhYWHXqc0nQXScOLkBLTCAJd5NJZ9aakMUzHFMdVPe3CsYr2Po8+68OtrGLqFr3OOmcxs2U+v/JAg153NqVNMUtyd5kHV7xHebF7Vi4X0D6zhsrNLflr2iGiaFqhnElvdX7d6kCkSzy4IymkbZG2bNLZKL4WNq7sfdFbdUM4syeNZqdjES1yb1u6QLckutDzrrQDUWx9MEhap1YR292JNDSMIj7ZOaueqfvAZWImbeI9C/MRwAS9kqhMsU8msxGlC9Flj3S5a9FtF1pgbWFj4sbSvfhFOp9/W0+ZCNOmbl8Eu7LHeqghSAsDgaPIBZqc+vrmCC5U/CS+RBNmqRd7gCV+ob3dWO7i+0Sv34et9VrTnJtky5ho0iboMfKpTHurZPkcykVrd0gZ7mwIwJzrtCz4XdrZMxLZfV1aOZqUlNiOx0HfCTVfvJ0S3ek3IWV+eUVCZBDCj0EGKTRnMkMc4Okpncw4mhDE0v1/V7nzDO3twkhZZHLzhUIjLbzQa1WwSFkFadhyk2w2FKR2ywTdaEkncJpVxG0aelm4s/1l9lKIZRHF/kAohVgBOD903ymn4DvlFGq/+B8kN2wk/vrrJNasIb1jB9EXXqQu4zwt9+WPKmEBsADIrZaytC4S7jfoDL5BaxnEdxlse6uMz5WfwKSz/5UPX7CQ+lJf3+YVCoVCcZSzLdVMwuXByAecyVple5VJSZO4kUHrNYS3srlZc2VtQ8c29Pz/p3lraI7sKtqmNHsGVvunV1GyO5z/vy10tJzVOSdH3lqXs7Nk1zRmh3TCkgV6US4YU9+xohBg6T50K5FfpytkLvxPz9BNyx7rtnUqtRAhLUkLbZiu/oNuq8i2XCdICZptOxFZewshs/YVoaPrAtPMDtKFXrCGWcPC23sBs7Qo29OWLZuzgw80IM7V2aMQB2yD3ll9nTy5Mt9RAomrSAA0I7uONR4QBLJRcNLuMgwrjrBNQKJZkrId7YjSQFZ2QUj4SJKhXATolpF+ExftQQ+VfTwKjFykXLu/XbWY23MklcFMaWD09Jzp61kX7hwnSRhpSGUVFt9EpOEmIXR8iab+lWbpbiin5u2mfBqkXDRiG5lVtHqrxL0VoGw5rf+1yVlix2vlRESSeN8cxb0opjCbLkHSZ5CYWQOaoGb1voJ6e5P2hNBcYcxkpr8FVQj8ZVXQuceZyOpzvEe4iIrseuMDyCeFQcpTQSDTqx+zSo0Q4A33KFUeIYijITRRMHnWd+5jh9mCL3vuenbZhEsTSJeWj0bfl2SmuCIlgFKfi654Bqn1TG4J28YvPGSK2O+L+VkcyG65ado4pmzbTbAlq2DabiYblbSxF5Cks0tNcgoxCDLCna/fzD5HZWUZor0LAHfuSSCzzzOgU4/jddXgsTPYmgvTCCI1m6qgm84plZTvaEfmHbcdAvjo1jSSsrPI2Tl4winnQdFrDitc4oOsy3y6xIMRS+cD9pE/G8hFDOiYXo3pMfB1OmnRhMzlLB643wyhOc9klw4W+HU3yaEkIUYpxIoiCF3HN/ckfHNPym/LpFL8+Xe/Q08kWHzOuYhkEjsRx47HkYkEdjyBnUhgRzrJtOzEvettQk1teHeZeDJtQBvpJ19lVTX8s1bHGFdC/YwJ1JoafqMCsSkAJbUQqAJ3qfNUO8BslUKhUCjGFlZuDWE2QE5I8xElClKiC5F3i7SFQNetfKxTicwPvDRNEK0OomUjMFe7SvDpPaMry6UXRGfOuYhKzSClWZT0Ghxb6GhYlGo+urOhlNLeGojvRWQVE5fbjUg4QztLWojcsCinH2ZlFn0UEg2BK1BOMunBpnDdYqlI5IduVdJHh4hjC0m9VkYqG2M649b7jycHeOe5Iyn8zRHSVqHSahkaWtrJ3SyQSN1NwlWGZqYQxKmxQzToQdYRR0OiCSjzG8TSdoEbryYgZWfoHQKra3IFZTsdC2xOKcu5jkuhUY6frt5KgbTwdCVIGU6AKF2auGQ6f05SCNxpk/IdHU40WCHxyDTgJ+0uRU9l0KwkIAhG0njSUO2J0wSYE2qo2ZcdQGc0TCuOlpU/WhciEqhm+c5mLotuLuzObP8WGxYXU4idYYfjnl5sp9sQeJImdsYmlxMsaIQIemtojm0q0koPtuHY8fWuKCXhDtK93MKdXu3VFORWZWNpbiiyVtM5B+dYlzCo0kPs7mV19cmDZwERUmLZoGUjpuespnHNzTjb36cwBL0GZleKtFvPuqJDLlKA0HUqRIA2rZu+GrFXuImK/n3aex27LbNPAc1FOtgAnU66HM3usfF6Uk5bVUE3LWEnfY9AFCzP6GshBkhoGTQp8CTbMQyNkNdFwm3gd0mi6R5Z3ZrMK8kagmD2Xu4RWMNjQLkf9iSSjoJp2WgZG0PopPsEIDM0cOt2fllAtx0jqHk5oI1YCOxezwHNlAiXs12SteziVCHyLsE95x+xkyDd7AmkqO/saScpdQzhAbvHJdxyeZHpMJotybhKiFfWMa6hirboqrwsvWcYXKHxtLXvzwdr8yZbiQYD/c9B5v9x3MD9XtxJQcaW2JpWkJoKwNZ0EtUhZNbJIhNwYxolmKEatOZ9A65J7ktnVQBdCrAgqHloMw+2wKAQpRArBoXQdSyfD8vnw3vSiRjGgW+d8dlvKSXxt99k+/N/oHn1G+g725m9wcS7ugvoIm3A3mp4dMlzuEtMKn0m49wprtAthM+H1vEjR0kOVIE/913pfELjoHK687dSnhUKhWJMIIXAL3UqtRJHIQY8bp14zo1QA4/IFFhnExV+/O1RpEsnWe4HW5L0ViO7uwvqnjjjFKzmVlo6duPSNYSwyWSgY2oNnZEWQq4gATQsbBLCj0umMTAQMoEUGhJPdp2xM0r1eT3YYYOMNLP5UwvfJQInCJdbJvtF+Q14DcJ2Ge2iDF9qJwB+4Sko4yLrDivtrLUrq3y4NHJRjnpcFgfu02BThC5b4tNtPIYgbUkst4GWsdCkQJNO3U2zZlDS1ISV3kdA6ghPNRmtx6/LrWtkNLCtngjOWk4LEP3Xfff+U0jN6TlDYFgCTUqSWQtqXvTsu1jrY5FMVPgp6YiT8xTPuByLaG6ewesPkumO4TKTeBI2hsuNO6u16i4Pdp0HrakNdA0r7ayfrPUFaCvzEQuVYe9sYY8rxLgDOM33ZqBBdrVeyoaKOP6WCF2Texat1ukhGoJBWneuIx7PgN+gdU4tpft0hNDzlvN4dQC6uwCo8LtAE2RMm2ZNIAwNwww77veWM/BHQomUSM0Ay7nDOu0ocZHEECZpw4thSmzN7JUsx0Hr1cVpdxkke1zgS2xPPpq2W9fwuvR8hOUyv4su2yTax0W8fWY1Fhb6LgjokIsRXOsuobpuLq32GpqI0FXpY94+F9V6BW7NwK6rQpb40dqakZrTs65e3ghe4cI0PKTdpQNa0ROWyGokAnpNgAmrZzqmyudFGmk06TgU21n53UZPPO1iRsGMsIhraUpx4zU0R300NJpnllGy3nm+mIaGx7Yo87noiGdwSR23ESTTa7JLaDpIy0m5pjn3UOWWVoy0ha4F8m7peQXe0Ehrdj4xcyr7g0+Mq4C9PRGYbeHqFRiwZ32yxEklheH8vkzDhy068UsDE/JrfXs707eYYcpkOY16lKaZHsrWQLdfxx0xqBLltMtG7NyDxuMlGeu5q8qCU8DXe2zf05lB4aVjyjuojrxId7orv92V6W3pdZhm1LC2l0IsbIl1Yi2d0Qy+zni/8lIYmF4tayF2zsbwlpEyLQTOc6avddgnXTQY5ezUbGzNIOhuQPPswN0dBWzcms54PUhPkruDoxRixYgihCAwez5zZ89nbnZbPJnhH88t462XnsG9fS3TOpuZvC1GKKEDHjIE2JstK+km4+7GMrZhuSS2LrFcEtMFpktiGmC5NSyfB9Pnw/L7sPwBrJIQWqgCV7AUtzeATxr4LB2vqeExBS4LPLaG29bQLQmmhcxkEIaB8HrQvF6Ez4dRWYWorMDd1UXS70fqah20QqFQFCVrwLQ1ARmzz5LMHmVLisLAO1II4rVB6mIpdE3D1H0YJGibNAu7MQLhnki3mqaTmTSOWGWCSU0xkDZhryRV4sWM2HhdlQS1DJ12nLTwYvmqmFYWoqMzgo4gnLYIOI7ZAAi3HwONpO7FW1oN3Z29TwWwCcQaCZT6sKRBJNkrD2j2nNobaqnd2oErE+6njrkQjquxlGDZPb3gFnhmjqOjPYq3zcYwo0hNYBs6whLYmgvdSlAecNOZzeMsgJRfUBMM0NodJVnuo2tCGRVLd2YF0kgH/LTMnIFrYxhIYGsuLDR0etxuPYZBuV3KPqsd3e+mREBMmAjNhxRdeatQpD7krPvNBhwrq5vA2togldsa0TJO7uOU1wAL9GwiVbfLwNRkPiqzaWi0zarBsqsIdW6kzOciYUgyLkF7hcH4THbYbTiJejLpJG6p4/HpmFkrvu7xIkN+ZDqDDPrRtrchLBt3Ni2XpXtwyzT7qjxYfpejSCR7LJLTXLVsShUqYrm8r90lBvXZbRVaCWLGJCLufUTq+1gHEZR7vfh0SW5ILzWBEAYaOhIdicDnd6NrEl2AoQuE0LCyymG6IgDxntQ5nZMr0MMBqtr3Omb6rELcYYcJazE0PU65fxyRSBK/S4JlYvVKaCQkGLZGJDgJ21tJbbqJ3Tj3ryY1yKqNRlYhFsIZk+lC4rUg3kfJsF06WqiaiJ1G0LP0oK7ET31FKc36VAKdGnZmP+GJ1TRk8+jI2gqwbco1H+HaELTvoLfzf30gQLtLpyPVZ7Kpz49FSuHMyQhI+OrQwl0FFnTNG0B6UhBJ4ZcuTK9GvL6E6tJ6InRgaI7rf7wygDuayq9T7RdoLKc1C4E/G2WqcUKICW3RfDq1dr2eXeXzmWBvIB618NtRCNVDKoJ0+YmlJCGZRE85i/T1bB5zva4S2dldsFhEaAJDg5DfjUxJMiWFSakQgpqgl7gWoNQls89GgRA4KYXcztPIRpJ2aZRkNEycyNQuPPmJRQDb8GU9GHQymk30pDoaVzczPizQbdOJiq8J2usCTLUElu4lk835PrGmlDix/Fpi0whQ4vNhRCLUGeXs9ddQoZcU5PvNpbvL4Q260VKCQGw3Ekh7XHSX+jFDNmlNx4i5mKx7abKc+zQd9CAzOhmfC5ueqPum7sc2EmhCZM9c0h06ATpeA5z7u84fZFsmhWn4cXnHUS9jNOnOfavZGtVaCb4+E5QHQinEiiOO3+viqivO44pLzub/HnqEDTGdbRNOYsuuRjp3voke3Ump1U7I7KbUjBCwM/gyJh7TxJW28GbAmwFPQuJNS9xpiSeTwZ3JYNjhgwuAs+I5nv3YAkzdCVBhWOAy+08xzsFx84uUB4hWlbLu7TfwTp+Gf8YJlJwwh5LSaowiOTMVCoViKPzkJz/he9/7Hk1NTZx88sncd999nHnmmQOWf+SRR/jKV77Czp07mTFjBt/5zne47LLL8vullNx55538/Oc/p6uri3POOYef/vSnzJgxI1+mo6ODT3/60/ztb39D0zSuvvpqfvSjHxEMBos1OTASKqsm0Ll/J8Ika7WEaHAyXroJYtNh+fATx231WIG6p1Xh0oUTeFFoRELT0K20o1yPH4/Ztb8nXacQYHhJl3ixEgK9K0wy5MSlKHfZuFw+aoSfkBHgLX+akFunNFjJWdKgLZZmvebG9LtxxVNOLlG3n3RgEkmZpMTjJxYoJaYFyVg27mRrPvCULsDlchRio4/7dKyilHBdJVP2mVjZSKg5C2nOQuwS0rHoCIFpaCSCLqgvx06k8LjSTmBjIeiYXkVwp01tVRVa5zZcmobXpZFIO/XFyz1IVwCIkgm48Ze48Wrg2EU0ptSWsKc7CW4/iARS6NgIdMD0OAPnErebyoZz0LYvpfGMMsT6Jko0jYZQDcmwRle0jW4pideUUNIYzgdWMnQXaX+QaEk9tf5a9u5dg60L2qdVU7nHUdp13cCDTm4Fc3uNn/HeABltIkK87QzyBUyOBNjtj+G1JGWlXmxb5i3wRsbJ9WtKm/KAm5JQgIwpmLXwBDZuakIIjaSnHkvadFZMImM4qZ8sXaNrRh2mZhPYLKDLcfnOZN/pso8LKEDG1WNddAkdd1kJRlzDxKZGL6XbjtE+s4ZyswJiGUT2Pa+jU2WU4tY82EIDAbHgJKonaMgNTn2JGbX4t7ZCpeN+HCj3QTyTt4pLIXCfMg/Ck8ms2oye2YPu1rHTTuR0Q4OJoSra9QwtegRLaISjE7F0EKQpT/owpEAKA4QgVXUqVssynKBmOJMqMoW/egKEG5ngKyMtTdrT0azC2tMXlu5DM+M06ZOxxFagx+pvCA2ERuX8dxIpeZPkmlZk2kDXs9GhhQDDQJ56AjNckg0dO/LHlmtBynxeyjwGPp8gFhd5l1nRqw0AWzjWW4HA0j04NkMHn+4cMX3SaQS37+aFcpNtVZVU13op1aqo0sto1ZzLmwp50dMWE80QzWWCdsMi2O5M6ggBVqiPQorjtRKp9CJMx3V8x/RTKDEDBM0GGkWYuB5kuu6CQBUlRoCY1gX0BFLL2p0pmTad9Bsr8Qg3ZN3E/W5JRcCNRJDBwhbCUfjtDCVmJ16fG716GubZswkuW56vU+BYyJ2EzxrSNrEMgZ7W8CbbSHq8lNiV7A6alEdAWC5i7mosLYgUTU7As+oypBCYtkHQ1miVEtPQSJW40TIaMV8de+bPpsY0qR5fya5IjJ7JS513zHoXMhlj3Z5W0JzlElpBBIgeNAGzaiYRbrTAhESln0Z3JVWcyEUlFg9F15Dw1mJ5k+jxLiwp6ZxaSdnEudh71pGYXUdEJBFESWs+Ml5nFbNbmGhC0J5pxjACQBeGAF0Iqt3j8YdKOaEqxD/3G1hZ0dvCFpV+s2Bi5mCoEbxiVPHoMDNkcc3FMzGMOcBFtIbj/OzhJ2hOaqQbZrKhJcaWligdsZ6ADFVBDyfUBTmhNsSU6gBVAbfz4rTjGM2b0Js3YTbvwG7fiRXZj263IUSYhAtiLoi7BFFDENU1IoZGVNOIaoKIphEWOklbJ20KjITAm4CSKNR0S8a1xxjfHkX8aR/SdFyKYsBbpbC/Wqe11ktnfZBMRQl2ZSlUluMNhgj6y6kMVFOuh9gT30RJxk3r5rcotd3IeBw7FsOO5b5j2PE4aALN7Ua43QivF6OqKv/Rq6rQ3O6BulWhUByFPPzww9x2223cf//9LFiwgB/+8IcsXryYTZs2UVNT06/80qVLue6667j77ru54oor+P3vf89VV13Fm2++yUknOTEgvvvd73Lvvffy61//milTpvCVr3yFxYsXs2HDBrxeZ2B4/fXX09jYyLPPPksmk+GGG27gYx/7GL///e+HJH+Xq5xxVXXsT7Xi2R9BFxouTx0A6dIg3lIPob0Z1otJTMgOJpNlXjJ+N1JKMnUl6BMmIKWBmV2WY82azr54M1rzdjweHTQNy1UGliB1+mnQuhl/zE2jvw6ju5VkWS0JGSRpG7jjaYJTSglcegXhR/8HYmk0tGybLrydcXRNA3c5ItOGLgRoLtKeCuyk42ZsaIKKgAcpnHW6ZT43RnbNpcdt4EraTAjNo3rGeE4reYvX9+2ke58PLIsZho0hHUtPTTSF0ONYtRXsrezAp0l0TaehzIdsNUkKg3qjgsZMB+PLvBguA5kNbR3UvSSII8gG3tIcxdbj8hHy6lgVfuhIIYHyoJdQwM3W3VV06IISTzU+20tnyIU5LsDEGBhCUF0WpLq6DN1XSus8wenu6bjsyexY/Ty+RKGbOmQtdKUhMkYA05uirrQGnzTQTRvL5yI4cxqxt15Dai5c6LjtFF7pZrqsp6zmKpKuMqZtXUmN149mR9mqJSiN1dM8wU+dSyPRK5CRACxNYGGjBz3MqS9D2gK3odFQ5Se52YMlfHhKq7CFc5/kJl90hBPaSAgiWoiAjCIQxE6eSpRUPnBUV5WXULdFmV2OkxJLw4VOmd/FhOC78XW+SZ23hNc1Lyn5JroMQKyLpBECIlSbQepc9cR6rV+tDLrBbVOGhybDTeCkdxArfR00wVQh8HalmeDR2ZBsIe0uI1p6AlMrg1gBF6xxk/RWU+uP0dUeJ2gHEHqSkDuExzZZY7YSc2tgu5BYoGm4pNN2smEyMlSD3rSXhLeGjKeVlC+Ap6KOcp+OMDwgBHXuUrrNOO2hUiyxldJYKbvKT0LXNULhbRhonBR08bLw06p7qPN2ohvg09wgBHNrT6bKX8P6TVuo0m1mzJvKxrW7aa67gFB4M75EIxUBN2VuO2/9DWk+Z0LI8IBtsu/EOoJrG4n7x9HQZWHqaTxaiG66idsGvVVVXYBJNjAdMKVkEuMmToeaEtIr2glrIYyGs/C0WWSQGFo2FoBbp7LCzyxfBb5awXp3B8Fs8PboifX4Qz3reAUQCUzE1vchdQ1hwkSjilVaNZZhE9KqcUkPGdETsG3G+JPJ7N1FWniwDY1pooqY7garG6lJfIZGytTwuCBCT+RjIQSWtMnoPirLBUHNQkbjCE3nhIoTeE3TCiYI3JpENy1ENI70uvGMq6S1NUHDlgyGLnC7NFqFi8b6Choib+ORLsIpi4SWACHQhGCKt4rKsI4d9+E2dWZr41kuWp0lA2fOoqkzCZpG3YQTaQhNYFdkN1JoJMr9VEsPAg3hLSHjzpCbvmgwKqkP+VgT2cv+SRUEGsPQ7biQ6z4vcX85tZkO1jT4mRn2EvSI/DyUK1CJu72ZyqCHlkgShKCiNIBod5GQ5aQxIRFlYuh0OtKN1IT2UKeneNMU2NIi6a2kTc8QsJLomsCnl1LiKsNtaJR5daxwGZWahSE0umIpKnzjGSxKIVaMOcr9bqYGLaYGLa5595z8euW2aIrNTRE2NUfY1BTh7aYID63YTTxdJAAGk7Mf0HVBVamb8SU60/wJJnnjjHfHqCDCOJHBjYmbDNJMgZkGM4kwE2h6HEQcjBim1oyntAvXpAgpXRJFozNuYHUbpLq8aN0uGjrhpJ0xDDMGNPeTKBeGI2eX6frhb+kaoA+K5bjri1ZailZdhaiuRFaVY1eWYVWGMCtKSJX5Sbs1Um5BwiXJuDTc/iAelxef7sNrePG7/ASMgPPtCuDRPQVpBQrkkbJwZj0XSVQIUqZFOGESSWaIpkyiSZNoyom2qguBrgkMXVDqc1Hmc1MWcFHiMQZsazBIO7seLytXXr7cNiHQ/P6DV6RQjCHuuecebrrpJm644QYA7r//fp588kkeeOABvvjFL/Yr/6Mf/YhLLrmE22+/HYC77rqLZ599lh//+Mfcf//9SCn54Q9/yJe//GWuvPJKAH7zm99QW1vL448/zrXXXsvGjRt55plnWLFiBaeffjoA9913H5dddhnf//73GTdu3KDlr/DPwUAnXh3E5fWTbi7HHxhPZ3wLmfE1ZEoiVM2cQvmbLtp5k1LNwqV7HfdkIRg3/zwmzbiUl1/5c77Ozu5SQrZknLeMpDvBhIogb7kaCJdIxpWGILydGZ4QyVAl21prMKtqSXsaMPc3kvH5cAs3Wkkp5oRaaOpEoGO5dLRsTlyXZSE1PxE0rNmTmBv2sqNkDvLNdT0nVjoO225HS5k0jBtPtLmFuOUEt6kt9RCsmcyppVV4K8PUlfnIrN2OC4sGuwRNaAgEJbjR3QZ2dTk0Zh22NR00ga5rJL31TPXUUBfwke5ux6O7nUQlQlAx82za1zxHtVXCLpeArBJ4gm8itQHB6zXt7A9auMvL8GbT9bg1D82uBma6XVSFGtBTXUSyUawNoeGeOhXNtZf5wSoy0sJTMweqZ+FqfoPN8bZ81O+UpxJPqp3WU8ajj78YK76W2uoyhC0YT4C3yjTKXBpTgpXsn3MykWYLSw+hWW2USQ9RXSfhr+eCWbX4u+dgWxZGohO7cR87zGrGu7IKLYK4rw66u7B0QfyEBvbrFlZ5BS5Nd16eQlBR4sOveTghVU91WQCEsxZTzwdX8yCI0zxrKtt8GnO3b0EADa4q3s44ynBEC9HirSFe10J9RMM49xw2227qLC8BvwfbPY1Q90ZqSzzUiLnMSnRjWBLookzUItytJGvK2Vf/LkJ7XgXAP3cR8dImgqm38UqDSlHLhRMvJFw+nVV7XwHL5B3CS3z/DiZNnE9zJEN5zUXAWqTXQ8fZJ+HZ040VfouyRIaaqECfOoNSTykJMwUmpLxxXLEME90TcXkybM+6R6dLq6GuwXkPtqygo/JMdpZM5zyxEZFbX+stRROCUNlkjEyY9mQtKeHHZ5STIsaMwDxK4k20k8GjJXB7yjixxEVMZvDrboTfcaut9lUzKTCXTsBd58NMuTBdQUp0i8oSLxVeF5X4sXCWKLiEgRBw4uzz2V0p6d77D9KeGDW+mWhaKyGp4RKOGmyj49ELbXpeXdIxuYTA7iilvgo0twdp6pjeGmo1yeza8dTrXYSDpXSnOzGBiWXzOKWkAmP9KgJCJ2JUUSMc70Hb58JjuPFjsEOvwnDX9Kx7dwsy/gCUnQFNIDWNyWU+mvdDPHt/VfurCZx/Hsm3niGslVMSADF+CpGK6aQ3PIZVV4dH05haVkpm/iQ2LF9Ffeh0Tkw1sjHRRFwmifvHUUY7ptcgFdIIrI/j1tyUeUIIAa0yRL2IUaWDJxuuuSRj0jmlHrtzN25pIHWBZUksDDQ8tHqqSftrKNcCpGQcKQQN7jLqXaVs2g4VyTBl5dPYn7KRYg1CgK+mlJPrKkimXFw24wy07KJ0w+2FmdX4dxRGTbADQeySIO6YQanPT6lnIuuqJ1PpbSOxrwVbuNGCfkx/iDKqON1TR6ueIaZBV/lcTrAmEPdMxLP392QALRt/YHbd6WxMRVnT5qbMO44ub5DxRgnjjRI8JW/hTbczq3I8r0YhOzVHxigHb4iMpyLvR9Dtm0h5maShO0zctJyxYfnMIm+q4iiFWHHUUBX0UDXdw9nTq/LbbFvSHkvTkf3EUmZeAasKeqgu8VDhd+fXhRwKpmnyyCOPOK5w0sZtJ1hwyglEmneSbtsBXbvwRvcSSjVSlWlFi9uYCR0zqWEmNKQtsC1BwtaJGjoRt0bUrdHt1uh0a3T6BO1ejTavoNUHLV5JxOP87A0LDNNxES+NQVlMUhaD8iiURcNURMOU79pG+Xpnm2E70e6LxZe0AVvLfgRENQiLnv9LAboE3XaCdeS+NZt8MvdiWBqkDUHaEGSyH+kSmIYgaWiYugAhaBbZNVc4ASlcNrhtgZFty7Alug26JdFsJ/VG7iMsu+fbtA86WRCrC7LmU2dmz1piSxshsxn8pI0TN9UG6QS7cfYIrGzcS1tABkhJmxTOJ41NCpO0tEljkZaW841FWppM0Op4n+td2LaNJZ1ol7Yts99k1285s91adi2XEM4qxNz/tXyZ7Pqh3Dqi7P+FAGlL7Fz92W+Z/dv5tp15Acing9E0kW1XoGvOt5adrBBZ1yNNE+h9y2jZVZK5n09Bv2fdEIteC4mwTTQ7g7DTaHba+dvKIM000spOPlkphJlCWM4HK41mprLlU7zkvZA/ud9DIm0RT1t886qTeOes/pbSY4F0Os3KlSu544478ts0TWPRokUsW7as6DHLli3jtttuK9i2ePFiHn/8cQB27NhBU1MTixYtyu8vLS1lwYIFLFu2jGuvvZZly5ZRVlaWV4YBFi1ahKZpLF++nPe+97392k2lUqRSPRaTcNgZbMr6yeiiianuifgXvo/JteX4DY14NE7c08WWrU9zxowr2LbhGVanK9GCKTRfA3HDwyXeIHPKpoMrgCZ0bGkxJTiPSAICmodZDQ0I04VlGNiuUsyME4W2bNI7ODnQgNtOs3PDWly4mPfOM9m9ZRcztq7Py1hfHaK7rIRozXi0QIx0e5RAc4RTKk5kTSxMpWccuM22kAABAABJREFU9bPmMbVqLq1bOkiJcpKZ3U6Ea82F1DTip81ltm880VWb6ejuZIfQcOsaC6dVQsRxK55TVcPzKQMj48UY74d4mgl1kzG64ky96BRaUwlozLpQe0JQ4kYv6cIlgkSmvpsLK7vZFnmN8vopWN4aoqU+/HMvILl5F11yC2W6l/ipJ1C900VDKMD4yjpe098k7TVobphAdfZ8DQym1hjMnlhHI1HWb+ymWreInVzFhMA4fCeeCPZGADzCgGANGG58Z72bYPwfdIXieIwUXfUuQs0uaqacyOmTJ7N/y2bmTpuDq12w95RF1IpuLq8vp9xwEUtU4J17MU3LHqF+3SqqNItUTgnXBZ5z34+1+3WamzOs3pXNG+rzYHs96H4dVyzFzgnTyNR4GT93AVa8BcL7e268+lPQt72GREcTOmU+PxPKp9MS24OeTXkzbe45tHbvpS3sJun10Dp1BqKyirh/PHTvIzxzJhs70ni8jkWr1A6z+B03IDa30yk0QnPrmd4SJbZH5H6EJEumYaSjGCfPQqZWk8jsYXqtl7mz63nj7VL0cDfvWHg2FUFBx5o/sJfNpIUPj+6hvmo2ZWWTsaWNvukFYAdBr4/WqI1pS86uP5PXG1/ntAlTiJTGkOs34+5MkCmrxvZ68L/rClzbNnHq67v5R2IXbleGZGAiyWlV8OZbuGSGSbXleGpL2MwEZtf9O8b65TSlNYyzTidlm0x/O4qv4gS8804nuWEDczJpVlmrEW7JeQ0LMAF3OsGUrld5oStBxqejTWsgIPdTovlwn/svuOpq+z0H5IyLmTFZY6IFdZ1VEHGWDEzSyrDtJO7KmXSGZjM1ZBOYPpO5lZXUjZuB6/QSVq7eSkLbi3/7Fuxxddhd2xEEqQq6CSctKt3j6Ga1k8fbbyA1wPAgxs9Gbm9BuibiZSfjguOoSScpO6GexNoIezzj0CdeSmUwSWL9KupsP+gZtoxvYNK4aq6ZeyN1bW9gTnoHO/c+T0Bbh3CV45L7MQQkz74Qj1iI3ryUk0pNKnxepLDRJEwITmTyonc7Jx+opquuggsnB3D5fVxy4bt4doazjrgqWEadDBIMjmNvRZouVwVG7WRKO97mDXecDp+P6hNmIjXBrPJLCU6XBEN1LPT5WCqWssOsZb8ewZrk5xzPNMKtzUw7ZQ77gw347G4ssZXptbMJWy52u+IERD17p/joFtWUliaJJfcTqQzx7lA1ov4E0vbv6DQEZaES9jfHCOtltLmdic6Ta06mxleDS3fWnNf4ayiZPpdI0xpSU0vxnTSXxFtrmV4TxDe9Gm/NOZirUhDxMNntZ11pPVQvZmlnhil2hPSp1xAZb1HZmODkGj/PdTqm+XFTZhMOxDh/fBmuEz9G9wu/Z5ndyJSQF7fuhmAtrkiYlOhgel1lPuBgyaVX4tn9MmLDTuaFQqzd78QCSE+biPa+TxBrSlCx6hWEz4cdixHxT6CmQtDa3sp+qwy3r797/EAohVhxVKNpguoSR/E9IggNyx1i/InnYpx8Qf/9to0VaSbdsp1M517S8QiZRASZiiJTETzpJB379+K1LcZXlIKVQVom0sqAlYZ0BplIk5IZukWGsDAJayYxzSZjCNJlOpkyQVpoRNFISJ1GqWHYOpot8CYhEJN442BkBEZGYmTAZdpOGhNpkVMGJRIpc9/OVlOTznpqTSI1J7iDrUnQZF5pltnoh3YuTqsUaCboGYFugpEBwxS4MuBKgc/spWDLnr9NHTI6mAakdMgYkNEFGbezLb9f7/k7Y4CpCSzdCcojycqU+2T/H/bHeTnx0rBcckNKPFLitSXe7N8eKfFKm9Je22elt/Pu7r8PS5vHMhmpY6KTwkUaFynpIiVcmLjICDem5sLSPNhagLgWpDrowefW8bt1KgLH7jKBtrY2LMuitrZw4FlbW8vbb79d9Jimpqai5ZuamvL7c9sOVKavO7ZhGFRUVOTL9OXuu+/m61//er/tmSkzcY0/k3OqQwT9PvTsRGRJ0AdUMuWMWzBzqTB0g3K7hqqa00mWu5leaUP1LADmVp5KfZmb2dUT2NEWw654N6EaH1bTPqyQF2u3YFKgFr9L4+wJFwAwxzRZrzkKcDAUYM78Oazf3qMQ+6ecyawJC9BNL3sTNTRvW8OUwJkYmkHI62LyqecztXYOALMbyth0wb8Q33sSJaXVnDZ9Ai1WC5lQKaQzBK46H9f+FspbO9B8vmwDFVA2CeGrBR4jbUgap8ylItNCp6+BYGUE79SFNESaGL/5LdJ2K+dMvYxYKkWk9SXqZ81l3NRqhG8cky6oxCgrA86m2jAQmkbsgzez7ck/E/QLLjz5OryTdiIi+zAnnI3uWYEmdjO1YXLP+eKHoEHJ+eeRaW3BxEWDMZ8zq71UTTrHKXTCZdC1C1o2QtC5R/TxM5j5oRm8t72Z9Z1v0NWQot5/BqeMn0u1v5QbTr0cn+HDGmdhvv02FTJAdWUDhpXkhDPOQCsdx1OrqzBOmEG7qWMHK5leHSDoMUBUIWdcTGxlB5ItANT5pjPtsot5e89KxsXjbMFC6C4ml0/HVT2bsmQMom2Owl4xFeEpY3xXLXVSEFwwn6vcAWKJaex87O90lnRycv18WisnU9MuMfbvo6FkKqFF76W0K4HW4mLe+Pm4lv2T5kwz4a4atpshdF3DaxhUlXhw6Rqz60O0nXgmZVYHC2sm89L2MkI+F75pFSR37mfLjlqqAnM42+ui4pyF7GuLMK7MuQ9qZl7BW1P2Eg70eFb4jOw9MvtiSmecR4nwYL29E9f4Sqp8AS6b6qz5bw3tZ3Xji0wKnsIbe1OYgQB6aRn6aQvYtWETb3ZtZvrUUhZefxWNpsELTz/JuFQ7l89swBcIMKUqgCEkOzetYIJh884ZixG6QAb2kdq6BfeUyehlpXS9+CKWrtFUVsapEyrySydMcxLpHQ85v+VQCP/JM2HfFjy9UnAWoLsp92TViMAZkI4hDT+tb7XhOqka18KPUl8eoHR8af6Qar8zZXP+WbN4dPcskuUTOf/dH2DpHxvwmCZz3nch4RVradvVzt7qcURL3ZS5J+Kd4SJw4YWIQBA5+z0Y6x7hRE6kwlsB+h48E2qoqKxnp+s0qgIeXOOrSE89Fde08cxatonXQ1UsOOcD1NXXQ/1kyD6HUlWVVM87h6k7vLjdccaXTeWkihr2lJpO7uPT5iM2Lqex2qb2yqsxvCWYpskCfwPdbo3ZJ5RgCBuXy0ONv4a2RBuTr/0sfnQsw0vXhmeQQsdz4olMrTqbldtex5dJ4DZ0bNumITQRd7k72/8m48V4dqd2E/WHmFt6JqXlFVTVNxCc5OfSSYvYstykZcF0zh9fi6utm/ZIBxo61VoFE4MmYvppdMQFVf4gdae/h1TCCQGX0jSMulqqE/tJls+g2h1g8aTFuF2F79TT606HutOh5jTnmeDyoYdC+JNJXCUeCJwAbg0ZmkyJafLOsEVrOMEZvqn4DZv68krebm1n+vgaPCJN3CgHwOPSmT+pwmkkWEPp5Z/B99aDJGKtlLhLOKPuDHTtTSzbotJXyeRAJcmMhb8yAKUluK1lTO8UBOddyksv/AV/+TiqKkqYYmpMe/+7cRsCHn8c2+1GVFRRE6jETkq8J80qfu8WQSnECsVwomnopfUES+spFo7GNE1ef+QRABZcc81B01cNNzlLomk7VkTTtrFsiWk71kwza9H0GDoel4bX0HHp2VyTtuUo7VYabNNJ0SGy69mEXvi3pvVr15QmGStD2kqTttNkbOfvfDj97JdpWWRMi4xpkjZNTNvCzP7f0catrFnSdlKZ5D7CSX+B0BBC5/1CQ2gaQhhIqaFpmuNqKDS0nIxSYGha1iqqORE4ASFtPJqBT3Ph0gRCWmjYaNLKBv2w0KSNrtkY2OjY6EgkFkIUnnt/BvZWkEhsKbLW3+xERd4K7HznLbeix4qrZy2+PU0c2CPCuQeca25JiWU7H7vX35Yk+93XBCzy37lmereW2yY1A6l7kJobjKyVTXfjNgw8hobb0CgxdCoNLa849WXgUFKK0eSOO+4osEyHw2EmTJjA5fPGEQr1jc5bnFRQp+TMWVxx2TsxDCNroXC4cm7PIGZeQ1n+b23ydFzAZaU2uqgf2rKLiqn4gZOBefIyxLTL87tO71O0Mujh7FOnkjxpEi7duT/H06PgCMATqsbTe6ylu2DCGZBMsruyEtu2qXPXEvc5xyX1WiibiCibSLl/FwDBknGUlRvIa6YXnIuryHrxSeMqeb2slBTg0l2I2tlQOxtME+mZxhzPNK464VIMw3C8mlY80q8OTfdRPu9aRO694/ZDzWzn04dplbVMq7wc0zYLAkb6XX3z0wqYdDYYBiU47zhT89JW4iwO0nWdk8aFBrxWfuGnoaSBCSdNIH3CZTT+6c9IJLMrZhd9P4pgJbUX9/J4ADyahSY1KsOVBF1BqkqqmFFq0rxyEgATK/xMrQlx/sz3Ypom215zU0stu1I1znsBuOSkugIZq6acDEA5cOUpTq7V3GSOhU5Gd/rhtClVnDK5x2sNXzmd1dOLniu6C3QXGjB9Xn9XzuqScbzrwq9jmiavPVJ4/XLB0WxNQy8poQHo1n10+xsQ2ewXXpfeM+EE6JqOoRswdQqeqVMAMCoqCF56KTuef764jL3FnX0BxkkXHbScU7HH+ZgmcVcFuCp4/wnVuFwD50OWQiNtBAl63dSVOL5ttWUNjL90MqZpsvcRD6XZIHVJj47mHcDaV38qVExjvDtIaUYScBsITRBc7Fxv34ptnF9ay2kTqvsdmqiv58xzT2Zf63YklcyrmgeQD3xm1NagT57HVOyeiQ3ArUO1buOffTFGtv/n187HtE1cubRRpokU2dRQkyZhGAYfPa0n4OFB0XWC71qE4XKBYeAxTSYHs4G6zj2HSbbN1MceR9oZNMAwdN536kzQpyMQuHSNVK/qPKecwglnnsmcP/0pe44HGKuUT+4Ro6ysJ461pkH1CU7AL4+H2QGYUe1n35vOOfvdBleeMh6sWkwzg1z/eNHqhRBccPJHsWwLXdPBDRdOvBBb2nj0PgauQCXec67AIyUBy+LNDQ1ZUUT+/ZC/74UgeOGFGIZBGT3eS4NBKcQKxXGEk3LBeVE6DCGNlG44H4a+NlcIgUu4cGmu/gMqRR6Bc0VGOrmXBhy7ttajk6qqKnRdp7m5MP5Ac3MzdXV1RY+pq6s7YPncd3NzM/X19QVlTjnllHyZlpbCXI2madLR0TFgux6PB49neLxyXLqGoR9sEqn/MYfDYBVpr+sQf4m59Q3DLM9ocKSyJ+ia7ij6Irus5ghzqNcg9049ZjmMe/OI3deaBr4yBFAyAi9PZ6L8ABX3iqni0geeADiktl2ungms3tt1HaHruDSwes1ZO0sGB342C+3wnp2DRjf6LLEaoJjW068u7cB9N9L30xHqGYVC0ZsXX3yR2bNn43K5mDx58miLo1AoRhm32838+fNZsmRJfptt2yxZsoSFCxcWPWbhwoUF5QGeffbZfPkpU6ZQV1dXUCYcDrN8+fJ8mYULF9LV1cXKlSvzZZ5//nls22bBggXDdn4KxfHKr371K2bMmKHe9wrFGEZZiBWKI0x3dze/+MUvuP7663nwwQcJBAKjLZJCoRgD3HbbbXz4wx/m9NNP58wzz+SHP/whsVgsH3X63/7t3xg/fjx33303AJ/5zGc4//zz+cEPfsDll1/OQw89xBtvvMHPfvYzwJlR/+xnP8s3v/lNZsyYkU+7NG7cOK666ioAZs+ezSWXXMJNN93E/fffTyaT4ZZbbuHaa68dUoRphULRn+bmZm666SY++MEPqve9QjGGUQqxQnGEaWpqwrIsPvjBD3LuuecWLSOlJJPJ4Fa5hhWK44YPfOADtLa28tWvfpWmpiZOOeUUnnnmmXxQrN27d+fXPAKcffbZ/P73v+fLX/4y//mf/8mMGTN4/PHH8zmIAb7whS8Qi8X42Mc+RldXF+eeey7PPPNMPpAOwO9+9ztuueUWLrroIjRN4+qrr+bee+89cieuUByjbN26FdM0+dCHPqTe9wrFGEa5TCsUR5CPfvSj+eisF198MUIIvva1rzF58mQ+8pGP8POf/5yZM2ficrl4/vnnCYfD3HLLLcyePZtAIEB9fT3vec97ikad3b59O9dffz21tbV4vV6mT5/Ol770pSN9igqF4jC45ZZb2LVrF6lUiuXLlxe4Lb/wwgv86le/Kih/zTXXsGnTJlKpFOvWreOyywqDtggh+MY3vkFTUxPJZJLnnnuOmTMLA/pUVFTw+9//nkgkQnd3Nw888ADBYLGwgAqFYrB89KMfzSvBF1100aDf93PnzuWGG27gU5/6FO9973uLvu937NjBP/7xD375y19SVlam3vcKxWGiLMQKxRHkS1/6EoZh8OCDD3Lvvfdyxhln0NDQwK9+9SueffZZVq9ezV133UVlZSUzZswgEolgmiZf//rXqa2tpb29nf/5n/9h4cKFbNy4MR/0ZseOHSxYsIBgMMg3v/lNpk2bxs6dO3n11VdH+YwVCoVCoTj++NKXvsRZZ53FzTffzE9+8hNOO+20Qb3vv/rVr7Jx40YikQhvvfUW73jHO/ja176Wr3fnzp2cd955pFIpzjrrLL7whS+wf/9+9b5XKA4DpRArFEeQadOmMX78eADmzJnDWWedld/X3d3NmjVrqKqqKjjm/vvvz/9tWRaXXHIJNTU1/OEPf+Bzn/scAHfeeSepVIq1a9cWRIb96Ec/OpKno1AoFAqFogjTpk2jsbERGNr73jRNHnnkEWzb5utf/zrjxo1j+fLl+TJ33XUXqVSK97///QQCAS644AK8Xi8f/ehHC9IuKRSKwaMUYoVijHDOOef0ezkC/PGPf+QHP/gBmzZtoru7O79906ZN+b//8Y9/8J73vGfANCkKhUKhUCjGBgd633//+99n/fr1xOPx/PbGxsb8GuMlS5Zw+eWXqwBdCsUwotYQKxRjhGLK7N/+9jc+8IEPcNZZZ/HQQw+xfPlyVqxYQXV1NclkMl+uvb2dhoaGIymuQqFQKBSKQ+BA7/sFCxbw6U9/mm984xssW7aM6upqMplMvlx7e3ve00yhUAwPI2ohltLJyhwOhw+7LtM0SSQSWJaFbduYpkk6nSaRSOT/L6XEtm0syyKdTqNpWv44XddJp9MAJBIJwuEwiUSiYFskEsGyLCzLwjTNfD2maSKE6Fc+176u9ySW1jSNcDhMPB4nk8nkj8+1CRCPxwvkzNWROzZXf+6ccn/n9huGgWma+dnDcDicl6v337l+613O6JXg+0D7ivX/YMsOloHqHIm2DoecPLZtAxRch0OpK6fIxmKx/PWWUmKaZr/fym9/+1vOO+887rrrrvy2dDpNR0cHmUwmX76yspKdO3cOy29NoTjW6f27Uxw+Q3nX596HuXffSL1PgFF5jySTSdLpNLZtF4wPer/fD0Wuobwv+247Ev3dV56B3pe9rz9QINOhvvtzfZ47LjfuOpB8ufFZTr7e46YDnfPB+rJvu7FYDBja+/7rX/86f/7znwGYPHkyHR0d+XFpOp2moqKCXbt2UVFRUXDOxdov1ofF+utQz2+o+wcqN9A9XOw+Go6x64HaBwYl21DP8WD384F+G8Xqy8l5oLFpNBrNu9HnrvXRPJYfaltDedcLOYIjgr179zJhwoSRql6hUCgUikNmz549yrNiGNi+fTvTpk0bbTEUCoVCoejHYN71I6oQ27bN/v37KSkpQQhxWHWFw2EmTJjAnj17CIVCwyThkUPJP7qMJflffvllrrjiCp544gne8Y53ADB37lzOPfdcfvrTnxaUfeCBB7jtttu47bbb+MEPfsDtt9/Ob3/7WxKJBJdffnm+/K5du7jgggsIhULcdtttTJkyhX379rF06VLuu+++I36OfRlL/X8oKPlHl+GWX0pJJBJh3LhxBXl9FYdGV1cX5eXl7N69m9LS0tEW55jgaP/NjkVGo08P5X3/n//5n5x55pmsWLGCX/ziF2P2fa/u0eFH9enwMpR3/Yj6EGmaNuyz76FQ6Ki+SZT8o8tYkD8XCCMQCORlEULgcrn6yXbrrbfS1tbGL3/5SwCWLl3KU089xXvf+96C8nPnzuX111/nS1/6El/72teIxWJMmDCBa6+9dtTPtzdjof8PByX/6DKc8ivFbfjIDTRKS0uP6vtrLHK0/2bHIkeyTw/lff/AAw9wzz33cMYZZxwV73t1jw4/qk+Hj8G+60fUQjychMNhSktL6e7uPipvEiX/6KLkH12U/KOLkl8xkqjrM/yoPh1+VJ8OL6o/hx/Vp6OH8hVTKBQKhUKhUCgUCsVxyVGjEHs8Hu688048Hs9oi3JIKPlHFyX/6KLkH12U/IqRRF2f4Uf16fCj+nR4Uf05/Kg+HT2OGpdphUKhUCgUCoVCoVAohpOjxkKsUCgUCoVCoVAoFArFcKIUYoVijLB3715uvfVWzj77bPx+P0IIdu7cWVBmyZIlfPCDH2TatGn4fD6mTZvGzTffTGtr6+gIrVAoFAqFYtCod71CMfZQLtMKxRjhhRde4AMf+ADz589HSskzzzzDjh07mDx5cr7MNddcQzQa5V/+5V+YOnUqW7Zs4c4778Tv97N69ep8igeFQqFQKBRjD/WuVyjGHkohVijGCLZt5/N5/upXv+KGG27o95JsbW2lurq64LiXXnqJ888/n1//+tf827/925EUWaFQKBQKxRBQ73qFYuxxxFymf/KTnzB58mS8Xi8LFizg9ddfP2D5Rx55hFmzZuH1epk7dy5PPfVUwX4pJV/96lepr6/H5/OxaNEitmzZUlCmo6OD66+/nlAoRFlZGTfeeCPRaPSokH/nzp3ceOONTJkyJe8uc+edd5JOp48K+XuTSqU45ZRTEEKwevXqo0r+J598kgULFuDz+SgvL+eqq64aMflzL0iAFStWAHDCCScUyJ97QfaW/+KLLwZgzZo1BfVt3ryZK6+8kqqqKkKhEOeeey7//Oc/R0z+3hys/x977DEuvvhiKisrB7wvkskkN998M5WVlQSDQa6++mqam5uPCvk7Ojr49Kc/zQknnIDP52PixInceuutdHd3HxXy90ZKyaWXXooQgscff/yokn/ZsmVceOGFBAIBQqEQ5513HolE4pDOQTEwQ72+xyt33303Z5xxBiUlJdTU1HDVVVexadOmgjKDee7t3r2byy+/HL/fT01NDbfffjumaR7JUxmTfPvb30YIwWc/+9n8trHYn73f9QPRVxkGOP300wHYt2/fsMvUm3379vHBD36QyspKfD4fc+fO5Y033sjvP9Lj76Mdy7L4yle+UjCev+uuu+htj1R9OgaQR4CHHnpIut1u+cADD8j169fLm266SZaVlcnm5uai5V999VWp67r87ne/Kzds2CC//OUvS5fLJdeuXZsv8+1vf1uWlpbKxx9/XK5Zs0a+5z3vkVOmTJGJRCJf5pJLLpEnn3yyfO211+TLL78sp0+fLq+77rqjQv6nn35afuQjH5F///vf5bZt2+Rf/vIXWVNTIz//+c8fFfL35tZbb5WXXnqpBOSqVauOGvkfffRRWV5eLn/605/KTZs2yfXr18uHH374iMgvhJCAfPbZZw8q/3333ScBWVNTUyD/jBkz5GWXXSbXrFkjN2/eLD/1qU9Jv98vGxsbR1z+g/X/b37zG/n1r39d/vznPx/wvvjEJz4hJ0yYIJcsWSLfeOMNedZZZ8mzzz57SLKPlvxr166V73vf++Rf//pXuXXrVrlkyRI5Y8YMefXVVx8V8vfmnnvuyf9+//znPx818i9dulSGQiF59913y3Xr1sm3335bPvzwwzKZTA75HBQDM9TrezyzePFi+eCDD8p169bJ1atXy8suu0xOnDhRRqPRfJmDPfdM05QnnXSSXLRokVy1apV86qmnZFVVlbzjjjtG45TGDK+//rqcPHmynDdvnvzMZz6T3z7W+/PBBx+UgNyxY8dByz7xxBOH/BweLB0dHXLSpEnyIx/5iFy+fLncvn27/Pvf/y63bt2aL3Mkx9/HAt/61rdkZWWlfOKJJ+SOHTvkI488IoPBoPzRj36UL6P6dPQ5IgrxmWeeKW+++eb8/y3LkuPGjZN333130fL/8i//Ii+//PKCbQsWLJAf//jHpZRS2rYt6+rq5Pe+9738/q6uLunxeOQf/vAHKaWUGzZskIBcsWJFvszTTz8thRBy3759Y17+Ynz3u9+VU6ZMGZLsoy3/U089JWfNmiXXr19/yArxaMifyWTk+PHj5S9+8Yshyzsc8s+bN6/gJTmQ/OFwWM6YMUPOmTNHut3uvPytra0SkC+99FK+3nA4nFeyR1r+A/V/b3bs2FH0vujq6pIul0s+8sgj+W0bN26UgFy2bNmYl78Yf/zjH6Xb7ZaZTOaokX/VqlVy/PjxsrGx8ZAHYqMl/4IFC+SXv/zlIcurGBpDvb6KHlpaWiQgX3zxRSnl4J57Tz31lNQ0TTY1NeXL/PSnP5WhUEimUqkjewJjhEgkImfMmCGfffZZef755+cV4qOhPwerEOfe9SeddJI0TXPE5PmP//gPee655w64/0iPv48FLr/8cvnRj360YNv73vc+ef3110spVZ+OFUbcZTqdTrNy5UoWLVqU36ZpGosWLWLZsmVFj1m2bFlBeYDFixfny+/YsYOmpqaCMqWlpSxYsCBfZtmyZZSVleVdTAAWLVqEpmksX758zMtfjO7ubioqKgYt+2jL39zczE033cRvf/tb/H7/kOQebfnffPNN9u3bh6ZpnHrqqdTX13PppZeybt26IyL/iSeeeFD5L7jgAq677jqam5t5+OGHOeuss/JlKisrOeGEE/jNb35DLBbDNE3+93//l5qaGubPnz/i8h+o/wfDypUryWQyBfXMmjWLiRMnDqme0ZK/GN3d3YRCIQzDGPQxoyl/PB7nX//1X/nJT35CXV3dkI7NMVryt7S0sHz5cmpqajj77LOpra3l/PPP55VXXjmk81AU51Cur6KH3BKK3Ht9MM+9ZcuWMXfuXGpra/NlFi9eTDgcZv369UdQ+rHDzTffzOWXX97vuXGs9Kdpmvl3/R/+8Ad0XR+xtv76179y+umnc80111BTU8Opp57Kz3/+8/z+Izn+PlY4++yzWbJkCZs3bwac5W2vvPIKl156KaD6dKww4gpxW1sblmUVPGwAamtraWpqKnpMU1PTAcvnvg9WpqampmC/YRhUVFQM2O5Ykr8vW7du5b777uPjH//4oGUfTfmllHzkIx/hE5/4RMEPeKiMlvzbt28H4Gtf+xpf/vKXeeKJJygvL+eCCy6go6NjxOUPhUIHlf/b3/42S5Ys4S9/+QsnnXRSQRkhBM899xyrVq2ipKQEr9fLPffcwzPPPEN5efmIyz+U8gPV4Xa7KSsrO6x6Rkv+YnLcddddfOxjHxvycaMl/+c+9znOPvtsrrzyyiEd15vRkr/37/emm27imWee4bTTTuOiiy4aMNaBYugcyvVVONi2zWc/+1nOOeccTjrpJGBwz72Bfh+5fccbDz30EG+++SZ33313v33HQn9KKbnhhhsK3vUjyfbt2/npT3/KjBkz+Pvf/84nP/lJbr31Vn79618DR3b8fazwxS9+kWuvvZZZs2bhcrk49dRT+exnP8v1118PqD4dKwzeVKEYNfbt28cll1zCNddcw0033TTa4gyK++67j0gkwh133DHaohwStm0D8KUvfYmrr74agAcffJCGhgYeeeSRIU9MjAR/+ctfeOyxx7jgggv67ZNScvPNN1NTU8PLL7+Mz+fjF7/4Be9+97tZsWIF9fX1R17g45RwOMzll1/OnDlz+NrXvjba4gyKv/71rzz//POsWrVqtEU5JHK/349//OPccMMNAJx66qksWbKEBx54oOjgWaE4ktx8882sW7dOeS0cBnv27OEzn/kMzz77LF6vd7TFGRE+9alP8dBDDw34rh9ubNvm9NNP57/+678A57m5bt067r//fj784Q+PePvHIn/84x/53e9+x+9//3tOPPFEVq9ezWc/+1nGjRun+nQMMeIW4qqqKnRd7xfVr7m5eUA3vLq6ugOWz30frExLS0vBftM06ejoGJL732jJn2P//v28853v5Oyzz+ZnP/vZoOUebfmff/55li1bhsfjwTAMpk+fDjhREofyABgt+XMK45w5c/L7PR4PU6dOZffu3SMufzgcHrD8r371KwC+/vWv8+53v7tomeeff54nnniChx56iHPOOYfTTjuN//mf/8Hn8+VnekdS/qGUH6iOdDpNV1fXYdUzWvLniEQiXHLJJZSUlPDnP/8Zl8s1pONHS/7nn3+ebdu2UVZWhmEYeTfvq6++ekiDstGSv9jvF2D27NlD+v0qDsyhXF8F3HLLLTzxxBP885//pKGhIb99MM+9gX4fuX3HEytXrqSlpYXTTjst/5x68cUXuffeezEMg9ra2qO6P7/whS/ws5/9jF/96lcF7/qRpL6+/oDPzSM5/j5WuP322/NW4rlz5/KhD32Iz33uc/mJWdWnY4MRV4jdbjfz589nyZIl+W22bbNkyRIWLlxY9JiFCxcWlAd49tln8+WnTJlCXV1dQZlwOMzy5cvzZRYuXEhXVxcrV67Ml3n++eexbZsFCxaMefnBsQxfcMEFzJ8/nwcffHBQofrHivz33nsva9asYfXq1axevTqfNuXhhx/mW9/61piXf/78+Xg8noKUGJlMhp07dzJp0qQRk//RRx+loaGBpUuXAvD000/z6KOP8uc//5mFCxfy3e9+l5///Of4fD6ampp47bXXeO2111iyZAmvvfZavs54PA70T++gaVreejYS8sPB+38wzJ8/H5fLVVDPpk2b2L1795DqGS35wbmnLr74YtxuN3/9618PyYIxWvJ/8Ytf5K233sr/fnNpjf77v/+bBx98cMzLP3nyZMaNG9cvpc3mzZuH9PtVHJhDub7HM1JKbrnlFv785z/z/PPPM2XKlIL9g3nuLVy4kLVr1xYMjp999llCoVA/ReZY56KLLmLt2rUFz6nTTz+d66+/Pv/3WO3PRx99lEcffTSfzij3rs/9/7vf/S7f+973+MhHPsK0adPy7/rXXnuNbdu2jZhc55xzzgGfm0dy/H2sEI/H+43FdF3Pj8VUn44RjkTkroceekh6PB75q1/9Sm7YsEF+7GMfk2VlZfmofh/60IfkF7/4xXz5V199VRqGIb///e/LjRs3yjvvvLNo2pmysjL5l7/8Rb711lvyyiuvLBqi/NRTT5XLly+Xr7zyipwxY8Yhp1060vLv3btXTp8+XV500UVy7969srGxMf85GuTvy1Ci8Y4V+T/zmc/I8ePHy7///e/y7bffljfeeKOsqamRHR0dIyY/UPQjhJBr166V559//oBlgsFgXv7W1lZZWVkp3/e+98nVq1fLTZs2yf/3//6fdLlccvXq1aPe/+3t7XLVqlXyySeflIB86KGH5KpVqwru70984hNy4sSJ8vnnn5dvvPGGXLhwoVy4cOGQZB8t+bu7u+WCBQvk3Llz5datWwt+v0ONEDpa/d8XDiPt0mjI/9///d8yFArJRx55RG7ZskV++ctfll6vtyB9iOLwOdj1VfTwyU9+UpaWlsoXXnih4JkQj8fzZQ723MulCbr44ovl6tWr5TPPPCOrq6uP+7RLOXpHmZZy7PbnQO/xD3/4w/nzOFiZkeD111+XhmHIb33rW3LLli3yd7/7nfT7/fL//u//8mWO5Pj7WODDH/6wHD9+fD7t0mOPPSarqqrkF77whXwZ1aejzxFRiKWU8r777pMTJ06UbrdbnnnmmfK1117L7zv//PP7/cD/+Mc/ypkzZ0q32y1PPPFE+eSTTxbst21bfuUrX5G1tbXS4/HIiy66SG7atKmgTHt7u7zuuutkMBiUoVBI3nDDDTISiRwV8udC8Rf7HA3y9+VwFOLRkj+dTsvPf/7zsqamRpaUlMhFixbJdevWHTXyr1ixQl588cWyoqJClpSUyLPOOks+9dRTY0L+ge7vO++8M18mkUjIT33qU7K8vFz6/X753ve+95AmhEZD/n/+858D/n4Hk29ytOUvxqEqxKMp/9133y0bGhqk3++XCxculC+//PIhya84MAe6vooeBnomPPjgg/kyg3nu7dy5U1566aXS5/PJqqoq+fnPf37I6dyOVfoqxKo/h87f/vY3edJJJ0mPxyNnzZolf/aznxXsP9Lj76OdcDgsP/OZz8iJEydKr9crp06dKr/0pS8VpPVSfTr6CCmlPBwLs0KhUCgUCoVCoVAoFEcjI76GWKFQKBQKhUKhUCgUirGIUogVCoVCoVAoFAqFQnFcohRihUKhUCgUCoVCoVAclxgjWblt2+zfv5+SkhKEECPZlEKhUCgUg0JKSSQSYdy4cYeUzk5RiHrXKxQKhWKsMZR3/YgqxPv372fChAkj2YRCoVAoFIfEnj17aGhoGG0xjnrUu16hUCgUY5XBvOtHVCEuKSnJCxIKhUayKYVCoVAoBkU4HGbChAn5d5Ti8FDveoVCoVCMNYbyrh9RhTjnOhUKhdRLUqFQKBRjCuXeOzyod71CoVAoxiqDederxVMKhUKhUCgUCoVCoTguOWoU4lgmRjQdHW0xFAqFQqFQKBQKhUJxjHDUKMRPbn+Sdzz0Dm5ecjPbu7ePtjgKhUKhUCgUCoVCoTgIf1uznxU7O0ZbjAE5ahTi02pO44aTbuCt1re47onrWN64fLRFUigUCoVCoVAoFApFEdqjKba2RLClZH9XYrTFGZCjRiGeXj6dW0+7lcfe8xgNJQ18+vlPs6N7x2iLpVAoFAqFYhSRUiKlHG0xFAqFQtGHV7a2sX5/eLTFOChHjULMqv+DH59J9RP/j/un/Ss+w8sXXvoCKSs12pIpFAqFQqEYJZbuX8rTO54ebTEUCoVCcZRy9CjEgRqomQV7llP9yEf5FrW83fE2/7vmf0dbMoVCoVAohoWf/OQnTJ48Ga/Xy4IFC3j99dcPWP6RRx5h1qxZeL1e5s6dy1NPPVWw/7HHHuPiiy+msrISIQSrV6/uV0cymeTmm2+msrKSYDDI1VdfTXNz83Ce1ojSneoebREUioGJtYFtjbYUCoXiABw9CvHMi+FffgOfXQcXfZVz317CeywPv9nwaxqjjaMtnUKhUCgUh8XDDz/Mbbfdxp133smbb77JySefzOLFi2lpaSlafunSpVx33XXceOONrFq1iquuuoqrrrqKdevW5cvEYjHOPfdcvvOd7wzY7uc+9zn+9re/8cgjj/Diiy+yf/9+3ve+9w37+SkUxxJPrW1k6da2AxdKx2D7C7B/1RGRSaFQHBpHj0KcQzfgHZ+H6/7Apxt3IawMP1r536MtlUKhUCgUh8U999zDTTfdxA033MCcOXO4//778fv9PPDAA0XL/+hHP+KSSy7h9ttvZ/bs2dx1112cdtpp/PjHP86X+dCHPsRXv/pVFi1aVLSO7u5ufvnLX3LPPfdw4YUXMn/+fB588EGWLl3Ka6+9NiLnqVAcC2Qsm9boQZbtWWnnO9k14vIoFIpD56hRiN/a28VPX9jGC5taSJs2zFxM3RU/5kNdXTy182mVikmhUCgURy3pdJqVK1cWKK6aprFo0SKWLVtW9Jhly5b1U3QXL148YPlirFy5kkwmU1DPrFmzmDhx4pDqUSgUCoXiaOWoUYhX7OzkO8+8zUceXMGFP3iB17a3w8kf4EOTr8Br2zyw7O7RFlGhUCgUikOira0Ny7Kora0t2F5bW0tTU1PRY5qamoZUfqA63G43ZWVlg64nlUoRDocLPgqFQqFQHK0cNQrxjedOYcM3FvPLD5+O16XzwV8s5+EVuym/9PtcnXHxZNNrNHbtHG0xFQqFQqE4prn77rspLS3NfyZMmDDaIikUCoVCccgcNQqxlBK/2+Ci2bX8+VNn844ZVXzxsbU8s7mbD5/3dUDyh+e/MNpiKhQKhUIxZKqqqtB1vV905+bmZurq6ooeU1dXN6TyA9WRTqfp6uoadD133HEH3d3d+c+ePXsG3Z5CoVAcCVLbd5Datm20xVAcJRw1CnHXww+z5cIL2fOJT2I98Rd+8r7ZzJ9YzmceWk1byQVc6Kriz13rSXWotcQKhUKhOLpwu93Mnz+fJUuW5LfZts2SJUtYuHBh0WMWLlxYUB7g2WefHbB8MebPn4/L5SqoZ9OmTezevXvAejweD6FQqOCjUCgUY4nkhg0kN7492mIoDoK0LCIvvIDZ0TGqchw1CrF74kQCZ5xBeudOGr/8FfZdcTn31ndQEXDz2YdX874z/h9dusY/lvzHaIuqUCgUCsWQue222/j5z3/Or3/9azZu3MgnP/lJYrEYN9xwAwD/9m//xh133JEv/5nPfIZnnnmGH/zgB7z99tt87Wtf44033uCWW27Jl+no6GD16tVs2LABcJTd1atX59cHl5aWcuONN3Lbbbfxz3/+k5UrV3LDDTewcOFCzjrrrCN49grFsYwYbQEUijGJHY1iR2MkN2wcVTmOGoU4cPbZjPvOd5j69FNM+t3/YdTV0f3F2/mf1ufY0dTNkk1TmKYHeajjLWjbOtriKhQKhUIxJD7wgQ/w/e9/n69+9auccsoprF69mmeeeSYfOGv37t00Njbmy5999tn8/ve/52c/+xknn3wyjz76KI8//jgnnXRSvsxf//pXTj31VC6//HIArr32Wk499VTuv//+fJn//u//5oorruDqq6/mvPPOo66ujscee+wInbVCMbLEM3E2to/uYHuwdCW7eGr7U3SpNE0KxRFFSCnlSFUeDocpLS2lu7t72F2qpGXR+qN7af/Zz9g36zRunnkNn3j3Hh7Y/jMe9s5hzgceHtb2FAqFQnFsMJLvpuOR0e7Pp7Y/BcBlUy874m0rRhgpQRyedfWVfa8QToU5r+E8gu7gMAkGf1m9D4ArTxk/cKFEJ2xdAr5ymH7RQevc0rmFLZ1bmFE+gxnlM4ZL1OOS7ieeBKD0istHWZLjm9zvJEff34vV3U305VfQy8oInnvOsLY9lHfTUWMh7ovQdWpu+xx1d32D8ZtW8fU3fstLq2fiFwZ/bH0dWo6O2UCFQqFQKBTHL1Z3N3Y8PtpijD2SYVj3J+jed/CyB2AE7T4KheIY4ahViHOUX3MN9Xd9g5P3b+CcJx9iTvA8ngoEiL7yg9EWTaFQKBQKheKARF9+hcjz/xxtMcYeiU7nO7x/dOVQKBTHPEe9QgxQ9v73U/mJT3D5ztcY/1iahCZ4cuffoWv3aIumUCgUCoVCoRgqh+kqrVAoRobE2rV5l/RjhWNCIQao/sytcNHFXPfGi5y9u5pHSgLIpT8ebbEUCoVCoVAoFAqF4pggvevYMzgeMwqxEIITvv9tIrUNfPhPnTSlDdau/wPE2kdbNIVCoVAoFArF8YZav6xQHBUcMwoxgObzMf0n9+EzbT77F8mjHgNe/9loi6VQKBQKhUKhOF4Zovu3UHmLFYojyjGlEANUnXQCzTd+lhN323jW+Amv+F9Ix0ZbLIVCoVAoFArFkDn+rKzyODxnhWI0OeYUYoB3feYjvDb7FK5cavN8uwWr/m+0RVIoFAqFQqFQKBSKQmwLzNRoS3Fcc0wqxLommPet79IeNCh/uQTrpfvAMkdbLIVCoVAoFMOAtG2keRS91yNNYKZHW4pRx7RskhlrtMVQKMYWO16CjX8bbSmOa45JhRhg/pwJPHXVpdR0SDYsjcKGx0dbJIVCoVAoFMNA7NVXCT/z99EWY3BYGdj5CuxeOtqSjDovbWnl7+ubBln6CK6jDe+H3a8dufYUit7EVQDg0eaYVYgBPvnJO3jidANjo4/oQ99T0f4UCoVCoTgGsLrDB9wv02ki//wnVvjA5QaLnUwiD3UMIW3nOxUZFlmOZiLJMWrV37UUuveOthQKxVGLnUyOuNdOc6yZeCY+InUf0wrx5IpyNl51CXsrYf/THVhrnx5tkRQKhUKhUIwwZkcHdixOauvWw67LjseJPLeE9LZtwyCZQqFQHHtEnltC7NVXR7SNlc0reWnvSyNS9zGtEAP8x4X/zo/frWMmdPZ/42ujLY5CoVAoFIqjCDuZBMBsbR1lSY5TlHffMc/K5pXs7N452mIcm0RbYO2jkBweb5kDYUWiI96GnfO4GWaOeYX4hIoT8MyZx9/O8hBdF6Hr4V+MtkgKhUKhUCgUI8L21ijPbWgebTEUoJT5QdIca2ZD+4bRFuPYpHuP8x1vG105xjjHvEIMcP2cD/CHd1hkKi32f/uHmO1q8bpCoVAoFIpBII5gcKdhYO2+bmLpMbpWVzEoxJEMKHacI+2RsTgqji6OC4V48eTF+H0h/u/KOrS0yepP3nLowTEUCoVCoVCMbUbiHa/GDUeWo2wiQnH0kdq6lfBTTyMzmdEWRTHKHBcKsdfw8p5p72FJfRT/KTECb63mtXsfGG2xFAqFQqFQjDC72mOHnPu2I9kxzNIoji+OjUkUO5UatojtY4n0XieyuEwfIEd48wZnDe5Rj5pgOhDHhUIM8IETPkDGNvnT5Sfhq0vj/dm9/OMfb4y2WAqFQqFQKA4X0yKzf3+/zRnTYvWeLpZtH/pSqcZoI6/tf439MafeseBZlsxY7GyLjbYYw0J3qhvLPrSJihFjDFxjADnGFOnoiy8Sfenl0RbjkJCZDHYqdegVtBzba5ulbSOtMfY7HAWOG4V4SukULp1yKQ/ZbZSc1YVh2MTu/BK/W7p9tEVTKBQKhUJxGHg27Sb+5iqsaGGU05xakTaHvk4wbsaz34nDFW/YeGNnJ2v2dpFIH90D2LSV5tV9r7K2be0Ra3NUlMwxomAfLjJ99LoUR19+hcizz422GGOW6AsvEn76mdEWY9Q5bhRigI/P+zgJK8XvTjyZiWfHmNW5m/Xf/RFf++v6Q3pZKhQKhUKhGH1EdsA+MmsBs66GvXSbeNpkx2AttcOoFKVMKyvK0a1ombYT9Ks71T2I0kf3uTood9XRwo7HR1uE0eUgP5/D6Z+x4DUzXBxXCvHUsqlcMvkSfi8iUN9JaME0rt/8HEuffInrfv4aTd3J0RZRoVAoFArFUMnpG1KS2rKFTFPT8LfRa/C3dGs7b+3twrSO7GR6TgQVhXjoDGoSYdgH+MeOwnDco6JRjwxjRKk+rhRigI+f/HESdpr7p55C3dS38NTW8P3Nj7FzbxuX3fsyL2xqGW0RFQqFQqFQDAWRHc7YNslNm8ns67+eeDjJZBXhwQ3lhm/Al6vpeAzAnLEy7ArvGm0xBsTs7FTRio9lpFKI+3GYyuxYSnl13CnE08qmcc3Ma/iD3cE2I8G46+biatrHH9LLqC/18pEHV/Dtp9/Ov+wUCoVCoVCMcbIKohWOjGAjo2/JOJZcFA9Ooda/rn0d69vW05XsGsE2D61/pW0Te3Up8Tf6BGs9rq7Xsc4A19IynSjU7duOrDhHOVZXF+GnnibTMjYMkcedQgzw6VM/TchdyrcmTsfb+ihVH/0g1t8e59cTOvi3hZO4/8VtXPuz19jXNXYCaSgUCoVCoRiArMnUThSuhxsRQ2oqip6JHrxcjmFUio5n9SptOalxbA7NYHEokwnr2tbxj53/GHR5q3swa6IPjnKJH4MMZCHOBd1r33rkZDkUxphbidnZCYDV1jbKkjgclwpxqaeU28+4nTftKL8NuqmashP/mWfSdtc3+NJcP/9z/Wlsbopw+b0v89yG5tEWV6FQKBSKo4KmWNMgAyUNL1LLDvbsQqVneBTIbC05hWrzM9Q0vTAsNQ9ZkiGc0JG0JmfsTD5Q1khxKIHEoukokfShew3sDu8e3HnJPvdIz45DblsxRsgpkspluj9H8Bkz0s+z41IhBrhi6hW8a9K7+FFZKRs3P8a4z/0rms/Hvs98lkuml/HErecyodzPv//mDX743ObjzE1JoVAoFIqh82bzm7y679VRaHkEB61j6v3vyDKmRAKe3fksz+56dmQq73OyQ7Ge5nJIH2pbCkU+PoG6N4aEFYkMao3wWNGvjluFWAjBV8/6KtWBWm6tq6Pr9W8y/rvfIbV1K03f/CaTKgM8+smF/MvpDfzwuS3c8djaIx5NUqFQKBQKxSDIWoilNYL5eYsM3AY3lhudAd+RHmeOlYHt4XGI5zCghVhx9HMELcQjcv8Mf50726NEkpkB5bXjcaIvvkRy48Zha3OkU80dtwoxQJm3jPsu+jERl4dPiRZM+RpVn/oU3X96jK7HH8dj6Hzn6nl85qIZPLRiDzf95g3i6ZF1CVIoFAqFQjF4trVF2dnUCpn4yAwoD7fKvEyHv4Yvr3cdh664R0zh3r8KYkNc1ziQbGNIQbalTTgdHm0xjj6Uy3Q/2qNpNjcPvBRBpp31/lZX1xGSqJC0OfRrdVwrxAAzy2fywwt/zA6Ph3/f+HOMq87Cf9ZZNH39G6S2bEEIwefeNZNvv28uL21p4yMPrlBKsUKhUCgUYwBp23TG0rgie6Bp7YAKyGHpJQc4eGiK6eErR0e2tZFHHCjQzwD7DjXg1KAUaimdaMHbXximNg4xavUIXL2N7Rt5Ze8rJMwxGjA21gKZsShbPsn5qEoxJjmEB2ss1UeHKlJFascOup94ssDjZ2vX4IKWdcTSPL2ukcbuod1Lx71CDLBw/ELuO/fb7HAZ3PjcjRhfuQU9GGTPzbfkZzeuPXMi9157Kit3dfKRB1f0v6AKhUKhUCiOKNHnnwdA5sasfdasDaeBbiy4BA+nZ+5IBD+zolHMjo7hqWyU+3tIQcLGwL3RGzvRXxnoSnUBTgC0MYdtQscO2Dka8QcOcvmGaiHOJCEdP3i5IQtyuIyNKNOvbj2490V6+3YApNnzG9zaOTiFuCvuWKfbo+khyaUU4iwLp13GT076FE3S5F9fvYnI1z+F2dTEvts+n78gl8+rzyvFNyilWKFQKBSKI8ZLe1+iMdpYsM1Oppw/RG4N8ZENqjW0NcTD4DI9BCvVgRT4plgTr+57lf3RIQadOgjRF14ktnTZsNaZ43CtpkM9flXLqkNppM//j7yinN61i8iS54ctBdSRIdtPZnJ0xSjGUINqvf0EbHpq5OQZZQYzMXigMmafTABjZTJJKcS9WHD6p/j9xPdSmopz457/YtvHLya2dCkt3/t+vszl8+q577pTWbm7k0/830pS5ggG8FAoFAqFQoGUkmg6ypq2NQcpWKgQJ60UlhymyesxMHDrWUN8eORSEcUyscOs6dAYnHJavMwB3awPm542w6nBr7cd/TujB7PdsdDbsdG5tkcnBzQRZ4scias8yDbScdjxMliDs/Zn5PDpKgXdIHNR7wf/W7XHwHO0GEoh7sPki+7i97WLeGcsxheDz/DWRZPo+PWv6frz4/kyl82t5/vXzOPlLW3c9vAarL6zHQqFQqFQKIaNvAI1UOyivFdjoUK8pmUVm8MrRkCeoRTOlR47a4jt7MSBrumHJc+R4QiOsXoN1m2Gw9sgW98Qlfghr5Nu3wbm0FxEFYNkLAbVat0I0Wbo3nvQoo3Jdp7t3ED3YeTjHlnGhg6lFOK+CEHwih/xgwnv5j/aO/nu6XvZNM1L41e/QmJNz8z0e09t4KtXzOHJtY185S/rxsTaIoVCoVAojktyg9YiE9Rpu4gbZuNbEG0dWhtj4DUvD2KRGSxm1mquiyOoEDe+hS++Dxi8/G2ZKG3DFBl5qFZpayhWtdEcA6aiTmTsXbn1t4emhB/XHHgRcbbM0Zl2qT0bK+DVljfzE2GHgyz29xDkHu5TtKVNPNOzZvtQq1cKcTE0HXHFf/PBhf/JAy0dPHh5iqagxbZP3kSmsWf90kfPncKnL5zO75fv5p5nN4+iwAqFQqFQHLvkFcEBhjtS4Iy0Bjngk62b2LPyaZKZQSg9I7iGeCQn0/tW3RRrImU5a67trCX9iCrEbZup6FidlW1wEZ9fj+zg9c63s/8fOdF6t9nz9xFobziJtxf+/zhViF/Y1MJbe7uGr0Jx5KNMSynpTgx/8LMhBYobIYa7F9e3reeFPS8cdrA4pRAPhBCw8FOcfMPz/Cowhb+9O0MiHuGta96F+ffvwLbnIdLMbYtmcP2Cidz3/FZ+s2znaEutUCgUCsUxy4CKVC6oVs5l2jahcQ0yqwD2JZa2aI4keXN3Z/F2TBMZ6xsp9mjTkHrI2BnebH6TN5reAHqsn0dUIe7F2M2j3MtleijWtFHNQzw2gxSNFt2JDDvahnP99JF0mXau3ZaWKC9saqE7PvYighc8g4cj7P2Bjh1Eva0Jx9PHsg9vnbRxWEcfD9TMovzDT/LtPa/xU+MO3vnrJl79zgOcdc5/4dFB+Kv4Zu2JXFBbxT+eeJEXPDdwwWmzR1tqhUKhUCiOGQajQKUtG5dpOcPXZDeYSUQ8DBV1Ax5jDzDGjb+xEnv3eji9bhjzEBer4FDz1B7aAclsFN+cQjyyAaqGl8OOMt3H3bzouQ/iekTTUZpjbYDrsOQZNg4ySTS8Tclhv2eklIc112RaNoZ+mPa9A133fJTpAR4WIzABkbMOJzIWpQe8z4bQ9jBdtsM927G6xFRZiAeJe8JZ3Hr782y99XKq9mv8Y9McEu/6Fsy6HJGJsyj+DN9z/S9n/+Vc2n/374Na6K5QKBQKheLgDEYZ2tMZ5+19XX0PPKR6rU4nUm84liKWyloeBhjIvbjnxQPnyCx2XCYBZnHr9YEQyQTuPTsGVfZAfXa41pTDZXCRZkdm4BxfsYLwkwOlxTl4m6/se4WH1iztc9hAx43C4P9AfduxHdb/9cjJMsKkTZsn1zayuXkEA0blPaZH6Fr2ihQtpeS5Dc3s7+qfR/pA2Ok00joyv+mi3TBSkzKH0edDbVopxENACMH7Pv59mm+6jOlvdfHYA48QXvxN+PfnEHfspevDL/BX1yUEtvwF+975sPxnx73rikKhUCgUI072XRtLDC7S7kHHuNnoy1sbu3lrT3G36tzxsUyMzZ1DjCPy9pOw8W9DHiP4Nq3Ds3sHVvTwXEIPFDBK2jZ2YmgD8iPJoVqYchMEZssBgqkNom5b2ljD7D6bWLuO5KZNh3j0QDIX0QhiQwwk16+p4R/TOtfl0OrNpT7d13nw+9WKRpHpAZ4PhxVU6zD7ZO8b+T9N2yaWHvo638g/niW27LXDk+NQGI6lAod4T63f301HbPgiqyuF+BC48PM/IHztxZz2agsP33IpLbEW0DTKppzK6Z/4Ge/V7mUZ8+Dp2+GRDzszwQqFQqFQKA6NQY6ZxICWz8IKDhYmR2RdMIVt95Q6ZGVg6MdJKQkni6wfzEXRHsjXu6COgfcdSCFOrl1LZMnz7OrcwZ7InoO2cygMzkBcWEgiYc9yZMv6EZEp18qhHTZ0xWBfdF/eUp/etYvUlgN4GQyl7dz/jx5v+GHHaGnqty36wotEX3m1SOmDMFDapUwCEl2Dria+YgXxN9/svyM1PNZtq2sgWYZ3EqOo58lIGf8OUO/Wligvb+k/wXOooiiF+BA5884fknr/xZz7cgd/+Py72dm9E4DJVQH+6yOXcGP6czwQvAm54a/w2/dCcnjSBigUCoVCcbxxMJfp/Ni/z2jIaI8WVxhyY9yBRk+6YyEWvRTPYmVHygdsS0uUf77d0j/SrDZweqkD0bf/DmRlzbS0ALC+ZS1rW9cOqZ0jQvu2kat7gH7J9ZfV3T0szbTGW1nTsmbongWjzTApPpFkpnhwpmHCt2VD0e12vG+gvMNof9NTsPW5QR+baW4hs7+xyJ6R64f+LRV5hkk5yCUMxSoc4WByUkK8g7fffJG1+4b22xtqLm+lEB8iQghOvuuH8N7FXPxCmIe+eDVrWp08xadOLOfea0/jm+3v5H9rv4rc+wb84VpID/BDVCgUCoUC+MlPfsLkyZPxer0sWLCA119//YDlH3nkEWbNmoXX62Xu3Lk89VTh2kgpJV/96lepr6/H5/OxaNEitmzZUlBm8uTJCCEKPt/+9reH/dyOONlBma8zXHQ7HMhC7CjEmmWP7DLQAQaOXdnosqm+aaFyAX4GYSEeXPP92z8SgbaeWd+Yd3cdNNlzHtmgPAMoxEgyLS1EX34Fo7GtSIGhrSHOpYhJDRAFfWgMbrJjrET2jqZMnn+7hU3Zdb9jNchSDwP4kxST+xCMX/u7EnRmXX8P2BVde6DtEL0IshTr6/X7w6zqG23fTA1ouR7UGuIh5SUuUrb3M2j7C0T3byKVKe5KPlTFdyCUQnwYCCGY9a17MN69mCv/GedPd36QRzY/gpSSi0+s42vvOZFv7zqBP076GuxeBn+6cdheYgqFQqE4tnj44Ye57bbbuPPOO3nzzTc5+eSTWbx4MS1Zi11fli5dynXXXceNN97IqlWruOqqq7jqqqtYt25dvsx3v/td7r33Xu6//36WL19OIBBg8eLFJJPJgrq+8Y1v0NjYmP98+tOfHvoJ7CviDjhMHHQw32+3JPe2FUUHcAMdl6WXhVgcILXIYPPpHtK+YsWzA0X7AC7PRY87BGVIDFE2o7ljSOUTmYONh/ooerk8o8OksMti47EDRRTPWhe1eDJbdIwocgPIMSITG8Nwzrnc35ntS6Fl42HVNVzneHi/417bt/xjyG23RpN0xnNrYQ8gx57l0Lg6+59hurbhRjKpIsa6zX93PgfiQH1/uPdJPiJ88d2v7nNc39tSe0mYzrLUw53wUQrxYSI0jenf/gG+yxZz3fMmG777Nb708n/Snerm3xZO5uPnTeU/Nk7htVl3OO4V//zWaIusUCgUijHIPffcw0033cQNN9zAnDlzuP/++/H7/TzwwANFy//oRz/ikksu4fbbb2f27NncddddnHbaafz4xz8GnEHeD3/4Q7785S9z5ZVXMm/ePH7zm9+wf/9+Hn/88YK6SkpKqKury38CgcDQT6Br99CPGUaKDoekXWRPbwvxAMpEEZfpMYGWSwFz8MHfoMb4xc4/v2ayZ9OejjhN3cn+ZXvheXvXwRvs1XKO1PbthP9eRJHoewI5C7Gm0xJO0hU/zIA6Q4jKezCFaWBdKbdjBJRTywSzTx9s/nuP4WUAhWWsWIo9sf3QvP6wgmoNF5n9+0nvHZ3sMFL2RF0f6WvTr/5drxLqdoK57Q7vZnnjcme7Ncjf1kGWGIxE6i+ArlQXAPviWw5ccAgohXgYELrOpO/9gNL3X82/vGJT9sDfeM+f380T25/g9sUzuXhOLdevOYn90/8VXv4+rPvTaIusUCgUijFEOp1m5cqVLFq0KL9N0zQWLVrEsmXLih6zbNmygvIAixcvzpffsWMHTU1NBWVKS0tZsGBBvzq//e1vU1lZyamnnsr3vvc9THPokU57k3MJHS4OasEpur5XQiaGXsQtNW8glmDHYnQ/8SSZ/ft7CmQVT8068GB9tIbxmxrDvLW3a9Dlh+RGm1eIe/a9ubuT5TvaAUikraG7OxdpV+Dk9G1bswKZOfD9IqXssRBrBsu2t/Pi5qFFTO7bB0O1EPeUyX31Ktu2CeLtBz+oD4dl4dz8NGzsk0IpFTmkdF6DZjit4sOgK0kp2RffwvbIenaHsxNypnOfmAeZzLJtmV+Kn96xk8TqNf0LJbsPcl057D5xFOLDqqIfiXXria9Y0aehAZZI4PyW17Wtoz1xkHPFkTcY2Y473bOmt4iDzqCIpMO80fgGll34vpHA6pZV7OzeUbzSonG9Dub2c2CMQzpK0Q+h69TfdReaz8+7f/tb6nXJfya/yC/Lf8lHFv47e7sCXL7lCl4dtw3/Xz4NdSdD1fTRFluhUCgUY4C2tjYsy6K2trZge21tLW+//XbRY5qamoqWb2pqyu/PbRuoDMCtt97KaaedRkVFBUuXLuWOO+6gsbGRe+65p2i7qVSKVKpn0B0O91839+zOZ5lXPY+GkoaBTnkEKAxOk1NYNKuPZVPKAoXYikYBx0rkGjcOGMBCPBLa71AH01lFvSOSpNUVY15D2eCaGZLwB47B/Y8NTeia4Ip5Tl8dqutwrpWtnVs4pebUA5SULGtcRjSdXXMq9IPWvbczzspdnUwbfwClqKjCNJT1t722NW+A9q3grxxUfcNCTvEdaP3mWHHp7kM/cQ/DQhw3Y7Sl9uK3Dda1JZgYmkjJ8pcBJwrxrLrQgMc+t7EZbUc7Z9R4B26g9zKQgfrzYDm9pSxuKc0ketbp5izEw6QZp3fuHJZ6+hFpRiQTuDLduDPhIa+dz7G1JUownqE53gI6JMwE7t5HZ+vd3rWNadltQ50/UXmIRxEhBLX/eQeVH/sYp7/axi9XzkfYki8v/SKx2q9D1RKuCf8LtuGFRz8ysrN4CoVCoVAMgttuu40LLriAefPm8YlPfIIf/OAH3HfffQVKb2/uvvtuSktL858JEyYULdeWKBJ8qAjxTJx45sBBJ4fXlVAW/CWySmaBxTAbvEpIecCx3aGkDzoccmuIB7O+d6A+M9vaIJHKinaAeg4wOLdsSTwTZ9n+ZT3eAEM6z0F1XP6vrmQX5NZNawdWiLe1Rlm5ywkSlEgfIN+yNXgL8eHef9GURVciwcrmlcQy/5+9/w63LKvr/PHX2uHkc3Pdyqm7qjN0QyNNEBBBQTBg6EFE+erMgBFRfJyfzJjG8GUcE6iMDChfcSQIjLYi2NA0NKlzqOruqurK4eZw7slhp7V+f+x8zrkVmqzn/TxV55y9115pr73v570+6SvLIT2Ivr65Fmyc2TRmjVIKZ2X16W1kfFVJ9tc2eFvnIvceoNsfsG4o1Cbfk4eDeobNTWPRtwrtDYmQfOpuOPsFAL5ajhmO53A2pVVN9uvpvzMiVE4h5h8YcuEmmzKb4MhinUeDZ/TyN0Picu6Qd9PIh/ibDEIIZt/6y2z5pV+idNeDvPMzu3jXt/8pz9xyE97Y3Zzf8me8cvpa7m6cwv3Uf/tGd3eEEUYYYYRvAszMzKDrOisrK6njKysrbNu2beg127Ztu2j58PNK6gS47bbbcF2Xc5toGd72trdRr9ejf3NzX1mu2nvm7uGeuXsAeOjkxzl05soD0wzDxcSjkAwopWK/3GEE8BKpYZ4OqdjobbAUmBte8dVhlOn+nKhDkO56/KN9/wNk7n/8Im1cXlfO1M9Q7VVZag9LJXMZ6GvnknMpL48QPzk0PYtCrR1PKyISc3h8ucF6y+JK7ojq+6GUYm6jwz8dWogIeXgTDs/X+L+PP8FKe4VzjXOR8L5ZhFxPqSj41PACF3Fp2DgF7TVUc3Hoaa/apPPgA1gnvnr+l18RUgrib06t9kVxMQ1xI3g2OkMCzrlxcDb5dMevVGrj4/H1xzlWOUbHHb7BeDHSeGY93kjavD3vUq/EvhNPb9Mj6ueQBho9h8MXcRcZ5SH+JsPMz/w0237rN2l97nPs+W9/zZ8+63e460c+zXfv+AkWaPJLW7fwiuVP8O7P/DJ166uT126EEUYYYYRvTWQyGW699Vbuvvvu6JiUkrvvvpvnP//5Q695/vOfnyoPcNddd0Xl9+/fz7Zt21JlGo0GDzzwwKZ1Ahw6dAhN05idnR16PpvNMjY2lvp3SbQrsHyRnLatFdSjH6b5mX9h6dTnB04rpaB2HuzW0MuHRZIOD2WtPiEvITFJRcJnNqkhTlayeeVDSVyv3icAp8vcv3g/j7WeZgCyp5mHeACXE8TnMiXLpxOh97JSt/QfDzVxT8fv1mqi1k/AwqOIYA7dRPT2puVyrtK+SB8ufbBje6w2fZIzXx0kJB3Xl/XKZvmS3T08V+NTR5aHn+xW4egdiW5spp3bLKiWD3f5yjcyvhp09WJrrhdYG2z0NlhubzL+ZF1fa7Pwy2F/UcT3p9+XeIPuCi9cfAyO/EP0M7TWkEM3zNRF58s6t7LpubiKTTbivoK0SwD0apDyI97cRaFlDd8M+krXwogQfw0x+brXsevP/4zeU09x/kdfx+SGzZ9896/yM1f9NfbcT7BfZnnXwmf47o99F+945B20NvlDP8III4wwwr99vPWtb+W9730v73//+zl27Bg/+7M/S7vd5qd+6qcAeMMb3sDb3va2qPxb3vIW7rzzTv74j/+Yp556it/+7d/m4Ycf5hd+4RcA32Lpl37pl/i93/s9/vmf/5knnniCN7zhDezYsYPXvOY1gB+Y6x3veAeHDx/mzJkzfOADH+CXf/mX+fEf/3EmJye/eoM78zlYO775+docznodvWVjLg/J5ela0FyG9ZPcu3gvnrqMoF+BgGR4nYTQCimRXMmE/14s7C20Fmg7bcQlCONQ4f7kXXD6s5fu39NBaMp9hdGvB/upUh/pNgKz7Msk3ZsSHOnFmsynk9Zm02uejtYpuMazo/H1jg3zzb98k+m0AJ5eU9sWPwP1hVR5V/lk5XICadW6F4nye+ruzc/5HQu7dIliiY0hy4p86b9eEAJsV7LW6hF29qGGb+57/+L9PLpy5WncLiVHu9LlvsX76LkXj5ge4zJMpuVFTKa/hTB1bhG9d4no0pfylw5xBXMhXAs2zsL6iSH1JMptrjQOiipsz+bw+kMcrn7ustsPMSLEX2OUX/Yy9v7N/4fXaHDuR19H94kn+YWXXsOrD343J878Ih9bqvFSR/C+J9/H993xfXz89Me/eXLbjTDCCCOM8HXDa1/7Wv7oj/6I3/zN3+SWW27h0KFD3HnnnVFQrAsXLrC0FGt1XvCCF/DBD36Q97znPdx888187GMf44477uCmm26KyvyX//JfePOb38yb3vQmvu3bvo1Wq8Wdd95JLucHkslms3z4wx/mJS95CTfeeCO///u/zy//8i/znve854r7/1X72zU0AE2gcdNM2seO0giD0WzemTSJ6Sd3SQ1v2O8EybzQuEDDqqN7NmLTFCSbEOIhfbnSc8X1xxmrxTlaV9ordJxO5EN8WSbTl+7ZUGxG2KTy+PLCl+m4DXS37Wv9AeXZsPbUoBnv8X9NaDK/wnm68mJpRPPmxWbnQNty+adDCeL6FazhcNY06aJLCxbThM6LfK2fdhOboE/zZwfPysVS4vSda919N617Bi0zhly8+blew9deX7KO+OsTC3XuOx3HGrA32+hqr8OZewb8ovt788WFL1606Y1ehWqvyvnGlaQICxsbPvaG1cCW7pDeXH61MnoffW3TvK23Lf7p0IJvjq8U0kpHd79kbIKBTcDN1tjl9iixFpObFMGhoRuSF6n7M+c/Q8P21+CVGpKMokx/HZC/5Rb2feiDXHjjmzj/hjew43/+AW//4e/k9Rsd3rv0Bv7o3F/wE8//af5fb4H/+qX/yqfPf5r//oL/zlRu6hvd9RFGGGGEEb6O+IVf+IVIw9uPe+65Z+DY7bffzu23375pfUIIfud3foff+Z3fGXr+2c9+Nvfff//T6uvTwmYRV7k4oVahkG9kMOfXoLjbJ4XdKhSDoFhh4eo5sNuby00JoU6FfYKhQYjKzdPovXnO5a9h//TBK+rzV4Js4xzlrg18OwCPrDyCqZsgjKF9lVJx7+kK128fbo57RWmX4kpTP3tuk/rio6y0tnGwXUW4PZg9gGqt+GbiCTKklPLPb4phgu6lhfGnDaH5LUoZbSa4UrJW7166X/jzNLhq1dCvETwn1WffqsH0t1GexlgWW4sc2zjGdyqV2rQ4PFfFuVDlOXsvU2ZUaqDDX5XoxicD3/9n/MhlFRdcYv0lMf+w7y7hdCBbig4PGhV8lZ/Hi1UnBCjFl1YfJttY4mUztwDgtbq0Dp2ktP+VXDoeut9IlIf4cvufuP/DUykNx9m1JsJWVB56lG03XUvn8VOX1ZzXaiN0DU1toiHerN9uD82zkXpm+HmrBQTP4KaPU/+vp/EuuwyMNMRfJ2T27WPfhz9E7rrrWHjzL9J497t59+ufxQOll/Ev2ndww/3v5f/c8HP82nN/jXsX7uWH/umH+OL8xXe6RhhhhBFGGOGbBQmKGeH4xvF0VN2noS0FIMwlrJuxFqN2DiqnMNw+38/WSuRrHMv+w+vW7VZEBobnpYWecqlZtSF1JImNovkvHxnM/XkpXIEA73hOwpw53de27VJpWzw+n8gNOqzu/mNONw78EyK5YeF61P/lE5gLFzCdOnTWmaymA3IppQIz90ExfK3VY7XRGzrO/n2RyyUDFxN81aXyZyc0cIfnahxZ7DPP/2oSqj5tn6dcLNdL9X+zoFrDcKxyDMu1cPvqXeoj9ZfKx/oVjfBSft59cNfXL5kCaNh7ox9eOxjjV5K3+StGXx9DSwMpsaQTnXfWa0Dgoy7gxEqTL86fxB6SDz2qV13OLHyFCIJ3ZR+4m/Uzh+k88OCAhnizHrTuuYfm3Z8F6fUFk9tsPQRrdO4Bti1dxMS/Pg+t0Jc/risOqjXYt83mSH2FczgixF9HGNPT7Hn/3zD+Iz/M+l/8Bb3/9l/4q9tv4He8/8ii2Ab/8EZev/d7+Pvv/Xum89P83N0/x/869L82cY4fYYQRRhhhhG8e1L1eShqxPIvTtdM8tJwkiZchrgyReVVkjpsQW1zflFls8jdSpoS14d+3rHwhFt6S5YWI/OVSZoRH/jEuomRcU3sNOfckzqlh0ZuHj9l2JWvNy/VlTPRrSJ3Rr034wmZRW9X5L8P5L29ykUI4/rxnVhYTJDxdh0ShV33CcmT9SSqdKseXfKJ5vtLhvjOVIf1NCL8Kji7WqbYukYpymIycgD2/wOf+94fQOsPSGoUXS/RJX5PqFUubl+s/OiS40lBiMET7GsJVDseWmgPEf7XRi4JxXQyG5lsHOH1aOk95HLbPUXf7tN2XQV6rbZt/OrSAk0hBtdZZw5WX4aOfhNOvaffRvv8Buk8eSTd/ZTVjz83ReuQYbnWIm8TXlEH2t7UJISb9/pAK6l0nus8b3R73Lh7jdO30JvV+hWmXrmATx1OKld45ljsLSGe4K8hFN6aUTM25s7g0vA/hbyEQlzG6Tbc5EvXmeuubrjOAlUaPh89vYLlPbzZHhPjrDC2TYfvv/i5bf/3XaX72c5i/+Cb+5Dt28zO9n0c2VlD//GYOTFzNh179IX7o4A/xl4f/krfe89ZL5mgcYYQRRhhhhG8kHmqeZZiEmtrUvSzhbYhxahRh+HLr6Ktxk0ukUrFmuFOD8/cmTKj7SIFSqaAyWqdN78470Sv12H9W9mtcNsexpToPnKnEB1prl282vEnUZi1pSpk8vwkhxhvS302DaimQitxaM1XPqcY5hOvPiyMdDi+f5fhyPYoGu2X13qHjUsrPZ7zRsek6HkcX64MF+ttP9K8f7qofJXc4IQ6uT5LJYfVckWn54LFi+0LquNduo9y4TVfKdF2e5Mn/81HmNjpB85vff1MzgTgSc4iu26SrbI53Lx2VOe61//+ZdX+uGl2L841z1K06Dy0/xBPrm0SEv5RGcBNUuhWOVBLEWClU3W97cuMx381hE3jVKgDSvvxnawBuL51y67JxkecxoSFOlt1oW1TaFou1HlJJ1qS/OeRtam4soyr6rVSSa+VUd5Un2+lAbVcKKWXcj6HWFOLipsd9Y7BOBqm7LhEQz1yc36S9TTDk0cz1VmD5cYQzfPMotJS4VP7pzTAixN8ACCGY+vHXs+ev/xp3fZ2ZX3kjPzOV4/ed1yGe+hf44h+T0TP89vN/m1977q9xz9w9vP6Tr2eu+ZXlehxhhBFGGGGErzcuJwgLEEWWMZcaKKdP+B0miDubEZ9LtKVUqrpGx9eUqNVj0Fj0tdFKoZDpdvsIotZustrsYaxWL9GN4f1wkvXZLTj7edbPfyllYj5f62INy0c7IH/6B67UoPRytxY6XhOBxFxpUlisIdZrqcaEEwvy/f6QGbs6pCX/94WNDvWuk7ouCdFzUD2bE4fPY59evqI+p5sLNzk8QFHtbQw3kd+s9m4N1jePkh5eZdr1lEVB696HaB0+tTnRtfu0dBEzGiwaaojvb565eJ8vFWV6SFCtmlWl2qvy1IYfebt9yWdroNKBI186uR6RlAeWHuB8/XzUvLm8gDp5AVFrku8uB76km9QcEClhDHrkyvAZDQj5pmRu6TAsHbqSAQ3ryabHjbUWvTM+WfWC59qTilPtBc67axevValo03DgKUkcONFd4YI1JJ/xJR+IuEDylSOR2F7/u6XPv73Zt8kivSt/AFsdcmdPkDsTR5HWvB5CuReZ0Yus4cvcdLwSdwQYEeJvKIrPu439d9xB/hnP4Kq/+mOee8bmH3svhM/+Ljz1SYQQvP761/O/v+t/s9Zd43WfeF2f6dkII4wwwggjfBPhKwqMFJ9rrFVSgpnq165YzcGoxn2QqSqH6kuDuvu0rb0aOBbIfoIZmEQ6rq/t0HQ2OjZ4Xz23pgeX7+fzc3G037mNDg+fHyIE95sgD9MQJ618peKRC1XWG5djop3OdVzrVVnunmXdWozHmiSTrodw48kS0kNz7XS06s02BRJzN0hQFYXHl8g8fI7xkxdwTi7iSUWr9xVoCpWk1q1xvnGemj1Eo6oU0naof+lx9Eqdnuvx8PkNqkfugo1zJOc9tYrUsKBbPmTXGlh9wzT2yejPutsl1132owEHMHXzioZqnb98Jcplc5wr8CH2taTDTVy1XnDcubTWsNdt0vNshDZIWZSC8fpTjFUeu2Q9TwtDTOWHFCJ7dgNrfjV1VOus4VQvnW/8/t4xjjpzQzeELrOTl11SBs+YUrBY7TBf3dwEGYBzX+pr6jLfdYmxhJYmIvG+3r50N1OV/rRaoYbdpt5xUseGlbv845eHESH+BsPcOsue9/01W37pLex7/F62f67B4cX9uB/7z7Dqp1y4bfttfOjVH2JLfgs/c9fP8Jnzn/kG93qEEUYYYYQRng4uLbR4SvHFE+t9AY8SGgOl0ik68E2iL1bzhU4ix6VKF1Z9hFae+RxsnPIbU8mm/S/NB46iPX4KdA1QiIsQYtm+hKYtEhzDPLmDZK+XJA1Bec+zcWSsXWzYTdZ6c5vGHHKkRCnF3EZaEzdUo9bnp+xIBwHYcojJqedhrKUDU+Wa59i+dFfqmFSSC72NdOCbfkVlOLZm2s9WBgK1LgRL9S5Hlxr0vDa2vAL/6/CWKw9Puf4Skmnt7JK3geVZyLZfr7m4Ticw+66GAnofabnQPspap18DGK+HVquJ6/WZSSerSKjsPKUI0+5MVx5muvIInzqyHJGD0GQ6RL1rU2lZUYXRnAUfXr0xPMjYVzsSc7LRS5VSg6nKLhUd+PDSozzVWQju3+BGkJ5cl8Oqaq0OOfh0sNlmwPDzubXDl2myIWmqnj83/cr+r6Bbw8p5iTXSHAio5eNipt3DmpNKpvrdeewQ9ScO9Z0f7KTh9aUHCz6/eHKN4yuhv7gKLHqSG1GbdC9JwpWHeYWptUaE+JsAQteZ+ZmfYd8H/o7p6QkyX7A4/8Ui7Xf/kB+BDdhd3s3fvPJvuHHmRn7l87/CR0989Bvc6xFGGGGEEUboxyYatOjg4DGlFG3bY7FXA0LTWcV6y6J37BjuxgZxfs7LF+aT7Vd6i5dVLvqtws+YEffnCI1yAg+YHQaHGw2an7sH69zlCGYhixkkMMNGfKZ1iKP1OBjWQyv3s9g9tan8HVsMX4aGr1cHtztwrwRywBc7d/Qc2dN9UaqHdPpk7RRPdhbYkK3hBYJDXqNB6/NfwD4dByBypa991YXADvp/vPEgx+r3DVSR665i2rUh3UgI3UpFhDxER1qcd9c5fOKfBvu1GRRU7RUeWn7Qr2vI5K8uzzFf7abWWGq9tTcoBibQrlQRQVYJUm0F6ys0mQ5NQU+utjhbafva+k3SJg0zC09qovs3UMK6G1aDht3ov3RTMt1zPO47t8Zio40nFQ+eHWbVEGjHr5SPhz7YQwKWDT67Q1A9G12/XO/Rcy/Dx7RbC5RSF+tsf07wdNlax8Z1E8c8G5afwLJbfGH+C3TC/OZJPthPiK9wsi5VPuXO4LlckZPFkGByS61F7jx7JzJBoi+ceJija09GUbUfc85SHWaNkax6kyOqcXl+8ak6FBTbC+RWHoP28HU4DCNC/E2E/C23cPUd/0D5Z36O7lyW+Y9Jln/plciKb/Yynh3nPd/1Hl6868X8zn2/w7sPv/uKH5YRRhhhhBFG+HqgX2M15AcAS40ey40uR/r91QDr9Bna994XCZ22J1mq9xgUaTchBNFxNfQoDGqIh1izDm1Ck37E1bSGOBYwZdc3R/SqtaF968das8eZtQZn1/v8KYeZbfZ1LhkVOH/kEMbqcqq/MiRYfcQpFiITx5cfh6XHEyfFYJmASWmtS5hcBrACjb5MED3fRzu+k0rJSKPuNRppAVxo6Jchu+e7C0xv9Jti+rWoBBnYTHJylJdYMYr5xUUKnaXhJs4MW9+DAdxkwkR6+vQc3gOPxWWXnyTj1EEppFRDCawRmAqroIwu0qJ7/vQZtj6xOHxMQzZrLldqXG5fHhlxPMmZtSaP2Kf51/UjrDZ7A6mgoraVgl6VQnv+MnuReL6GyLtXkoXFkYr1tsWZteFWG123w7GKb5nJqc/ASjo6tltr4LUuYvHR172eKzlfSQTEbVfA6bCwdoSW3WKuzx94uP71MnDZPCDOd6w1LlDcODLAhyfnVmjd9dlNApj5PUwGdduwqgC4iWNN29fuuolnu+lWL9atzWG3B4tsOl4RlFVoYX8203YPwYgQf5NBy2TY9UtvZvrDH+X87H6q93mcesUrqH3o/SjPI2fk+NPv+FN+6OAP8a5D7+LtD759lJZphBFGGGGEbxJcuYbYCgIyyU20XP51vmCz3rJwOzV6a7HWNQ5idAkGm0Bb9qh4zaBLfrkwW4eM7KQVQsUERw6kDwmIztDgTBD74l7qb7TfwPkg0nClbfeZCPrfkyRDt130pNAaFhcKo7ZB/uRR/3e3Bp6DHWjFBjhl39y12qt0lRNUpVL3K5VmCl+bqDaVIodr8kINpFIKffUI5fVDcRmpos2JpL+oAjTEJalCdN6TZE8/Be5FfI2VGlpjau8BKLXO+tFth4wr1uImrAhQdL3BAFHhVYWNBqpWi08kIhS7Ug5dK9H69CSPXtig0k6brmc2fGIVPz6JPg6zXhimirwIXOnScuK83tVeNbUBc8+pU9xx+tNRy6Efuyttul46VZJCkT33OUqts4jEsYvCs3xtpoKLkT9PXqb2eZMyZ2pnOFs/i+M5VJw2Xemk2ms/fJjWPfdEv3vSCQhmYpOnrwPJ29m2XSzHi5+BqDvJjZq+5+YyxjOsyOau3uHLzE1YwMTI1Vt4Vi+dnziM6qwUK3aDLzRP0O1zn0i5OAScRPNTAlyy/8Id3PCI3hdD1vTmfyZU6tsl11UfRoT4mxTbn3k9t/3zx/nM9/8wWsZh6b//D8688rupfexjaK7kt5//2/zHm/4jH3rqQ7zti2/DuYJUDyOMMMIII4zwNYEa8n3xsWElL4kkefPWAg2DUkHU4r5Gh8g+acEprWW9v3WGk+4SlnJASioti3PrbdpWKCgyKFX2k5VA8NvUh/hyrBFDv8G+ts44sd9jKNgt1LrROArVBjsOx37REtC9HtNn/xnd7cTXnfoM60c+xxdPrkftbdYPgC88/C6eCFO7JMxqNccjvzwkWu5mTst9zaw2fDKfjPwq+vLmKqXitFa60VdZMp3UZmMI6q3UyCwvUn7gi0MJZpS5a5j5fkITLLrD87RGGEI267LN8dajtGSvLyhcWliXK8FcRot0+DpIDAtHSgQySmfVj9NrrfQFYR9XjvopvZJ9kS4rDctP96S8yCffcmUUJTnEE+tPcKp6Elc6uMrhvsX7OLR6KG63firVaLgkzrYeZ7U3l1LaqE2e1XhfZsjJbj1xro9wBuVtT/HYXJWVK83rnexDou4Hmmf4Uv0kbJIyzpMen60e4cnOQrpLfXOXXO+1rsNCYlOr33rF59bp621P0r1IGiGlFKuNXhQsC/zc34/P14aOMIQrVeR+MKzO1HNz8tPBCUnN7aCUwsLnHFq0wSWRyqMbnI9bFAP3u26vcb91go7Xww64i2Lw3vrH+9xULrZnGm1KXeYFfRgR4m9ijBdM/tPv/TYf+MnfpfRCC9pzLP36b3D65d/Fxvv+P37x2jfx1lvfyifPfpK3fPYtdPuTso8wwggjjDDCNwiRwJf82zTEoslod4cKu0lhxpm/fF+yfiTT4HitFu5GNRLaHrPPIqWKAsz0HN9k1vEkjW4/8egTdsM+e3Ko4BVGWe73Pe5HdKVU5AIt8ao3xH+TQXPccBxSKUyngQIyoQ9tcK65sRS1Ivr6qYZ8S1Qe1aF5HuX5VUSvb06EuCyh88RKYjx9JssqmqdYoymCgGVh11Lapk3aC48mNyha64uDbSp/bQqlIlIbEpem1+OztWN4KLR2DzPQxvbPU7bRYvz+L5FttIOO+6d6yifRlkprF/tJvPfYk/6XZA5bxSYa4vDT7/OVaL6U58HqUTj7+fSJlSOcC0zzpyuPYW6cBAUPn9/g5GpaqxuawHrKQwYbFoP+xTEZCefSkv5zn85Dnrgk5Iqeh7lQu+Q6Svo+H1tq8PkTgxs0HevSJrIXnb/qWdRTnwB88/n+95XjSeodB095OJ7kXLtKanUk7p/oBORcKvRNAlgFHfKLDenZkwt1Pn10eDR0gEbPYb7aYa4am2avtXp9pHDwR8e6RMqjJDGPfJ0loUNBTPRji4+z9bMc3zge+ROH0dTNrgMKDNvf2KgFm30n3SWcS1q4DiG5m5UM60oWtptDyw7DiBB/k6OQMfjNN76WL9z+fqyXZdn10gqyDKt/+Iec+s7v5NV31fn963+VLy9+mZ++66eHB0EYYYQRRhhhhK8LBkmAJV1s6aKUYrG9mNIgeI0G00+cpLjSHJR6Uhq2px9Ua2y+Fgl4rXs+T/uBB/ua6ddCKCpNyyfJFyE1kQbV84YL804butWL9jEyS1YKltYYn6uSr6b/jl9MgA/l1pAspDMdJeev/0tf3Sn/4OikbzKePJDUBEJKQ6xU7MM3pKfBNUlimy6hpBfnn9a0BBMM20lr1AZaCMlI8OlIm+aFk5jnltLXBORYsx3K938++J2u05IuSkmMrkN5vgZOOsp0ttlBAdlWJ6pbJerv72Z/iqYQwos3KiRAt5nqT+b8Gdylhb46+ieu72dQ/3x7iUZncP31z17GqkQaOqVUSgNdf/BhtIePRfUOi1uTOqYUi+05LC/eBJNK+eRw4yzq9N0D7euLFczFOmq9vbnFQdRx/+oTK01qHXswVdEVaAT7IRDQWsVJ5mDuezccXWpwz4lVpPL9gxcTVhtAakNDVBvorsvYQo1tT56L+nZhI65fJUz3j7YXsTwLlMJcmo+tJS4CPXAt6AxokdPPatze5blYqmF2yalo0YMJ6VrBvLkRIfZRWm5gug0makfJ9i6Wk1lFOcnDq6Xn8cmNJ/wNJlKnIoQbD+HzEQcOI8rWczkYEeJvAQgheP0rX0TvJz/Nl3a9mGu/7RDaq4rY119L5b3v5Zo3/gl//fhtrJx8nJ+686eGpAAYYYQRRhhhhK8DNjET/UztGHNWlUNrTzDfTATUCQTIXKOXEnR0t4tu+RoFVw7XwCYa3aQrCeKRDK6iVFrgS/rRilCzMTimgYBHyT6FOXs7Nt0wTdKpz8H6iYs5vSV6r/zcxgQazqDuDWuZpp0IvtM3D14gNOfPLLLjsdOoRmvTslFjSsL6qT6y7pfVGj30hhVfn9oQkAMzHXBgeo7HYr0T5xVWimp1HVUPfU9DzZLvi0xEwRJ1SWJCnJjrweBVfaReKdyklj64VipJdrlC5txgFOxh93cA1bPk6j0KlTbMrw4ha8PNaceWKhQOnU6tl8wTx9M+35FaMKmJs2DuIajFuWuzc2dxDx/2T0t/xmxP0UjkYh7mC+0pybpV49DyI4Pj2pQUqYG5ePThp7hwytdQyubSRfyy402B49UjnG49Fp2RSlJ48Ci0V1HdWvrpEgKkpNl1WKp1h8fEkfGaSvav+Mj9yIceGtKLrwx26l2R7E+wzgi03uF6SD4jUlH3YrNhzVVk+3J/z210o74m+3vBrvJU7Smyq+fZ/vDfUzo5LDhc3JdUn4N81cm8wsNeO+m1ssnGkhpcB37x4M2oYjocToGU6eB4YfnInzgwjda9zSxZ/fbuOb6a7lrQj5bq9ZX0UVyrUnjwKFo1naotLnz5MZZGhPhbCM++ejsv/7WP8IWb/yezYytcs+8TPPb9z2Hu215C8dMP8Kfvtvm+vznB2/76tcw1Lz8h+wgjjDDCCCN8tdFPebrSAVQU88JrtSKJSrfclBA2u/plpha/gO1KDs/VEoGEhgtx/aakLctNBx/qk4u0XuwfGkWZDjlKgoAJlVKY9iFh5Bj0faHW5ehiOlhXeOXpheOcP/KpWNsYnFMD3/wrLOUw1znGudaxVPkkPnXqDo4/8C5y5/0gY+pETKZ6AcFWCc2aUIpmuw3Kg/pcSqspbZv8U7Hvcr95NUoNStnB/bOCoF1OoPHsKZunHnmIahDca/LoCfKPLyYCliXrCOuXnF+u8cRCfUjkb5UqmsTRpQafeGIJL/TpTV6bEKxT9yrNiPs0uMF/qu9Yn+Y3fbf8/wUwtuQrJZJ+nZptU1yvxVX1EWKhpB/oSMoBM8/0+vDrDNd2U3ZxVGjSquidX0Z242fFdfxzPenE63Ez1mg1UwQi1ggLsNvI+jxqzY+8LFJ3QqXWip89KtYyJ4PlDfUhVmC7kny1M3jO7vhpwILxJaH1Opy90EcaL7JxlrzHXddKkO8+chkEDBMIHM/GUyEJVlhej1x3BVlPbOol2qx02jzeWmTNqw+te1hf4mr8o5kg/VyutYTt9Xii+vnIbD1RQap9N1hrfl7qYEVfzvO7GVIkP3w/StRJf3NJ9D2JUsmBZ3PA9DpA5PaRaMN2JadX4828/mdLRs9Y4rlUEjPQDmtdK6pYAQgREPsRIf43C1PXePEP/jTFtz7K8q5X8mO5Oziw407+4uXfyydu/C5uPm3wK+9a4v7XfS/HPvcP3+jujjDCCCOM8O8KCQGoNgedSvQzjNIshMCen6d1z+dx13zyIAYEJ1/wCTWOzV46Z+embQKrTpOT9Q1adiyUj9WPodoVhGEAKo5sOqTK0DVY9JO3wGRwyarh4qWEvSQhEOcXExX511VXV5l/7EnOffLDFB5+augYkppQRZwiZZCsxZCWn75FBOlJQqHUcBo8+fihVO1hn06ttrD6COdqs8vKv/zrkIlI1hq3r5TkbG99gKEKfOKw4tVBEZk6mq02WuR/rGJhWSpKrXMUOguIXo/Fp874EbE9F+U6UZMKhdarB/ctPQmhVswNCXFiI2IzfVj/nA7NZztsrfVpzOPrhxT1hmjNwtaHkALVt9zCss1g3qRUEZkI+3vEmaPixAG6rLnV9Pg8D0u6fGLtCHP1Sjy2Yf1trw89LtCIkkddxIw307Iwa93oqpjMxNd4XatvLyL+lWla9Fw7snoAorQ7/eXn2seY6zy1+WCGwE0EkZprzHGu/UR/Fyg8MoeVCPR0V+0on6oeoScd5jorLPfOMLZ+P927/y/59cGc2seX637AqmDMm/FzFaw5t96K3iOeVDieF20yGesVeqsnkci0VU2izf5Nt2SgrOHct29zYgikUjiVOjK0dFGJK9abKFTKh7h4z6M4Q3KtKxhqet0KUjAlXx1t241I/fDuKvSeQ/bkGvnqCcYap9kx/0m0hDZf76wMPk9XgBEh/hZFZmwLe9/4AfiJO9g9M8a7xv6CVz73OG///p/jfc98CbsWHfjZ/8ZnXv0Kjv/rZ4ebEowwwggjjDDC1wq182innqTetHzlRCDd6ELHq/saFK8Zaz76A0aB70oKicA8Q5lH8rti0aqx5tUjzU5Yt6yeTZg5Ji7pI1K+wBewk+DD8fyUOEtnzrLiNFn3GkxVD6EH6WiSgbXERj3sNOATtYdX4ojQIjB3jfPi9ndpKDPaBMEEqXQW03LzNJPrhwdKh8S9n2w/eHqdY0t9MUiU8oNOBRGIlYrJaDM0YUwExAIBAjwkq25tgI560ifCYR9KT60y87i/eZDtrZIJU0UB9vwCjXvui6bDdPy+zR4dnhN44LdSGG6wtnp16MRm56L/0r50UqGP8XDyMHwBdiw3MqcNkdaM+nByGX8OZqf6+hyQ5IAMCttFNFqAYqXRw3K9lMZrGJkZ0OijEJ7Eki5L9R6nVgcJ3OBQhkTlDritVBdPazR5ep3xsxuDmzah+XCjR+eRE/TuP4LY2CTImoKjlWAduD1YjDXASRP0DXsZ2X/f8Oeg7daG9m+5Efqa+v+azkb0O7reU9h2Irp40PeedOh4PUyngUThrNUYjyI5J+5z/4ZBYj49JK7y0y4pBXRt2o+fprzovy9WmxYnV5pRkDmJxH3CD4aWDkymEu+q4D+vC50KrpRoTmwZUulWON9diaxEalacQmzzW6lw1uv0ziyy2uzx6PkNP7BWbW5g3YWvU2d+fkBrrNRgXu2m28DpS9k0tAfRzk+83scW6xi1LnrHxnCbKECEGXY6G+TXDpGzKk/bjXxEiL/VcfVLMX7+XnjF/8sz3CP8fea/8l9+bIqH/vuf83cv20pu9QLyl3+eO1/6vfzze/4v9UulERhhhBFGGGGEp42EcOh4iKPLyKPLVFu9wAxW+dGXFdBagXaCqDheupqEAK6S0Xj72hHIviM+ZJ+Pp1IqYZ6b1CQomnYjasM6co5MMy20zVW7vkZnbi1qS3ctiu0LUd8H6EhEPr302Pq0k7WOnSIFgijEUVSs1k0HdYrH6EeV9WSofU+cDAha0mR6WBf837FZ6Gqzx3Kj6+8HbJxh+dSh+KJgSs2FdTJztQEpcvOYSJJK20rleNY7oTwiWPPqqE3yVAnPgkRqyYxdo9BZZKp6GNxYpkn6MRY685SbZ31Bvr0OnXUcT2KHGxeJ8Qu1ma4sRn2o72NMzE+tNtno2KAkIjQXThBkw21hOk0QwVZLYjNk1a1hy15cpYLi8QW00/NRG1L6fsEChdF1hgv9iWMyqmuwYKS1G1gS6Xk5XTsNhBpiAgLq3yORDKaGYmwx1i5LghzV4fmQEDsebcul0rbB8/ya+lwdUIqz9QscXWzQWT6J6sXEWSY2ZFJIbjwoRcupDZbpQ38gsGCgADhyMK2VCsplrUESjVI4UnJmvYUW7dsFJfr2FzaSeZltFwkYdn97fkeSG3puH9HuOS49xwMFa16d9Y0vYa0dQ0nF7PFzQQ8UDyzez5m1Nmcrbeo9h2qCEG+26KPDUjG30fWJ7cKj4HT8qR7ivjBc6aZSlhEdZeEoJ74u/RrE9zn2x6l5DliNmPgnX/vJZzf8YjUG+jDKQ/zvEboJz/95ePMjiGf8B7Ycehe/eOIX+O2f/lk+8wev5T2v1Ch0L3DwT36dL3zn9/JXb/8blmudS9c7wggjjDDCCJcJ0bXTQo70zSx1y2XisUXkyUVQCl3ofoHqOVg6FGkWNDttZrjhxj5lXnDQdjcx2VQDX0hSVKH6BKSEEN3s1VjuXKDi+UKVW2slruvXEqa1nuH/wh2SxiQixBKtOxiMKCx/YaODJ11s5fSdiUueW1xhGOpdj3rXoR1EBk5pu9xBwV7I9Bji4cnU747tR8722rVEUDOFTJA8c6mBQsNyA6I5BAqFpZxUNGAxhIzUZQdpGInDsRYMJTHtOgUtE53P9QLT4F4zCkaWFL51LySY8Xp5arkR5WdNE5q+IyqkEzGW3RobTjtVbiDCcdi3buBDnJgTBRQ6CzEZVwqsBrbTpaG6rFvzwVDTua2TVhNSKbKNFtMnVuO83InRpNwOlMJyJfWOtSkxEMphvHYETbnhoPtnBlv2AvKrAqPp4fd5bDFpjp2uI9qssVyq/UqZvjk0lxtUWhYdx6VpeRFRCsc/jOBPnU6Yevc/55cBv414XPYQQgwgQ19mSM+DAscNn5+0Bn84URT+xpAXbHv17SL1/wZ48Ow6Wtvy31tK8eC5DZ5crKNQ1GQLoSR2cB/NwIc8bNsJLGDmNzq+2filpic8r4nAOqAvukHE9RWrDSt4larUblitY3N4rpoa/zlvLa5jCCpegydqX0DV1hirHPNzZ8s4hdNgBxPHbN+UWwkRLRH3oaN0z11+ur4RIf63hNIsvOZd8J/vhvI2zH94E7997gFe8f+8hd94c5n3fF+OSdHghe//Ax57xffy3t95D/OV1qXrHWGEEUYYYYRLIH80TdqSIoyXG4eNti83IVht9rA9N73bnyC7FbfBCXuB+eYFPOWnwDmz3qbnegN1RwQrlZqnj7CEmqghJtNuIAA7ykX17FTduu1RWm5EdURtBnVEsmCfoOlU4zRS0nXQA42z5XosRRvSsYB/snGWc+5aNJ6wKqE8xtcfY6xxAt2zcKVF3YkzSahA2R7NQXLMifmM6wsE9T6hW3hDhMzUeBUgaQQ5ape8gJBpvqnnABJjeMw+ix3mpA02FVI8IYxUq+uROWUqZVR/vxJo3n0PO/7lHUyvP4yUkppsc8pZYs2tDuN3gE8Q+gXsAd3SEK2x5dl9hGzInAVoyA4PV+YSJQPSGmm8FDRXIiWyKx1qVm2gqojYA0oqxisn/R/dZOTiuO7kvK02uixsDMp4YZmpjUOUWudStQwnkwKlfELceegIIsip27jrLnrHTySujvuZ1CB7AXnMzNcH/Vr7CGNmoYYdkEvTNNJFZawh1j0riFisMDuJAHkD62Y4ku8G5fRw5u73g4oB9qaRtGN4ctg6CPqYfG76TIYj8q0AqXx+q8VzJRSxG0KiXrvZIn9khcxcleR7I10u1ssr5ddNt57ys5UoSu1zFx3beneNQ605PNsZMKhJBbcCGl2XRtem53hBlHC/3EbHAST19jDz6OF3piH996JYW0Dz/OuMaovigxdQVtKM3f845Qbp1JwuSC+IYB9vZSkU9lKFy8WIEP9bxK7n+KT4+/8C1k/wyn/+//HR8i10X/Zsfu6NLf7h9VdTziq+/YN/yrFXvJoP/9ofsTF/+bsoI4wwwggjjDAcwwQ1AA1HevRcl3rX5qEL57m/ep5mQuAXTuwn7ChfQ7lhVVnpnYu1bYFktuBUBwlqH8mTiTRBuWqX04dOUK+3QKWj4oZkUPqqnlS/k8J2f0qYbrdJKyB6eF5Kd9Y5chaUYs1pstTwI7M2eg71roMV+CgmZ6ebnIdo9hS53noUKEeTNsudM9TsmBBHGkQRjiE5ASoh+AfaImnhSScxxvBTDlwfB3AK/t+UYWxyQgVroI9EChVSr/R1G71FFrunsUoFP0Kz3UrXQxiqKb6u2eswb1cwuotIJVn3/M2Lhkz7y7oJAnNssdnXpbgvnZ6DkEOIoVI4A+NMzGEfsesoi6eqqwMlI5auFCgvEXRIcaJ6HstxUuXLTZ8AS6WQTif2AU+0lYzaG9cWzJf0n6V8pR35lg5DaGKteS6GmzYP19CQSrFY73B2vY0e+P8qy6Z+7HF6XjLw1eB9TZLUBadCypZiyNKJD2koFJ4ncaQMjBT8s+O1o+S7Q6wmLuFAatr11O/p9YfoLT7MkfYiThDd2fWCeZKSzIVqwvQ9mHspk/HlUz0eMNsdMOP1+6hXmyxtLOMqmSLEELuAJOsNrT20jh8tPCa+Mbn3LW2kryUNzhknHsVwE3mPk+nMgoVjybQFx3rX17g/XD3N4855lt1K+m3RNyZXwlK9S9fx4pRzQblGZ9BNc1isCPDvdjSooA1jzd+k0EKtd6L8hvTH1a1c8Och2LTbfJvq4hgR4n+r0DR49k/Amx+B236GrYc+zF8evpv/vvO7uPNgnV/8T1W+/PMvJTNR4uY7/prF73oZ997+E6z+zd9inTy5iZnHCCOMMMIII1wmkn9GBJyp13lquYErJT23iZTQchNEMNSeRYTB/+VIOxI/dc8K8tgmSUHQUL+GOEHiiqtNKkfPcnIlzIub6FpSPg/NO/sHoKDajrXHSsHS4klqso2SLsL1AkE1XdeZdoWFmk9ge4EfsUCiHA/lJVPTDE6c2GhQqMWb1UJJFH1+1tJO9zPV5zCQFUytP0y+s4xQirqzPiAs9muyggEkJio2l5UDM58kBIPViIHgUsPlC8tpIg0d19Sgcgq6tdR1oWl9SHoBPnfuCC3Vo62slNwiZGhu6/d1IfABB3Aif8xYAFcozLaF+vJZupX2gDm0QPnRj1V6rCq95NLXDNHiadLXTitPgpKp1Ey26zFXGe7OpgCZNOUV/Wf9ee4nA7lGi97yOmPzNabOLuBKxYmVBou14T7RpfoJxhrH4wGGfVfQdh1W7SpIGd2L883z0bVRLVKlOuglNJQ2LvVAEyiVpCk7fdrOGDKgSJWWTbVt++vu3Bc5dfZsfOuGzFOIjFWN7n8n0DgWOr7bRlLBa0cponxKFGqIzdUW5nITc7mBvVqN65ZyIMhV/F7oW+FDYh9kanXyjx3DXG5iKTtlrWG0OggZuj8k5yWZDivWlKtEm2Ffwo1BKV2ypysYUfyBvmWjaTjKZc5bp24t0g/hStqyx5xTSa+FPrcLx5P+zgvp+fejkl+ES6SepeR3L37HBMdrMrHp0ldls+fSdfznSgSZAIYWvASMSxcZ4Vsa+Ql45dvh2f8P4l//Cz947/v4zq038s6rX8if8UXG//M4r8/+JPo/rbLviQep/I+3UwH0mRnyN99M9pqD5K65huyBA5i7d6Plct/oEY0wwggjjPDNiiSxSmlU4/13X6ALTZfTwnN/6UCZiC59TYOeiFCqCK+NCXHK55K4nQGilsy3KkOi1y/spcW7+VqHawOpKdXj2jkojjNX1SFXBqBjueSAetehpzrsMdPNFx9bwLTa8B0v89seYoprnl9m1quwcvPOaES21yMf/MraFdSqSzcxwNQwA0IMvmYs7y7TU/tQSJ/IpcrHGqfwy9HFOvvHfW2TiDYo+mZlkzyf+Y1OQKFVavId5ZLt1yIGXzUJSgikEH6QnPTpCFGE68TZluzx8NrD0VFNOf79D4JueSnSIAc0xCjItPyyotpF5nJ0LBdy8Y3zid0gye3vYZSQZohZrVCh0bhPiL0UYRIIqXBdd0A4V0qRffgJSsv9Oa4TzUs/PnoSmXaH7klfK6o7Lo7nE4ae68Uh3IM6FGC6LSwjmBMpMa06hldjudfDVF0cmaGYJPFe2rw47IrYhBD73fbPLbhVzjs6VzHZN9bgU2gko5I7nssX6ifpLdrR3EbrTymMjkW+0wEUhtPyzcFrGi3P4mR3FaTvgy42WbNRf1tdhGZGg9GbFk8tHIr7J5Nvlj4y17+xNGSHqHjqDGir1Do203ionF9TYa3FWOMkxo7rokvz3RUmqy6q8FxWmz2KOcMfczRJiaaClRUS7KWWT3LNjo2bNwf6o4SIiL3WuQDZ8b6JkFHgM4nCVV60mZS8z2Z3jXyvBsbEQH9k33zkuisU3EHy7dflY779FI5XZZaYb3i9HvmmBaVsep9Vxe9ulfit5MUjog/DiBD/e8HsdfCGf4JjH2f8U/+N37z37/gPN7yKd5QyvGvt79j5fTt5+Rt/nvd+NsPYscd5WXeOZ54+i/b5z0cBKwCMrVvJ7N6NuXcPmd17yOzZjRl86uPjF+nACCOMMMII/9ZxYb1NtmywVW9GnDNlnqzSNGJpuU5XZcgqieo3WguIii67gC/QJbUdjZ7DRC7jC0FKBSQvbss3bEwQ8aRGMMnbvTg/bsvp0glMRtOmfT6xG7Se8p14Q7Pr0JRxudnDqYf1qLQpYSC4IlWkDZJSRSQ1HMOGTPt/9gvyhtsm/0SH+g3bo2tS/ZMySJUTE1ARarEVGKtNVFZBYVsUZKzWSZhzK4iCUqmEhji6sencuImuU1xrobJBzmcZn1j0quyRbiSYSxXPmZASpQuUJnxioaWqDGch9UsLCm3IJuOqEB2vXDMLJ1YZ65lg6vEFnR5aT6CC+FwZawPNTfuNKyWpdR2sZK5qBa7j9knNajBYW1iYYZpxf0gb3Qqy2YOyxPP6Jk8pvC+cBBJ9Duep0UALI4enZiS+tyo0Ko8KKFpOIljbJiQhWiERwZRIT1JqX8CWLdqZhDJExpsc3rCIzBFZ8z8XWgtk9fg5DH1aLemC0lLaVkVMcpUQQWR6HzW3S8tzqXTPRu8Uo3ouunD7kZNkdB1FBiltbOmAZ7NYb9PFBSnICsN/HhLzIMIHLyCS+vkKBcDe5cu0wkoH8ss+eRY1nnxXDW4CxlGmB82fs1YFYXaxPek/bwW/3dA9QzhWVIfudRFKYfR8X9iO5dK6/360ah3y6fk6013z14DmX910Guj40b0hWCdJwqolNm9UfB8jsuslNrMUPNleHBguCD/1XCbe1AgvEUqlXAIAsnaVjFsPrkxVM7APGW7xCUQijsOQ543Ae7pnM3l+je71WxFKseo2aFrtgbKbYUSI/z1BCLjh++HAy+HeP+O6L/0p7/Yc7r/xlfyp3uH9p36fq59xNVuf9xr++MHns950+YEfn+UtBzPMVBawL8xhz13AuTBH+0tfpr7yD6nq9fFxcjfeSOG5z6X4vNvIPfOZCG1klT/CCCOM8O8F1VYPxzXZqp1BhZo4Rcq/VyoV8kicrk3WWx+sSIWRoX0iqNfbzFbrESm0XI+1Vo9214V9wWZsvw9xn+Cb8j3tOlDK+se9OLr1463zTDrt6IoQAybU/RhiGvhULfQhlTR7scApgn4pYHr9YboYKSKbsetQ8P1Qk0huLJhOMzAPTP+N7efwR5capETPBDnOnlkDrQm7DiJUWuhXKHJWJWLGhtcNghil20gGOoqpWQyp+qJKA/rqAtOnj+N4Mh19WkoM1+FC9wQtr8e4lov6vBm0MEVNu01mwyY0BFbppYDecyDjoh8/B+X9KBQdp0rBWsVYe4C6nthI8RRVOuFE+HNV7aDcCuyFY8t1MAyQrj82Sb/NezCeQUIcbR54LjjdiAwK5fdZ2E6QzzhNiFGkTOz7xwdgSwdXwonqOsW8FtUbbsbo0kpvOtku+mNP4R3YHU2xZntgChpdi6W1DjPB5k1y00N4MtBGpyMtR/1UCqlkwuy1b14SfR/wJ1X4ua8BpUTqmY1IcKeJ3hdBXQR+p7rbRpMWyzQxvDWulvuwXEnLcykKIyibTt+0WVTqzHxA3NzBZ8OPGKCCnMIqjtXXRwBRCs2Vqdupe11cM1Wh305onTIkL1GxdSr67lUqmKfPwk3bo2Bn4C/DyfNHcIQGKKRn+4TYlZSWGvT2ziJE4p4JDRgMUpiECIwi0sYOiTBeKUsTgVRwttKO5mkzC5LkCAX4Ueq15FF/c87xJLPlXPoKmVwTsYuLvt4gX2tRWqtCVlHzOv1P0UUxIsT/HpEpwHf8Gtz6k3Dvn/O8h9/Hh9wen77qNt7rdPjnxT9m2zXbucV8FXc95vGJowave+4e3vz672RHYmHKXg9nft4nyhfOY58/T/fQYdbe+U7W3qEwtmyh/MpXMv7qV5G7+eZU1MERRhhhhBH+7WFTEiBiQdxT0j+mVCwRJ9JlQEitQmE81LroUcAZT4EUyhekwjYFJFW/coiY17EruHKKXK1LbzyHzBiRWZ8SgFR4ctiVgUZsCDlTEKXJSQrCi+4GRYYI/YnaM50NusymjuW6azBeHmhHBIHGdK9L1qpE86BScwRNr4UmXUw1KOpHAa0SgmwqxVGih7rbA6mjgIxdTZxLmpurvqv661HBmoj//ptP3sOqDhNeumxoZqs0QcVpMW7mhp5P+kmG7Y2fXEFN7UwUTssbM8dXMbdmoz6FpvEdZWGtnaY6Y8ZW/FLSDjYjkmS+7nZZ665T2GjQnJ2i3DhOOW8gNibQzi/Rj/RGQEAZIkIcmHJ7aX/mTLVNO/E7hJ9yKBk1fLBu27M51Jyj6XTJSA2MSUD5AeqAXG8F2J7ol/+prVajOzp+epX2NVOcXqpithPB10Ktt3IDH2J8n+pwrJE+D/TmPKXqKrWJGwfmxC+b2F4asvZkklQm1le9awM65eNLGCq0ZIj7J4BMZxUdnUZ2EgNwE/7OIUEXSKTnMVY/nhwaw1w3gEQEdh8OHq7UovY9T2EERVqBf7QbpEHKLjboEt93lfjf75Mi2+jR2j4WvTujbaXEu8ySDjnAdmWwweGXOVtpp9bC5JlTrI/vBR28jXM4SApN38WgPdbAnYrfK55QdFLuB8EYnn0txXMNsmcqaMGmleTixDbsT7uXDKo17D06CE9KOrYLOd/qJWv57xpnk1Rues9h66l11q+dTR2Xpo5QftopNxP36XIxIsT/nlHeBq/4ffj2X0Z78L288tG/5RXNRb40Ns1fay0e6Pw1k9eW2SJewN8/fg0fe2SON7xgH2960VVMl7JouRzZAwfIHjiQqtar1Wjfdx+NOz9F7SMfofp//g+5G25g8sd/nLFXvwotm/0GDXiEEUYYYYSvJYqdBex8IHQl/PtC30ahpJ/XFuFH/g228JORVhV+jBYR+YFJKrKJ0gwIfRYjuzxfwA210BfLQap6y3Tbx7kw8UzMjs30yTXWbtxO1/LN8SQSTUrqCbPsNCQLtS6ykCZ4kBCaAwE/GdBroCIVU8cwmNVgOpr+3wrhuUFqkVhQ9KRk6+EFpBbbF6+7azS8OlfJLVFlMXEgpeGJmurT5PSUjeYaCHuwM6lrZTpid8piOxpser6a3QtQ2kM/IoqraehokRCeuNX+p1QoPfyV6PclNKjK8M1zTV3gEBPWjYUzOK08hH6WMrGZk7gxPdfjQnMRzZVk24E5PB7aRjMafCtBMJJEKvR315Si1rEZy/g2215ALkGhND1qt616bGE8ul4qhZKDZq3pAcaz4YXaRuVvQMX1DNGIBvnClfIDTBmWy65HjyM1M16nwTWG24ZeazCwVKJOvbOGJp30meTjEIy453oIZab6oxR+2OLgR9Jy4mh1lbHd27DU5pGL++elmwjI54Vx55WEXg3D67Ihe4wRyKRB2qVLYdmrYjn+/ZMoLmy02Ruskw0vrmPJq1IQobybpsKxJbLC6Dnkqh1/rQkQoZ9uYgMkvIdCKuqdvnzvYd1KYSsXzXFRGrQtl2Ts+6y1gVaP+7eq6sgwSn6qPhE9X0JJNEXwzg7QF1Qr1QcUud4qSuhgzFzcj1cRaLhjBfruxx8gOyyNWwLZmv+M5atdepmxRF06oCiu18jNrVxx2OgRIR4BijPw0rfBi38VceZzvOipf+FFx+/kkLPBB8fafLZ4J9m9n2KLLPGvx67ig48+n9fe8lJ+5iUHmCkNklt9YoKx7/kexr7ne5DtNvVPfpLq332Apf/6X1n70z9l+qd/mon/cDta8AdhhBFGGGGEfxswnDZZe8P3bwuJTB8hsvt8MwFkX+qR7EKFcZqoLRNoUmIpj36Rpa16mKIYVaL6okzT96unfCG9Hgi+WtCP1c4ingJNSXQJTiDcaioW6jXpsGzNUfTqTKpMuhVFwtdRMe9tYCsXIQuDnSBB4CFiwtW2BcW4vk7PpZS4Zmy+xlSzRX02TSQD63Mg7c+qALFWhYkylGLf2lQk7+BTKYUm0+RjyauSq5fI9WyU2nwTezCtTEqyDkh/wuRW+tqmfHcw1WNSQ6yhcaq7OrSET4gZ1C66VqrsQH+AM+4KrlMkl9FTBt7ZZg8v44vlSqp4gyacL+UHSOvSAT2H5noxaa6cAUxafSbuIaETCesHDWj2PMaCq11PRtZz0ogNPEMNYyYw8w0JcbjCh2mIhYrTbIWhuwTghqRIBOf712OU0iz8rSh0FujkdwCKtuoBsbwmel2SpveatFObNIMcSMHGaapDUvAMoeeBGb4WmV5rweaIh0RbaqTLRgwz/C+cC/9wz3UiSxFbudiqhVAS0Wmz9fACG8CYEZKqS2lBY1TbNggtSvXjeb5ZdHGlidJj7fFm4+2PRq3bnk+IdRCB1YDhxjEEYitqf96jtWs5mK10SiJxCTPoEI5Qw02KhYjGoHn+RonXNzcK/1gYMC29aRLnWb9UxprwvKM8bOWQq1+cDIP/nhdAptnDGfff0as9nbIp4nX4NCxSR4R4hBi6AQe/y//3asktK09wy9yDNC/cy6fXHuFOscbDU00Qj/PJlf/NE38zwTVjt/K67/x5bth1cGiVWrHI5O23M/EjP0LnwYdY/8u/ZOX3fo/KX/0VMz/7s0z80A8iTHPotSOMMMIII3xrQQQaw+yZCmalQ+SNm5BPHM+LtB8VGUTN1QQtK8i1OSDMyMDkOn28IptMaEVyvTVfGBMikpBj4pBoNwgco1ppMuY4Lh3HowTUWlbES5P5O/PdZTw9F0VNbqnIW9X/iEiFRy/QYBXWW0FfVDRGkTQHRUW+p2kNsUKJtHiW3+jgmGUYQmgiodpt4+mxVlFDoFY3kH2EOPRXdaRird1jqtVlmIG5CoNmsTkGTKbTTttRm0nSBqB7PdA1koOJNMQB0ehF6WfS2HJshZVn7ggsCJIa4oQwnXSbDg+FfVUSPBnnPQ0KJe9NtJkjQ4KZRqYdpHFK+LmqvlKFShtllFPzJxQ4UkKgBfQ8iaaJkFFAYq5UsNshleL0xnE8zw4LpUhVVLdUePEQoi9OwrRZDi4fX9tLIvBaGJncbbIRRXVP3CfX9ZeukqA8SpUnUyb1w/ypgcA3OqhL+VGLhVRRPtzkONAC7aGT9r3PnN+gi79GkiS83089sk/oVgeIqSc9Oht1wqei7vUwtWTwPcgIHUd50W25KAJLlvB+CE+SE5nAwiFcc8kLkoEFw/MqQYidvlKkXhAqsUb0o6cpuTXcoA4ATbrQFxMgRMoXPBXjJ3lCBM+mPxZPgZ1MneX4jsVn3RWUFZuuC9IWOiqVCd7HKTfx7lXxE1OVLaRnDFXq9m/9SE2gAWbXIR8EHnSNAtK5/A2NYRgR4hGGQ9Ng+82w/WbKz30jPwz8cGuV1rkv8uWz/8pn1x7n/sIGR9Xd3HH33exzTJ4/82x+5IVv4ZotzxioTghB8bbnUrztubQfeJC1P/szln/rt6i876+ZfctbKL/ylaMAXCOMMMII3+pQCsNtYqz7ZLIdkNzQh1iTDrZjx6bP4WWBRq5rexSzRkwyFEGqmr7gUUMUD8mcsBqaby6YKBeZD/YJ7LbloQmfFObqgz51IXTPP1dp27H5rt9yZOYpvWEajn5CnBR0ZSotDfhCqxpi8yuUQkiJLof3UZd2YMYaCMbCF2j9TMWx4B0mKel1u3QdjyeXn+DgxAEc2Z+bdriWNTWyvgBFg6MOvwwSg/4RxibTglWnQdbYJCSOisdidBfi671YA5mcvvVWMF/Bfc90lsng0jGmU+mBolQ+JNzSIw4dUxihPJ90BMRugIOmO4tvE+ATBqEkCD0ag+NJjMDsX2m+h3zSMgGg7dZYr52m5HUj0qFEgugHdWWaVrS0U7QkZTLdv01EioQDaEElmoxNblOEs9rCOL+IIo9rW4O+nsOqT51W1JT/fjB6LirXF2Xak6D55q9u1yK5drzoPvStnoTGNf7m+/yvevVUUel5NFsWBQbhSEm1bbO9WMSSHvWuw2QxkyLM/ei3ugAw0Ogod8B0PzRNjx/HcKOI+D70R6omXociIt4KT0lasoPbl5ddKI+x5ikq/TdCxB8K0MTwMSmNyGRa9/zM5+esCllDo+d4NLoOM8E7K2tVUXoQKVzJ1KvVtOq4DEYh3wzpNGWJ/lx0QYUNarhOOi3alWLEQEa4fJRmKd30w7zi+/6KP/iPD/K5NzzGe274VX7I2UvZtfhI7X5++JM/xqv+5jb+/Au/zYXGhaHVFG97Lnv/7v+w+73vQSsUWXjrr3DuR26n9aUvX9K8YoQRRhhhhG9OKHyBLWPXafQc1lrWgHhS6MyTP/856EvXogKBM4paGgTJUcoPGKX6tMab/aUIdQ660AYKypSo7EPzJNlODWE2kYZAtzcX4Pr7kDoXmoHLYWahQZlgjFlrIxDcFUhF06mkelVYa7FH3zKsBvLdVUxnc19HXysVp0XStNB8MzikQu0i6Ekzdc9juXeurzYxZMb6etS3uSClShCkUNiPg36l/Y3T9ba8OoZsMt54qr+VuEdx8lfERXlYwic9PBFqe50erpToXjeKYCvANxvXfPNmqeK+99ed766Q7y5FuWhTqao27bmvmc91l3xzcatN1/ZwXC+yiPA3hfr1YeC5DT/CtPQIb1m1Yw0QhWyzl8hrPMSvVgR7Aol5r3hNlp1qOqCdm75//d9Xam30+VWkkixW28xo46l+VNv+fGw9dhrdswcmRilwgvVgWC56sxOd61kW+bULZOwG9bZFpdZBAWOFSXK1boJwpeO+i3DTRfnvgHC9OUM0pRm7Rr5dGTgO4EQbW4JWL06JNgzSTGuVk6V0ofvPYmSxkq4jvHeRBjVxA4Q3zDIiLieDB/jw+pOs9ZF9CGIMKHdgfWiu35/wGYqUUEKA8qL3ikKgjFhDLJTCdj2qHZtmz0Ekno9oLpRP5JPHvd48K0P6lxpVPEWbEuJWt88fPRllOrL68KPDX4nZez++ZTTEruvygQ98gA984AN4nseBAwdotVp85CMfQdM0Xvva1zI+Ps7b3/52Pv7xjwNw++2302q1ePGLXwzAF77wBUqlEh/96EcB+MEf/EH+8R//Ec/z8DyPhx9+mNtuu40f+ZEf4WMf+xgPPPBA6vd9990HwK233sojjzwSRabUNI1nPetZfOQjH0FKydVXX41hGDz/+c/nR3/0RwH46Ec/GkUT1HWd22+/HcMwcF2Xj370o9i2zf3338/p06e5+uqred7znoeux7uj/dd8+MMfTvXnoYce4syZM/zYj/0Yr33ta/nHf/zHaA6S7VzqWHK+L3buwx/+cDQ/v/GTd9DsOrzrPf+Dnnc382OrvPfMx3jP2f/L1cY2XnPjT6COeuRELqpLCEHpRS+i+MIX0vjkv7L2zncy95//M4XnPY/ZX3kr+WcMapm/VrjYWK/k+mH39xuNr3RsI4wwwgiXjzjAUs/pF0QDYqYUTz51gvOPNzhYqDE+MekLaJFs1hcYy+0CCjbRZgBRvsvF5UWqjsfBXRJNCWq1Gm1NUSj7bUR+cAmhrbxQR8gMuiuRpo4+0O/NRhp/q7RtsobGtADl2iwuLKJQFAoFBNDVLPKqS3HrDJqCer2G01SUJsYRUtLxGmiR5x/ojse4Y7IWzpzjoRRsVNZRDY98vpTYOPDrUwImxiZ8k1mpqNVqLHqw7eDVHD9+nFOVC9jbTbaMbQvykaaFT0f2hjI6pYbrh5WCpaUlFpuwTffdnqxyHno27VoNlKKlgasESk4SEVRPUqtWaXc6CBSFQpHxiUmsiTxL115F+/QXya877JJxhGk18CUwzQ+jg0vF0tISGh5bt+9CaP4aqtVqdDVFLrj/QvppwGr1OihJrbOE1nNg/06E5gv/Tj5Dpp3Q8kdaY1+zt7a8hNFaplDIMz5VAAV2wk45vB8A4+MTKe2xFiw/3eshejWWGhNsQfkm00EZmajD9Fz2zu4i3zzNmU8fQR45ST5bYuvObbiexxe/8EXOjdd4gdwaddeVkmbNbz+/ZQKN9K1u9BxmXcVTx/xNB/2qMXztmomZUdSqVTbWl5nSs5Smt8fzHWotFbRWznK6uo554zSgmNRKVAzd96tWsLy0hNQ1bqpsYHhd1EQxlYfbH6Nkpdska3lMThSo1eI5mz55HEdWmK9X+MSqQ67WZGGiyFZb+Ea4CjbqVXTloW69CnF6I6UhdpWM0oi50kvVLYQfMV3Ybnw8P8PSygoKyJWnUAoqK2tUsSiXx1leWcVRgt3btkRz0KzXsTIaSs2iDdEQm0JDKVitrtMTDvmZMfTEEg7TsMX5wf2KFxYXWN44wZTbwpjKw1QW4UmK0vTX7sYGR2pPcGAiw8SZCrV6LRq73QSzNBlYLwTrSUqePLNIWXPYK/diH9iCtdGmLRzGJ8f8TUfhWyVkrYqfI7m737cSJXjOgG7wXvSDhKnUWJWULK4usyy67Cm70aNuCUmt6s9xcbpIP6KYB5cgxL1EzImu5VJtNjAt17+fCaufCxfmUHadXD5Yt4rLsHePMdIQj/BVQTlvsm/rQTbO30zm6Kt509K38Z8qHkb7An98+A95p/2nvLfxf/mjL/4zx5ZrdO0gUbimMf69r+bqT/wLW3/zN7BOneLc7f+B+V98C9aZs9/gUY0wwggjjHC5aHbdofl4gZRg4joeRSetSY00xMFvX2hW9DYW0L0eqo8QJ4NCJY+CwvVUlJ+2/xpDaGS0IB+p8MmnYdXRHA+pX0ok2ly6stxQA+qiMZxUJyNp90IZTyo85ZIRZsq/T2vH5stGQkOiJTQgKQUvPimty3YsJOKPccGosVboBP1TkZYpJpqKE60nGMaIh7gsA7A11Aom7D8bOyeHjjv0IZ7Rx9ivpoeWUZrAyxi4honQtHSbocDcd6w/nZWLjhRBYKxh2nwZpt3xL9RQqUqFJyPNWLrvMakck7HGS/VtLKx56YBPfpk4HZZIBKKKFX7SN22XHoh07unk8GaXKz6pT7Y+mM9roHUReEprQoAQaLab8r3VhG/GbymbRkDSctYwLVvfBorrsFjv+lGI8X3340BkQd2B+4BwuggrnXhXAU4YxKy/JUVkqeF5Fq6hoXQNu5RNaYir2kwUXV0o0BK+0qG2093En1lPkKywA10vDqhneTDt+mHtPOW/1owgeXBvPMesW2bSzSeuVyl/WT0IVxWZnKdG3z8TcbwBR1go4fpa2uDc7JNLjM1Vo3GiFC5ps/pkvbrbTrXSkhnCWOaaVOSCd4UUAl0IQpP+CPVz/stFE2ieTK3xrfqEryHu118rolRY8SRcmmImaxn0Ax9E15GYVtKKJ/w7oNGhR7dg4D3NuEQjddEIX1UIwPRsJna/jNtvfzevfuRfOffou3hUnuRfSkf5wIXf4sOn/4Bu41Zy7o1MatdQzOQoZgwK2QOM/6f/wbc9/Gme8fmPU//MZ1h6/sup/vBPMHP1HnaM59k7XSBnXkmq7RFGGGGEEb4esDw5JOeuD4WITEOFVIg+e9f+KNOg/LRMETRUkmgGp1KJX4Io0xsdh7KWzmEbIoNJVvgC00w+z7wZaO9cGUUZ3gxiqDlen2A4XJ/K+tYie0SSzgSRhT0PqSSGMFJ1ab1YuNTDDWRUpGUEyBgaXTv0H/SFT1u6aIHJpQBfI60nfIMT/rdJU0X/fvT3fZjprI9iML9jzjpCm43aC0foGRp6QEZ020MogYkOzU18tIXfjk2WXsHFIktrrU0pa8RmsQifdAWB20KN0pjIU7XKzJuwPVVf3/rwZEpG719xmqdwg3U4GK/ch07aTDZc73ITU82kJYEmiaMLy/hTEwLTbdKl3HdtfLXjhRtGwbqRQ3JMD9kD0BAopdA1QSGjkz22gkEJT0i6hst04Gs/bKxCKbysCT03SgUEsLGlwEwlJGz+uITyNzWE55uGG7YHwvRNWD3Lj6Sd2AtQKDqlDKWmPfDMqMTEGY6HG5gme6aeWpGe0BKbTIp8dzAXtLdJUDgtYQliexJPy6A8B5nR0WwPEGSVgY2KyOSsUabidOhsKVFcF2g9n8Rqnux3w8YICHE8s/5nMaMjnbhg0sRYC4JCdTMdunYeQ8tFfs5xDm6/TkvaaHr/+yTY6FFu5Fccnwvq8eJfUgTm06LPLDw04Tc0hJQImbgekd7YCVqVQqHjkoxG7hrpbYBoJoRIbDSpKMr600HKFUMBGjS2z1A6sTA09drFMCLEI3zNoOs6B1/wGvY/93vpfeB/8T21e1j1HuPjuQ5fnPoijvgidWXgiWvoervR7B2ctcd5cP+NmJM38KrDn+V77vss2+79DPdvu4E/2/8CHp89wL4tZa7fPsYNO8Z45s4Jnrl7nLHcKFL1CCOMMMI3HIGgI4WBFkR1ntHH8PUbCk34gW70/mAroRAWVNFPLwo5k043FmJD4cr30xuMlhpqiBWgdIEJuFJFBAF8JYg0dFw9h5vnMjTEw7HyzB1sfXwRqTYhFinNUUrHhxfMkY6eEqiFG481isysnFQZDY04229CaA2ExDmjxqS0SOZW8bVokq7lkg1zjUqF0GRUgxB+f1zleyT3z0rO1GL/XQW612WmnGUpPABUp/NsXfMDJ5WWmziZCbIig7aymU+hiNZOT8uwct23MfX5e+jY6dy7KrmpEpQ3hE7bHcc1W4nq0j6mAKZQqQjmYdKcaNyeROkalYNbmDm5xpVgU89FFQ5NpUi2klB0NOzMBOgK0V3H8Dp9lwbPkvK3gpQwEhUkRhbOg6bh9nUkJFIC32c8XFW1rIUnJOPK25yQaNArZzB73ZTVQWMyx9SGg1K+r67u+ebonmmgO77P6a5zdcT4RLCzIFP+4uE3K2/0HYlLhJsdhqvo5f1tCKWLaCPBUC4gUhriYXCRQzcK9ERE4o7l4WAgsFEC2ltL6LW4bMgVQ9N2N2v48xkwLt3xo1FbV2+DE/66CTdOvL6NP0MX2Anl7sAbQ4Gm/JjNunIJaZpAYGWm0FQNF49Vr4KpC3p5g1zHIb26SAXqSw5fSN+dBAERz03uQCQuELZHptVDZGP5WguK9k+3hyKnOmjEKeksM0mkE33T8+RrVXTb9S1QLkFc+6NXp84lxyl9Yk6QlslTRK6Ml4MRIR7h64JWZgtHZm/n9h/4/3j5sX+kc+QOHll5iHuzBo/mD3PKPIqdA8JN/S3wgYNwV1Pjux+Dlxw6wgvvfZJqSXDomgyPHjD5aNXgI09pmFJjWmTZaeS5KjvGs8uzPGt8CzndDB5s31QoStsRbokFx4RUXFM9jKPlEMcLUJyG3DjkJqC8DfQR2R5hhBFGuBwIqQLzSQMCTWVRZNkIhKiJXBZP93BVF4jfraGmJ87PmRaAJvIZut1B7WIqSmtwJYAIaZyC9Wtn2XHcz2mrJUQzEdAFpaC+e4LiWoJQ9SFnaliuHIiYm8FgSvc1e8teHVNp/bpsMoGpqxKQCbTTIpAqPc8FNEzNTJkMeiLWcIfkQEOhJHQKO0DTyJoS7MVgmMOlyiVnIznNvgAZ7DpYrorrT5oOB5sGItyZSPQro2vomhZrjVQQzTrQ8CqlsDM6Vi4tXmrKwRD5ONJ30BIDv3wyEJmUB4K+lZ1GKDe2E1cK4SVuhoJMZ5odRpEVbz0+nCji9fmHB/Gao15oUiF1gVvIsBmSpvgN2QVVBCEuoiFOaABDDakQ7GCM5rElvJn9ZPM6VNdTab6CIQ18izhMqBmT/ecEC3vH2Xm+HvTXJ3SaAFMTUcTxkKjVZ3YwsTGoWbW0HGrHOLsMRXvNXzfb9EmWXH9rK6M6ZKx1PxXSoj/fXs5E77lpc2RASTmgUaxfNYvXmAPAHstDLS4vVWITyJW4hiADSE3rI5AicrWIfL2DdEwCcM0SUg4nRJqbPi5FfGc3C54nJcw/41kYYgUhRESIJ08H489m6IxPUqhX46B+UU8BpZDTRVjoYmUnyVrVIAhearYiQtw1M2Tj2NEozd/Z0mTLJ+QoHFMnh0OfgjrOPQ14SkRvPZFwJ/ESXVR98wrQCQir0XOQWgZN2j7ZVAz0O/wdRfcHZJ/FjSDY6NNhKpizNmAGG5FSmAMR1gEywsAacry9tURhzQoHgFACIWJrI9eTdKzLj3I9IsQjfH2RKcKtP0nh1p/kRVaTF525B+YexF18lPmN06xYG6waOhuajiWE/+9mwT03Cbac09h5yuDbH5e89FELV1csb1Nc2A6nZzWOzmp8flrwbiUw6ooDtsMNts0zexbPtGyucpyhSch14Nbwx0f/Nn1SaFDeARN7/H9TV8HsdbDlev+7PnqERhhhhBFCGJbr5xZNaiyJcwhrgCkkmpCBhtOHinkO0iyi2X3+aAnCUTm4helAg6cGREH/e7ewB6oLjMkc1xQOsirWAJUK2qWh+WahpumnDhmiIc7oGrYnyRo6+YwRRdBNthcKgx3VYyxnoOGhaQkipCt6RRMsInPt8FpP+maGGczUMKzsVrp5P1iSULHmUAodqZm+Vk/32zWVTrdPI7q6o8R0pYst04KkH4gqzeo1VwYRnxS98TzjLQfH86MwSyPTVzqoJxpBGLXWF7nDANNOVmdtR5GpBb/vB/H9MUXKbDwxEwJ8w++ADPT5oiuh+eaioYY4NCXAJ/ASgVA6/ZlMk+tQG6LakiKhAVcKdRErgSmtRMHzqBNvnBQqbZ8Qa9lNrvI3CWSg9VQo7OxYlD6omDWiAEZDVZkwdAvBqDQwHIctGxaMpwfl6fHDpIXPhxBkhYjygpvYOGSwikVUXUP0pU5SQGeyQLbr5xIviRwlLRd1wNM0ct0VTFVHq/qbN25GJwPMLvRpuqVLUcsi8xlkr4Xy/OsRggtXT1DeMQMXzqSu0QNfd6EUK+YOduExq0/gqiaeEY83JD9j8zUAHHOMjO1/d40xLOxg4yM9t1o/aUejpY1TNjS6AoKthJT20r9n0faJ7waQeB80dBul68zq45ElyMLecTKWS9GFLeVcFAjONUoBIR58urTAMmP+pmeSqcxTbK2nfZDVMqgJhKbjZEOpVkvl5JYoHLNE15hEUk1s+sSWIDLaReyPxOD/asyW0OZqwbFk/wbfuE5wRBcxIU65oAQmzbNHlrF3xlfv1rdwwQve5Zo+kI4PwETHGuIz3Z0sUFzrMFHIUNM1bAVSYyAexeViJM2P8I1DtgzXfx9c/30YwD5gn2tBpwJOF+w2KA80A4Tuf+oG0pG0H32S7qEnKT92mN2Hj/MCxyH8s2EV81RLGVYLkvVij+PlPA8VBLWCiSxuZ3LrNdxw4FZefvO3s3N8Fte1ueMf/xFT9nj1y16I4bSgW4NuFRoLULvg/7twLzzxkVgw0zMwcw3aluu4bkNSMXeykd2Fp49/Y+ZzhBFGGOEbDKPrsK2UwRZJQhwTGp+Q0hcgiEjzp1AoPYPEpr57kvEgmEwqynSKVKk45UoCWT3HFq9ESehkhJEQY7VIaxhmuVGawNXzKL2DhpbSfrR3TeCs5hhnbaiA5Zs9x4FzTF3gKR0j1HQLwfw1MyinBxYRYYt8iB0XRAZdaOTqCV9fT1LM7qLhVhAy1hwaiXyouqZRzOi42qBWq5vJYGdt+lXamvQGtO+aKxGmf+zq4m56nQU2AvPdYUG10sJ5+ncy7U+3aFJUGaa0UqQx09BSfXWNeLMkqBGEhqeEv2GRbF35Wiet5/hkaWgAt+Fi8FjORM84qO6geW4SFzOb32KUWGaIFUGfT2WqPuCs6CJVD6FK+NruGTynhUAw4DofoF3OUG6HfYnrrogy04AlbWZXm1iTKjVHIvrPR763ztr2MSZqPbQBbTJ4ZgapCfQ+RWo3n+GqqRxqoY0hdLYZkwCU9AKucPFEbKKrAZNakXo+DNaUQVf+WlbCJ2p5kaMjHAo5k15HRhpMqWvIIXMgRCYyy7e0DGt6iW83x9BNm6NmhaymKKppVBBELYwOL4VJp7AD02kijTyu62sQizKh9Q8iyk3KInlpMKXPsCQcGqLlrzghUGi4QqOXHQd8bbsrFZ5uYgT5tnRPMnVqHQT0xvOsqA2KQpDFBCHQEDhZDSerUzDHMHs9lOdFNiwwxGQ6OCMRGDqsX7WH4uPrscULYCtFHuUHn1P+s1+QeaCJmzMwLTd4hwm0PponEj7Vg3EbfCw3LCYzAjmRJxcQYoJ5nipkIPCsDpHMET8uCnTxNwmqRuwgIhRkG76FT3ajHY06E9Tbze9g1mijbJdWoNU1dQ3Hk5hJV4EEvIzum+wLMITvcqGiPywKUxjUd5eGjnEYRoR4hG8uGFkY23HRIhpQ/p4DlL/nNQAo18WZn8c6fRrr9Bnc5WWmV1fYt7KKs7aG+9Q6wnUBCzgX/Ps0NQHnCxrVqRLWWJnu1AynMjl23PBsSlc/C604GCYepwvrJ2HtKVg9CqtPIeYe4Fn1uahI25hE+8gdsP1m2PZM2PYMX7v8FQQOGGGEEUb4VoBuh5Gm0+87BRhCCyxwFb42MFFGE+RNnZ7j+b6SKEQhx4HiHtrmTmShwUSvQ7OZ9jlLCpShljGokKyKRRxpauBJ9GRaJ6GhPAelabTKV/PC5hiWfpYlzyfh+W1jNLYUWd12DTPLPYz1FuNakbpsM13KUmlZgMINDKTDV7ynNGYsjUYQhDZqMRCSk3OiHAeR8dAQkTYafNPGyezWgBArylqOOqBS/tKCYlaniS9Ad6cLZOq+0NnSxtki2gMm3llrA0+K1N0Rnq81GjenyeoerhbP0YBvopGDQOBFgWFJtKIYSkOVEEx4Raa1UCj1x7+8q8zYcZ/kS01EBLnUOkcDDyk0pNCY1IpUlU9Am9umqc3so117mHKjF6Rd8vvlRRmB0/7OnaJP0MrgB+NM+BPmdImrbLpkU6GsVKBd9YIUXOHINTSE0ABF3h0Unb1NCDFAVzNwi7spy2rk8V0bu56OOE8pICW97BYIyLbSBGtbS0z41vAkDY6PTm9hXw7otWmZDl4id7GmwZZiBl04wWz75rGeCPLKSkluYht62/IvEeAa2ThtkNAS6bwEOT0ce3x3D5ZnuV9VkHoyMrFAPOM6tLVTFGb3M27NYdvBhgo6SOm7JySsGNzEghm+maDHgZc0wYY+DSIwf83qaAIyMo9n9q08AVLLYGWn0RG4AQEsqQzT+jTzsoIZtJcTWTQkGWGQVRmkakWedQqNdmE3rm6zur3EvpU2UoJr5FFiC9BIzUt3ukCnsIOCOB+TwMR5+/oduHMruCUQq5VoxI4aNOn1NxAFSkjsUonGzgnGlgY1pELTUVL4aZPw33zS0MAKU8wppjK+PF0r6uz1J9P3IQ7aIIgynkRZ5NimZljILAPgGkWs7BTta2eYqBoIr5VKJhCmJAM///I2fZIL+Rl6eYs8Z4NSyZgI/hoI+binZfD0DLmMhSZN8m6RNa+OaRosHZhg2znJtCNoqC52cr5EPNO68t9VSoDm+mU0NKyxzSw3BjEixCN8y0MYBpl9+8js20f5ZS8bOK+UQrZaeJUK7sYG63NzPP7UIZbmTqDW5pisVtkz12DmyALqi4dZCK6rTBhUtxdp75rC3rMVZ+82xL7dlMZnKJVKlKdeRvmZryGv57n3k//KbHeVrdYi084i+6rn4eRdvoYbfJ/kbc+MCfL2Z8LMNSP/5BFGGOHfFHRXohLmiI5ZppPfxYQxwaTe5JzQkEqREW5KoNRNDV3zdV0SQUv1cIRk37ffxPLZHGtOi7zpk7/k5mIklAcfW3Meni4iGhfKbc1n7sBabzN73kWqUGDyhTOp674PoWFS1HJsZxIzp2ibfgVOIecTCiEoiAxt0UNoBv4mK1FE11AA9tBSmj+R0Kf0E+J1p4qRK7KtlOO6wj4+v3ompUFSmhYJkP54EzGyUpusGkr4mwLbtHFskfU3CPrSzhhOC0/JSPgTQKZto5kak8Y0iFX0hBbachwyicix/dRXpcaUFqxdmTYDUIH+3UtEx5W68LX/QpARHuO6TV1lQNNwpsuoNT99jpcxaO25Adl4FPBNlZ1AI5nMlWzqIpK9V3eWKTRttITreURwdUF1UmdsJUMZX8PpKEk10BCvXb+VfcdW6DoeAtif3RYZ/psiF22CRONIaMyCQNhBewoldBQ6mlRkRYaWAkflkXrWD/KlaZSKeZTRZbKUZaXnk59w42fl6ptpPPowihoWBiIwg3c0j3JbISY8xnImGVOj86zdrJ3tsZND5DO6v0SFQNN0hKcYK+TITe6Ec/48eoYJxQLUW/761lVkVh3KL+E9L2YMpsdyTFkeVi6O/t0uH6BkCMTkGM+efQlfmv8wSsC4lqcmPNo9x1+0mobwBK5S2Cn/1UFoUkUabRlYlaisvw63j2+lsUfntL2XHXo6+FkyPZtA4AUm/QLQgnPbS1l6ALoeRUKXaEgl/HdQEJRp3FS0haBTyrB3OX4eXb1AVocxU9EOn/mM4W9qiAvRiLTEZpLQNawDW2F9DQMQQsPNGhhDfVwlpnKC9G0CpYsoanVZZmlqVjBvuv/MawLlaUx7RTaC9evhBzfThB+szwkiPlvmFmqGSUtAMUwx1rdrttfYgoekPX6AjL5KLzvNnoM7sA7uhkOriA7RG80pZDDadmJrxIdXnKS+xSTPg8H99Oh/TQh8Qi71cOdQoCVSrhWyWbycSVZTlHSTjmvR77BSObiF6aUGxY0m64F2f6x5zu/b1m1s2/7dwLuGzPEgRoR4hH/zEEKgl8vo5TKZffvY8+xns+cHfiA67zgO7/jABzjTrFAQFtaFE4ytrLC7WmfPeofrT54l456Nyq+Ow/yM4PEZ/3Nui2BhGqysQMtoZESOqcIUpZ3fSUkJSq7DmN1hvLvKjuMfYs/h97HHddjlCTLju2Bit69BHg/8lCd2w/huGNs58lEeYYQRvmVgCh3hSfIXapHHl6fnsHMz6OjoQqN8bIlOw0IXHrVtY2zrKTw9hzT1iN+FXm5SE0yMFdBnilSWRKSFCzWKhp42b4ZQ+wyhrjA8O1XM0ug4tMcOQOOxoB4FUlHOjPP91343buWjgJ9SyKUHSiE1XwgPheqQHKjCNG5bMibjXKNhFFqPmAjWJ3MpChkK5UrBoreBEmAKmC3noakzls1QS4Sh9UwdaYzjqfVgPIMmvX7IHIGmGezJbaWuppCiiinC4FdpU1mlJ7TqQH6jTdG2KLlnoVDESLJ5pVImrcrU6Xfn80oZege2gBVvQYzJPDllgIhNjJXmR6eWKUKsRSaXuyfzWBVF2ZmhkD+IvWedWq7L+FwVu1yg1fOi2OS5WpdswwrmW0Ym6Bk9Odt+cKbkjIVRpjUhaBV1Civ+vcoIk2ktR9ssYuhFlrwqhZkS3eUG6zfsYF/+IOKJEwDMb5nG22ox7lvSYmcmCYMWVw7O0OwoJo/6JzvX7ICzq35k7q7HdmML5fGb8GwXTfNXk8xmmCpmcYWJ1nXxMgbg4giJbZbp5cpslMZpLo/RywgG8rUqRc7UkQUTlTUpZRw0IcgbOlrPxTWK5PU2eBYIjbYb3xOpG7BvF431JUqLLexsHkvaTGTi/LNThSw78nlypo4wdEwHKjMFerkJxHwThIau6zyjeIDZF72M9ROfZ+r4EjvGC1SbbXTl+q4Nwdq3cVIx5odpiMP0Tf66EczmXLZsnWFd38fuiSIXehad7DhSr/ZfmfrmBj6zmgqjsieCm2kapcAf2RY+wdcC32YBePkcL379G9j98T/xA2kh8EyDjGOB8AmvUzCp758O3l+CglHEFJ3EWgusGDwXdBE8S/5cVK7bytbDvgrGyxhoVpwuzZQ2QpNcNbWV/ZUOljjDZN6gk8i75qEhhEAKgSt0GsYEVr7EVHeVjKGx7vgWAhmngRMqX6TA0sdQch1p6uiC1L3Yrc9gaHmqssWazDFZuoqrinvoXFtGBBtlM4UMoXNH+C7WMfFwUFqWzN7n0dkygdRXOHTNQW45cZIJLU9dtQPrHx8TRoEkhNAwNcHs1DiqZyHGtmKbJqqYh/oSvS1lajlJ/skqveCl5BYyqKxBFh09+MvhFvw56m2ZwcjvHFhbm2EkbY/w7x5CCHZls+zK7uD222/HMAx6jseRxTqPXajx2fkaG2fOIc+cYWt1nr3NRfZUVnnluXWyCROslVKBC5MF5qZyzE8J5md6nCpLGiUbmbH8tBYTJQiDiyjY7ulc213gGbWT3NKtcqNlUYiSQ+owvgum9sPkPpgMP/f5x3IjX+URRhjhmwehKJo1ZvCyVQw3PuOVx6GdQe+6mC1fo+AWstTGtpHpeHi6FWtYQ5M+TSCKM6A6PiMNtDmNyaspT9TZPl0ks5BMRRQIoComrqGmTgiYmC7CSoE8OdrYbDXKnLYrTGZmuGXnNh424iAwmgDMAs3pm8BykZMHYOUxwgjM9o4ppqouWzyJMLZTZz7Kcavw/dnOHZxECEFRBqF9RCyU+5pwn8YJJVNaGrdg+lpFTfM1Utok7YyDYJWcofroLUzKPOtagesK+8nKLp7YhSk9tslxZKDFbsocuwwJPUVGM5HCjYjV1cY2OsY4unUB5eVTfsoCRbu0m5J9lqWZEtq2Mvkn46BJSoE7kcebLMCy5/v2AnllMuGNYahGXDZXQOYKSLkSHfPJsUiZwW/Xy5iZnQigN1WgN5HHyfkbE8lyYYCibfkST+K3YwZkfmPymbC8jJ+FJb5oPG/S1hXd8Sy43cjcVCCYLefYse0q5jouPWXTu3kLre2rKE+AFpj8CthQZQpZl8rBacaWm3hejnLBpl038LIGoiuY3zeONz1NyYhJQ2l8O2SuJZcxadsuGV0HFO7sBLtUgfNlC1nO0gJWqgb5yUVQJp3JIos7dvJUa4MxQ9DLTFFyFqKgSGFKpDBSu6lBwfDXvIbCMYv0ZvYz3avQElrKdFzqOtPGOOaswZq+zJK7FbH8BBMJYlnKmL7JOcC+51M5rViiwoV8jy34gd6S8PJ5emNmZDkgQjIa9Nc3AdfZ5o4xb/ZY1QVjpCE8X8OZ1WFbUVEwpb9Rk8+h67GdgtRiGpM3dbpozGR3oCZnaawexQ3WoxACTctCkCKqU9hJtreBJqE6cSNO+zzg+3T7a8yPYL17y1bWdN8Xtlm+CmkY2IwRWXDoGjKYmwlzK3tybYQ4DqTTopnC46rCTk5WK0EKLv8Z2zgwg/AUs80eek3iG9/LwI9ZUc6V0A2TrMiga5BDpxHsSBWyWXCgpHJkZYG2Nka3vJWSpkNrDWGHrisKpTpMFjLkylmk2WbJzpMzNPIZgzZmFOE8fm/6a10TOjftmOQBQ0XB38qmjhVYQbS2jzF5cg2UAcJBoNg6nkcL7oun+3NTFBnWDR07M0E5iFS+Jb8Ht1tD1wRTBdOfc0DLlRFF35Fh3+6foFl7lOn6EtLQkaaIN061DLpyEIZOTuhINHTXRWZMlm/exUymMDSQ7mYYEeIRRhiCnKlz694pbt07FRx5Nkoplhs9lus9ah2H080ucnGRzNwZNh6+n8nKKvuqqzzryWUML20G45bHcce30CmXaWR16obHhmGxYTSpZxs8mdF5TJ/B1QVCFSh4ebYqnYN1yfXnF5mVT1BUDYRQBFYmOJkSdmk77thO5PguxORu9Ol9ZPdcR37bAYxMbnBgI4wwwjc13vWud/GHf/iHLC8vc/PNN/Pnf/7nPPe5z920/Ec/+lF+4zd+g3PnznHw4EH+4A/+gFe96lXReaUUv/Vbv8V73/tearUaL3zhC/nLv/xLDh48GJXZ2NjgzW9+Mx//+MfRNI0f/uEf5p3vfCel0uUHJAEoTo0zbijIFWkLk0y7gafn2DGR5/zYJN7UVXgXGrRqHkqsIdBYP7gL1ygzu/4oQviaEin9TEF7s7th13Pgqc/7vpDSf696Rp7s838GFj6Cqyx6uS2MUwFAKgeFQtOyvqY2SR8NjeYLvoOtT9YYP7/EWK7IC7JjMDMNQD6X8U3y8jlQPYQr2TtdZLneI+cWYu0w4E6UyJtNhOwwpZcoXXMLqlOh211HKkGvZESCmyZCQ2dBr7QfNk779eih/54EJdHyWbxdk3TrJpPFLHVXR0mNcruLKxQFQ+GhIgWt+Zxb2fdAlzMsUlSTaNkMqlBErGuUtINkmWdSFFlxPU45VcgUkZpBVkFHF2QDE1GBYLI374/dkxh9KWM8kQn8Gg3QBL0d43hqG6p+DAXYO8YoCh2RMCNWKNy+mM9esYS2o4Q8f5KWylESPT+okpZuL6P7ZrIR7QmIngh8HkNs0ceZ0Irs3VLCUBUEJmQn2T47ydGQjMm+3MMC1q+foKHPsHgGpulEGsGMqTE2lmOu02KnPo1dLLJ1skW756W04m4gZruFDJ2ZIplVDUva5AhTavkRl51iFkdJPC2LCRTK4xyYnuGpDX+TYjxvAjbGzDTXv+TVnP3y7yPHcoyNXUvmwcfIlyXdPdfiGh5bMjpHNIESvo99bBqsmAhMx9EE2/MzwIWgH77vrtJ0hGZwYOutHFp9LDXXStfwivvY3V1lY3sHuWCRcw3GVD4qo2eDzff8JGQLZLM5DFFC05qBb7xGu7iLYttvVxdhcC1BSBx1oXHd2D7MzgKrrXmU0JiQOZ7QCuTKVzPGQ+iJZMLCU0EAqDAyvG8RAtDY/kLOz2nQBsdI+4iuH9jNzNjzULqBWD3mmz8Ln+jZmTI4oHsKqRmczN2Arq+R0Uw6rqCkZtBEA2nqtLUxpp34pgvAMcZAE3hGgbO5G3hW/f4oMNVWfRyRvxqc46lrAIq6Iiv8OAFCA1fPRGvbKfr9N6Wk2HPQhRv4MAvf+iUzRmPqBsySxrUlyZxaZFX0yJka4/kiyoMxlcdBgNJA1xKueAojuBeucNFNjV25SS6INiBQ5XGEqEWByfwlFG5G+seMQtHfIPPtvBGahnA8JIKN3buZLY0xo7ucEHUKeoeZoo6paxEhbmslFveMcVNLw9P8deuZRYTVxC7txHMkmUKeiUIGOrG5d2jhI9BQhhFNaLjps6HPYo3fwGT9SZShoStBT+SxiwJdLzCZVRRzeQYT9W2OESEeYYTLhBCC7eN5to/nE0f34rrfxkc/qtHyPFrAghD8wPOfj3fhAu7aGt76Ou56BXd9HXdtjW31OrLZxGu1UJ3OkJaawb8Ya2RZY8uQsvXg39HUUS0jIQtO1uSafIZ2qcA9n/4g9vQW5NYd6Du3YU6VyRYNssUMmZxOT1N0lIsdCFyOEDgoHOniSAdNaBiagamZ0aepmWT1LDkjR97IkzNy5PRc9Dtv5P38mqOAYiOMcEn8/d//PW9961t597vfzW233cY73vEOXvGKV3D8+HFmZ2cHyt9777287nWv4+1vfzvf+73fywc/+EFe85rX8Oijj3LTTTcB8D//5//kz/7sz3j/+9/P/v37+Y3f+A1e8YpXcPToUXI5f9Ps9a9/PUtLS9x11104jsNP/dRP8aY3vYkPfvCDV9T/yWfvo5nXyTQnqDqCTNMXKKeKWc4ZJkgwc2YUgVoXmi/Y6xquaWDtmWRD0xD1cUqORXb3D/qp+iBQdATmh5pJNr8TKRR16Qt3vp+tIkwA0r3hVo7kyjRdwWtoc1NxJzW3w1ktj5qeQLR7iPI0W7wG2qRP/K/7jv/AY84HwXLQzzUQtkfe1Nk/U0TUa1GfDR0Yy9N5xnWMd33T2Nnts2wb38tnG09wZKPKemUKRZYcNXQBW70y+/deQ29lhrLM09S6SF1Dkx6aZ0OvRv66XbywuJfPPbzCZCGL5Wgozxfo88YkLVNDS+Te1cYnGTfy5DSFVBqFUg6vNEHzmhchH7gfhCCHwaTMsqWm0zDHmMzqmL0qbs5kLFtCs9tMaRlKOZPzGKjxEoa1jpWdJmtVQAgc1YPJAxR3PZ+bzQuUDxosb1ic217G8+C7c7N0TIXpVjA8i5wusVF4CfPI8lQZ9YybqFXOkVfjKLVKq2iQFb7JMVqTop5lRuUxdA1LaBFpCP96ZLQ8ViAQT2tlxkSe7PV7KeyeoPDpw+jKxSrvp37Tt0HjAVb17ZhiFZEwATeEDkLQ03J0RZaFaY/ZrSX09cCcNtBo5bUML7j2R/jUA38Uk4RA22glaH5jyy6m1hu4SPSt0yhdRh3OGRpb9l7HxtlH/U2UYEMn3C7PGjoeUChM+Fk0ApTKZbbmJboFtvLX82SghVRCsXM8i/R0lvE1wHLvBI6jcHaOc/PMzRzXSsCj/iZLoOnMmGldWaxh1WhP3syLJx9kkX2cXzpJzs4xbc7gIJB5E13NQnkXGDn0sTE0AeMZgkjToIROffIZ1CafwS2A4bMnXF0HoZERBnL7DFPf9XLE5/+ZbRsdJnM3sMojaIEGdW1bET2vsbWapS1ssqVZOvUejq6CwGugxvewbkwwlZ3G0/x3lwrI31jOpDGeozM1jjO9A6OyFrkSCKBsKN9nG0H+xBqwFdfIQhAgzZZgkiNrdOiVimhCxjmOiV0mQoxnddZy+/AMX1bbqk1QmJ6gfPV+OrV5sGxaZRNw0YQC6aB5Nnp+jC17Z1mv1KhN3AgIcr0VlDHv12u4WMrBFQJHOWT1HK2JbZSyyxSNZrQWhYD95X3MNltoWgNL5NDIsLd8I27+STRvnRIm5bwBSuFpoAyNq/J7mGOeZinPmNAwhUFv7wHypw/jKg+5cws6MK5PcnDiIN/zk8/A7FqMd46SN/KIzBqZsw3fEkTCt2/bywltN+0HzrPfeoytuTwim0GOTUDrPKBhFHWMtuH7qwPSKNIt7mN8fIKKXmCMU/6kalrwjvffcTtLuxDFHHYQJMvLmijhexHnDShld9HOV8BscW3hGu6e8OgUq4wrj4wGLz9wE5+a3zxqfD9GhHiEEb7a0DQye/ZgXHXVJYsq10W2WkjLRjk2ynZQjo20bTYay5zZOMW5jdPM1c9Taa9Rb1dQUqJLPwWlpvz0kaYyMJVGxhOULMV4S1LueJTbkvFWl6nFLqZXgfDFAzTysD4G1ZJgoxx/1ovQzUAvI+hmwE6kxwzN1YQKzKCC9rXge/JY+F1XkFMGpmaQ1UyyeoasliVrZMnoWbJGHlPPYggdXdMx0DGVhqkEWWVQIENOZMhjksMkp0yy6GSUX86QAlwP5bnguijHRbnuwG8Akc2gZbOITBaRzfb9Dr6bJhgGwjARpoEw/H/RMUMHXfePa5p/XNdB8/2rhB6cD8qgCYRu9AXA+eaDkhLlOPE/2/80t876c/J1huNJuo5Hz/bo2B5dx2PHeJ7xwr/dQHR/8id/whvf+EZ+6qd+CoB3v/vdfOITn+B973sfv/ZrvzZQ/p3vfCevfOUr+dVf/VUAfvd3f5e77rqLv/iLv+Dd7343Sine8Y538Ou//uv8QBA34W//9m/ZunUrd9xxBz/6oz/KsWPHuPPOO3nooYd4znOeA8Cf//mf86pXvYo/+qM/YseOi0f9T0ITGkzsxN4+hTHv0J1YJ19rktE1hOcHVSnms1iBJsgInomCabBtLIuczGM3oDG7h653DWOaf6+z11yDlPNQL/IcYwZz6sXctHOc09X9OAXB1IkKRtfxzYyVy2Q+h7l/HzsrZ3iyblAf28Wt2TX25aY57wX+qtNFjMwUql6Dom8JpOfH0HIlpGoilURIX0TKGlncybKvtb56B72OpJ0vcO3OEtULHfKmzoHZOFaxRNBVObLqeex1HyBjtpjS8oyXy2x7yQ+w9oefBbuLZmjgeOxWys+/WZ5lzOjy8hufhVvrMl0qUVsrUZ/rMVXaw9a1U3gqQzWzgw1niYmxPLmrdmCeOsWuLJjFLG7iPVMztvCskstpM4MIwtHsmCyTWW6xsX8rWwrTZI8e87UzgCrkUeMl5P79LFY1ynUDzZVYapzyDbspmDey0S0iTAs4SSvvX3d1bpbpiSmO6gtk7BrdMRNbZFgxr2FWX6Zslpl97nVkdl/FKTVN53yRU7ubbDXWKJcnKefKeFOKF48d5AG1QV1ogIaVmUJ5q8yKMq+67lUcqWepmzobV8+wc+Mg0zNj7Hj+s1CVM5yZmWXnWhU0Ddf0N1F6WpG6mMIdK+PlqyhT4/riDh6uHQ4CJwmWx3O4O6Ywx2cxdImeTLtk5mHbTWTmnwQgY2gUDYXmatjZGXblr6c3cyu9Yx9BE3DgOddwi8rw/g0/PHRv7Fqq5TEWbrmWPfUGqumbdU8Us6w029iqiy5gYnoHaBrPLe/nwaYfryTcTFgz8yjVIZvYXMgYOs74Dk5ONzFKHfZuH0OZOW7Jb4fyNoQ441uSKRdN+AHjJopZ+uKAIZB4GRNNy5C75bWIUx/HzZxlYXKCq3dspaD1sLeUMNQeaOXQCnky11xD7vBnqas6WyZzZIRBb9/B4Pn3116ZIh1DMFPeyWTBZrXVRm2d9v92AnvGptAOXM/a2Ucpyb0AtMeylAxFpmZQzRTZqQl2bkhyxhaU8LWlzvZbseYbBPGE/WdNy9GbyDOTNajuHGff2K2pEbpGkYwAVy9x7QtezPTxaVask0y7JroBIqFCLBoghQRNsLLrILNbYu2zN1PG2boDWOXZeyewjzeR6Ckb/mfsGkeVb+LJru8XvNY7DstdtlEAz8V0bchNoOkWbqGADN5vV+/4MbTGHwNg4GELj4bp36zp7BbaBkwUMmQNje6WcfTiFnbZElM3qeafQ9c8h+E6ZBSMZSfo3HQ9dHfwEvNmOo8fQ3iCpjLxihP++hEald1TPGu8wI0vfQkd+WwKq+C2TqJvDTZedYNrp68hnytArsALJ18IQD2zEMkyRs9lSzlHbnYnJ6uK8uNH/OOTk2hBID6THJPGi3HyNRR1X2Mt/E0jQ9e4bvsYh1bDORR4hQyz5hjky8zO7ObANVtYM29hrvk4kxMFFj0Hw1xnSs+Rye6m4ixwzbXXkq84XJXfxpOihS4tXjlxC+X8FLnM5ctdI0I8wgjfQAjDQJ+YGOrnUOAZ7OK7eHHimCMdllvLLHeWqVk1qr0q1V6VrtvFlja2Z9PxbKqe5ZsNKo0LFy6gKcGN0zuZ2Ogwud6htNYlu9aivNFhutYlu9Il2+rxtaNsHmFE1q8GHAbiuuBqflJ2TwNPF3iaH5TH0/zvAIYHpqswPYXhKkyvv+avPpRQSB2U7rvZKB3fetLQwBBg6AhTi8i3ljERGRM9k0XPZtEyOZRmIBEopfmigAr+SQ/pekjPRbo+8ZfBJgCui3I9cD1wPPA8hOshXOl/egrhSTRXonkqlaMyiYW/eAtq6xY0qTCCyJ968E+5Nq7bw3a62HYXx+ngBL97bg/b62J7Fra0cKTNycINVLQSlmcHx/zjhc4rcHszdB2f/PYcD8cb7M+7fuzZvPqZ27+2N+wbBNu2eeSRR3jb294WHdM0jZe//OXcd999Q6+57777eOtb35o69opXvII77rgDgLNnz7K8vMzLX/7y6Pz4+Di33XYb9913Hz/6oz/Kfffdx8TERESGAV7+8pejaRoPPPAAP/iDP3jZY9Cv+g5QGwAcKN9K99nXcsuYjX5iDpkvUsjvYE9Z5/HDvg/pTAay43m2z46BdTOa3eKGXddyZH2eF+65iWunfOEse+AAu7YYnF9dZWLmGbzmln0A5He/mPufXEV5DlZ2GstewhiDbbPbee7V08z7gXRplq+GggIjw3MmptDbecqyhyVKqJlbMKfiNbV/Ks/p5Q4ZzUDObGU8O87ztj+PT7mfov28a9k2cYBzDY22WSBn+NZCO7dMwU2vgfmHya4/GQW+2luA2VaGGTWBlhHcsH2M3liOM7uex9TaKeo3bmffkcNcM+6bbIu9t0Exizh6CmpdzGyGvC6oA142jz5RQnl59IAc5Ywcme3TODunaBd3YxoaFSsOutPM7yC7fwfGqVPs3DhDppanOOFx4FnfxbnxBm5ekT12LB771jEq+1/IOse5cVuWJ074AYbszARXT5Vxm5DZdj16wWTV2QIXvoAtsnhXvRRqj/PswkHsm3djrz+BzD2HrKdx5NoXk71+P1q5R3Z6N6wV8cRpMvW9bCl0aUwb7H7xd2KufiHqhxQat+yZwN33PSydKZFjjP1796PWWpw+nWV2Js+t3/5qtFwOc+dOetPX0jU+C8SkLKsXyKoi3XzXN+t+1rcj8x7jtgYPH6YoxjEdE1tX7M5NgFkmt2Ms9TfQDyIkmM2XuGF8DJe9VDprFDa6bNVeBNteREHXWHnGM+lxjKlMgdyO52IdvQ9baVy1ez9Cs7hm9xQTukuh5//B2TM7xlZDsjYzSYseByd9QjmZnQBnPJgDk0p+P3Xh+3YaGGSsBmWp07tmN3qtRWVujWc3Fc8t7cOcvZbprc/ENX1rh5V9WxjXdXIdDcPTKBXLBG7WjGfG2dnOsrKrxC37voPZcX8zZ095D4+KR6ln8ihdJysMbOVhXHstPHIec+cuhBBMMQUavOiaG9EmF7kvtx+Al14XkCljgsndr6Q0vQetucTEdRmWuy65bA5x4P/P3nnHZ1Xdj/99n+fJ82QnJEDYGwQVFyqCsxUndVX9qrV11raOqrXTrbWtrbX92WG1Wne1Wq1bRBEcCMjeIxDI3uvZ647z++M+O09CEhIS8Lxfr0By77nnnnPuOp/zWWMYPsxKxiGHsemL4yL5qf0ILAwlgyGWXMKOEYzNK8Gv+DEUgbAIhipDyXGY931hlj22vjy54ARaj7RzTFEYUdOKJ6OYHLvNDK6NQnFBNg2uEjwZoyk6+ggy21oYohWgZGfxxZ4qlNb49bYpkG3NZFiunYxh+Rh28xvUmjmB0PhcrFNmgLuJbFs2/uxsshVTtst1WLEMmYLDZoUhYzjmsENZ6ixmYp2FsO5mii2PEwoPo1H3InJzaZmskZ81hKOGHUJZg2Fa39nNWaDDCOIDmnMERUo+Q3MKqWpzUZBlI2P68fiDbggJxtndYM1AZNpw5RZTHGhANaA434EfIKuA7AmHIPKLqHkil7pAmLzhMwAzWvdpeYdw0fHnYXNVckLuVOqzs/HveD82FiHHUApsaWamigWtaCL5mR4yjIi2NjsXR6YdfWgeZA0xU5bGQpUrhG1DaJ8+k2EhN0Z+EUd7qmjyhOKm/rELkImSbVB4zDQKppwRC+KVVzIUY/xICq3ZnHLIXFZufZhA8TDGWRwcOeQbFKt1hKgnvyCbw8RIiq1WCjLtkJFJdka6KN7pkQKxRHIAkWHJYGz+WMbmj+1WeU3TeL3OjJx66VlmwLDOEJqG1tpqpqfy+mhvddLa5MTZ7sEf1giqOmFNJxRJqSIUq+mQZbGiWC1YrRYsNhtWqwWrzYrVasFu0XEoGjZUbEYIQw0gtAAiHAAthNCCCN3UjqMHUfQwihHGIlQUEcZCGMOiotk0VJtO2KoTthkEbQaq1SBsMwhZBUGrIGQVBBSFYDTqIqYPkw4Yiqm10SK/65jRHg2hgA4WHSyaglU3hWbFAIuhmNpvAyy6gsVQItsBYf6uiEhZAYph+gOa2nPTnMhqmAK4XYcMzfyxR37MvwUZuoo9ABmeUGy7XYOMyDG2yPzWUFKE/oSf6DbVClrSj4JmAd0R+dsCuhUMizAF9MjfISsEbQohq5J8vAXW7Pk7gdp9WCqJLgAA6LWRBJQZWEQGFiUDq9XOhAKDkuFDyMywkm23kpVhJSvh/2y7lcwMK0eNLex9OwY5LS0t6LpOSUlJ0vaSkhJ27NiR9piGhoa05RsaGmL7o9u6KpNqjm2z2SgqKoqVSSUUChEKxRe43G5zpl3kKKIt2MacUXP4wu0n25bHjGmjMcZO5Uy7A6tyJIahI0pd7Ao4OcVWTFaRKQAcOfZEhmcNRyCYNKyESYWTYhGZASYUTGDoId9Ab3fGto2cdDhnXVLCmpWrqdz6MW6HgTIyk6Kjj4qVKYxMapXJp4GiMBpgxkmorS4oNTU5tuFxd5Qhw0ZymEXFfvKDBDMsZGbmYrVYsSgWjJEzQLUyxjGENouNglHHMXrYNDMjgKLAmGM5IXsEb777G/PcGQZq4VQaMBiq1ZvtUBTc9mLco4v59lGHow8rwuGyo4ayzUAyDgeWLFPQto0YwZD2IfgcbkJFo2mzHYluLyBz/PGMy2hk+rDDEGGNuhEeNEsm+Zmwyz7FvMaZBsUR30BHaxtZoTBT6iwcMW46+VNncv7QLDRDw3HVXHjrBTA08vOyKJo0CcXroL19J8ceMgurYmNU3lBG5BaToeRgt5rpsWzKeDaunoWRUURuwTDImcXRZOBprac1MBsUGzk2gwKHlVFTZ5AzxgwwdsaM4exereHV2mn1j+CQzFmcdchcbIfMRnM3wsqV+DKGMrYoG5stn+LcMxjiGALA0DwH0yZfxeFFdhxjJna4L4P2DEomj0UZlouhH0+7YRDKGsq0+XOo1sopsGVjJYdhmSdRYGRT560jrIU5/sgLsdZtJGvCbPC1IEJjGDFhBhbFwpyx3yA3cxQZ7jr0McMI1QxFbQthT1Aknz7zLKYq08hsK0crHEuh4whKHA4mFY6i3FPOpCGjOLzoOIKBNdjHjsExdSr2+nqGTp6c1H7rjPOZJzQ+Kv8IgPGWSQwfPZqRucPZWrOG7DqNEms+0w47BatiZegnu/BbDIpsOdiLpkJWIUSsofJyx6IWh8hwF3DqrPOYMryE4PKVzBw6E2XkSHYv/QDdyOD48SNjrhOHFR/GZmUzLbQgFCt5tkw8aojMvCLy5k1BsdvRDVOAG8pQho4/BctEKyMr2xme5yDXYUOLnD9kLyT3zDOwelux1C6jcGQxFI6BCUeRPewQNKGQlaGQYzUYO7yEXeV2Jhs5VJ91C3a/j5LsADu37MGCzjT7dKxKBgVZGXxz+nCybAprLGbwMF3LZGjxXAoKKhiuTMcDnDR1KPWFdtyNRbQFWslTcvFMm4aSkUHuaaeSEw5Dfj567UtmwK0xY6nVLAxt2MERhxzB4YecwPutW2LXxWs33w+Hjcxj0qiTmTykmPccTaijSjjhW+fR6tnO7MO+aRa2WLFMPImxzV426mcwrrqRhtwRKLnDyc2eCqFGtBKYkD2MWSOmYDOcuIMqhYefQ0vd++RnG1S3BXBn2plAPiMLMjnJkUHxURejaRrB7aVkZRvYigsxwoKSsIeWkUXUZOVQHPIzccYkqiMWClaLFUtuLk6bjexKG9NHHw319YQLIj7htkwoOYwhQO6hE2gLT2RzoBgQWIonMaYo0T3QJGfuHLQ9ATI37WD4SPNdQ/4oYAvVJcczY/I0bCUlnJ+bw+vbt9Kys4gcmyA8ehwWq4Ujih3kb2yhICeX7OOPR2ga1gWb0IUONgeTJ09FGX0Uij2e6i3T7uDwUQXYh01BHzGWpZNnUKQUMXdKMe6gjsORg26xoHq9jAh5OXPCaKyZeZAzjCnDPR360BlSIJZIJICprc4oKSEjMnnOBbondvcvhiEIqDqaIbAoYLUoWBTzx2oxf+KFddDD5o8Wjv9u6KZ/imKaNmOxxX9XLB23WXoSmxB0Q6DqBpoh0A2BphvohiCkawTVMEE9TFANEdRChHSVoBYmpIcIamECetjUmGoqYSOMaoQJ65Hf9TCGGjJzMmJgM3Qsuo5VaFh1DSsWLFiwYTVNzrFhU0yzc2vCtszYNltkRT6OInQUDCxCRzd0dEJoIkzYCKMrYU5Ew1B0NIsVzaJgKBZUC+gWBcViw2q1Y7Nl4rBnYbdn47Bnk5OVT25WHrmZeRRkZpGTkUlmhulfLn3KD3wefvhhHnzwwQ7bR+SOYHzJeBxWB6fPiJsQW7KyYl6XhgHZ2cMJG+PwZB3Gt8Z+gzxHHtaEZ27KkClpz5tzwglJEXIVi4WckSWceuG3aJhzGJ989DGKcDHpkHhavQk5OuccXpJ8zxVNJKMIsrKGodgzsA0ZEt835jiyRh0NGVnkJJz7m+O+iSEMsGUyBijRVTKsGZCZEB9XUXDkDMOu2WPpoEI2cxwa7IWIGedht1qYkKOTZRXMGjUV27gZCMPA4Q9gcZgmmpnTp+OYNAnFbufI4cOZOSeMz57FgndNoXr+8RPJyJgGgDbySFSrmQ4o79hLOCKgMyTTyv92GuhZBeScfjru1lYqXE5GjRxJ9swjyBg1iqERX1lywPjeHeitLdiGFkJGFpMLJzOhYAI2S+dTxHFF2QwfMorxVoHdZoHM4TgOmYdV0whWvh67Tg4rHDoyP2n8C+3C9H3VBIURrR82B+SPojL/uKTzFGUWxX7Pz8zgnCMO6bRNNcXF5B83i+GZmUwqziK4UwOymDFqKuON0WTZssBQsNjKsITDKChkhbNwFE0kc9SMyAknclzCh29IdjGMn2su4Ib81GwOAaspshucMKmI3Cw7eZkZIIbAiCNAKAxRzPtpSuEUhmQPodBRaMbX+NZ5sXodKcIwYLpbYWfOyDm0WlpxKA7OnWLaiG1jLdaAFZthY0zumNghLUYexrT5kJucdSLHPoP5J5+G5ZwSLJGFcOsJszGCQYyhQ1meNRWhdv4e9tsKmTrhGEbYrJTkjIxfv5S81haLwvETi9LUYD6flqKRkDXPjAVgscIIM7YBmsa0PPMemT/lJF7bXEW7sPDNw8eQkWEj0wrunTvRDSMW3RggLzMDTdNQFBifozNjZB5DcjMhfyyHGoKphoHDZmXiqCEYV9yIp7mehQsWYUTHIBIoUNM0jMxMnIcdynlnzaHsjXcJjZiJ4+RLI2eKC8RRpg7PxWYrjAv9w4YxZdyxTLed0KHspGG5jBuSyeu7TNc5MfEUCmw2jg+0oBkaJdnmPOvI2CLvPNTxJ/HaG29Q2bIUYUC+Yr5binOTA4ehWMg+zbT6sb/5JiWZBkOGZ5CVUURmbjbz8uYR1lMz9kLGlCnYp0wh6PN13Ge1UDLrPGzeEP6wztii7A5lAGxFRczKPQv/pNkMLxxtXpvIeGg5ueSceCI2m+lFfuVhF2Db+joWRXDekSPxqYKCrAzEqLNN17IIx1xxC0oghCO3AEs69yybnczD5kNGNoZhMNJiWvQU59gpKTCva9aRR8LOnXjtw1BGHwNF48HmoDC7+5aJUiCWSCSDGotFiZlK7b2wFSxZpu/XfsQUzHsmREskiQwdOhSr1UpjY2PS9sbGRkaMGJH2mBEjRnRZPvp/Y2MjI0eOTCpz1FFHxco0NTUl1aFpGm1tbZ2e984770wy1Xa73Ywda0oRDqs5ecvt5jObm5Hb7Wcn6p+fjqHFY7Fm5AP5WOw5SftsVkvaY+xj0uSotGYkRGlNKGu1J/2dkaZMV5jBw8w6olrrKIrFgjU3uc1RDYklJwdLTg45Wtz0r7MFJUVRKMnPjE3Yo/XomZloNhuh4mLs48cnTUYBLNm5WLJzk+qxKXu/fjm29G4WgwG7Lfma59tN4SIa2KrH2ByANSG6MwzLc8StrhTFvG9SrtOInPTPUFcUOgpxKI69F0xqWzJCsUBuXBgGsA0dCkAwGETfS0IaQ7HhGH4oOV1YlXWbrMIud9ssNrIteYSBvEwbNpupaRYZGYiEBbBUcm2CKcNzY9fAYlFwJLxLLIqFnKISDEcXY2mxYLNaOjyT/cXQrKGd7lMi/TCsNmx7cedKfYYTLRbsVnuH9xWAkpGBNbPr7CPFuQ6Kuz41efY88ory9lLKJFFfURAxkU5te3ZmHmTupT5H5P2UsiCTimHJgKJJ0Iv7tvvhtyQSSZ/x/PPPM3XqVDIyMpgwYcJAN0cikQwwdrudWbNmsXjx4tg2wzBYvHgxc+bMSXvMnDlzksoDLFq0KFZ+4sSJjBgxIqmM2+1m5cqVsTJz5szB6XSydu3aWJklS5ZgGAazZ89Oe16Hw0F+fn7Sj0QiSY/83kskgx+pIZZI9jONjY3ccMMNfPe73+W5554jJydn7wdJJJKDnjvuuIOrr76aY489luOPP57HHnsMn88Xizp91VVXMXr0aB5++GEAbrvtNk499VT+9Kc/MX/+fF599VXWrFnDU089BZgaqttvv53f/OY3TJ06NZZ2adSoUVx44YUAzJgxg7PPPpsbbriBJ598ElVVueWWW7j88st7FGFaIpF0RH7vJZIDAykQSyT7mbKyMjRN43vf+x4nnXRS2jJCCFRVxW7vaPYikUgOTi677DKam5u57777aGho4KijjmLhwoWxoFhVVVVYEvzp5s6dyyuvvMI999zDXXfdxdSpU3n77bdjOYgBfvGLX+Dz+fjBD36A0+nkpJNOYuHChbFAOgAvv/wyt9xyC6effjoWi4WLL76Yv/71r/uv4xLJQYr83kskBwbSZFoi2Y9cc801sY/i6aefjqIoPPDAA0yYMIFrrrmGp59+mmnTppGRkcGSJUtwu93ccsstzJgxg5ycHEaOHMn555+fNursnj17uPLKKykpKSEzM5MpU6Zw77337u8uSiSSfeCWW26hsrKSUCjEypUrk8yWP/vsM55//vmk8pdeeimlpaWEQiG2bNnCueeem7RfURR+/etf09DQQDAY5JNPPmHatGlJZYqKinjllVfweDy4XC6effZZcnNzkUgkvee6667r1fd+5syZXHvttdx0001cdNFFab/35eXlfPzxxzzzzDMUFhYyZcoU7r777v3dRYnkoEFqiCWS/ci9997L8ccfz80338zjjz/OMcccw5gxY3j++edZtGgRGzZs4KGHHqK4uJipU6fi8XjQNI0HH3yQkpISWltb+cc//sGcOXPYvn17LOhNeXk5s2fPJjc3l9/85jdMnjyZiooKli5dyhFHHDHAvZZIJBKJ5OvF3XffzQknnNDj7/19993H9u3b8Xg8bNq0iZNPPpkHHnggVm9FRQWnnHIKoVCIE044gV/84hfU1dWxbNmygeusRHKAIwViiWQ/MnnyZA499FAADj30UE44IR6u3+VysXHjRoYOTY5C+OSTT8Z+13Wds88+m+HDh/Of//yHn/zkJwDcf//9hEIhNm/enBQZ9qqrruL111/vzy5JJBKJRCJJYfLkydTXm6myevK91zSN119/HcMwePDBBxk1ahQrV66MlXnooYcIhUJccskl5OTkcNppp5GZmcl1112XFGFcIpF0HykQSySDhBNPPLHDxxHgv//9L3/6058oLS3F5XLFtpeWlsZ+//jjjzn//PM7TZMikUgkEolkcNDV9/7RRx9l69at+P3+2Pb6+vqYj/HixYuZP3++DNAlkfQh0odYIhkkpBNm33vvPS677DJOOOEEXn31VVauXMnq1asZNmwYwWAwVq61tZUxY8bsz+ZKJBKJRCLpBV1972fPns2Pf/xjfv3rX7NixQqGDRuGqqqxcq2trYwenSaHtkQi6TX9qiEWwkx07Xa797kuTdMIBAJomoau64TDYVRVRQiBEIJwOEw4HMbtdsdW1dxuN16vFz2S2NvtdmMYRtJ+v9+PYRixOgOBAG63m0AgkPZvIPa7EUkQbbFYYm0zDCO2L3osEDtPtLzb7Y4lH/f7/aiqSjgcRtO02HmtCcmrU49J157o9tQxSDzP3rYljndX+1LHJ7Ed0d+7c57BwL62L3p8uuubDp/PF/s/OnZCCDRN6/CsvPTSS5xyyik89NBDsW3hcJi2tjZUVY2VLy4upqKiosPxg33sJZKBIPG5k+w7PfnWp/t+9MV7KfVdBwzIuy8YDCbNAaLf8eh3obft6uxd3p1v+/4Y79T2dPY9TDd/2de5QnTMo8dF50NdtS8654q2L3r83vq8t7FMPW9vvvcPPvggb731FgATJkygra0NXddj88OioiIqKyspKipK6nO686cbw3Tj1dv+9XR/Z+U6u4e7mjfv7Rxdtaer8wPdaltP+7i3+7mrZyNdfdF2djX39Hq9MTP66LXu6/diT95N+/tcPfnWK6IfZwQ1NTWMHTu2v6qXSCQSiaTXVFdXS8uKPmDPnj1Mnjx5oJshkUgkEkkHuvOt71eB2DAM6urqyMvLQ1GUfarL7XYzduxYqquryc/P76MWHjzI8emcwTY2S5cu5Vvf+hbvv/8+J598MgAzZ87kpJNO4oknnkgq++yzz3LHHXdw1113cfzxx7N69Wr+9a9/EQgEmD9/fqx8ZWUlp512Gvn5+dxxxx1MnDiR2tpali9fzt/+9rcu2zPYxmcwIcemaw7U8RFC4PF4GDVqVFJeX0nvcDqdDBkyhKqqKgoKCga6OQcFB+qzNZgZiDEdbN/7vkTeo32PHNO+pSff+n61IbJYLH2++p6fny9vki6Q49M5g2VsooEwcnJyYu1RFIWMjIwO7bv11ltpaWnh2Wef5c9//jPHHXccCxYs4KKLLkoqP3PmTFatWsXdd9/NAw88gM/nY+zYsVx++eXd7vNgGZ/BiBybrjkQx0cKbn1HdKJRUFBwwN0Hg50D8dka7OzPMR2s3/u+RN6jfY8c076ju9/6ftUQ9yVut5uCggJcLpe8SdIgx6dz5Nh0jRyfzpFj0zVyfCQg74P+QI5p3yPHtG+R49n3yDEdOKStmEQikUgkEolEIpFIvpYcMAKxw+Hg/vvvx+FwDHRTBiVyfDpHjk3XyPHpHDk2XSPHRwLyPugP5Jj2PXJM+xY5nn2PHNOB44AxmZZIJBKJRCKRSCQSiaQvOWA0xBKJRCKRSCQSiUQikfQlUiCWSAYJNTU13HrrrcydO5fs7GwURaGioiKpzIYNGzjnnHMYPXo0mZmZjBgxgvnz57Ny5cqBabREIpFIJJJuI7/1EsngQwrEEskgoaysjNdee43CwkJOPfXUtGWcTieTJk3iT3/6Ex999BF/+9vfaG9v55RTTmHt2rX7ucUSiUQikUh6gvzWSySDD+lDLJEMEgzDiOXzfP7557n22mspLy9nwoQJXR7n8XgYOnQoN910E//v//2//dBSiUQikUgkvUF+6yWSwcd+0xA//vjjTJgwgczMTGbPns2qVau6LP/6668zffp0MjMzmTlzJgsWLEjaL4TgvvvuY+TIkWRlZTFv3jx27dqVVKatrY0rr7yS/Px8CgsLuf766/F6vX3et75gf49PRUUF119/PRMnTiQrK4vJkydz//33Ew6H+6V/+8JA3DtRQqEQRx11FIqisGHDhr7qUlqiH8ie8vzzz6OqKn/729/26/h88MEHzJ49m6ysLIYMGcKFF17Yq/b3NwNx/+zcuZMLLriAoUOHkp+fz0knncSnn37a533bV/p6bN58803OPPNMiouLO31mgsEgN998M8XFxeTm5nLxxRfT2NjYl92S7Gd6eh99XXn44Yc57rjjyMvLY/jw4Vx44YWUlpYmlenO81FVVcX8+fPJzs5m+PDh/PznP0fTtP3ZlUHJ73//exRF4fbbb49tG4zj2dtvfU5ODg6HA5vN1sctSqa2tpbvfve7FBcXk5WVxcyZM1mzZk1s/8E2/+5vdF3n3nvvTZpvP/TQQyTqI+WYDgLEfuDVV18VdrtdPPvss2Lr1q3ihhtuEIWFhaKxsTFt+WXLlgmr1SoeeeQRsW3bNnHPPfeIjIwMsXnz5liZ3//+96KgoEC8/fbbYuPGjeL8888XEydOFIFAIFbm7LPPFkceeaT46quvxNKlS8WUKVPEFVdc0e/97SkDMT4ffvihuOaaa8RHH30kdu/eLd555x0xfPhw8dOf/nS/9Lm7DNS9E+XWW28V55xzjgDE+vXr+6ubHXjuuecEIMrLy9Pu13VdhMNh8fe//11YLBaRmZkp3nnnnf02Pm+88YYYMmSIeOKJJ0RpaanYunWreO211/p0DPqCgbp/pk6dKs4991yxceNGsXPnTnHTTTeJ7OxsUV9f3+997i79MTYvvviiePDBB8XTTz/d6TPzox/9SIwdO1YsXrxYrFmzRpxwwgli7ty5/dVNST/T0/vo68xZZ50lnnvuObFlyxaxYcMGce6554px48YJr9cbK7O350PTNHH44YeLefPmifXr14sFCxaIoUOHijvvvHMgujRoWLVqlZgwYYI44ogjxG233RbbPtjHs7vf+srKSnHjjTeKvLw8sXXr1n5rT1tbmxg/fry45pprxMqVK8WePXvERx99JMrKymJlDqb59/7gt7/9rSguLhbvv/++KC8vF6+//rrIzc0Vf/nLX2Jl5JgOPPtFID7++OPFzTffHPtb13UxatQo8fDDD6ct/3//939i/vz5Sdtmz54tfvjDHwohhDAMQ4wYMUL88Y9/jO13Op3C4XCI//znP0IIIbZt2yYAsXr16liZDz/8UCiKImpra/usb33BQIxPOh555BExceLEfelKnzOQY7NgwQIxffp0sXXr1kEnEF988cUCEIDIysoSX375pRBi/4yPqqpi9OjR4l//+te+drPfGYj7p7m5WQDiiy++iJVxu90CEIsWLeqzvu0rfT02iZSXl6d9ZpxOp8jIyBCvv/56bNv27dsFIFasWLEPvZEMFD29jyRxmpqaBCA+//xzIUT3no8FCxYIi8UiGhoaYmWeeOIJkZ+fL0Kh0P7twCDB4/GIqVOnikWLFolTTz01JhAfCOPZk2/98OHDY9/6/uKXv/ylOOmkkzrdf7DNv/cH8+fPF9ddd13Stm9/+9viyiuvFELIMR0s9LvJdDgcZu3atcybNy+2zWKxMG/ePFasWJH2mBUrViSVBzjrrLNi5cvLy2loaEgqU1BQwOzZs2NlVqxYQWFhIccee2yszLx587BYLIMqSt9AjU86XC4XRUVF+9KdPmUgx6axsZEbbriBl156iezs7L7sVp/wyCOPsGzZMiwWC1OmTOFb3/oW69at2y/js27dOmpra7FYLBx99NGMHDmSc845hy1btvRTb3vHQN0/xcXFHHLIIbz44ov4fD40TeOf//wnw4cPZ9asWX3dzV7RH2PTHdauXYuqqkn1TJ8+nXHjxvWoHsngoDf3kSSOy+UCiH13u/N8rFixgpkzZ1JSUhIrc9ZZZ+F2u9m6det+bP3g4eabb2b+/Pkd3k8Hw3g+8sgjrFq1iv/9738cfvjhsW99f/Huu+9y7LHHcumllzJ8+HCOPvponn766dj+g2n+vb+YO3cuixcvZufOnQBs3LiRL7/8knPOOQeQYzpY6HeBuKWlBV3Xk142ACUlJTQ0NKQ9pqGhocvy0f/3Vmb48OFJ+202G0VFRZ2edyAYqPFJpaysjL/97W/88Ic/7FU/+oOBGhshBNdccw0/+tGPkl4+g4lJkyYxYcIEDMPg73//O8OGDeO+++4D+n989uzZA8ADDzzAPffcw/vvv8+QIUM47bTTaGtr67tO7iMDdf8oisInn3zC+vXrycvLIzMzkz//+c8sXLiQIUOG9Enf9pX+GJvu0NDQgN1up7CwcJ/qkQwOenMfSUwMw+D222/nxBNP5PDDDwe693x09hxG933dePXVV1m3bh0PP/xwh30Hw3hOmjSJ4447jm9/+9t8+OGHSd/6/mDPnj088cQTTJ06lY8++ogbb7yRW2+9lRdeeAE4uObf+4tf/epXXH755UyfPp2MjAyOPvpobr/9dq688kpAjulgoX898yUHBLW1tZx99tlceuml3HDDDQPdnAHnb3/7Gx6PhzvvvHOgm9ItMjIyOOKII/abhtYwDADuvvtuLr74YgCee+45xowZw+uvvz6oFlUGAiEEN998M8OHD2fp0qVkZWXxr3/9i/POO4/Vq1czcuTIgW6iRCIZYG6++Wa2bNnCl19+OdBNOWCprq7mtttuY9GiRWRmZg50c/odu93e7996wzA49thj+d3vfgfA0UcfzZYtW3jyySe5+uqr++28BzP//e9/efnll3nllVc47LDD2LBhA7fffjujRo2SYzqI6HcN8dChQ7FarR2i+jU2NjJixIi0x4wYMaLL8tH/91amqakpab+mabS1tXV63oFgoMYnSl1dHd/4xjeYO3cuTz311D71pa8ZqLFZsmQJK1asiEVznDJlCgDHHnvsoHp5RcenqqqKNWvWMHnyZKD/xycq0B166KGx/Q6Hg0mTJlFVVdUHPesbBvL+ef/993n11Vc58cQTOeaYY/jHP/5BVlZWbJV9oOmPsekOI0aMIBwO43Q696keyeCgN/eRBG655Rbef/99Pv30U8aMGRPb3p3no7PnMLrv68TatWtpamrimGOOwWazYbPZ+Pzzz/nrX/+KzWajpKTkoBpPv9+f9K3vD0aOHJn0bQeYMWNG7Nt+MM2/9xc///nPY1rimTNn8r3vfY+f/OQnMasGOaaDg34XiO12O7NmzWLx4sWxbYZhsHjxYubMmZP2mDlz5iSVB1i0aFGs/MSJExkxYkRSGbfbzcqVK2Nl5syZg9PpTEpgvmTJEgzDYPbs2X3Wv31loMYHTM3waaedxqxZs3juued6nQqgvxiosfnrX//Kxo0b2bBhAxs2bIillnnttdf47W9/26d9TOWNN97gjTfeiKU4+PDDD5P+/uEPf8idd97J//73P1asWMH48eO59dZbaWho4O67794v4zNr1iwcDkdSuhBVVamoqGD8+PF9Nxj7yEDdP36/H+iYWsNiscS06wNNf4xNd5g1axYZGRlJ9ZSWllJVVdWjeiSDg97cR19nhBDccsstvPXWWyxZsoSJEycm7e/O8zFnzhw2b96cNDletGgR+fn5HQSZg53TTz+dzZs3x77VGzZs4Nhjj+XKK6+M/T5Yx7Mn3/rPP/+cF198kdNOOy32re8vTjzxxA6pwHbu3Bn7th9M8+/9hd/v7zAfsFqtsfmAHNNBwv6I3PXqq68Kh8Mhnn/+ebFt2zbxgx/8QBQWFsai+n3ve98Tv/rVr2Llly1bJmw2m3j00UfF9u3bxf3335829UlhYaF45513xKZNm8QFF1yQNkT50UcfLVauXCm+/PJLMXXq1EEZonwgxqempkZMmTJFnH766aKmpkbU19fHfgYTA3XvJNJZxNz+gEg0ydSfq6++WgghxDPPPCPmzJkjioqKhMPhEMOHDxcWi0X89re/3a/jc9ttt4nRo0eLjz76SOzYsUNcf/31Yvjw4aKtra3fx6gnDMT909zcLIqLi8W3v/1tsWHDBlFaWip+9rOfiYyMDLFhw4b9OwBd0B9j09raKtavXy8++OADAYhXX31VrF+/Pum98qMf/UiMGzdOLFmyRKxZs0bMmTNHzJkzZ/91XNKn7O0+ksS58cYbRUFBgfjss8+Svrl+vz9WZm/PRzRN0Jlnnik2bNggFi5cKIYNG/a1T7sUJTHKtBCDdzx7+q2fNGmS+M53viO2bNnSr+1atWqVsNls4re//a3YtWuXePnll0V2drb497//HStzMM2/9wdXX321GD16dCzt0ptvvimGDh0qfvGLX8TKyDEdePaLQCyEEH/729/EuHHjhN1uF8cff7z46quvYvtOPfXU2Esgyn//+18xbdo0YbfbxWGHHSY++OCDpP2GYYh7771XlJSUCIfDIU4//XRRWlqaVKa1tVVcccUVIjc3V+Tn54trr71WeDyefuvjvrC/xyca6j/dz2BjIO6dRPanQNwbBmJ8wuGw+OlPfyqGDx8u8vLyxLx58/r9Q91bBmJ8Vq9eLc4880xRVFQk8vLyxAknnCAWLFjQb33sLX09Np29V+6///5YmUAgIG666SYxZMgQkZ2dLS666KJBtxAn6Rld3UeSOJ19c5977rlYme48HxUVFeKcc84RWVlZYujQoeKnP/2pUFV1P/dmcJIqEMvx7DnvvfeeOPzww4XD4RDTp08XTz31VNL+g23+3d+43W5x2223iXHjxonMzEwxadIkcffddyel9ZJjOvAoQgjR/3poiUQikUgkEolEIpFIBheDy2lUIpFIJBJJlzz++ONMmDCBzMxMZs+ezapVq7os//rrrzN9+nQyMzOZOXNmLC4CmP7/v/zlL5k5cyY5OTmMGjWKq666irq6uv7uhkQikUgkgwIpEEskEolEcoDw2muvcccdd3D//fezbt06jjzySM4666wOEUijLF++nCuuuILrr7+e9evXc+GFF3LhhRfGUrf4/X7WrVvHvffey7p163jzzTcpLS3l/PPP35/dkkgkEolkwJAm0xKJRCKRHCDMnj2b4447jr///e+AGdV57Nix/PjHP+ZXv/pVh/KXXXYZPp+P999/P7bthBNO4KijjuLJJ59Me47Vq1dz/PHHU1lZybhx4/qnIxKJRCKRDBJs/Vm5YRjU1dWRl5eHoij9eSqJRCKRSLqFEAKPx8OoUaMGXbq5rgiHw6xdu5Y777wzts1isTBv3jxWrFiR9pgVK1Zwxx13JG0766yzePvttzs9j8vlQlEUCgsL0+4PhUKEQqHY34Zh0NbWRnFxsfzWSyQSiWRQ0JNvfb8KxHV1dYwdO7Y/TyGRSCQSSa+orq5mzJgxA92MbtPS0oKu65SUlCRtLykpYceOHWmPaWhoSFu+oaEhbflgMMgvf/lLrrjiCvLz89OWefjhh3nwwQd70QOJRCKRSPYv3fnW96tAnJeXF2tIZx9WiUQikUj2J263m7Fjx8a+URITVVX5v//7P4QQPPHEE52Wu/POO5O0zi6Xi3HjxslvvUQikUgGDT351verQBw1ncrPz5cfSYlEIpEMKg40896hQ4ditVppbGxM2t7Y2MiIESPSHjNixIhulY8Kw5WVlSxZsqTLb7bD4cDhcHTYLr/1EolEIhlsdOdbf+A4T0kkEolE8jXGbrcza9YsFi9eHNtmGAaLFy9mzpw5aY+ZM2dOUnmARYsWJZWPCsO7du3ik08+obi4uH86IJFIJBLJIKRfNcQSiUQikUj6jjvuuIOrr76aY489luOPP57HHnsMn8/HtddeC8BVV13F6NGjefjhhwG47bbbOPXUU/nTn/7E/PnzefXVV1mzZg1PPfUUYArDl1xyCevWreP9999H1/WYf3FRURF2u31gOiqRSCQSyX5CCsS9RQioXAZln0DbHvC3QUYW5A6HkUfBmGNhxJFwAEUwlUgkEsng5rLLLqO5uZn77ruPhoYGjjrqKBYuXBgLnFVVVZUUTXPu3Lm88sor3HPPPdx1111MnTqVt99+m8MPPxyA2tpa3n33XQCOOuqopHN9+umnnHbaafulXxKJRCLpP3RDZ3PLZmYUz8Bh7ejy8nWnX/MQu91uCgoKcLlcB5dfUdVX8N7t0LwdrHYomgzZxaAFwVkFviazXPZQmDIPjroCJp4KB5i/mkQikRyMHLTfpgFCjqdEIpEMbmq9tWxs2siYvDEcMeyIgW7OfqEn3yapIe4JQsDnf4DP/4BeMI7KUx6jadQ8hhQWMmV4LlaLYpbx1EPVCtj1CexcCJteheIpMPdWOOpKsMphl0gkEolEIpFIJJKBRkpm3SRYWkrbYz9F3boNZ3g8mxwTWL90G5+OzaQ9M5/C7AwuOno0N546meH5o+Dwi80fLQTb34OVT8J7t8JX/4CzH4bJ3xzoLkkkEolEIpFIJBLJ1xrp4LoXdJeLyl/eRfkFF+L6vIx6vYjdRTOYYQ1yw9b3efmTh3lZX8UZE/J5aUUlp//pc97dWBevwOaAmZfA9Yvg8lfA0OGli+DDX4IaHLiOSSQSiUQikUgkEsnXHKkh7oJwdTXbr74ea0MtQ2d4aTn2MAqve5VjS3LZ3rqdih2ryXp1IcPf/y/fWb+EU35+A8+Vj+TW/6xnT7OX206fGs99pSgwfb7pU/zJg/DV41C/CS5/GbKLBrajEolEIpFIJBKJRPI1RArEneCpqmXHxZdjhIKMOl1nyKRinJf/hlfLH+Pjzz7GE/aYBY+HGSOs3P52CyN++TCWS62MPmwij687FL92KXedfWxyxTYHnP07GHs8vPkDeO4cuPp9yB22/zspkUgkEolEIpFIJF9jpECchqqaFnZecQ2FAT+27x2LVf0fd007j48/vpYsWxZnTTiLU8acwvSi6QzLGobVYsX5vTKafnALD/y3iX//KIMPShbwSt1i6j+8jEfOuIUsW1bySQ67EHKGwcuXwMsXm0JxpozOKZFIJBKJRCKRSCT7C+lDnMK6qnbe+9EvGdlWi/KzW2m0fsjFY8fxpXMHNx91M0suXcJDJz7EGePPYGzeWDJtmWRYMhg2YQaHvFfaZTUAAQAASURBVPo6WSPHcN0L9bw+8y8MsRzOZ00vcvYb81leu7zjySacCJe9BI3b4L9Xmf7FEolEIpFIJBLJAKO73Wjt7QPdDImk35ECcQKrK9p47NfP8M2y5WR87xo+t7/CL4cN4ZChh/HWBW/xoyN/RK49t9PjbUVFjP3X02CzYfv573h73sNkN9+Oy5fBDz/5Ib9f9XtCeij5oCnz4Ly/wJ5P4dPf9XMPJRKJRCKRSCSSveP9Yim+ZWkUOhLJQYYUiCOUNXn54TPL+cGGt7BMncYLx+zmObWBK3On8a9zXmBU7qhu1WMfM4ax/3wSrbUV7z138fhF5+HZcxPjrOfw8vaX+cHHP6A9mLLadvSVMOsaWPoo7FrU952TSCQSiUQikUgkEkkHpEAMtPnCXP/Cas4r+5JibxufXDSadxuXc5snxK/mP4vN0jNX66zDDmPkgw/g/+orxr3zMrd/81C2bjmV66bez9bWrXx3wXepclclH3T2H6DkcHjnFvC39WHvJBKJRCKRSCQSiUSSjq+9QGwYglv/sx5/UwuXlX5C23FTeNK6lB+1u/j+ET+AzIJe1VtwwQUUXnE5rU89xfcstRxSkscbXxTxj28+jVf1cu3Ca6l0V8YPyMiEi54Ef6uZo1gikUgkEolEIpHsMyFNp9kT2ntBydeSr71A/NzyCr4sa+HPwbUQCvDroys4J2MYN/k0OO76faq75M47cUyfTtO99/K708dQ6wyweEMmz571LJrQuG7hdclC8YiZcNovYfN/pem0RCKRSCQSiUTSBywva2X57paBboZkkPK1FogrW338YeEOLhrnYOjnC/jsKBtDJk/j17s3oRxzFWQN2af6LXY7ox75A4bLRcnT/48rjhvLv74sRwsOjwnFN3x8Ay2BhAd07m0wbDos+BmogX3soUQikUgkEolE8vXGHVQHugmSQczXWiB+6P1t2K0Wfty2GkNTWTg3k8eyDiHT0OGEG/vkHJnTpjHsjjvwLPqEH2s7yc+0cd87W5hUMIl/nvFPnCEnP178YwJaRPi12WH+n6G9Apb+uU/aIJFIJBKJRCKRSCSSjnxtBeLPdzbzyfYmfjp3JP43XmXpoQrXn/krRmx+C6aeBUPG99m5iq6+iuzZs/E88nvuPbaQleVtvLuxjulF03n01EfZ1raNu5behSEM84AJJ8KRV8Cyx6ClrM/aIZFIJBKJRCKRSCSSOF9LgVgIwR8/2sH44mxOKl+CNRim7vzjON/IBk8dHPO9Pj2fYrEw6uHfgaJwzMt/5ejR+fzmg+14giqnjDmFXxz3Cz6p+oR/bf5X/KAzHoKMLFjwUxCiT9sjkUgkEolEIpF83RByTi1Jw9dSIP5oayNbat3c/s3JtLz8IqXjrNxyyR9RNrwEOcNh6pl9fs6MUaMYcd+9BNau5TfhjbR4Qzz2yS4AvjP9O5w/+Xz+vv7vLK+NJEDPHQbfvBf2fAalC/q8PRKJRCKRSCQSiUTydedrJxALIfj7p7uYPCyHUZUfUtgcwHLpeQwXFij9EI66AqwZ/XLu/PPOI+/ss7E8/xS3jDV4fnkFOxrcKIrCPSfcw7Qh0/jF0l9Q6601D5h1LQw/FD66GzQZKl4ikUgkEolEIuktUkEsScfXTiBeXdHOllo31580nroXn8aVb+Xs790LG18FQ4Ojvttv51YUhZEP3I9tyBDO/+CfDMsQ3Pv2FoQQZNmy+H+n/T8MYXDHZ3cQ1sNgtcHZD0N7OXz1RL+1SyKRSCQSiUQikUg6wxvSeH9THb6QNtBN6XO+dgLxc8vKGZKdQWF4KdN2+OCCs7A7smD9SzD2BBg2rV/Pby0sZNTvH0bbvZs/OpexuqKdt9abGuGx+WN5+KSH2da6jb+s+4t5wKTTYPq34ItHwdPYr22TSCQSiUQikUgkklSq2/zohqDOefClhf1aCcQ17X4+2trA5cePZtdr/wQFjr7+Z1C7Fpp39Hkwrc7ImTuXoquvYuhHb3GFUc3vFmzHFTDzo5069lSunHElL257kS9rvzQPOPMh0EOw5Nf7pX0SiUQikUgkEsnBhrSYlqTjayUQv7SiEouiMGZ0KUesaSN89HQcI0bCuhfBnguHXrjf2jLsjjtwHDqD7332HNbmRv7fop2xfT+Z9RMOGXIId395Ny2BFiiaBCfcBOtfhroN+62NEolEIpFIJBKJRHIw87URiFXd4I21NZx56DCWL/4HI5ww8bJrIOyDLW/CYReBI3e/tcficDDmscewGgaPbn+dV5aVsa3ODYDD6uCRUx7Br/q5Z9k9Zoj4U34GOcNg4a9kRACJRCKRDFpcfhVVNwa6GRKJRCKRdIuvjUD8WWkzrb4w0yZXccjKOowsB/lnnAFb34awB465ar+3yT5uHCMf/h1Dq3Zyx5a3ufftzRiGKexOKpzEz4/7Octql/Fa6WvgyIN590PVCtj65n5vq0QikUgke8MwBJ/tbGJ1edtAN0UikUg6IPMQS9LxtRGI31hbzfA8B1ta3uXE7QqFZ52DJTsb1v8bhk6DMccNSLvyzziDoT++hVN3f8WURf/jf+tqYvsunXYpJ48+mT+t+ROV7ko48jsw8ihYdD+E/QPSXolEIpFI9ka7Xx3oJkgkEolE0i2+FgJxmy/Mkh1NnDZTg+VryA4aFF54IbSUQdVyOPp7oCgD1r6hN91E/oUXcs32D/n0H/+myR0EzDRND859kExbJnctvQsNA875A7iqYemjA9ZeiUQikUgkEonkQGOg9cPCkO4kg5GvhUD87oZaVF2g5nzBN7coWEeUkH38cWaqJYsNjrx8QNunKAqjfv0gyjHH8qOvXuaJh5+PmU4Pyx7GvSfcy6aWTTy75VkYd4IpwC/7CzRsHtB2SyQSiUSSyEBPNiUSiWSwIlQV94IPCZWVDXRTJCl8LQTitzbUcegYKxvLPuLIPQaFF1yIIgzY+B+YdjbkDh/oJqLY7Uz95z8IT5zGt9/+G2//5aXYvjMnnMn8SfN5YsMTbG/dbqZhyi6Gd24B/eBLji2RSCQSiUQikfQ1A+lCLMJhAMI1NXspeQCghc20tYY+0C3pEw56gbim3c/Gaidjx23m2M1BLLqg4ILzoWwReBtNbesgwZqXx1GvvUjjmKlM++fvWf/Xp2P77jz+Toqyirhz6Z2E7Nlw7qNQvwG+enzgGiyRSCQSSQIyYM3gRDVUnEHnQDdDIpEcLDRthbZycFYOdEv6hINeIF64pQHQ2RX8mHNKs8k84ggckybBupcgdwRMmTfQTUzClpvLsf99gS3jjyDzH3+m7J4HEJpGgaOAh058iN2u3fxt3d/g0PNhxnnw6e+geefeK5ZIJBKJRPK1ZEPTBpbXLUczpFWZRDKoaNhsCpYHGgfZ4udBLxB/uKWBSeOrcFTVM6Laa2qHPY2wcyEcdQVYbQPdxA4UDinguBef4u0Zp6O+8RrlN/wQ3elk7qi5XDH9Cl7c9iKrG1bDuX8Cey68cR2owYFutkQikUi+5hxcU6SDB1fIBUgNvkQiBttbqrnUND0+UDlI3ikHtUDc4AqytrKdjCHLmF+aAzYb+eeeC5teBaEPKnPpVCaX5HPyIw/w2KzL8K5axe5vX0Jg61Z+MusnjM8fz73L7sXryIGLnoTGzfDJAwPdZIlEIpFIJBLJQY5f9RPQAgPdDImkzzioBeKFW+qxOBqoD2zm5K0Guaediq2w0DSXHjcXiicPdBO75KSpQ7nozh/xs1NuodUbpOKK7xB6ZwG/O+l3NPgaeGT1IzD1DDjhZlj5BOz4YKCbLJFIJJKvMQeJskAikXTBZ9Wf8WnVpwPdDMlgYADT1vYlB7VAvGBLA8NGr2ZWjR17m5eCCy6Aqq+gdRccc9VAN69bnH34CG7+4be48eTb2DliKvV338PQv77ODw65hrfK3jJfSPPuh9HHwps/gMatA91kiUQikUgkEolk0CEX7fqYg2RAD1qBuMkTZHVVDaHM1Vy2pwRrQQG5p55q5h525MOhFwx0E7vNBUeN5o/Xn8Ivj7uWhcfMx/n665z9p+XMsk/lgRUP0Kb54PKXzX795wrwtQ50kyUSiUQikUj2iUZ3kHc21BIIHxypXSQSyeDkoBWIP9raiK1gNRnBEOPX15M/fz4WIwhb34KZl4A9e6Cb2CPOOLSEF64/gWennsFj3/gBwdJd/PJZF1mNbn694teI3BJTKPY2wqtXQNg/0E2WSCQSydeMaMCag8SKTjLAVLaacxlXQB3glkgkkoOZg1YgXrC5huyhX/GdxokQDJnRpbe+Cap/UAfT6orZk4r5301zKZ10FL+Y+0O0di9/+I+Nbes/4b0978HoY+DiZ6BmNbx+DejyAyKRSCSS/c9BYkV30DHoIux2E7nAcoDgrD6orRR9K1ehNjYOdDMk/cBBKRC3ekOsafoSw9rONzYK7JMnk3nEEbDuRSg5HEYdPdBN7DXTSvJ455aTGHr8Mdw0+4foqpXfvGbhmQW/od5bDzO+Bef9BXZ9BG/fBIY0M5JIJBLJ/kEKwpK+JJomSsrDBwjVK2HP4Aq2pRuCsGb0SV1aczP+NWv6pC7J4OKgFIg/3taIbchyDvMNxbFlN4Xf/jZK03Yzz9cxVx3wS40FWRk8c/VxnH/+XG4//gYIO/j5S14eXvALDGGYfTzj17D5v/D2jVIolkgkEsl+5QD/zB60HGgaYiPa3IPpfhICNr8BrbsHuiVfCz7d0cSHW+r3uZ4+zeEtVw4HHQelQPy/zauw5ezh+9XjwWYzzaXXvwRWB8y8dKCb1ydYLQo/P2s6d900nwdOvYmsgJUz/7GGV9c/bxY48TaY9wBseg3e+iHo2kA2VyKRSCQSST9Q3ean1nlw5oSN+aQfTBJxVBiq3ziw7dgfhDzgaxmw0wsh8IW1lG29rmyf2mKEw/t0/GDgYF7oPOgE4nZfmK2+D7ALB2O/3B3JPZwHG181zYmziwa6iX3K2YeP4Ml7L+OVs25iQiOEH/wTO1p2mjtP+klEU/w6vHEtqMGBbaxEIpFIJPtC0AUB50C3YlCxrqqdNRVt3Srbp1qu/UGkudGJuDekUd3W+6ChrYFWVtavHBzjILpvxqsZGpqh4VN9LNizgPZgez82rA/Z+RHs+WzATq8bfa/VVXohFepOJ56PFxGure279gwAg+Gx6S8OOoH4zY07sOat5yrXLIzmFgq/fbEZWTrQBrOuGejm9QvjirP53e9/wOpvfYfZpQbv/Oxqatq95s4Tb4NzHoHt78HLl5iTCYlEIpFI+oF+nzDtWgRln/TzSSTdYj8sTqRaTH9W2sS6qt4LgxubN9IaaCVsDKS2rucPydKapXxc8TEtAVPbWuer6+tG7VdcfpV3NtTiDe1/68WBcBvQveacXG+NBxyr99bjU337vS3dRQhBm+/A12p3l4NOIH51x39RFIOzt2tYhw0l95STYeU/YdgMmHDyQDev33DYrFz7x3upOPV4zv/Kyb0P/YjPdzabO2f/EC55xgx28Ny54N53XwqJRCKRSCRfY/p6cUINgpZ+Ah7VyqVq/IRhIIy+CZg0mAlopkm8Zhwc7m81TlPL3+juX8vFPhV992G1LxDWTKuEhDrWN61nae3SvmhZv7Cz0cvSXc20f02E4oNKIG5we6gXi5muzcT4chWFF16I0rAB6tbB8Tcc3MbvEc7629M0jSvkpiVr+cXTz/HoR6VougGHXwxXvgHOKvjX6dC4daCbKpFIJBKJZD8yqINq7Xgfdn6YtCkqP3Q2e/MuWYLno4+6fYqB7P+eZi+flTbtk2AV1A5Q17eUODZRn/CBMMHd3z7EuiH4sqyFitaO2mBjXxZzQh5o3Nb74/eCJ2imbg1qvQvMK4Sg3tWz2AbNnhBBdWACAR9UAvGjy19CsXm5pWoU6DqFl1wCq54CRwEccdlAN2+/YLHbOfLJ57GgcO/al3lyyUau/NdKmtxBmHQqXLcQUOCZs6Bs8UA3VyKRSCQHEYNa4JIMfnQ16c+93U9GMITQDwwN8eZaF66Ayr7oLQ/Y52v7O0l/7i/9VJ8K3PsgEAO4g32s3d/zGTRt6/DMDBYqW/2sKm+jqrX7Pv/Ld7ewrGxggrAdNAJxSA+xpOFVsv2TGfnJcnK/+U3sxVmm//DRV4Ijd6CbuN8onHQIlntvZ3JdmHtbnmFzrZNz/7rUvMlKDoPvfwJFE+HlS2HtCwPdXIlEIpEcJBzMQVcOBgZFMKkeELWQPrBa3f8ccFG3U+67uEDcv1e2LxcQ+qKmPn3+tFDf1dVNulrIMIRBWI+bV0c1y6EeapgHwq8cDiKB+MUtr6Eq7VxXdyh6WxtFV19laod1FY77/kA3b79z9MU/oPa8Yzl+WRUPjFpOcY6D7z6zkr8v2YXIGwHXfghT5sF7t8LiX8PXwAdHIpFIJBLJgc+BJtgnsQ9tP6D7nYYBMZnu9YH72th+6ux+HMSuTrW5ZTOfVH5ywN6jB4VA3B5s56lNT6B5JnPymk04Dp1B9hHTYdXTcOgFUDx5oJs4IHzjt/+ifmI+k554g0e+oXHR0aN59OOd3PTyOnxkwuWvmIsFS/8Eb35fpmWSSCQSyX6jNxMnQ9Uw1IMjsJBk70TvkdR75QCdc+8zB6zJdAoxH+K9lDN6kJoqHYPuPumX9nSv0p6+bwNaz9Kb1fvqI60ZbIPePQ4Kgfgv6/5CUPczr/w4lPLdFF99Ncq6FyHohJNuH+jmDRhWu4MjHn8eLAoNP7uDB84dx/3nHcrH2xq56B/LqGgPwbmPwpm/hS1vwksXyfyOEolEMsh5/PHHmTBhApmZmcyePZtVq1Z1Wf71119n+vTpZGZmMnPmTBYsWJC0/8033+TMM8+kuLgYRVHYsGFDr9vW3alQkyfIuxvrcPl75v/mWbkNz8r+CyRzsBKdpB5ok9XOWntg9SKVA7v1fUHU9LYrGa3SXcnC8oWE9LhpsNrYiNrQ0M+t64S+kK77Q0LvhzqdQScb25bTEup53uTeaoi7c9xeyzRu7XUmnQNeIF5as5Q3d72J2noiV21eQca4ceSfOQ9WPA6TToNRRw90EweUoZNmYL/nDsbVhFjwy+9w9dzx/Pv62bR4w5z/9y/5dGczzL0F/u8FqF0Dz38LvE0D3WyJRCKRpOG1117jjjvu4P7772fdunUceeSRnHXWWTQ1pX9vL1++nCuuuILrr7+e9evXc+GFF3LhhReyZcuWWBmfz8dJJ53EH/7wh/3VDRpd5iS3zT8IU3r4Wgahamnv+FU/C/YswBP2DHRT+o5+8iHeZ7POlBQ6+4uBWtDYVufm461xQTSk6YS13mtvo66oXfWn1msKY4mRtf2r1+Bfs7bX54V9uPa9FfT6/Zp1U0Pcg3b4I9phv+bqRWuiVh09PK4b5d0fLMC/fn3nBZq2Q+Wynp04wgEtEFe5q/jl0l9SaJvACZtHklu1m2E//jHK9jfBUwcn3j7QTRwUHHHx92k6bzZHLq7kP/+6gzmTi3nvxycxrjib655fzeOfliFmnA9Xvg5te+DZs6C9cqCbLZFIJJIU/vznP3PDDTdw7bXXcuihh/Lkk0+SnZ3Ns88+m7b8X/7yF84++2x+/vOfM2PGDB566CGOOeYY/v73v8fKfO973+O+++5j3rx5+9y+A9V/LIanwYze2rp7oFvSYxr8psBS563rtMygvT6dtKuzSbwx0P0o+wS2/K93x3a37U3bOwRO6u7186t+qtxVPW1Zp+xq8hBISIezudbFplpnr+s7ILOg9sk91w8rPP3wLHQWtK071y3dM6vqRucLKFq4R3GM1Frz/dbqDfU4YFdXHLAC8cbmjVz/8fVYFSvqnv/jR9sX4Zg2jfyzTofPH4HRx5oaYgkAp/z2KdonFjP18Y94b/lzjC7M4o0fzeXCo0bzx49KTb/i0SfB1e9BoB2eO1cKxRKJRDKICIfDrF27NklwtVgszJs3jxUrVqQ9ZsWKFR0E3bPOOqvT8t0hFArhdruTfnrLoJsXqxG/uVDv+7QvBFUdrbdphAaprNstjPQT2+hcv6/n/J0J2o2+RpxB594rCPZcc9YjvM2m+Wftul4dvqphFVtatuyzD25fEq6sxAhHLUL2Tx7idPXv76Ba6dvQhx3vh2usKFEf7y5891Ok45gQnaZrCzbX8+GWTkyZt78LNat6PCIrVu1g5cLeaYPTccAJxM9veZ4L376Q7y74LhYsfH/yI5y5egUFrmZG3H8fyvoXwVUFp993gC5B9Q+K3c7RT76EHSv6fX/kk7KFZGZY+fP/Hcl93zL9ii99cgXNBYfD1e+D6oMXzwdXz/0HJBKJRNL3tLS0oOs6JSUlSdtLSkpo6MSvrqGhoUflu8PDDz9MQUFB7Gfs2LGxfd2d1PRmQij0bmoDfC2mlnegtYi94KOtDXyxqxlfP6UeGbQ+xJ1M6ju7hP11adc2rmV53fL+qTxGdxofKWP07j5ITH8zGDBUjcDmLfiWJ4/tAfiIJmGEw4hwD8Y61uE0HXdW97IV3RzEXox1lxYJ3bTq+Krx8859kaMWEO7k/d2xhMjevgmtsu8UdwecQJxhzWB8/nh+fuzPefOCN9ny3k4u2fUZ+d/+NtmHHwJf/BEmngqTTh3opg46ssZPZPTvHuaQGsHOu3/GZ1WfoigK1500keevPY6KVh+XPrmcavsk+N5b4G+HFy8Af9tAN10ikUgkg4Q777wTl8sV+6mu7u1Ermf4vvqqewVr1oCvBcPThn/9+u4L0jCgM/QKVwVNwSo8QY1PtjdS1dqzKK+DVthNwBVyoaUT8joTiGP/p2iqEIh9SBc5aE3H90JPr/Gg6WekHYbXByQE1eqDe1Z3u9FaWtKfti/zEKepyvPxItwfL+qTuqhe2fNGdVrZvrEvea5Tx1zVQ9T6d6YvHPKa/2fkJN2rpY37Pw7CAScQXznjSv7yzb9w1WFXsWtjFRe983fUEaMZcded8NnD5srwvPsHupmDlmHnnkfBTT/kGxt1lvz+Vj6u+BiAk6cO45UbTsAZULnkyeXstE6B774Brmp49coBSQAukUgkkjhDhw7FarXS2NiYtL2xsZERI0akPWbEiBE9Kt8dHA4H+fn5ST9RulYoCMLV1UkTn54YcuntzrTbjXAYIxBIPBMAodJdqLV1aAMVlbaHbGvdRn0g7rvc3g8BxwZSaNYNnWW1y1jflCYoTqca4k60UALoyULHIEKk9jXQ3qnJeMdjI+PR2IIeES73RlDtu3HqfUAqIBh3Q4gF1eqD2zFUVkZw69b0p01nrtx7m+mu26F3Y57cLwsUe6+zqtXfo/eJRbFEau6i7k5e3kIIQnv2wOdLuipmokbuYXt20pmce8k+sKFpA65wc5dlesoBJxBHCZbuJHzj9WQYOpOffByrtwK+egKOvRZGzxro5g1qRv74NrLOPYvLP9V47ak7eH7L8wghOGpsIa//cA4KCv/3zxWsF1Phon9C1XJ45+YD37ZFIpFIDmDsdjuzZs1i8eLFsW2GYbB48WLmzJmT9pg5c+YklQdYtGhRp+X7k3B5OYGNm1Bravb9c5JQgefjRXgWL0lTaB/8FA9glytlgNruWfIpwdJONEGAgSkIOkPOjjtFJz7EHX5J2Bfy94v/5H5FC0PZYqhZ3bPjNm3H+9lney22u9nDR1sbem6Cr6cXSIyU61DrraWsvax7dTZvj/3ak3t0r0K4ru+TtUAPGmL+n6btrYFWFlcuptHX2GFfZz7EhhCovY0XsLcTpLC+up01ld239gxpBoGwTuqD19Vli+eWFgS3bQetGyn1ogtBirXLYroh2FTjRItc51pvLU71aywQCyFwvvkWdffcw56LLyGoGWz95R8pmDwe3v0xZBeZvsOSLlEUhXEP/4HMI4/k9vcEC//3R2799FacQSdTS/J448Y5DMm2c9Uzq9hc8A2Y9yBsfh2W/3Wgmy6RSCRfa+644w6efvppXnjhBbZv386NN96Iz+fj2muvBeCqq67izjvvjJW/7bbbWLhwIX/605/YsWMHDzzwAGvWrOGWW26JlWlra2PDhg1s22bm9y0tLWXDhg375GecDt1lBiJSLH0w9Sj/AtiLX/GBK9P2ioE2jzX8fkK7du21XNp29tCHGIDtH0BrN4Wx1Hr3g6bcFXLxRc0XHUzERaJUGd3XTde07rY7Wq7RbWot/eEeaIm9TbDtHfB0FO70FIl4Y9NGdrZ3vgiS2KK0W7vRnb31WXQhVHY7poEQtATSm113B1fYfLelXexJf0bKmr1srOlu+fSY0db7/l5eVtZKQNV7F+sh4aL25J3UVdGqNj/lLT4aXJEUXP3w+B5QArGiKLQ88QSehR/x1bQ5PHz+r7j8stPg47uhbh186zHIGjLQzTwgsDgcjH/ySXImTeWeN600f/UFF797MR/s+YDRhVn854YTGJJj53vPrqR08nVw2Lfhkwehou8iukkkEomkZ1x22WU8+uij3HfffRx11FFs2LCBhQsXxgJnVVVVUV8fj+Y5d+5cXnnlFZ566imOPPJI3njjDd5++20OP/zwWJl3332Xo48+mvnz5wNw+eWXc/TRR/Pkk0/2vIFdmUwHzcmMYrfHivXaV81nageE2g0txAFCX6YQ6YwBFZq7OnUagVitr4dwKO2hZhpgYZobD1JK20rxhr1phKQ0A9GV6s3XCj4zz3j0+jX7m1GN7pjA9vx6601VaC4v+DsKiL1Od5VyWE+e+r1GyhZGz7qZpuxu525W1a/qWijugzzEic+fO7AP7y4hKPU3srB9C3ovA691haZ30tdwAJvq7XY9exeoE8amD6Vc1VCpdFWY8SS6yQElEANMePU//Pe+5/j1tPO57dITyNz8Mqx6Ck68DWZ8a6Cbd0BhLSxk3LPPkDV6LPe/YeGEmix+tfRXXL3wanZ71/Lv648nK8PKlc+souLEP0DxZHjjWjNPo0QikUgGhFtuuYXKykpCoRArV65k9uzZsX2fffYZzz//fFL5Sy+9lNLSUkKhEFu2bOHcc89N2n/NNdcghOjw88ADD/Rpu42AKRD3qVCWxlTSpwcp9Sd+p/pYCPQ2pdWe7QvuoMrm2r5J5bMvAXG6Qug63mXLYpr+Hh/f1XVIuY5C1/GvXUfmljT+xtG69uE+2t8LA96wF9VIL9zvlT2fQlt5h81BLdirtqwqb2Pprs7NTb1frcO3eQ/pxNZeD1vKgd0JqpVogttl1bpB5xro7jXYr5kB7Lr0AxbC1OjXb4KAM2lXeReWCmmb0AcuIzVh06pA767/+T5qewHyKj+ipPHz7p9nb+Pf60WGrtnaspWtDWtob927xUqUA0og1g3BU5vbeWZ5Jd8/cQJn+9+Dd2+FKWfAN6WpdG+wFRcz/oXncYyfyHefq+Qv2iXUeev40Sc/4rYvv8vVZzUilCDfeWEzzef+y4wI98Z13Q4AIZFIJJKvD11PukTSfyE90HnR7p4v1akRWOsuZ3ewmWC3NGi9oPwLqFjap1X6Q/v+Te1vM2C9rQ293UlwR2mvjo+2L207U7WA0YlyKJT0Z7y46J1QkXJMUNX5eGsD3n5Ic5XoJ/tFzefsaP8i0gazEZphsKvJ2zOz0oQOdEdbmzrWu5272d3aRJuvd89GZ+fUDZ3ltctxaT17pvtkXcLQO62o2ybT3SkphBkYTPVDU9wfOqD5CQe7GRG+w43czQZimuDHteWC2IJFmr6Xu8r3MfWWSPm/B0cmtqeT2AAAoT178G+Oj+Ne74UkU+yu90f73pM83AeMQPy/tTWc/PvFvPPRIh6ctJ272u6CBT+DQ86Fy/4NVttAN/GAxTZsGONfepHsY2Yx8o+v8tKeefx+7m/JsGTw+OaHsY5/CE/uK1y+YD2Bsx6FymWw7C8D3WyJRCKRHJAImgP17HB/hTPcuo9VdZzwiNTJnAwI2SdE860q9ozeHR+5DtaqBsIVFSk7exZcqNkTZFu9u9ea3ug9UucMEFB1Klq6F7G517jqKHRuwaKHYm2ubQ9Q2uDC2WvT2Z73vbStlF2e7puRxk9lnqszgdgZcuIMOSkNpLcg7Kyl3enB3oQaYRg9esa7o5XeKwmLHZqhxSwcDEEkGFXi+cyaE9H9fkav24Gi6926h32qj2W1yyhtiyxGJY1J8vHusJvtrdvZ2Lyxe33pAq/mxNdNE+noAlBs4Svi3uztZLEvuG07an16SxshoC3YhpoY3K2ftM1RDhiBuDA7g6PHDeH93N9ydd1DWFpK4Zw/msJwRuZAN++Ax5qby7inn2LId7+L87kXOOyB//LSYX/gpXNe4txJ55A5ZAtNeX/ilC3P8vS0OTR+8Xuo3/eHTSKRSCQHD92ZkxhuN17VNLv1qcmCSFgzehZ5NY3J9EAHl9ofGKEQRjBuMpvr2Q1+05+2q0n9voyNETIFYovD0eNjNzVvYm3jWgDsu2sJbElNk5OqOUtezEgVYrbUuQhpGqph0OQJ0uTpnflwb9F9AVxfbkL3dDNfasTX2aKHYn3RRYLg0E1BLPH6daoh9rUkpDjqm2ehPdxA2Ah2iDLdoX2d7hBp/+zO/bjXMl1EmO50iEIadc5AQrkuzuGsgvIvImWi5ZRYZOuwERfaNtW08/G2dIsCydYxABZdJyMQ6tYViprHu8PuaIM7bXv0b7VDpPDeLRqsauxZ7KBUn+nEdE/1ru5ZEBjC4Ku6r1jTmH7xJl1PGt0B1lS29ToWwwEjEJ8+o4THvzuLjMtfghuXw+2bYfYPoC+iVUoAM9DJiHvuZvSf/0SorIzyCy5g9Gtfct+sO/n8sk85b9RP8fpz+Ktay5mjh/OrD65mV/OWgW62RCKRSAY5QohY8Jdg6U6UiHAV1g3e2VBLq9c0jf1wSz2Lt/fAP7dbYWoPPgHZs+gTPJ/E02kVuHZAbeeaP2GYKV72xaxaqFENsT15RzciJNd4anCFOvc91jSN6jZ/XODq5JrFtFAibjJd3eZnxe7WHi2m7Ns4qHjXm76J+57j2mxHoztITXs3zW5TjtV0I1ko2vMZNJkR46ObXQEVY2/SbBfnqfJtZ49nQ5eCY3mLj5q27mnae9KSvfsQd0/LmsiSHU2sruhmGqLqVWbcgAh+XWVR81pCYfN6aYYWG+j2NPlz07etZybJ0TGI5gdOPE7QSYT2fVoM2YfnI6m/yW1bVZ465l3bDnjCng7bOpRs3gmb36C2zVws6K37yYEnTU7+BpQcBtbemexI9k7+uecyecEH5J97Di2PP86ec+cTevsDfnPy5Vw98Q94y37BqVlz+cyq8u0FV3Dn0jtp8jftvWKJRCKRHLz428jY/iZWreOkeGPzRjY0bYj9rYTNiaMroj0oTzBZDWnd1xB3PRHef4JwIKzjDnZu+iqEYHezt0Pamr6kqwlwZZufjTXOzs/va03QKnZSf8RkGmtKztDdZg5oT1AlrOk0eYK8u7GOcA+uY3W7j0ZPkEZPclAjkaRFjaOkue4fbqlnweb6Dtv7GsPfU8E1AUUxFycMHb8RRol0o7zVx9rK9r0enhhMLKoh/mBzPeuqnF0et7XOFQvaZg2GyVn7VZKFQTo0pzvhnKCJcJf3b6s3hE+NCCOGAe2ViQ3vpD97Z+95iLswmU6zWYjOtetdmkzrZl7eFs2Daug0ec2FO8PQY9cx3dFRk2lNF6zc09LhuYj2z7e1HM8nn8SfswSiZuMxgdhdFz8+JaZPqunygNKD/NBJrsdpL1wn+1vMtF9KU32HRNk9CTB44AnEkv2CrbiYUX/4A+NeeAHr0GIa7r2PXaecytWr/st1No1F6+bz7+xv8IN2Fx+XL+S8t87j39v+3SMHdolEIpEcRLhqAMgMNoMQ6O6IgNVeSd32t+I5V4HY1DFhvtIrU7c0E67+irLcFR9va+DTHZ0vDNc6A2ypdVHakN7EtspT0U8tM4maLXb6jd7zKez6uOtKomOdVsgQ7Gz0sLnOza5GM1CUJ90CQSfXOHrFohre9DFzBBa/L7I/LhiG9ABhvWcm00Y4TLB0Z5fC1u5mL2+tryKgdhF5uBcI4Av3LtYEdqdpmA4dTF1TK4iakcevZap2Oa5/jPcvaoWR29yGJehHraujK3xrNiaeDlD2ajIdo2kr1KxO06LIX50sdKRDIBCGEX+fdCiwl7RLQpDr2UM0wFOvxURdjTdYUfAF3b2a8wZULSnOQfQ3rd2DEQzh+eyzDsd0EIhr18b2iZQ2JL3/tHC3hNKFFQtZVb8qXudej+ic5KBaey0d+63VF3/O9hY0K6leIdBcXiybN6E09D6XtBSIJV2SM/t4Jrz6KuNefIG8b5yG6623uOQ/j/Dq+/ey4clqLvmqkNeXBTnfM4l/fvp7blp04z4lN5dIJBLJgUt0MpRRV433i6Vo7e3gjGiKEib61oDpS6YkzGyC4V4sqKbzIU711+sDk2mtudnMi9tLopo1rZPJaZmr88jNWnMzrvc/SKs5SiQ+V0+zINCZAk0Itte7O2itDL/fvHaJZbuaWKf4/HaGaRnQsUyGxWyzIVIi58aEPwjt3En2+pUogQThT0BDsJzt7hVdnjcVdXspoV27EC2dpx/a3eSlzLOOjysWdV5Rr+4tQSjmd5o4yRdQ+iFse6eLI+Om4rFczHs5VxQjIkCLiKuh0LoXWTsqeOtCw692ZRItsIQjdaoBgsbeg4VphrrXPhjCILBxI94v0kd2Fwlm8roh0BL+FgiyAnUUuLaT79q51/akxRKxiEhZ0KtwllPljrzbuuhD8i5BwiWMbUr6M9y52XX6xb7053aH3LRseiXmStHVOBuGkTJ33/t93eYLp9W0J6dd2ssiZ6RokzuQYiERfe47b4cidCx6EAyBiCy0RV1xeoMMzSzZK4qikHP88eQcfzwjHngA/5o11Hy8hMxPvqRli8Cmwbc/38C3gZDtCzYWncaIqUcxdMph2CdMIHv2bOwTJ6b/SEskEonkoMPi9UAmiEAgZUYoAIXM0t1wSFHS1u6kkUklXdql7kym9k7y98q30tSeFHxrfq9q66xrhiGoavPT1QQ0VF4OgOZ0kjF8eGKt3T9/9HwpDQmqBrvqWwk3ujlyTGFsu2fJp0BKf2PHdmKH2g2UTnx8bRGbU70LwVpvM/0PLWoYIVQstU3QS+85oSeY9nbWVkUhoHuBwrT7d/jrcbRu5yimdX2upGBMaQQkwKb5zPyuo7sOWJZYl8DoRpAr83kDYj7EwhrRhfldoGtJWVqMUBptuIj+o7DLuYvxRbM7FFEUhaw2N4Xb6tBGTqPe3sxm5w5OzJ9CgS2ro9AX+X9182fk5B3K4UMP77IPWkt6RUt0kUaoKqFdu/g0lEtIM7jgqNHxtkWEMovouAAghEBRlNi7Iu08VbECuikQJ1w8RTfwqT4c1p4HmYvVQfee4uhiRtyHOE5XC1WrPOWcm5ELjO60TDpc4c4XigCcAZXaWheTlADjhvkwNr2OyFDAkZ0SVGtvZzILBDQ9SUXrVtvNYU9TNkqWv4GCsAaUxONJ7YNLihSIJT3CkpVF7sknM/3kkyn/v3rO//caXihewDG7/4c64waaPQqlGxcSLlsH67di8ZtmTLaRI8k97VQKL7mErMMOG+BeSCQSiaQ/SD8diWx1VSPso1HyRvbg2M5p8YZYuaWOEwwDW9oAmx3NNIUAi6VvFmdFOIx3+XKyjz6628ekanj2tHjZWuemtQvNhiUSxKqD5qh6FZQXAJNA1RBtXhiWUHezl821Ls6dOTJuopraBwRWPdS9YFQxk+l4LeHGNixZDqyJgkJXdQiRVlMVvSR6F5rsaN0CheztW1B8ASjM2nu7U1DCandm6rF+dFY0aGi4A50LDp2a7ieZfsZ/t2k+YC8CcYJ6sc5bR0PtMmBil8dEiS42GBaLeR0qlkNBECaeHCvjWfRJmnPG8TSVs9pfYLY3EARVgwxTlMgImPO9kNdHXYEpwO4KNHFs3vi0g2gIAwHUeGs4NGcylqz011IIASna7HBFBcGmRpomFTIsIqwHS3eiFk7GauhEBcDk0yYEZIvVnZRBCWEYCE1DsSWIRxYr6Jjm7NHRUDB9ipXoekHHd01MuE5dD0wqHxcfA6pOVsICRiJG5NmzKlYCWgC7SNSCp/gkJ5hj95RqTzW6odMWjgeLS3f/h1TzXRRUdfC3sLHayS7FxcTph5rjG/OI6V4bhEjuc5l7M1Mzc7soDxYRt7KIj3XvBWJpMi3pNefMHMkPT5vKdW1no06fwhD1Nabd8RPOfnkxb9w1h8tvVdn0z5sZ+ZuHyDrySFxvv0PFxZdQcdnl+JYvH+jmSyQSiaQfKHRuJdPfiXmx1xQgotMfI2lymjyZKW0rZY9zD66QiwV7FhBK8RMta/KCMPCHu2f6uanGxXubuvab7Am6243h9RHYtGmvZTubpoU0AzSVjGbTXFAROkWtaylqjfsIKjGBuKPQLDzmxNVSUQeldaBqaIaGIQwqW03T4rBmxM6vN7V0EAisekQruBcrLpFGIA7sqsG3aXfaiailbTc0pqRX6mTCGm2TGR9J0BJNo5RYXjewRXKiKpGI1z2e8xsG2cs2o0fM30VjI/aayuQyagCc1fG2pZxESzSd3UdzfKWTCMHdpb2LyN1A0vhEnzVTQyzMwfbv3cVNYMQEjkD9DpSKLwAYuWU3Wevipv4isqqx0VVFayQ9UJPqRk+XK1zEhXtbXQuexUvQnc5Ozi+SzKIBAlu2UlG2hl0tO/CEzXvCE/bg2LCc7M3reGdDLbrRuY1IZwtE2qp1uBd+lLwxoqoUevJ7RtEMYjreTtJKJZIRdnV6v/hCGvWuALXt6dMSRTXEiqLwadWnrPcm3J8p71BfKNLOXtyam5s3s611W5dlarU21rZ+jiq02El0IdCj2vokk+nO729vSKOs0UNQ1bslOKcLpGeeI2b/0qMgXqlIgViyT/zszGkcN6mEq9uvxQi64YOfUGDP58kznuSsiWfzm4p/8r9DXIx57P8x9YvPKbnvXrTWVqquu56q666LmYJJJBKJ5AAnQaDK8SVGmI1OPjtOexIVJqn7djt3s6NtB3VeU4h1h5IDUgnTzrrT5sSCzUTOX9Ha0f9RbWjo4CvbbSLRlnVXPNhPqLw8bVCcKOlkzqzSrRTuqsYaVsnzlJNTtomstvj4xQRitaNA7N8S+YZGTGkt3gC7nbtZ37Q+2XQRyHR50NauJ1xWlrS92zPn6Finm5imbMtoqEX96HVo2t6hXJs/TJ0rJQiUiPqpCnY3+/hqdwvuQDhZoeaqIs+9iwzVjaKpyS3vrmAqBHhqEXXrzT+bGnBU7k6+Lg2b8O9ehi/NQkulu5JPqz4lnOIb2bO0Pwna9HQ+mKrWeX8ESft6ct54WVOIM4XMvVtLCMAiEv+K09joii1IRU2x/WqyUCc6HGVujV5zi8sUaHVv8vMZFcJTA1ftqHezrm6nmcNc02P7dzvLaAxUxMoF1fT+qzXeajY5P8Pqr0NEImHHBGRnmgWGDj7ECqCg6NEgXel6l9RTHKFWcr17yAqkLhSaL75obIGwP/0CR7SPCgqBsEb9tt0QHfeERZXSRg+flzZFAhTu22JNur4AtBrm+04TGu6gxvLdHRdVktKjpaEl0MLulnZCmt7pdTLPnShcd7I9ch5FiFi07/Qt7xopEEv2CZvVwl+uOIo6+0SeyfiOGQxiy//IsGTw+5N/z3mTzuOxdY/xxIYnsOTmUvSd7zB5wQeU3HsPga3bKL/gQlqe/Gfcn0cikUgkBy4J1nqNniAfb2tImRT1fJIWNqKCYMdjlS40ELFJU9gHm9/AHmo1tye0x79mLb5l+2ax5Ao5CermZD64dRuGt6Pg3ZXgYgmZ2tCMsJuMoAulqQ3r7uqEAhENVcRkutnfHNNSahFhAocpNEfdlBp9HXM5W8OamXImId1OdCLZLSLpXdL1JXVL5u5SRKCjAB9WdZx+lXpnSlToWNRhJabhCqdoBX0RbWiGGte0dSKndY2694jU2+rjixyJay7RxRk1JhwJNjdvZkn1Er7c9Ql1lV1r1xAixe89uY+a04t75Ta0ltZ0B/fYLz6xfDxlkimiCsPYq1VAtM3x+pIJhHUqmiORvyNuC0q6Rar0YYOTNkeboupGUs7k1D47gz4qnE2E9TBKKNmNQBPJf6e7v2u9ZjT8/JavoGYVnaE2NRGuroao366eHFQLVe/UB1hEXAOiAeuUyP1ijVi5JPYp0UrG7jefW1U3UDU99swlRpnevaOWYFU79kge5cT7qdVrLiKpeketdbo2ugJ7D3yWjiTLhjTm4gl/xdsWqsOrmouPq+pXUe3dFV+O6amlRUJ57/rSyLtRxDTEiVHou4sUiCX7zPC8TP56+VH83nU65dkz4YOfgrsem8XGb076DRdPvZh/bPwH/9r8L8Bc7S668komf/A+efNOp/mxx6i65lrURpnLWCKRSA4W6p2mpshIM6FOFWSi/r0d0I3uRTdO3abHzYSF35w4ZvvrOj2kM7S2Njyfftrluctd5ZQ1fdn9SjvBEXJ23OhvS4luC6trv6LMuSu5XESaUIRBY2sbG6qT6xJCmObGvkYStYKdaYhVI8zG5g24Qi7wtYCuJQtyhpGSXiX9oAYNlXJX3BJsR31nJr4pd0ZKcK22YAtbvbW4DT82Pa6B7LHFskj6r+eU12Crb8ESnT4L0+8ypIXQl35F2ZK3uzxcSRFqU4U1zW0Kl1o6TSXmRD/xmC4D0QmBSLh3YppWETlv5LnyhbQuc0YLRJd65ILKyHMVlShSHMET/Z4B2PoWtrZdsZFQkm4jwYLN9WyscSZtS0QTakz4tgTDkTPs3VTWEOY9a0S0+woKtcH2tJlRVN1g6esfUbF0FcIQGIEQOKugvSJWRtF10088RWtv9hmaPSF2NnrYVOOKjWDqAp6Sevki9SzYVMu6r5bA1rdibcdIVRxFDzZSDk9/T6QuLGyrd/NZaRPe0F5cTtLcYwpg8ftBCOxq8r2adJ7IOyND9dDkXMVu74aksjbN06WVimEYCe4y8TIZ1ebCQavuxgiEUJud5n7pQywZaOZOGcqPTz+Ea9qvRVND8N6tIAQWxcJ9c+7j/Mnn89f1f+WV7a/EjrENHcroP/+ZUX98hMDWrZRfdBHeZcsGsBcSiUQi2Rdik6FoUJXqMnSj8wlXbCVfpNd+5SzdgLJ6uRmQK92kKc0EyFbTTs7aGjPoTRq0QKBrITuB1g1bKN3TmF7Dm7Bt5JayjvsTi3brbMkoWhB2L4HGbaytbKOi1ReZGAuCWoKWM1Fb6qrHV7UBQ+voi5jrqwJXbZJW0LS0jpuWh6o3sGXN5ziDboQQVLeXwZ7PzLynhg7NO2Dnx7D1zSR/vc7Gc723mu2tcbPpDH/6nL4iqn1GSVJaGhg0BSvxq35AIYyKxdBiQmGPAwjtbcKcJgeweXuax1l2V5JR15LQxr2ft+N927nFhKJAVauP5WXNrKlsi+3PaHCTUV6ffIiuodSvx6olm59HG525fidZX34R71qkD0pUayoAFD7Z3shnpZ0oJPRwUuCpdL21e3yghVEEBEQYJfVeSD3I0HG0bE37TLX7zfFvdCfmpBVJv+uGFjtHNM1Oolm1GRk8qgePs86/kQrflnhZBTb5a1lVv6rDNQpFFghavSF8m3bhWVsKvoQAagooWtxKILWPiS4gmiFiWubYfZu4CJB0sIGqG4ys+wSrsxx/WEPXDYywH2rXIJxViQdG6oq85yqWUVy5IGEBI3ouwcb2T6lPyXvd7jPHWu1iMaQzbL4AWVt3ojR0tGQQSTeMWXeeZze5nj0oCXnIrZrPDCSXsqCQLrezM9RmfiMixWzNphDebkQXkLzm4kLywPYIKRBL+owff3MqYycfzu/UK2DXx7DmGcA08Xhw7oPMGzePh1c9zLu73006ruC885j4xhvYhg2j+oYf0PbSvwei+RKJRCLpQ4QwaGxez9Zork7icxRTs2L+NaJ+MUOqP06awFS1+qlti5ge79oK7k6CYaUL5tQSmRCrHYUba1sL3sWLcS/4MH2KmRTKmj24gypBLY1wnTDxT2d23B5sp7xpC9rqN0EPowudxkDtXs8ZqzOaxzVgTv4qW32mCWiHiNDmuWudflBN4chiaHEla1Kx1Jl7ciTY+t0bCTaUxkwpo6aezZ4aPEEXBOPaoESNcWduT2qir61uUFgTN+WubosLcvEgR1FNmvl3e7Ce+sAe2kOtKVrjZMGig6atM/YmELd2XNgQCYs1HYW4FM1gwmQ+vR9liplwmsm/JhI0XV5TULVXObFX1CfXFfKArpLtj99TRiiEe/lmLN4QVrcPAWT667GpPkAQiPlrJkf7Dqh6x77pYahbT9iVIIRF+5tw7W0hJ2LnR1j0iIl8Og1xGulEYCQJg86ARmmDGScgP8uWcE8INMPAMAwzeBMR/3EBiqZ3sC5pClbBig8RmoaRmJNYAbfaQigSRM68rsnt3NnoYU+z+f5QjRDlnq142tuSug6YAm4sqBYEXc34KuoY9tWqeMC3dKTm5RXmQoVIuLer3XWEPKbWelu9m03VbYiQacJv+Friz0i0iuixnnqUSKAr89Yzt/v05PYIBBuaNuAJm8+yZW/B9NJss0QWIhR/wsJc9H5PPCLh/s6tdzNm/Y5Y/uvou8VIfYbSaPv1NCmzOpxDGGleb92XiqVALOkzrBaF/3fZUbxvP4evbMciFt4F9Wb0TZvFxh9O+QNzR83l3mX3srhycdKxjkkTmfCfV8g7/XQaf/tbGh76TbeTxkskEolkEKAmCJgiPrGpTkhN44pMzKOymSEMrEYIRQ8lTV3WV7fT2Brxj40E60k3tVGE0SG9TVQ4imfyiE0dsbna4zrFQFyLGtqzJ22XNC0e3TXWtegE1jA6aRWI0oWs2PIKZSvewrdmA5bqHdQHytjt2kZrII1/aBrBbnXLcta316ElTCoNDDRNj6dJEoLMXdvwqX5UkWzGXOndgS6SBR2Bma4q/ndcWDECoQRNb7I0vaZxOztrNsbOCZhRiqOlO5hzRuXv+LmVFKF5XVV7QuFIG5Kld3SRGLgoYmKbMDfYlxQzaUljzSAShMdotN+e5MxOFQi7F4U3LoC7v9oa2ybC4YRVAPNXW0UlVpc5lnpbG8IQZDTEfaCL29aZOY6BbbVt5Ll2RVI8kZJzyIwUvLXOhTeogh6mXfWxp31n0u2QmlfZGjFhtxrmfZXqQ5y8DhNfyIiaUpuLYwZrd1XR5Enwb4/el8JgY7WTrfUedEPEo2UTEYjpKESJkBf/oo8JL16UtD27xYkRTr8QZhjmwkC7P4wC+HXTnNcV0cC7tQCVwdZYuxTDQFFA6GGaqnYQWGdGhleCAQQCi6eWwvbNZktF6n0qIvmRBYuc21jpM98/utBpCjTQsn1jrF1OfxBDiwjxgTZserJFgO7x4vnsM4QW9fFPPtWKrasYUl1Dlt+MSB/SQtR56yjzbKbWv4tF1QvTjkfSeApBQEt0VTBwBLuOUJ76hGRGXGi8n3+eJEjrLcnRt4Uwo0UrvgCaISI/OohkQT+RVm8Ipz+cEiOuZ+8EKRBL+pRheQ7+csUsbvLdgEvJh9evgaD5YrZb7fy/0/4fRw47kp9/8XO+rE32ubJkZzP6L49RfMP3aX/5Zapvugnd6x2AXkgkEomkx7hrEEJgXb8DpT1Bk5gwL6kOtuIKuWImfYlz51QZwxKN4mrtYqoSmSAnCyhxzVIiihAo4XBaJWFw+/aOG0lIVZNw0KeuUhY7dyCE0blgFHSDrwlLxERYhMOoRhgFJa1JoECQmIpTFwY+Nciy5iqqWv3xUoagak8T1ZH0LALIaKqnobUSrwgkzQFbgnW0heqSRLF2v8rWejetEaFYM9SYNtazthSjrCZWL8S1x/a6BD/BqHBkdCEQR21GE4cnnZY9oXxAhAkYYba0rSEYm/QnLEhE6szZuhpLRHteEzIFwbyGVrK2dyP9lUhJDdPh8nW8IQVdCcLdmHR7GmLWBDFLAt1AiaSb2Wve5oRxU6LBgxKwNTbiXP06H1d8DGpCQLdosUAQpckU5GyaH6uhkhWo6/jACREzFTYtBBT8RvL5YsJgogCjWE0BMGpubhhEr5s/rNHgTjDfT9CGJj2fLbsY1rIyaYEgVWMd1nQzlVKkTFjXCYXUtGVj50q4L60hleLyWrK3V8bPH1PM7l2XuN1XR7vmj0cYNxLeDSLBosM8NfbaleT4qkxNdtRcPSHoU46vmjyPacbsjaY+E0aHy6IYOsJjmssbhkaetzy2TzME4d2VGF4fmsuX4EMcydit6gT2tFCyezNZwQaEocWjdxsGLaGapHOFND2tNUyFu4JPqz7FZ4RA1cmrrU4uYBhktbrj4xGzjkh410W2eT1t2KviliLqrmoS7zEDg4LdNWSv3s7GihY2VLd30BAnve2FgSuodpHDoHtIgVjS58yZXMy182Zxne9mjPZKeO+22Is3OyObx09/nKlDpnL7p7ezqj45wp9isTD8pz9l5G9/g2/5Ciqv/C5qQ0O600gkEolksJFO6Olg4mtOXRJ9vqIaI6vbSe5XX5C1ZS0T1q42J8hRgTjdpNcwKGvysr6qPcHsMPJfTIuacOZIuh5daPgSfS9jWpWoZtLAr/ppD7ZR6duGlhBhNmiohIUGhk5Y02K+mUkIsHhDMZ+50NbNaM7klCtqQwP6prWxyZ6SoHAOCw0hBHbFhqpG9gvY0eAke2dVpKnpxiO+Lce5nTx3aZJZsaabkYU1Q1DprmRJ9WLCRjB+HZzR1FYidgyAkWVP7hykaIhTr3HUHDZRQ9xF4CZhsDFcwYZQGe6wMyl9DoAFa9L1z/Ga+9sj0b0L6pqxte09p25nptUKSqfm0Ik+xPHFjG5qprUgRuUqHLvqIv0XpvCwrYGiLfUII24w2qC387kz2WTb6fRR0+aPn8UXwOJNiRKOGQRN01XY80VCswyEMLDuqMRS25SspY1dmmQNcXxAlLj22EhZ/EjpdkwgjgiEii7MYHBAgztEjdOfVHdwT10swFVsc8QkONGEPFFDHMWMPm1ur3MGqWxwYy6sdbwOna11KOF4yq7k1GQCix5mSNt6DF+CFUdkGGw17SRt7KD1je5Ks8QRS5uU8DwAViPZrcPAFIgTrV7y2zZDoD2yP6G9hqCqzU9Nuz/epFifhKlRDWuENCM2rrXt8Xde1Poisfmba11sqXWR19DCsJ3RlFTgDrtB1XCH/eRVteFoT1ZWWeqaKahsxtrmThpTR2P8nRdd8NvZVpp0rEj41zyfgT0SXC5qbRCzFBEdFzpFZ9eBjmW7QgrEkn7h5m9MIWfKXB7VLzODbyz/a2xfnj2Pf877J+Pyx3HLklvY0LShw/GFF1/MuKefQq2ro+L/Lut09V4ikUgkg4dEbZbo8ItJYkCijJo6rOt3ILx+U6tSXYGia+Q2mPlmCbgQloi2oWFzUj12fwOWRH+9JB9T4sFmEieh4TBbal2UOctYXtN5EMf1zp18Vv0ZbtU09w6nCbZkeL1srHVS2ZomqBGCrG2NWJ3mvjLvHoq37UzSgPnXrGV32WdU+rZFdDrxCMJhTCE4U8lI8i9scQXN8RMQSuO3mzjUFi1Apr8+WXgBhGJOt83ougK/4etwjWJBpKIbFAsIg3Cib3JU+FaSBaadrg20BeuSGlTa4GFnQuRgAAw95ucd0xqmLExEtysoGIaBRiRCcFTT29V8t/RDaN6Z2rFOi3ca/CoyCQ80tcSEs6hvtLXNk5T6J6QZfLy1IRa1Wdc01JoWbC0+slt8sXotgegCS/waVmrN1Lr8MZNkpc1N7ZdbCRtxS4SMLWVkbokER1KUJD/u+nZPPI1OFxYTijCFMd0XQPMk3LupixqqP+n4RFI1xIYQMYuOVB9iSNCsC0G4vhX8QVJ9iGM3doRwxPc1UTAO6ypGwphZDN1cVHBVkWp+HrfsTvaXBkFuQyu28rqELeYigS0SkEtp3ZPQlojPbiQac9S6RYloQmOLe6nnjtUd/zfaxth1i2imLf5IcDDDwEiwGggLDWs4LmSGE6OGR/73BMIIDNZ4K3FFLCtimuKUa+FyuzCqvgJDQxcGefXN5H+5gVQKqxvJdMWF3ixbFjnLNqGVVWPRU6wsACKLduh6ZLvZA3tzN7LHCDDqm2K+1xafB6uarBHWjXhu7s4fYdFhMaIHng1SIJb0D5aIP/H/HBfxie0UxKL7Yfv7sf2FmYU8dcZTjMgZwY2f3MjWlq0d6siZM4cJr7wMNiuVV34X7xdfdCgjkUgkksGBHghhhBMnMuZsRDNSJ6oCBQWrquEoj2ghdlRguJwdKzW0Tk2mc1o2oYQ6Rlvu8HeiH2vEzDmgxs04PWEPPjU6+TPLNkVMceOT8dTOGpGF2uQdQc30QRQptuAWPUiG6iHD5UNRFLbWrqDRXQkCMoLhxFMDEIrkU7Vjw4jZUptpdGyKBRBs8tWii2Q/ZosvhDWaRiXVNFWYIohiGIQ+/hB7TUukK+EO/Yj+vbt1Fz5PRGvsqWdHuAm1oRVfazuL27bi0QMoFgvCMLCpbnI9e3CGW/Hq7Ul98oRUQqHk4D45G1bj/uhj8w8jefEiNYp0QNWpaffjNYJoqYGJ0rCh2smaXdU07kzJMxupt1Xt6I6VqiGOtsEAQv4AK17/kHaf2YfyoKlBtLp8ZG6IC93OgEpA1Wn1mSaw1ctLaSpNDAhn9iik6QRVU3O3NVDL2tBurJEpuY4wfeP9gYRrZ/6TGoAoQeqjwemlMup3L5L3mR3ROwR/82yIa+sSXdQUAC3qayso2lMTUTrGtY+JfVJ311MQuZ9SBWuBIKCqbPBW0xpoiS0mGEKLdKuj8N7iCdHgiQTHi+xvClawo31rkjbYohsIfzPC05gU8C2VpIUif5Ah1Q1YnN40d31U6DI6HBf93RvS0A3DtJCwWiN7Os/nbZpMm/U5NQ/b2zcTE2cjY5q7zTQhNtBjJ1KFzrrwHqrCjbFzN6vmsygUG4Y9HwBFEai6ilsP0LJ+Lfmb1sdF+ZQI0pn+RoQagKCT3LbNjNy12XxX7UVytCk28/3hNK+JNZwy1ikxFuJjlrrgkTAoCbGwjfIaMneaObxtjcmWNGAuhsTHV1DTlmiGH6k+pQ8ZNc3ovnSLlemRArGk3xia6+CvVxzDLb7rqMg6FPHmDVC3Ib4/ayhPn/E0hY5Cvv/x91nbuLZDHY6pU5n42mvYJ06k+sabaH/tv/uxBxKJRCLpLt4NZSkm0+YEpa6946RECEGGP0RiMBxt5VdxIS46eQq5IaohTjMRt4SCZAYayQg7OzbIMKBhM6J1T6x8FD3kBWclINjtLGNXu5nXN6rpVGKTtfRmvkpkEpnoI2evqWR5xU4+LV+VFHXZACxhL45QK5aI4FdZtpD62tXJY6IQ619YmBqRgAizyb+TsBHEMMyJuJmC1TQTDRlaknbK2u5j6I7GBNPTuJ92LB5NpA0Zu6qwtO4iw5/GnzRC5tZyWtduM49Tg+gIdN2gfctO0A1aVB9YFAxDJ8+zhwzVDJCjxPy6ExYjUkymLYH4fREWyZpNg2T/7BpvTWzCqwk9ZnramRF2Zaupja1OvfcidTi1QFLbVCPMR3sWgBpA0wX4g+Qu/5QMvx9hGKhhDc1Q8YU65oL1tnvRYxo/8KntWBUFBYWcFheBBG2XIgTCMGKaXGFo1KtOVHSskdQ88XzBZp16Qv5gEPGAambheN2GmiCMmvdnrW+PeS8RvZejz1CioG3iW76iwzgKBOgqDqc3qXCS8CFAb2xP+FtgdZkCiyVixuuLaP+qvdVs9dUR1FX2eDeZwmJEM2wGqotqQsOUNZlm1KpuBoYLGUGzBwkLIoqu4wq58IbD1DqTU43tqqpBVK/E5ndiW78De9SfP6GMxRUwn4fa9aagGNXNJqwzJeocw5rpr+re2YjV6UFRlCTrCEMYbHF+SZ23o/YZoFVvN6+vSL6GiYK4Icz3T3ThpzHUbgaVSkIgRDTadMICgWqQ37gtUn88In00b7NQLGZpQwcthNWI5PfVdHDVYkuTri2zvD6yWJK4uKKR1hxZRPrrb8HeGl9s6eAu0byTjHB00dEc42iwvKR3btRCJPI9COoBGv1NMZ/+6PGJv0X/tu+pR92SGCG9a6RALOlXZk8q5sdnzuSS9lvwWAvhlcugNZ4LrSSnhOfPfp6S7BJ+uOiHLK1Z2qEO27BhjH/pRXJPOYWG+++n6dFHu51DUiKRSCT7D0PT0YQemccYKELrkFomZv4ZCCZNqWyNm7CHohPrBI1D5Nc2b4g9rQlBgwBLyE9WoI5cbzkIgTvsJhTxyyt3V6KFPRCKas3iZ3M1VeNvb0gSuoRh4F68lGBVYzzwTBpNUZzkrbb2FlxqKwoGbZ4Qbb4QQihJE0eLpuMLqdS2+9GFQIlE6I1r9CJjFJmR+0QI3RDUB/awx7MRoWvm5DFyTLM3hDUxkFLCuOkiWm2yljEqQFssVpSAE9T2DvKRIQS6AGvElw9doJrOjWzy1ZiCTDQCt81GkysYOzqzxQkItgZq8SbkS7Z0kprJt2wZoXDyRNyntlPtqYgLCgn/KiSY1nat2AJg6a54lPOwnsbEHghpAYgELqpx+rG0ubDqIYbXrsfqqkQIA110NJsPqQYt3jBVkRRhAnCGmhKiknfweIz7tgPZa9fFfreHBYpmoGOYiwotThCmKXVUC+kP61S3B/CGNOJ+rOYZxq7ZjqXS7IOI+toKQZse0fAb0fFLbE2yiWkHS4hI7TbdR9JVSFT8RaObJzwr9krzObYopkScuGAACem4BHgDGr6Qxi69nk0u0xJQM+KRoCvdVdQETOHKMJIFJotm4Fa9lAdbOqzp5Hl20+5TyWypQSDIbvEktQEE2TubsVVXoQWd0F6NN1ATWYxKfGd11Hg66iPvqZjG3BRMNWG2u8pTSSIKya4khhE1/Sdp0IUwTY4V4u8Na0ijtNGTMIbJi0GhsMqelrh236a6IWy6QcQF4mhieAsiECKjxrynhEVBGNDc7ke4ash3J/v3WkNhsmqb0NfFo15H38eJwx0WGhmaB9rKzYCCrWVYVQ8IsAbDDN9Sjy2oggCnP4yhhTvxF9eTFhmjd6cSdJHpr6fKW0ajLzmuUF1kIaSDhr4b74ZEpEAs6XduOm0ypx59KBe5fkIwrMLz34K2eIqLqFA8tXAqty65lfd2v9ehDkt2NmP+/jeGfPe7tP7rGWrv+Gm3ckhKJBKJZP8hNJ0KrYl6rQ27u4ocXw2KEY9eGykFgMVIyBspQNGCpmALcQ1xQnm/2lGgUnQtboonBLWe2lidoZCX2pAzOeBO5FdNN2j2hJIC9ohQCBCEohFQw15y3Tux6sG4li5WWNAabKM1FNcE6UKP5PQUbG1uQTME5vQ2fv6Wdi9f7WkhpAu8IY0Mb0OsWQrmBLlMrY8E10kWIjJUL6ihmEAoEPjCGrne+CJzbFxEOg2K+bsj0BQTwEWsffFSmtDZ3dpsalkjE/52X5i2gIoWmZTvCbbEBWKrhR11cQ1hYVl1TOhOvIpKJwvZ2u51VJcvjbQvIgToIXxhZ6xdFr8fe6ijSawQkBVo7LA9UTpq84VZX9XOlsbKZF9PIahp9+P27aLaHR/DqNwRFQ6UQBulbdu7XBRRg3FfaKtiJagHiEYfTtJIer0EPv089ne2tzpWoHh7AznNXnQMrE5nvD0JAmA4GqRNjWuNY0JD5JpHzWrdQZWAqsX80ZXodY4uviQGtYoNiUATWsxkP7rNPD4qlnc0D47ev9E/hMMGmMKcff1OtNLqhJIgvAEzQjyC6nY/je4gXj2yqKLr5C//nOxWF0IIDF2PL0wJkTQecbP25CjttoRFIqF0jD8cPQZACal4wmEIOBGam3q9PRK8K3l8gUiU68SNCXULAEvMOiLZ1z7+oguGDZrcCYHSIgVVodGsuRFGZJnCH6BoZxPF22uxOX2EU4IEGkbkPSkMnH6VzNL4wk/MhzjyjMaEWIsF27Y67HvqEYZAKArOoIrx+QaMbR1NlWPrTqpG9OonBRRTwG+E2KnVowkDJehE1K1LOjwjYa6uYNDmV/EGEheX4ldns/MLGoMVCbvMfc6yrxjSvjGtkOvUEnzdQ2FCUR/7lPfa3pACsaTfURSFP1xyBKOmHMlFvl8SDgfhmTOhNv7QFGYW8q+z/sWsEbO468u7+MOqP6CmRN9TrFZG3HM3JXf+Cs9HH1F1zbVo7e2pp5NIJBLJAKFHNB9+EcIajkSOxaDWGYhNyI2IEKZEIuyGDNWcgFstCYJMgqYz9luiJsWsSzF0IjbECcdGJrqaihCCHfVuap1+7GFnUmoUxRDscZbHBCAzx2v07IoZ0AthCsSGgbdiHV9+tjB2mmpPNSEjrtlsClVjjQjEO8I1saZ4gmqs5RYtRCgi1AR1M+9rmu6ZuYcThFpHqJUsfx3ZbVtiQxMVilIj5SYiEJQ1xbVHQkC+qxT8bTFNjBERkoQwhfSdWl28X5GgP2pIQyhKkolyVCB2B9UEzX5c8NIiZuVKMITD5e00wrPfXRuLFo0AxdDId+/E7q7GHmpD0XRKVq7DGvFPN2KCnYhcn/g1UILR3+Mtzdy1nfrNO/hiz54kQTmsG2SEnKjeXbjbtqRvnACBQou3EYGBVfNCOG6GHb1Lh6/ZFhkuQVOgkmV1nxONAJ2I1dmeMkePX7Gomb6OYS70EC9qxNqScn2FQDHC2ENOHCHTr9mvm7mK26KptWIRepMFhHTigkBQHaqiQk0UrgQi4reeLu+zLRCKPM9mm7U8B4puoAuBxR2MtD95cUdUNlJY05DUAKuqM2bNNmytTQgM8uub0QxBIJyciildNHAREUajpNyp5r+dBGUKhnVcG6rRN5rPrC4MWoPt8b4mlPdGA2sZKvjbI/VF/VsFNt1MfWYIPWGkRFJuZldQpcGVIMRF9tXqrYSFGhE5FTJ2VpMRUFEAmz8UX5iICLtGxA9XSYkjIICadr8ZXTrFVFlBQag6aAEczgAWTccwBAoCW3tHc2mrEQJDxxBmHuAOPuyY92si0QWD6FJF4iGOUEvsXQPQpDlpVCORwiP1qEaiFUf8v85S3NXr7QQS4iAYHn8sAn73xWEpEEv2ExlWC098dxbWEYfyLd+9+JUseH4+bHo9ViYnI4cn5z3JVYdexb+3/5sbPr4hEgUzmaKrr2b0X/9CcPt2Ki6/nHBFxX7siUQikUjSEdZ0qiJmiToG1bo5qc6rd5oTs9gM0ZzAKobAEAbVeos5AbdazYllSs7JRBNBPcG/sl3zmEJjxBxwY9NGmvxNccFLU02tihDUN7qx6X4KnVtj9SkGbKlvjKQuCeBy+dEMlW2+OnShIwwdmz8MKFS4yyhtq8LuqTCDhCVpfUz8mgurRTHzHUcmuZ6gSpM3SEgzEIqCVdfiAXsSFC0i+m/UbxQRE4gVIEP1oABGOC7chvXo0kIaEqLRNrqDZIRdSZKAtX03QhhYAqrpgiQEgYgGPmCEyVBd5HorQA1EhC6zvQpKTIhXNFOL3egKUuBMDIxpjo0vpNHgCuL6ZD3Dd1YmnT+kp0y+o+a8QiereQMIsGLBFnZhU5PL1uqtBI0wBsSiOUfHKnftikg98Ul6RlM9mRVlWFOkUwWBNTL5tughBOAMJAf+ijUv0j5HoDlmWm321Nwe0gzzGke2OqobEZt2EBUiY9o9my0l6FCkDpHgR4qAFIE4iVT/3WATdtWZsFtEIknrxBaghMAdamLMmlJyG9xEFwyEoZkLJELgDoZxR6Jfq3rcQsGIjGdhwjVWUmyrA4aKJaJVFnYbSliPmNFHRiCuDo1ty/CHUIIhsiM5yx1uU0Oc0VgfK+cLa+yO+BIDtPnVDne8kc7OO3XIAHsk0BlaiKxAQ6wWTdexO/1YPFHh3WC9sxSbt4xsT3nSuAIEUbHofgi0JVk9KEInx1fDEOdmLFXL4krURIE11tQEbW/MN96ImJ8nnw8i74roeaLCXnQRIE1eczWoUtXqi1txxLT8kVrUEAVV7QlHpB/DAucObJ5a0HWI5l1Xko9JfKwyalzogURf7eT3pE3zo6DHhE+3CNCieUAIVKOj1adiGGSoHgSCOq01cU9SOSNFKKcT94yukAKxZL+R67Dx0nWzyRp5CKe23U1z/mHw5vfhnVtiOetsFhs/P+7n/PGUP7KtdRsXvXMRH5Z/2GFFMP+MMxj/4gsYXh8Vl1+Bf23HgFwSiUQi2X+0+cKIWPCX+IQl0xkgp8mbIPxFNcQp2p5sBwBD2jfH8sxCXAgOC5VyrZHGoJttbc1sDVThUdtiJtN1vnp8if60hk6LN4zi9GDZthvF5cUiVIa0b4g0REAkeFNYNyitacWleglHU+rUmd+lqODq1H00GW5Tk5dGvSZi2wW2iCZJi6wDCMP017PoGkNaI9+rSLszg80gILfBFUtpYjYv8rsRXwQQKdGYU4WDqJ+hRU3Q/mL6U8Y8b4WgzNfC7rIvyd3agL0xVWsJjqjGNxzxjTUEKApBXafVF8Yf1jBUHb8Rpl5v76h2i1QYDOsEIubEiWa2DcFyQnrcvzjDaZrQ2t1Bsqvbk+wDCtylKEayoNpimJPkqNbIkrqIkmaCn1+5Bxq3ddgeLe4KqLT5OvoJC6Lm3gJdCNp8CRP3BGGs1mlqBxVDkFleD40tRG8UZyStDor5nCTVHzkmvl4ksGjRIGPxcuVtXpq9IXJ9lWR4qkE1x6xWb02qr9UXBkOQFWiMjXm51kRTMO7XWqbVm5pkQyXPU0ZmoIFdjV4aXYHYYoIrwazVpgUYuqOB4o3VEAqnCGEGLQlRu4XVAoYgkOAmkapZjv6V4Q8mbTcF+fh1DYSNDsJ3aqC7logm3GKEUNJFIE/RjFsDzVj1SNonQcxSJWmdQYCipU87JRQFFRHTFieORVSTrzS60ZzuSF1G0r1v1c0FpyhJKawAJeTBkuAnHzNVjxQrqG6PnStqMp36HlAMA8MwzJzQiV0QBoYwaPIE0zwhHVEMAYYa8XkWePQgIczUa9HjjWgjAUtIQ99eFduQ5a9Lk3882XIiurcmsBOLqpHX1Bbblx1oJM+zGxAEidyPutrh8TaIm/Gb79uIVUQPdMRSIJbsV4bk2Hnl+7M5ZNJETqi9lU+HX4XY8Ar87RhY+RSo5svx7Iln89q3XmN8/nh+8cUv+MlnP+mgLc464ggmvPYq1qIiKq++htZnnpHBtiQSiWSACGo6qtZRoABTq2FqchTTDzCa6iNqtmuNCJNGR1M3YRgEwjqhiNCz2+mi5YvNZNe5zCA2FospRHgD2Bpa4zPHSF3hYIDdWgOusCdp1qtETFqVSBCdUDAuoBlCoIajfbHE2mOJBbsxhelUzByigvzEnLuRyaOwKCiGji1Bmwdg03wIBJluP3m1CX6yqVodAaqupipHkiZ9UYHOYkTNixOjDke1jwaNIQ9+VUPVBUrYjGi92V9Du56cjsgQgoCmg65jWJWYD7E3pOFt9hI2dFy6L5YfGMyUQjEtvRDYND+OUGsHv1NdmIJhWGhktvjIr3GSW+/G0ezD7o2n/DGFzGQhUgE8IsF0OUVLZvpxGoT0uPA6pGJ7LLeuQKAlaJGEEFFDgw60eAKEguGYkKYlCGipwllIj493tHxStw09SaCOiWoJGmIjojFORRHEzJIVQ4OwLzm9V4SwZsQ0l4qI3wfZrU5IuJe8esi8hQ0jEhBKI+TaaOb/JvExMluZETK1s4ovQIFrZ3rfbUAoHdufau4aM4/VDewJEeKz/bXYVC/RZ6vR1fF9omh+MgONMeFXjVzHDNVLlr+hQ3lbdS1q4oKJEV0sMmMJtDY1oKUsqCRqnQN6cnRqoYAmMBeFDMN0gYgVF+Q2eLBXtqBur4SwyoiGz3EEzHZZDI2sQB32oGk9o0SsZaKH64ZAdTdE3i7R51+JC8QJbiHuYAiBgk3zUtgeN/kXCPJcZeQ4d8RMhy26QWabH6uqdkiDh5Fscp3v3hX73RIZB0N0vKbpzOcBDD1I1EfdHmojM5S8YKMIg0jcuMTKUIRBjsuc5ytaEHQVixEfe0UAQgdnFY5wsjxg3k8J/WrcBYZGdYIrx96QArFkv5PjsPH8tcfxo29M47rqs7k+6zHa8g+FD38Ojx0On/0e2vYwsWAiL5z9Aj879md8Wfsl89+cz9ObniaYELXSPmYME/77GvlnnkHTHx+l+sYbpV+xRCKRDBAV4Y4T0ijRNDxRzZ7FMOLBciym/7CFjqaiQgjq3cGkrX4jRGazi6jJtECQtXEXjh2VsWJKJDhNEFOYconkCNVKZKKf46shM9QCpdsjO6DWGaQ2IWWPiGgHLSJiQmpAKJyilYxokpWEybUBNBuuSB8VLFqCNidFMwQkaYij3tNKzHRaYGlzRiWo2HHptCDWSDRlQwiCISdFOxrJafLEIhjH2ieiJrXmOVoNT1I9zoBKoyeIHo74PSdo/fRQPI9sYtCxxHRLQ0ubyAw2kaF64lrPFCqCrQjAFlQxMkxfVUvYFDIMERcaUgkbieOfMJbCzOO7U6tnoz8eLEuJtBWg2RNiW50z+XAlnURs1uUvXwNpxjltw0Q0wVGaq6PrKfWYgoNiJPjZpmi7oqexGGEsqabmsZs9pe0RzWCiSe+w8rKIsBk/0oCY+X97qB5vQpC45CpFRGtplrca4bjvdsoQCEWJpSXLr3EiELiDKqphmGnUgOpwe2yhx2Ik5+HODDTHBGhFsXRYSLFp/v/P3nsH6FGVi/+fc6a8vW2v6RUSQkIJAQSUSFAUUeRiA0UuNrDhD5XrFVSuomK9Nq58BbzXgkYRQRFFwAYh1FBDIJCe7CbZzda3zsz5/TFv3RISCGzK+eiS3ZkzZ06bmfOc5znPg+lmMB2/LkJVYp3LsjOwqms8jy1uReuIqmgPh3IOZmF4VM9WewLvKwyT9Qq1GuRi4/Slc2zqTZfL4aGwh3NkPV+Lajz1PEZ3l+8Qr/YOVeWrfR5dI8jIrRBla4iqQmQdF6kKCDdLtYdvvx2K7Vf1vCY27SK4qYedIywUAumtNeUxncp7sqRhVkWfBgqwh/ztBYNell3e8Kj3jwdlQRxGe5cveyWvaQpFMLuDSHoDdr6PwPBW6NtYrq9CEdo+SMmngT0iDrKrqrTOCsRAF2T2ThbQArFmQjANyWXL5vCzCxezwZjEog0f4cq6r7EtNg/1t6/Cfy+EHy7BuOcrvDdxOL978285of0E/vvR/+bNt7yZ3z33u7LTLSMape2b36TlC18gveJ+1p31Vob+8Y8JrqFGo9Ecesga7UPtJF1VTfI95Us75WOyKE1WaVpK/y151i1NvIZUliHlC8h2rqfs7GmUbJLLF0sxRpyQ4t/h9BYADDfjawyLZbCe3VpVF0W2qLkIbOkBT+G4XtG8tGhe7eYQnkfe9coTSiUkjuORUXl/gmtIDLeyB9Iz5cjq1pQxn3eRedd3HAbYgzlET59fp7Kib2yjwFC6u9hWGTZtvhuZ87+XO90BXwCragR/j2clFyNXETRdzxfgrXwlHnQZAUMlbds4JtN+O/geh4PDAzUphBBUh1ixMr4ppOvV7lG1h3Kj+k4gahz8VAtNvtm4R583jHQqiy5Fv1A1NS8hC0PIgS3lvzNenrWFqr3CI8xuy/UdwyqtFBLLKwrm1fcRnoc7wqzXF+BVuZzVok0lPq0vMASzO2qvHUNDrIB80Uy92pQ8kOst75kWKLb0pRnOOVVCR21dKs64itYUsvIc2UMVocr1PF/YLf2tYPtgDiNfem5hl5Nh13CedH9P2alctG8ryY1dNWPAbwB/OcF001iFWqsO6RUovVdqns9CVR7Kw3DGtx4oC4+jNJ4Vtvdna54tpzoUkCoXAcfxNZOl8ZdVlXbpcnyhTQylGTmAa/7yKu89JUQxVnDl7gIBRRPo6veEUFWOwkaIz/52FEaZKxuFwqh6C7dQs6gAYBX6kV6hvKCilFe24CwxpDJsc3eVS1mujgARsMolMrMj9+UrlFf19BZ/kZ5TFHb7KLgeA9l8WfBVQKAvzdj+wn2fFfkqKxKxc2DsxardoAVizYRywowG7vjESVx11nz+kZ/DkvUX8Tr3e/xv8iNszEfx/vUd+H+n0vHjpXyrP89PD/sQTcF6rrjvCs64+Qx++cwvyTpZhBCk3nEuU379K4x4nE0f+CBb/r/LcHp7X7QMGo1Go3n5FJSLPTh2ODyhYNdwnpzrx5ksCwulvV5SsD0/QMbLjZrIZIuaxbGmN9LLs8XrJacqXkbLE/yiGWq+KBTkvTxDXmVSJ4plKOGb0SoKnke0d4jggK8BM5wMIlP0c7FzAJVzKBRcgrkdRIY3+Y6gMttI7PRDy5TMWhVGJW/l1zHUN4jo87VFnmVUOS4aOa30YxY3ru4iVKWp9moWDXxz4+pJeElrVxIoM6qAdGs12b7mXFbK5SlcURHO656p1fL3uAP+BHuEFlIAw0Xh1XMdMl4eR7lFx2iVdJ7026E9GyJlN9fk8dCGHrYPZssmqvZQjoLrCxilqb6vZRyJqPVuW6P19sebRCBdj3D/00XPtSPCBVULWrlhlAIzU0DmHXZVWRPIvIORKRDvq+w/Lu1bHejZWtFwlnAV2b4udnVvLAqwlfsE09vZlH2hUgSUH2bHq3jZVSO8Bu+WEcnydh1Q2f8rRu2trr20P1soaihHa8efzXWR9vIMFhdTyqFsB4eKjrkqOe2q0joWippMWRUmrd/z23Mo5xTLpghk+jDzBczivctOr4qLCMFMF/GBZ8t9Jt084fSWqv23Y2+RC2W7MXIVk9pR8WmL9Hqj45NXX1PtZXqUd+/is1DtqE2OCAu30xkcYcVQdX3VL/01GltRE0rKPwLBHYNYXUPlsvo2MZVwc7XisF/+gqdwRpQp0J8ee2Qpf1EhUIzpG8jtIpjZXn6PeEPbixrX2pU7eyiH/dzm6hrhCYUwKu++6PZaba5QHsbw2M7rqutQvcihUEWThdH7pcEfX5vzm0l7vvZabOsvOwncU8y9Sq3RvAJYhuS84ybznsWTWLmulzuf7uYXaydzZfeJxNQwJ8vHeL33KK999GYWPTrMDcLmT81H8HNL8JWVX+F/Hvsf3nv4e3n7rLcTmzOHqb/9DT0/+Qk7f/gjhv/1L5ou+/9InHVWzQOq0Wg0mn3LJncnYdMa56w/fRvMumUNsa/FKJlMC7bkexl0CiRcg2GVrbpy7AmtQlDwCgxQIOtmafCay+/5nOOSLeTJqWx5rjbsZtniDjNT1QO+8FObn2JdzyAD6TwyGMLIV7Rp1QhX+Xtvq64EMIpOouRYjn3wJ9ECj8C6LpifqBFmjEIa6bm1QtoYJsZuWePop9vljTTFLJaxRqs2YlLueeWy+wKx3ydOoA7G2Beq8PcSuqNkJoFrGQSyBbavrQpbZLePGfYmLqPsRFIIBbCKnmgHHX+hwRmh6fTHhqj0/UitFuBUx6PFpTuzHstNwwv3AO0YSISn2JLbSG5gmLB0CbvRqnrVahVxXOqf3Q7AcFNdWWPUuLobIUDJRNW1gv6iR+pweitD0SmAPwbq+h7Hy/TjFDXj1SUPZLpHmS2HPJOhKqFmUGWx3AwhdkdJQz1iEUjWznPGdDJVzqEoXA0OI8N9Y6ZJF03vpVBI4futFvnacTkqJnFRWLSLjsTKSxvCKJcnX2XKW1AOA1X7wX3tocTKFAj2DkNb8T6MNL0tln+EBthwc/SRo05GkcJgpBBX0SurmnxqqNZgUowrXD0Wi3VMF4ZwPX8hUI7QxioFG90dtKkIQRWoPVeVu+OOfFYUGZWvCcmmAJUtkM27tUkZren2y6/80FcFF8+Q5bL5FgK1ulB/OcQ/n9zQS3eyvXKL4vjq799Fzhkt3AvXQw5lkBH/+kzBqVg4jLOmI5RXsugv39/zPECM8Hzt902kawAzUvT34ObHzVd6Di4GCt+7/0C+QEDuuV8hLRBr9huEEBw3rZ7jpvmTlUzeZe32IZ7pWsIzO4e5c+cA4a4HmTt4L6dsfYi3dHVzZ6CBb6dSfOvhb/G9R37IqR1ncPFR72PKhz9MbNkyuq64km2f+096/+9nNH/6MiLHHz/BtdRoNJpDkBoVhu9Uyzcf9fzpmRRlmadaGPZtT8fO0tejeWUhoHqS2Z8p4ElRM/Ur7WssaYyrNa+iqNUqx/oUYBQn/oZbLZx7voMpzyvrfysTaq9oyljrCbqMFEUTWl8Yt4dzeGVP074gVtY8FVyan9rASLyi3sgYtZe0ltJE1sgWsLPbas4p10OIShwXpTy8bH6UMOWfq+Q3UkMMvtn3aMaesQrl4YZCZCMmVjqLpxR9+R1EGR06x++PqvuNdJpFbaiVQK6XgufiOQNs3LQJEWvBELIsMAZyPRCIsLk3TXPJhLPKDFoWPOLPbKEkqmZUnghVpulqRL2EH2ppJL6Jb2Tc1uh3h/1YtVVIT9SYiCsUPcOrSVmtlWPjCAEjYx3nvN0Lq7Xl8s20+9avxdxpkPGGiY5K4987YhuogkPJM/Pu6MsUiAHRbb4WuaLJr/IdXpWJUB7bvYoWMZjZTjzXTy8Q27QL0eIVF6VGjr8qh3FjUIl9XOmnYHY7jBzmY1wuXbdmwWRrleMvQWVoZuqieJu3VzmBK2ZZled2b4BJxEacrwjjgf5sVXtU3ln5sna/GJ+64NLTl6VxRFm7vT4alEVJ5FaAmXN8IViBGzCR6YpGduwFxtHHlDQqAnE6jaMcQpYxKrWi8r4ZzDo0CUXGLcVeH/tetYsACoWHLLgYI7W6CqLdgwRFDoWBmd6BCphjGTT4216kiac8nKK77z0JyVVCC8Sa/ZaQbTC/I8H8jkTV0WNR6iPsGMyy+vG/MPfR/+H2rnt5wK7jS9EW/uT+njs2/ZZG40jOnfUu3nfDDeTuuovt3/wmG99/IZHjl9BwyUcJL1o4YfXSaDSagx2hPJSoCEtl4VOUtJzFPWPFiaYnipqesfb1KUXTk7VCHcXjrnLKe1RRxXivpcnWyJl78e88ozUd6foIzZltDBcnwVZhEK+YT9CSZfO9ksOYavmsWlMlqvKWyqkx6/VNGV08ZFkTOXLCOMKP0SgGvTRGwcB6Me+pCoK70iQ27sIzayUAT7nlfdUKsAazmJmtI+W4EfkpPFNijLCIV2O5Zh5vDqo8bGeYyPAWAnkPT0bL+61dpfxFCFH0ZO0psiq/W8Nhd0T/ms4gILj/sX/QaeeRbaJmj63neSQ29FJa3sh5aeyi0OGkxzbhHBkS58XqqIRAuhVRwDNkjQZvS34Hwar0G50dWE6E5Ibdb+8aN3xMUSC2DEne9diS30qsWpO6Gw1xnzeMozyGVAbD2TF6jziVvdJSeHii4uRsZOlq/hKCqAgW9/mDS2kvcXk3P7YwywKfULVCvKc8FL4Vg1KKup1P0eb20kVdTbpSXqP2CI+g+rzppEGaI87XapABGteux0OWN4TnPKfGqZgSAmVIdnU2k9i8fZR2eGR9CqoAVYsV1S0W7hnGtYpbGBAYI877OmOF53pjL3Ao6FNpmgn4Y01AbKu/wOAFTFzbxEqPuGBEBmO3YWWhpkB+LBm0eLWq2avc52boyw4QzUeK7/na/g2ZApWvfT17ysEo1L6X7UiiYsniL8UU/xj5zqxYkvR4gxj54iKrgoHc+FsGRqL3EGsOOIQQNMVDzD3xLXR89Hb497s4tuMI/tD7AH/amed4ZxE7cs/z/dWf5uifLuODfU+y5bvX0nT55WSffY4N73oXGy/8d9KPPDrRVdFoNJqDBjFiyjTeRLXkhTg8uB0j7wsCnhBQ3I8qqgRpFMh0foxYlv7k3MWrEsoUm/LwQku8cnF1eTx/D2l+jH2VhbDNcGYju5xd5bwBogETU1bKo/AYHMoX43KWS1L+zc4PELKMspBuFQYJWpXrR3pYHTW9rdacjSEEeZ5CDm8fdXwkwqvs4ZROrVDkVe+bVqroabpyt/GEUM8yKuGUAHecOEV+TiPMkQGJB1JiFFyklyc49MIoJ1GiqIUuOQWqujt9U2oFovGExEBfBnJDmMKo0byONMvemd9KV973qlxwvBFaK5/w9qIn42K4sHGp0vCVxmpBOb6pgapM5MUYWVg7BpBV2mbPGD01H1dD7AICEmEbs9gf/fHKAsjuNMSFsF32wK7GEZzLArFfNUChqrwGC+WVnb5VDtb+WfZAXuzbmAgRwN9a0STjo8tYNB8XxXBnVjaLQIxqOyWhPmxhMbb38opTqoom2RPWqAE+Vp9UX1/CKcbiLpXXNeWoPf1jkVY5Vhe2sMmt7Guu3p8M1cNHYI3Y4lA+5Y5eMKyqBa6qhPryj/jvsXywVu8/1nLG2O9qVX5+RvdR7R9W1fYTJf22cormytVeqwEMPIwqa5NMwcX1nBpLHAAhzRoP3OPV3BKV8e4Jk3QxVNN4DrjGQwvEmgOfjqPh/N/D+b+nM5bifzbdwkNE+ffmdxO3YzyZu5GL7/83Xj98Pz//1H8gL/kk2TVr2PCud7H+3e9h8O57dPxijUajeZmMq8UakcodY5LlW7gpjIKLJ8yq1GPPARuNeOWP4uTK81wMZzNOyJ8glSZEw41RPEMW41j6mrFRpZKCIXewKraphxSCsF2rTfIUeIO5EWbclQIabhYhBZ6s7KWuFqhRtU5hdm9+OpY2aM++VUKpGmGwJgu3dg8x+FqlUmqPse/hjtQ0G5KxQhVJL1/Tt0Y5rE5xd6EhMNxszR5g8CfwlbExwnO159SYbLvjlLEkjXle3heiqttg1F7TLDJXjAfrqZqQUiUhqaL5G6mVGu9vUaMtrLb6FlATBqmcZoTptWeNNl0fyo0tJJU0xJUlIX9fdyFsF+85/ngZbIuXPV57YwjEeadiCSFR+E66a7WB4fSWqlBHxTKI6hJVBOJS/0lRWTqLDW8cpXkcdIbJVuVp5F3fQ/iourhYmR3lhYCRjHy2hPLNgJWsFX3KnpRHXN8zox6vZHVCcfGtasEGACczZhs3m5X3Uyn824jSAZXxVV4zERJzDJtuxfjPc/EuZW/8O9yid2shyBYcMuFmcoH6UVckQla5KGPtNTfcLLLgUvMIjXHnUceEwHO9srfskUgqC18lMsWym1WLocqOleusyv+j3B8l7CpjZ9cs7rwfT529G7RArDl4mHYKfODvcOb3Cexaz8fvv5p7o83ceMK3WdRwEk54BTcPfJqzxB187N/O5vl3fYjcti42f+QjvPDmM+n77W/x8rv3fKfRaDSa8WmoFlTHoTJBrkxBPCjHzPTE+FMTgWCS0UhCRmgq7ngsaYhVdnCEusf/fagtUQ7rNK42qJhH9cSwNJmTVZM3hUdkxxD2jopjpBrhT+URQtbUTdQIRR7emNPKMUs16shYGr/SJL3JSJSPxTf3YaXH0Zyp6oi3FXPEF9tu51Vput2AOUpjC35IxUCuZ8yZsyjuFx9uiJJJhXGKprTlaD5ClIVgC19DnItVGRhLQVj4OyVLNWiKBZFljWpFEBPOwCjhzRjhDTqQ6yUgioLjSO3wGKb7Hop0w8hdttUp/DJU56VklbjkqXJc15ori86KSmPGtX2BaIvTM66X4lrVYsn9swABniEqgttuTKaFWx1WaPTcJ+96DBVjbZuiJJhQ0zZj5i9qhYshlaucgIrpcTHHTqN2V+xOd6DoOd0fncG+TDmUVe1tXERhaOzw0fjxx0uldoIl4c8X1DJ14Uo+5YHvl7o0xtziYli+al+rkqV6+9pie2Cjb4Y9gjozXC5uYCBb48DPNULlMVGy4qiumjmOaCbcke8vgcy7hJUF+I7+akKRUYzoJCSOGWYkdnGBK5MI1b5Xql4Ewf4M6ap469kxytvv+fWfajYTFSEQAsf1UJKahY1KubxR8uqmgq89l8W6D0WnICy7ZnHJK46HwWztM2GKfeMwVwvEmoMLacCi8+CjD8Nr/j94+haOuuk9/G+skb+97TYumncJqeQutiR+wmdaf8NZpx/Jb898PwPKYNvn/pPnT13Kzuuuwx0YePF7aTQajaYGa5R2A4Yj7TV/e0WNTLWZnicEpisICpuCVSVUV1kkKiFoNpLYxT2ApXuVBeJMH0qKUc6fJtWFEVKUnWqVCFpGWdhVxfgpVvWMs/irEOAaQUwp6Pd8h0jVTmqq6yEAZdjlvyWyYgZcTDu+drOWsYTfMc0Ai/m74cnlQwUrRv0QJGRlIpwL+AKsV9S19M5ooBC2ylr43ZkES1F0oFVM47TGcUJWjQYUIJ8Ijl9O5foClBTkY4HKHtLi9DgfDxIoOumyhJ9Drpgfyte2tpl1hEWgpg0Ldtg3ha3SR8n8LjyliCobYzdT3VLIKjlCUB1bG6cYbK8sOuStZJXmTSGU62tSq/MS/g5Q8NdqpOONKo8sxgzO20my0UR5ESCj8vSp0dYM4IekGco5NU61XDMM+HtbqyWOdmO0dhDACVY0a57njinYOa6HKYWv1S1tod3Ngk7QlKOev4rFgZ+HpGJZoKhdcKq9zh+n0nGZHmys0cQqYfim1QrEOP273e0vj4jeGQ34feQvIFSXUVTt+QZ/jAFVWzEqWtxqDbESxYW8MRYFdgzma0JUV8f2dswI6bDvOrvkRKry7InaLSOUlgUY9f6y0nk/LFvOP+aV4o0ViRT7d9Qi4Mj2FpBNVhaexhr7u1O45opCrwCiMujnV/DIWk7ZC37AlDim76RA4jFCSY9S/r7yiAgUn2V/4aSiIfafbjlGX5tCUi9rnZa9FA3xAeVUy3Ecli9fjuu6uK7LQw89xNFHH41hGBiGwTnnnAPATTfdxMqVK1m4cCEPP/wwUkquueYaTNNk+fLlAOW0u/vbNE2y2Syf+tSnWLt2Leeeey62XfnQGYbBW9/6Vn73u9/hui75fJ5f/epXTJs2jWOOOYZHH32UBQsW8Otf/7qc56pVq/A8Dyklxx57LEBNPUZiGAZveMMbOOecc+ju7uaTn/wk73znO/nNb37DypUrWbx4MW9/+9v53e9+Rz6f54EHHkBKydVXX81tt91WU7ebbrqJFStWlCcjUkqWLFlSvr66XRcvXsw73vEOTHP3Q6TUJyPvs3LlylF9U2rPyy67DIBrrrmGYDA4Ks+x2rw6j7HKULpnqdwYIZZvn0F40hW8OfQI8u9fpe6R/+Vjp17BR879M3/f+k9+8vj/8YT9Z37VZPF/rUcy77lzecfqR5n3zW/R9YMfkX/DW0idfx7tM6dgj+lJ88BmT/ri5TJyfLzYeNJoNAc2Iyf7jhlBiYr5cMH1WPXUY6zfNkRbKk1jIlKenwkEFiO1Gf6kNxNqwc731cxzyqaFAjplPeu61rPNDRBtjqIUDPb3EjIUIVTRw3OV8GCECJouIdtg13C+PNENmIKMU7pzETsK+SxSCBw8MqE2gvmuUWGXlDBQyuXpZ9biSoO6sImJJDPgkvEkwXgQpWDnrh5s08WOpsbVbo0oAUpBf38fHoJUIlG+Tino7duF4SmScZtcoB4PSd/2LeC6zG6YQteu7exKD1CIKibFRVFAURRCNoWghTGcxxMeYxl2lpvAlDWmpkrAtm3bSPakiakQnlC4lkG2IULhha1kRYaglwUhCLc1YqcLSOUhHJdtW7fibNlJ644skXCYhrq6Yp9I0n09KCBg1fv7mmVFcKozYkAWicApCiFCCDLhKFvWbmByVmJNq/O1pLhs2ryR5q4szWZFgC61o1KKdDqNQNDa2lqj1U2ELHJj7Cd2lUfX1m24W7YSDocINSXLWl3TyRDI9SARbOnK4PRlidS3g6jVvFoeSCEr+2qpWEbsmtrCcH2K+I5n6evrA6A+FUMp6OvbRd+uPuyATVurL0ytXbeRnQNbOTLYBEA+0IjK7GL7zh2Ehwq0WJExx5fyFNu2beM5e4CjU80k+nIoZxDyLn19u0inM4TDIRJJf3zK8oKO7wm+q7uLPmOQRCI5Kn/TkHTv2E6kp4CZCo0hewmkkAjPZaC/j6DKEUp1lOtbyrPcT/gLQxsHClDfVO7DbQNZpOEQS0YQVeOyYMWxClUKDU/R1d3F1pQkpYKAwhMSJSjfM1pfR19fHwpBMpEAT9HX18fWbkGjp9jctQNTGrRPbiQTCxDpGmTXTt8KQnkNY+57UArSBYf+fv8e4daKFlwhcEzf0qAkjOfDNmIwR7Z/Jxt2DjNsFYiEwySSKVzDAs8B12N7Vxd2/wDReArlKdYNmIQ9gaV6MSXUpVJVbe0vPv7rn/+kaajACTPrEEKyq78PqRSN0aaix2xBf2cKO9dPYCA75kKcIYzyM+daRo03aCWgf1cfXY6isbmJvOtCrsBgJFNu46b6Ojyj9B2odq9WOgJ1MoaDSybkxyoP2wYiVzJnV7go3Lyir7+PbNakORAtGkVIkiLE832byIg8iYbQS1L3HnyzfI2mirRVh/fW/4EL/wqJDrjlQ5jXn8apKsQv3nQjN595M+fMPotow+M8u/i3XP0O+MSb38I9jXOxbvk1Q297M9e+4b2c+amfcvp3/sF7r3+AT//mMX74t7X867md9I9jkqbRaDSHInKEdmMs7cmgW8ATLgJFPmrTvaAdhD/ZzsSm1EyiPXwtlSX9Bbtqc0tLGOQC9aTDrVjCJOyE2RZqAyHonVFPyFCVSY4ApSR2UduVt5O1WgQhaIwFGbl9M9V+NCrWXBaY89EAmWi0RoDyNYP+LsuAMJGur630y+uXoGBXMnaFh7EHGoyRzmhMocactKlyZpKCFSsvKJSPltS4pRBPtkHQNJCGQBbNIV38SXxJKWYV93Hn7RRSQCxo13iUru6jUh37ptZXYtBWmyeXTZq9yngoqq1iXqhc0KBZ2vda1LQja+451W6pKZt/b3CCFsF8GFNJZFHQHFZZcjiYzhh7I4Ua1f4jvQRXO7mq7M8dX/EUyPWQiwdJhCxkUauVC9SBFGWNarAvgzU6mDOutPEMSSYVo6zhBXJBc5QuNqMCeEKSDjUSz9t+MwogECnv3VVC1GjuS89MwaqYe0vlG65m4yFCBMjHbcZlRJFf1FfAOKs8SkikGN2GI4UjgJCwaXHi5ANGuQ52flf5vIvBLqOBnUdPY3jW7PLx6r37MFKbrYqWCxKveiyPs4e4VA8JpJVF14yGshm1UL6GGDH2Pu1RdazWugp/6wX4Du9sYZKN+++3dlL+3veq0gxFOoqaco/oThdLQkwGsU2JJEJehPznRYFRXa/S9oHdFE4V/xZCkU2GRpe1iI2JZ0rSDVF2TW+oOVfyLaAMAyMQxOxNoxSYVabWhmGghCAfDSDxRu0hVqXlOBlECZMdMzsxpKC947XlNJ5Sfii18atTqdVLcAukBWLNoUHnMXDhX+Dsn8DwTrjhDXD9G5i59SmuOPY/uPvf7uKTCz9JONjD1nl/5PcX7eDPV7+XnmVn8NrtT/G1P36Vj975Q+rWPsk/n93B1+9Yw3t+spIFX/oLZ37/X/z3Xc+xqXe0uZFGo9EcSphI8tHiHjwjSMGKjUrjKfCMwijHT56n8Cy7RujdNZwn73pFlz6VPaLgC98FK0bejiMRSCXYFUnhRNtwbbNmoiSlRTo8maBllI/75ptFDaQo5V4pjykMZh/3BizDACEJ2QbRlikUwv4ENF7cl2jn+wgKC4TAEIJwNorl+pPEqBfAiwTYOql2b/VLsOijtJEyLCrCixsw6GqPldsDYOf0TnobomVPrlKVQroUrzEKyAUtRaHTT+MJGPSs8iQ6JX3zxrwVx5R+KwUCJkL5puaUJ6b+AkO6LkJv82FQ3GcsizNSAUSbYzhBC+k5yJJH4mIDxLxAWQh3AxVhRhbLFjWrY0H5CWMiVJVOkk7Gy5s7J8cmke2oI4+DnXMJZBycUK2wFzZ8obimaUeYTMsaR1clLfVozVb1NFoJgSkk0vWKWkhBIWiVtdPScTGQ5KM2dtUeVld5KEMWr7fKXqZ9gdi/dnuL3w6DXoDhSCel0Sq8UolqtffVJsF2cQHBk/5z6Zhhtnl1CCXJxwL0HzmFQrhWkKxpm+K/6al15GMBlNi9tGFKf1TVRSt5NhgxLENiFBcIgkUv07a/qYABmazJIyFCmEic4ngyLKO8rlKw4uSEL0DmmxZAdGRk3gqbXN/ioCDsSi8KSdyIEPX89iiHyaoSturconlv8ZmTAgZzbmW7tldpGAOPWHCE9dsIgU+OEDLLpv2uP6bcohWiiYFQovz8jLzCyPnPYp2MMT0+h4hqRCDoN1J4iJrIWXNCLeXffS/yxffAyAUOITCdofKYUXL04khAWCgpGWxPMJTsqDlXikVeihBQrqmCkKEwhMKLhSgt1kjPGRXhSyn/WS69w5xggDl1c1nYMouolSp6wh+93QBGL6hkCh6Fl+AoVwvEmkMHIWD+2+GSB+H0r8FQFyx/L3x3AYn7fsj5zcfzYevDnG2ezaR4Bz/t/z8+fczf+OM3z0B+6Dxm9m/hAzdfwy8e/TErT4BfvP9oLls2m4Ap+c5fn+Wka+7hfTc8wF2ru/cqGLhGo9EcDAhAxKJMs1tpMVJkg404ZoSk3VSTrvR2NHDJ2wn6E3MxCi6uUmSbm8eUFgvhkoa4lpbQNCYlFqKEZCjRTL03lfOXvJ8Z9clyNg1WlOmWbxZrGIKArGhwRyqzlOdVOadSBKZNwxDQlgwTMA0MA7KJGCIQoT0cJxooaowQRQ2YwMXAM0x2tEQIeCZtMj5mvN7kboSQakpedAWweUoCgS94J0IWw00xnKL22SiapishKBiSmKHwjMCoTYR9bhpvxnE0G0kaps6id3qDH9NXSPK2X3ervKNOMMVuJGzYNCdDNMQCxINWWR5WAnLKQRn+hNurUr16SKRQSEMw2BZHeA7SKVpVFcskSssQQuKGK4IuQqCkQbOZLB/a2v56AGxplrXSEki1JdhU56eT4TD1xQWL1k2+Y62BKfWjtFojsYdrAywbeacyOITCMcM4whox+Va1woXw9zN6rkWv0UT33OnkG6M1WkoDSbYuwvCcZnYc1kIhYpN3PTzDX1iImymOCszAsSQFuyIW5YKlffMOHUlfuAAwqwR5f5+lwJMC06gcz4Y7sOML8KSFJ0zyVgylJJMHo8RliDazbrc631IzhMI2qWSIrFkbHicbrH2+ozYkLVWzsBUiwJLWGcSCFgEsYjJEqxMnhAUBC4+RHsz9571QEoSTUeqKnrNzgRRxzxf2mmMBpBB+vYVFwYxRsKr2eSunuBO5ssdACUnECJHyQsS8ICFbkhUhBkTF3DisLA7Lt2CWx3Np4az4LJbMioXAlIKQZcKk0U7mdrYXTaNHCGiqaMlQsjQpaYiFEES9NGZxf72BxEMRscfYbtbYQEACSApYDMkY/fNby6ftSU30Tq0ru7DyF1IqdamrWWwCy/afK9euK1oZVPZaW8Ioj/VssIH+zkpblSwaZDEGctkZIQJTQMiUCKu4oCkkAlXeIjrSQ3jpuVYIgmaQQF8PUlrlfeiGqGyTqVxT+UNRDDU1MhTYHqAFYs2hhxWC4z4ElzwM7/o1NM6Gf3wd80eLOX3DV3lb71p+fNiH+e2bfsMbp76R33bdwdtTv+SzH0/w1EUnk+nbSe9l/x9Nl5zPOzfeyy/PncuKy0/lk0tnsaZrkAt/+hBv/O9/cttjW8shJDQajeZgp+TcJiCtonMV/++YWcdARxLwTe966how8D0O7+powzUCSMcP7+Gk6ssTrBKmMMjGY6PCuQDYgRghGaE3OZ/N1hQCRInaAU5tnEOoKNQZSDANpONiyVoftyXTvYApyRzeQnhaB2ERIGhJ4nW+gJY+bh51x54EgBeI4tgmhVAzscRk2qwUrUaqSusscBFECkHaCynMogYMqLHJzJtxrHHCxZQoRGzysUDNMc8QhIQNCDpDSRqazqLViZMgWm4bJQX5cArPjDAUqtbmlARrgbJsECCtAIVooCx4lUKxlE0TBYSk5Tu4MQRGws+v3oxhqap+EsL/qeo7yxCEDLBMAyMaQOBiFIpxb6uEdCEgG2yhEKky6RXCj+UsDRqNBPHU8SBHCwVJM0wibONaFkPRIF5rA6Zl4BQdiA2EwLNNENBipGquTQdM7pg0o7ygUGmhYvuHLDKpMI3RILlAAzlcBGDiIID6sFn21Ftqd9swCBhRYlFJQ3sdDdGAH4+4lGdrimwqjCkEnmXgSek7xrIMDm9LYBnSFz46JjGYDJY1xAh4siNE1pJYhiBo+mHEDEeVe7XUmEqIGpNUT0o808Y1gqQjHbhGEBCYSjLX7EBFpo5aGYp6QSJFb8vlRQApaA5FyQnBsKwIU44ZxglU+qZ633HJxDhgGkStCEdGO6kP+s+ViSTfGMeZMxVVJRAPtCfIBZsZNlIUbMmu6TFUQ5y5DRWncRLLtxmRvpnwcGQy6XA7COiZNIWR2CqH4WQQKOqtBuqD9cQsRb2wCQdsckYMV9SOL4GAxf49VXnbQfEfT6GEwMIoN50bHa1ZVbbAEWbZEiYuippSIB1qo0nGUVL6JvP1vlO0oGsQzEYwmcNwpIO8lwVZcS5V6ilv6lSSnXUkzNLiEshgZZEt0NFIPhpgSyzI5liQwYakn0cxg2Y7UQm9BMhEK5lIJwW7vmyLkw63F/M2K574kWTrwhSK13pm7Xvg8FCbv62hei9y+TkpCbZFoblq3ElERQNcemUWCsV3WWkBbLTYWnusaPHyEmymtUCsOXSREmYtg/NuhktX4572FTxhMr/nD5jXL2XW9Wfwha5t3Dnr3/nc4R+gIdHGlxtX8o53b+c75wRZZ+yi++qvsuY1r6H70x/kLOcp/vLRo/nuO47EU4qP/vJRXv+tv/ObhzdTGMNBh0aj0RxMGEKgGpLlyXXU9AUQQUXTkKuPMBCNI1E4tkk24ZsSm46HQOAFA3QffXhFA9HaSMvchXimRdHvaO1NlQJPIaXEk0VNqeF7di6llEVhrcXu5LBwK1EZwpUlb8iQDNk0xUN4EZtso83UKc3Y89vIHe5roU6f+xZmtx4D9dMhEKI1NofWaBvJSAsxESIigwzHZpTv5ddEEFIWMcvfLxcxFMPNUUwklglhIqiQSfzwTpLh2ol0SNikZIQmK+W3W5WXaoXAmdHJdLuNpo4TMAMp6rwIzpTJSEMQsU0K4RDpSIiM3YBnB4m5QWzXKMvjQhpgSPKeW56QegIitknYLplujjE9FAKKcT4D0qLTqatMXIWvAQoXzZ6lANso9oGAKXHfUY7h+RpihSDtmkRtf7mgZOa7fUaifL0nLaSUxMwElp2sEdp65vmOpRJmiNNbTsB0AwwmwmAaTAs1Y4Xb6JN1FKL+hD4StGvilYKvwXYwyBW1c8ONUfpnt2ObBkHL99Q8MCnF8NEdtKUi2AFByhA4AUXUUgQtSXMijF1cBEhEbMxoM5YCL2DSkgggg77gWNo6IK2imW5Jw14UMgzLAARGcQwnVQRbGXgoAqbvBMoTsuL5XEo8KSsaYn9wABA0FSFTEQuaFKwYBSs5ui+rFjNygXqUgJAlidt1BF2TpBdCClFlnu13Sn0gTtqIUxCVhZqt82fSM6uiJa7WmvfMaiRoSjqSYRBFb9Vl42WJMIXv8K7quc40RHGicQasekCUw1CZkYoFgUAQ93ytv1GS3kqC6QhHACP3PCetOqQhcSbVEwubCMMctSCwyZrKJmsa0jYwhGIoFi7WzU8niw76qr3Iq6LQVvLq3TOrEWX7/Vpe1yibZXt4ho0MtqHMqnsXzwccg1QoRPe0zvIpJWv3lAuhUAG7HLvXwUQKyt6cjWJ5PAmbY0G8ola21D/V8YAFIG0bjCB4Hp6wyMUCUNwC4wQbyIaaGIjPZl7yZP+aYmGcoIkrBdlExN82gkGTjBf3WftbAUSV0+DMrEZkQzOxoEksaJEpmnYLBGpqJ5uOPqw25viUuaxbvIRCyCq/l1yq/QhUtx8MN0VxlSJkGePGqB4L7fJVowGItaCO/SB/3VCH7Q5x1rw4xgt3w/N3k3z8Jt4BvCPSRH/nUTyQaGJVO9x4bDcDzz3La1blOHnlA1h/e4DtAdg50+SouQnqZ6RYK8L85702X7k/zjGTOnnNtMm0x1roiHXQHm0nbI2ODafRaDQHIn2d01GpOKJvEICU3UrCbkIIQbC+jaa+DNuVh1AWBi4CE09adKbCZFrjhDYOgR1EuJBNhYgZISY3TMeUJmrI9SdWxXvF6uN0ZVMIxwHl0Z4KsTXTixGobO4raRskAiUlERXElib1MkImPANTeJDZjm1KFiQm81BhK7FAmIaF03B7nyjXSwiBKjpnCgct5s+aT3JwAPKDKMA1QxhmiLSdxPOGyWMRwiEaMbD7IRcJEjYHkeEImboMRgaCRhP18+fQFVCIXRbDokBkeFOx3Ab1Rpw+w8BTIQQVB1VKArEwO+eewCSr1m9F/dwZdG3qxTMNPEOy87BZzJ25iA2r7yaRDzBYTCeL3v4Lyi1PJh2U75CnOMmtdo5WnoSbxUgEsRakNJCqatEh1EZDNIDoqx0TU1SCw+MzMJrbeW5mgJZkAJ7b7GunUUjDJmoIegGVmkthx7NsmtxA0kig+gdAyhrzVICIbZQ10QJZFCIqokLcCrGgeTLbXsiQNWIcGY4yoAYQ9jA4O8rpksMxAul6Zi2JMrhzB8ONLdS1TEVsvYN40GagdF8pCZgSKxSkWSpWNds09xdP4WsolZLkGyIY6WZgI05RM2o0zyEd6seTFlZhEGEaTDUb6cOPu1pyiGZavhY7ZFfaXRY1iYmQCTi4pY3ugBewEShM13c01BhIsSlXAAEBG2YMJXFSLeSGDJQ0ocqCtHv2FJ7pG6DR9UdEwYpRJ2MkQ3nCQw52VlGX8HCDFl3CqLStaRIqOgVTVVKvG7TpN+fQzFZ/b2hJaBTQVh8hFrL9hRczCGYQIXyT65wMEazSOkJlgeCo2ZNZuXErUa8Oq1jvcLyyDz9qKSLBogY75R93bbNo6i7J10ewe3yndLloCKg4QFXJFCo4hAoHUOEAmEFyoTxy2E8zqT7MQ7ukb8MiYPPMFH2kmOoX1L+nv8PAFySFgFACUbVdIBNswQl1I4dqnXVJ/MWjUpglQa1VRdnKA4El/Tq5tolntZPGgf71KIp7jd0cbihEEP+5dISN23Y0vZOfpHHDs1hypBm6f5+QoXDiVlGYB68oOBqBIDBMQCkyoRb6Wxvpb2shvq2Jll1xCmorjhlCCINOox7DGCRDAdcy2DQjRTyfBCXw7AiCXUhXsXlmGwY54oYBuAhP0dnUSc+8TtS6hzCe6PJX44rtaEizYm1SZMaimaxe0wtCYAmTfpnCoLLFQQr/vaUEbJxcz5yg9M3kgybJvdAUa4FYoxlB3oii5p0NR55bjGnxAmy4FzasILFpJa9/5k+8vpjWTU5i++lz2fS2BjZvyGI9tZOjVm3l+Cd7gB76UjbrW0zWJx22vOBwx0MwFBQMBSFnQyqQYnJiMlPj05iWmMq0+FSmxCYTMgIoT4HyihoQDxEKY6aSCHs33iA1Go1mgigEm8kF6giJrYAvSBrFaUYh2gahHoxCBgMTKZSvTZBB6iI22xviDKYaEIaJ8ATZUDOTAzFMYZC3EviSVkVDbDalyHfFUYYBhu8oKxyQtIcrE6CS+yxDSIyAScQzwSmWK5xgdmoJz3bfhzAsGlqP5pT+NVjFPWoBaTEpULUn0HOZFJ9EqGkWza1JBooqPqUUShhITFwjiBNvQ6hVCKEwggb5Gc04lo0j8wyH22iXGXZ5CkMYNLUsoGv4WaQZrLHXKznDEqZJ/bEL2PXUk9gbe8vC52BsNol+fyJ44ox67lur6CsI5PQZ9NX3QV/GN+2VASa3NrCheN325jhT0v1Io+hkSXkVD8TS94dVaE2SVsPQD+GAyRCQTswCYzO0HIF47jGwI1jFPaJexCBot2NNWoZt91TMR4VJxkhgeC6WYRKMJVlwuMOu4WxxbPgCwaDdyMzGyRTyIQZCi3BDPaiQQg75Y0hKo2J6WWoXIZhSH8WMBvxDQlDlygcpDRJhi9aQx3PSJGIE6LA6eSrukSZNcHgXErAKYOdiLKyfTk9dE4m6SexStZEjgqYkZgTxcH3BGBOcEOD532cUEdMm1N5JPgxmxteQl6wjDMtmclOKdTv9eKyYFkkZY0Ykyh8Gn2c42k6gbwPS9DXsiXgMurf59UBQFzHJkkdIgacEhufnL6TwTaZdRT4RJlCXwkzvIJ/zhYmcmcIMRGHIj5vtRBPQ6y8GeIbEBJ5wJnN4fBaOGaGzYSozRJSn1Ta6N1h+7O1SqKpSWDHDJmj4QqgnJCUpu85upZdtdM+dhmWkcXu3lsdqwJS4dWFkToIZgNYFOJknIdNFVobIpebx2teczSP/fMjXokpwEocTrevAltBoKjx8xYHdnKLJSGDbrdj2dpThl0Cmojgnvglr41rUxmcQrmKgM4nblkAJMDZn2WIleL3sJWIEyB95DKz7J2kziScVhGMEQtspDPsLFNFj5mLHoLUYvkkJ4YcVkwE8WTF/T3khskXP2cFAElVcoJII8sk6oBspodlpwhEZ8oEUWbMBV+So0fWOEdazdFYJwdYFs0mGBOrvT2AqlxYieGaYQmIabmgLfXPmYj65ExcHQ0qGWhogOogRqSfaPBXH2QCGgTIM8nYC5bpsmD4Le+5bMFf+mmA4TSoRxIvGCNkGkc1bGTBMstEYQSNMPhSiU8TY0ROlu/gctpv19MqthCM2u0Zo113PQyLxwvX0RyMkc1sQRa298BSWIZkcn8za6SbDUx0GNg/ScP8OhCtqQmiVsOPFfdj4YfkSQQtlVgRiz4pDfhglBLmgVXH6FrIQ2T2PBKMFYo1mdwjhm8nVT4dF5/vHsv2w7THYugpj2ypad6yh9YV/gZOFNlCtkMukSPclie8wae7xWPhsATXCi6XPzuLPw+UjW16kSDIaxZrUSWDqNOzp0wjOmkXoyCMxG3bvNESj0WheSVzbpqf+KDp4snwsEjDpjyRJxHpASEzlYSgDQ7lYhmJ24jWcNqWNu4aSGH39bBe+2d9QuA03JzCdYXaljiDoPuCb0RVfo1ZTikkLX8fTO7KoQJBQS4Tc0yWHTbUTtKC0mNRskSMOm4GZkxievhjWP8Kc1sWY0oDmuYSH1pWvOTU5pyYP5brUBesJRhoqkzblwbwZeI93ETZjZNxBmkKtrFUPICkQNhRIPxRQX6CDqF1Hs7mLlJugH0EymKLObGFIrMWuMkF17TpwXYRlIeIR+ucvJdSzAjE4AEJQkCZWUdsTqJpMSymQVSaCFhbC9AUo15DsSKYg3Y8M+4L+jNlLyK3fBgUwWuKkCDHUHiE71AP9voyeScZwjRik/HBWXiSIHExjBQJIBLmQRd+RM0iEO5gWbWTDjn+xbkYDresSTJJBMuagr/QKxGB4J/GgxSKZ5GG1CTDxMEg1dcCgxBAGUeFPfkNGECVk0fi8KJgJQT7ZDJkeAqYBpb2yotYrbzxgMJwDW0IybDC5LkyfaAc20BGcSbe1mv6UTV+u6HzJtOmUKQYCSXZld5LvSGBv7qelfQrZuQtwpYm99mmytoVFns7hEJPtMMlAimj9XMLBJowjjiE5dx6rb76pnKffKaKo8CpqwQy/3NGgQX9iDrHhHr9ulgQhaG6oo6HpXTy39osYSpCZliIrXGI7NhPbNYhV8J0mmblCeaHAiQfhiOk0FPLke1z6RTcFI1IzwQ+3zKEvvREzm6cjGWStl6VfRRiMTceSFpNOeQ+xDX/Cu7eXfiNEb2QSImZD2qtsBTVMotPaCDz0CMoV7JpWT6gvQ8iMQX4b+WgIQhLVL9k2aRbNrf7zmJvRgHxqdBgrEHh2gGgkSswSeK4iGw9hhiZhtjQX28WvxZDVgDAM5h9zJIODjTy9Y3s5LrYQgsbQZOykhdyeJ27G2U43SMjaDawNbMfFQgjT90dgJ+hqO53+/nupN9aTNKDObqGbDb7lgm1i24pQaXEHgSs8+hNzaU5OJdn/e4ZyLoPWQqThIgRE7Sj5hsmYbEJJk4GFJ8H61Uig12zEiCjfv4Bdh1XYSXdbnOTmDApBwCo51PI1w7mQCcP+zdvDsxkOCE6ZdBh/5GkyIkJaWhCbRdjwx5htSSJeE0o4vH7yMv7et4pwPgNGgFRzJ9Ir4BkWnpTk7SSFXI7pcjo4HiKYoC7pvx+oq2PBa+ez4/F/scPu5YVYGEu5uJEwyfpmYqnpzE/6/TIQm4knn/CtcIrvHEsCnqB7IIcQkG9pAjft97jhm45Lx/O129IEwwLDYtrUEJHnOhDbMxC0y896ZZT4W24CwiQcMCELhvS3DxSsBMPR6QR6Hy/vQ8glggTmNGHGgqhdex79RQvEGs3eEkzA1JP8nxKeB/2boOc5xM7nCPauIzi8A4Z3wPBOVN6h0JfHHc7hpB3ctMPI8Jz9UtJtSrpNky7LYJtlsMMwcIovm0heMTktac8UaOnfSOL+9Ri3/7EyQexoJ7RwEaGFRxI+6igCM2bU7NvQaDSaVxLHNlDSZkfz8dhqC1PqI9RHA8TfcBr9O7fy2KOPYQlB1MkTIodl2px6WCshK0Bb/eFsEmmku5WSL8KSNnhee5IFHSdz/6rHMT0PlYpjmZL2KS08NdgNQHLWDFj9OKUrqwkKE9E+D7b0Q9siClPmgueHgAmUzIDHonle+Vcj4QtPRjLp/5tKYrbGaVFb2GH0YgiTpuAkzEicrmSSYUvSbqaIe/2UQjl5wt9vWHYkIyWxRBOlaMPDkUmAwraaYHirb9pshQiaJl4oTNJooMUJEA20sWCqARuHwbQqXrtF7Q5rCwsMg6BUSOHhCpOh6GSazSCpYIrFUxfzl+4/QvYZQke0Q2QKJ7TMZdX23+PGTcSaHvrbGpHNR5Jv2QmFAZJHLaa7bzP1Q9t9fX3VDS1ZCrclycYimPmSZ1kB0vIdWrpDhANt9HkvEFQunm0RW3oqmbX9UOVrwxfsZTH/8sZZupb8G1bQxey/meEpKULtMwBJ2vMn0g1RGyseAV+5RzwWw5r9esgHcZ/oYXjuHHZE/06moHhip+8wSZoB8NK+llmAF7GJGgHM+plsMQM4ho17zFwyw0mMhx9DIXAnNzD5sAUUBkIQSBBumgyBWMWZT9EsXdkWieNOIHv/g0SG1iNNk1DAwlOOP+lP+PtNRdHjeF2wjuaQv1c2YRgM1/ttau4Ez/PoC4fxgjZuvrKAEgqGcawQBhAKhehlEu1DMUIUaK+LQA6EYZIMtjOUXUc0aCKVoMHtKefRlIrjbgCkYEtjPS3ROuqDNqR3kg81QSIKho0wTfra4jhZi3wsQCEeZOm0Zn795LOAIFCcc6Trm3Ca+qvigFeZWBfNrXc2NZIKFPdUIzAlhOa1MH9GA2Z9I/1z5xAb8pUFA7YviMWCJsLx22poyhSS0sbFRQiBFwwRNIIoIngoOlMhVql20tLXkm8/8lTM7dtQMgCiGAvX85hbdzhbvR7YuoHB6GTEtFPgmXvKZfYUGCrsb/0wY4hAFFeGiAclaWlgGn64IBVKkAk1MxiaiWtG6I/PYTAdIIaBheNHQBaSoBFlsLmexNbt5M0UU0OKQQMCIofCqfHU3hFvYTAQwzAMpDRwhUnBTpGZdyTzm6JsAAIG5BEIbAKGwckzJhHdtrkck7tEyVmh8BRBEcTq7ISnwOucDdLz/SzMO4Lw5m3sjPt95ikXzzJJnXgizuPby/05mJhFwgiCN0TOTrE9FyKGggLkXQ8ZCJCd1Q6rnwMUdjCMEmmMnEPMDJA3ap0F5uZ0EjH6cMJxOsNTec30BNy/BgDb8J0ISilpCNnQX3NpeV92vHkGUwqTQGzBnNaJ6O15sYjZNWiBWKPZF0gJqcn+z4ylo04LYJShs+fRNzTM/Wu7eXLjDtZ29bG+exfD2SxBCtQxSErswg50QWAHQ8F+7gsMs93OscP0pWmrYDC32+O4jQ5zNm+g6a7N2Lfd5ucfMLCnNBKeN534UQsJHXUcsmEKhOtGaVBeLum8Q1d/lqGcQzrvksn75TOlYsOwQUAq+tJ56mPGqIDsGo3m4CBvlXeUoqSJbG0jtmQRwjAIB2MEjADT6lrJb3+ebTKHSYJI0TttyTGRRJS980cDNpProiTqwzhWM62BDnA3YQrhO6Kq2ucaskcv/kWbmhgSGVrsBCRafIFYWhw2tZ0OYWFurrpGCP/dPbQduoqCdVNFS2y1tBA79XXIorASPeEEX0O38zmmz47y5KZdAASEYigUxPM8hs0U8Xw/ohRiRYxw3iMlwvS91AaNCHmVQSkwIg3sCjTT1z6ZoDnEtIYw0865hJV/uoWgkBx7+AwS0QD5WBjZ0lzW4ElR0RDHVL3/rnVdopYiJHK8LjybJTGHAbeH2XVzkUISC0dgF36onlicRHIybYsvYNtT/2Tx6UmmtCxlUl0dz/cX6C0MML1jPg2Nk2hZ9wCb7PV0m+WANpgIpttNPMxWeloaYGNvxSlYSSgGCjJIOtvCgO0yMG0aMhhkbqsily/w5LN+XqW4vDXfCwEYNl40xEI1jU1mmFg4TlYaSOXySH4yH4oHEE0zCCTr4f6VeJYFoSQmLukjj8XL+csPnjDJFz0Ve83zoedJZCAGuV4A2uwk8dRMZCxEZ6yTB3kQZbcyZO+g2/XNvgNtDTjZPCpfQMZ8p1klr8rCqHzxjcYG+qa1g7WZlG37whOQDNqoQAPBRUezuDlGOjGdjmgHrusyKeyRJUx1gKOtuSDTAwbDxx4GDz9Tbvf6jgUEU1MpTNqK9cw6AnYdZjYHSKxEGLUdDMti2ew5PLZ2gD7DQHqSQNXe9GpcJRCux+y6qXiFejxzKxgeqnEqym6kr6GeQcfADqVw7SiN0agfmxqBWzSjDogwoyQXIP7GN7DrpgLBgV68xraqrpUUQgZRUzKnbqY/BsyKiOIWY+Oqxjkw1Es+mcCzbY5rPY6BwgDR5kZ6huM8N9hPrrEJteVvWIYkUPWOyLRMY+eUY0mW9u8KSHd0YE2dipfJsLWjnbr5J0DEt7YrjeywoQg4nbxr/uvZtnmYhlgbu2QPAQtOXXgqW9Y+T0OklZzjYRshrKZm6lMhHusJIYVky+QZzCg8i8IjYBrURyM8LfCdXJlhgnHFNNNGJgL0ik3kgyY94Rh2RzuvXzgdwzQZSmdJhDtZ0ZmlIzWdt5x0+Ki2zYbCmIYkUt8I2yVechJs31U+bwdNwpbBYLH+ZlMTDWe+lZ5sD0P5IebW+++ExLJl5Nb9ic7BHPlMI93ZDZjCpCMVZnOVxjVpRmm3bTYkjkcMPUPM2kLCstiZN7ClU/YKr5Ac3tjOFmOIaMAkaYew45N4ZqBikeN0dJI3ZtMbnkadYTM92cwAvkDcGGqkIxmmPhRGlPaul71+V/p3UtKgKwdHW9NZMuUk7tj181FttDu0QKzRTBRSkozHOH1RjNMXzSgfHs45dA1k6erP0jOcZyBTYCBbYCDjkMk7dORd+rOD9OXXkXefobd+PTc3bmNw8S5yskDDAMzerJizyWPu5i46fruNvt/eiyu/R3+jx3CjIt9g4TbHmV+nKHhhtj38UzomHYlVPxNCqdrVXE+xcyjH1r4M2/qzbO3LsKUvw5ZdGbb2+/8OpjOEyBMkT1DkCFIgiK8FcjDIEOCWq3+JY4QIx5K01NcxtTHKtIYI0xqjTGuM0JYI1Zj7aTSasfnBD37ANddcQ1dXFwsWLOB73/sexx577Ljply9fzuc//3nWr1/PzJkz+drXvsYb3/jG8nmlFFdeeSXXXXcdfX19nHDCCfzoRz9i5syZe1WunCV5w7xWHt30LMOATCZ8z6WAnUiy6MQ3I9JriQ3uYBsQrqvs0S2ZAKuiQBw248ysDxByB0EppBBk5h5O/JHNzGhPYk86puKqdyQl89RUjBaRwBAS16yEFzECNvW2XZ6uB+fOKQq6IQglId0zZoifkjBcc5/GWdS/ro1pDz6G09VFKllJo0phqBA0ikZaEwtAPFtzfcyOsX7eNI7dLIjZc3imu4ftcxeTGRrCSUWBIQxD0t4Yxw2FiAJ1ERthGASmTsVxnIr3aKOyxzqm/Em9CIXoCUziMSvETAnT3/w2TNNEBv19mcdObacnHQbPxTL8NprZHGNmsz8+UsW8D6s/jJZIC3E7TtyO45qPkbBKNSxq0gyLBiNGVtTTIuqA3mI1hT9xLS4MOMImko2QsStCz6zmGI7jlI3tvXCAlkSYyakIu4QgZBvMmFzPo5v6KLiKsBVidtj3TksgjgBS3gDyiLdDMIjtOPTNO7w8FozSt0WMmFADItIADW8gNrQVBjbgRgOYDSmCc+cwv+jIyVO+Bm3Y7sBR64t5+JowN19ARn1T7/DkqfDgP7CrYrxKKTFMiRO2EcIgFrJR5JjeGOH57YImu566gElLfHKNQ6owJpNCzQwn2lixfpics72cp314J8P/COGaMRYcfRbRcIjIojiRYyJ0/fYW0m0DhFMZhGVyWGuc+Owm1Po07fFGBoQkUKjV0FXjIhGeh22aLOxsBBoJzJ2DNXWK79tkxZ0AZIONCCkImSFmN8coyAgpV5AzopgyypJjP8HKF26D3nUEOhrJFSyElMx98+l071xC/f13l++5YW47wVw/r49OJmyFcRx/r24pzJAnTNS8s1Hr1wO9eMX3SsSKkAglin2kyHdOLZuSB+LtvHvqyXx73TPsyEoipp+uL50naEkyArxAgMCcObB6NR2JIzj1iOOrWqIoEJuKyVGLyal6pkbj9G9qJsZ68kB96xEEZ54BQtIU89h5wjyOPnIpkVCc1uQb+eMfM7wQDOMWXKbURZhb38DmPl9INUIB5jXVIaRvWu6mEvTNCuOsfh7bc8knk0gpMKTAsCzc406n7sEEZnB0jF3jiJk4yvbHuRmA+W/3ndFtfwxZ9OzekgzRnAgwWBlGHN5wOFuGtvDY9scIm/47Qcii+X48SIFptISmIYRg0aRkjUCMFNjCYOmMmfT3DDCoCnR4BYYjHWQDCmH7+Q3aTURmv5Y35yaxq28lUSMAVphTJ5/Kw10P05frIxZMctSS48k7HrGghXLdYlkEYSvMWw5/A4H+NJk1m0jIBBmVxQmZtNqTaU+FiRSCrDEsGsMW81uTEG+DuqkQrY2ZvTu0QKzR7GdEAibTG6NMb4y+SMoTa/5SStGX62N93xae7dnEur6t3DawhcHt60i9sJ7Ojf1M25xj0rMe4ScV0M8MoCs1wL2PfpeuJPQnIB1XZGOQD0lytoGlJLZS2EoVHUF4ID1iwmOWoZjW4JEXUBCCnBDkhSAvICcEPUJgAGHPI+UpwkpR57rUpyH8vEluTZC1hQjPOzFctw4RasSMNxOqayPZ2E5TayctrZ00JCKYxjiT35eLUpAf9ifB6Z2QHQAn5+8Jj7dB5/iChkbzavOrX/2KSy+9lGuvvZbFixfzne98h2XLlrFmzRqamppGpb/vvvt45zvfydVXX82b3vQmfvGLX3DWWWfxyCOPMG+ebxL89a9/nf/+7//mpz/9KVOnTuXzn/88y5Yt4+mnnyYY3I1J8QiUUNimxA0XnaB4tSZ7dksD7qb12IaFnaxH1R1ZPtcYC/BMF2QKaVyliFv12Ga67B1XSsGUhUfTxFqCbQ1Q9KB61OQU8apYmiPZHpqFSnRgtbaRedwXt0RRCIu97rUoz8OIjnjXTl6yx3UGMKJRJp90HLm1a3ETCSha6XhV2osm2cTJMzrJds9i7Xrfw7AwDNqirSQWvgVn+98ASL3xLXR1D2HF4yydFuP+rueJ2bHd3j8jwkAGoxiiByBpeYCBDIXomXcEvQ88AIAMh8tepgEsO0jYtMh7bnlCPGYdpUFjuLFyoGrRNB5vAwdCgSDxRe8m+ORt1Ad9pzeml/PTBhOgfPdejhxfGCuRP2ImakeCxmiAhqNnkJeNxOrCDOddmuNB2BaAgm8Kix0ZO5OqMpYclSlpMWzVsUtEqpL559qibRjCYDDYRONJR1T2AQOJQIIdzg4MDLxyrCmX8OLj8dLpch5TjjyJ0OPPYYTinNR+ErZls3FgI7ZpMBzpxOx4HR0dCZzNDxC2Y7xx9nzya1ZgyRx4FUGnJAhOm/0WVLSFux9Yh7XrSSiuIUk7gIy4DDgprGKYsYZQQ1mQdCNRMke0EV69gbBtYgdsmDaV+v5+XjfzJO5Q/xzdXsUFEVdJMo21PkmEkBjSwPEcpJAIUXm2g2aQhc1HsDnTw0KngecND0tYJAIJFtYdRiabJdg5l+A0P1xPfSxIImTy2P2V/BusNvJuL3Wz31xz363hwwh4w5UDRWHXDYweQ3URm+mNUZ7fMURy0r+x5PDDMTARQFDFkaJiEdKaDNE3Yv19UsRlSkNlXCjg6Mhkgl4/A6IYTiwUwp42He5fiZkuCodCIkNBAmaO9tYUwWAYKQVNkThREUUKqAu0kwhC2ArTEM3SngrT2RonZJiolsNQ3WvY2nIyuf57ARhUARJVZStZzZgjylwiHDSIjTCSKY1Jw0kT2w6hhP98p+P+wlqJ9mg7UStKIlC543FtxzGUHyLU2EAkYNTkV26fljpkfx8Nk9poWPUQu1QnTlM7rNlILphkenIyT/AwnjCxYi0kXjeN+if6S4UjYARY1LyIDQMbmJWahRDC9w0A5cVOe4avLEqEG+Co03FjLxDbdhd1aoghIZBmlOZEGM+axw7HwxAmwYVng2UTTUxmwN44doONgRaINZqDBCEEqWCKVEuKhS3zxk1XcAv0rlvD+gdXcv/y39A0OMjktMe8TQMEctUrjx6O9BgKw2BEkLEhZwvylsC1TH+fixQYQiKkv4dGGgZSGP6/0kRKg8H0IA4eZtAij0PGKzCk8vSiUMLFEwMgBvDEZgJCERYeUeFRwCWHxy7hooSFI4N4RhjPiuME4+RDcQrhJE6kDhmJYoSCyLCNETSR5DHIIVUO4eXBHcbN9ePkBnByAxTyQzj5QYx8Gis3jOXmsVBYCiylsDxFwFMEJp2EffLl2MrExiCgDCwMLE9iYuAaJgVhUJAmeWGQQ5IXkryjyLseuYJHoSQUqNI/RY+dVZtbqn/3+7Lyr0BQ/H+5n0X1ufLvFNMVJ35KkSm4vgl7wTdjr/zuVH7PFfjGm+dg5zN4w8N4w2n/3/QwKpPBS6eLP5XfVcFfcW794hf2aoyWcDyHnJsj42TIFDKknTQZp/hv1d/lY06GdCHN2TPPZm793Jd0z4OFb33rW1x00UVccMEFAFx77bX88Y9/5Prrr+ezn/3sqPTf/e53Of3007nssssAuOqqq7jzzjv5/ve/z7XXXotSiu985zv853/+J295y1sA+N///V+am5u55ZZbeMc73rHHZXvfolMB6KtvRXRkiU2bUpsgOQk1uJ1t4V2sd/qxrcqkuy5iM789AXIuz+4ShL1pGPKp4ln/AZnRWgcN74euJyDux5ftSPmTvJIgUEJNPoG+VZvImTHoXIwwTcILj6SwdWvZKZYM77uwd8IwCM6eTTZb0Ugoameo9REb75Q38dR9TyA8ryyYR6wIhWOORuXzhIP+xDsVtqkLRzm29ViSgSS7ix6yMTCLgLcVEYxT5wRZ2CnZ1d1bVbjdWN4YNkdGOxkKxpm0F8+W6jyOncHnqbcWsmzW69mVUTTHgniey5Eph6KCh4yZhEAEos3+HuLsII548UgJR3UcR1d9F4EdL8DsNoJFnx1zW4uhdyYdD91P+uNAvPhiqVHclxkLmmTMFEZRWx1RwzXpmiPNNEeaR5en6Sh2ZXbxF/EXssrGExLVdBhGMIgcsWhkhPwyRqwIpmnSHm3HkI8Rjc+nvWkKIhnFSnZySumC6Cmw8X7fOqvI1uh8LDcDsVYE0EBD2Vx0fsN8DGHwjfzfxq2vFJK5dXNpOfl4jA3bMBt8Z3CJ9vaaMZoIWli2P+bU5BPY/tBm8jyHE4sRfcMbSP/5L37CqiFkY+MpP494IIoUkknxSUxqOAJ3+7OkiFD0qU1r69FgRqBh9rhlBYiICJHQYmS4vuZ4wQhTMMLlJ8meNg3PNCkMD4/KQwjBvPYEUxsiGLKFoGXgOA5HWDMYULVjbmZjhNW7LRF4wqLBChLFprdqEcee6QtpTsQXnqOnnIK0LTr6n8FVFUuLElOjLm2vfSsL2uIM/+OfWIZFayKEGQj6C0kNHWyzpjGnKcyDzxo8nuvEwaCjKo9YwKQ9FaIvMlo7vDuObzmeazdei1CgAhZDJx7BjgdyjFw6rRaGwd/LXhesY3fIYJDYzDk4pcUJIbBLi21SMiM5i8PkYXh4xX3AowmaQWbXjR4bQggSbzqj9mBqMkSHwFN4Xh2LWjroFf54CR57At6KFcWL/ffBktbjeDyydrd1qEYLxBrNIYZlWDTPmEeiYwY/u28Va4FrrrmGQCCA199PftNmCps34ezswenZSUNPL05vL97QEF4mg8qk8QYzKMcBpVDK8+erXilElItSDqgseB6FfB6hFIaRB8/z4+95yk87UhIEfN+mktGvJwUMF3+2jVs/T0DBgIIJjlH83fC/51KBUL7/CKmKP14IqUIYHhi+8huzPPl8Cv7rPRTwoxiO/gSPjTB8Ez3b8Pf0eULgGOAKgSsFrvT37DlSFP+t9ao4kvEcQ6gxL1F+OA4PDKUwPEXEg5inMD1VPm66ilDeI1BQbPzyntXLMQV5W+KYfrk/fvTTVQJ+8V9G/KsUeTdP1smScTNknSwFb89DIQCEzBAhM8QJbScc0gJxPp/n4Ycf5vLLLy8fk1KydOlSVpQmAyNYsWIFl156ac2xZcuWccsttwCwbt06urq6WLq04vsgkUiwePFiVqxYMaZAnMvlyOUqYS8GBnwPRk1Rf3ISCtoMTJ5GIj5C4DQs6DiGnPE8u7zRFjDTGqNAlGn1ReuXnjRkHoXqeO1WEDqPGbOuNcRa6A+01xyy2tux2tvHuWDfU5ABcjJMX6CyV1LaNgOzZ2HkchipigBkNftCWLtS9A7nmVznT7YbQv6igePVCvzVNEVMuo0pNMdDBMILeaz7MQb3dHoXiNJgRWmom7VHgmWZYIJhuxETMKVJa6IYyqlKcC/EoshhiZh3ht/3k45D9W3Fe3LssVpNzI6RCqegbs7YAr0drljvZF/cLDIaMJnXnqAlZvPUY/WEZZgB54mKKfWLYBlWWUDwkGyMLuL46GjBecx721HOnfsWHtvUR0cqNDpBMA6zTqs55MggjhzbOqMt0jbm8ZFMiU/BNE2YXz9umtfMrK9YgYTrSVsVIUgIQfTkkxj6+z/K4xOgXbQTNoZprGvj9FlHVTIrCrOOrKqjlNA8er/rS0UYhu8M6v77x01T8ktQwhY2DQGIh0yG8h7RgEnAenGHowUjhDftVDavLqCqtMvCMOg7bG5Zi2lE/Wf1iMYjxi6PqVg0owXTNAkeNhfnycdJBpPMPPYIAjvSWK2tnDklgOM4PAgUxnh2pfRNlp9f+aLFriFqRcsLKSEjhCMdWozWvctkHILJRrBrNfWxmN/3TqqBgCmLofeq2jrSAMM7X/I9zeZmPNuCPDScciaJp1cTOmI+sm30MyFCIRrCo62mxs37JZdKo9EcVAghMJJJQskkofnja5j3BsdxWL58OQDnnHOO/3GuQpWEYs9DuS6qUEDl8/6/hQLp4X56B7eTyw6SzQ6Tyw5RyPoaSpkrINIDqOEhvGwOL1uAXAHyLhQUuKCc4k9BkRcBHGHiKIkSEg8DV1D+KYiioCr8WISeKfAMhSdBGQrPBE8q/3dDoaSH9BxMN490C0jX8X8c/3fDcTFdhfQU0vX8fz2FdGv/NV2F7XnjSr1iD9wkijF+cw2BkgLPEBQMiTKE76jG8I8pQ5IPGuSDBoWASSFokA+YOAGDfNCkEDRxbP+cEzB8D8KGLN9CIGgp/lsypaporEd4+TWCBM3ijxEkZIYImkECRoCwFS4LvGHT/710LGyGCZpB5N5M1A9idu7cieu6NDfXTsSbm5t55plnxrymq6trzPRdXV3l86Vj46UZydVXX80Xv/jFccu5ZHo9uYL38h3olULeHaAoYbAtchhAja5YmSaOOfb0SwjBER3JvbqPJaEj7PlmmuEmXtv5Wpbfv3zPLg7EYObr4UXMsl8Kw+3t5ISo7L22Qr6WhxcXiMvsQyeM0xujOI5Di2whTx6JotYv9ytHYyzA0sP2TIDenzBisVGauoAI0GIGOGf+ybXf9OQk1Kw42dV/epVLuWecPKuRF3oydKbCjL/MPIJgvOzQq4aXGMEjMG0agWnTKO9U3r0Sdp9yfOvxmLbJrQ/e+pLzOO2wFnqGc2zsTVM3/XSIBaDKOicy73BOmjYVM5UaZbUDwJSTGBViZS8wkkkGZs8GpbAnTSI0ZQpCyjHvJW2b+OtHO7kdDy0QazSaCaMUQ9L3tmrCiH1BNh0k2XeryxqN5uVz+eWX12idBwYG6OzsLP8dtIyi11nNAUEw8eJpXgLKNH1PuppDB/vFfJ9MLLOa/YWfMYW1gxxDGASMF9+/vztCtkGHHS5vVRmJMAzMKsuXUciSBeDLpLQIP55jxary7Cl62V2jmQBuvPFGZs6ciWVZTJkyZaKLo9FoDgAaGhowDIPu7u6a493d3bS0tIx5TUtLy27Tl/7dmzwDgQDxeLzmR6PRjI3+3ms0+z9aINZoXmW6u7u56KKLOPHEE7nnnnv43e9+N9FF0mg0BwC2bXPUUUdx1113lY95nsddd93FkiVje0ZesmRJTXqAO++8s5x+6tSptLS01KQZGBhg5cqV4+ap0Wj2DP2912gODLTJtEbzKrN27Vocx+G8887jxBNPHDONUopCoYBtv7g3To1Gc+hw6aWX8t73vpejjz6aY489lu985zsMDw+XvU6ff/75tLe3c/XVVwPw8Y9/nJNPPplvfvObnHHGGdx000089NBD/PjHPwb8bQuf+MQn+K//+i9mzpxZDrvU1tbGWWedNVHV1GgOCvT3XqM5MNAaYo3mVeR973tf+aN46qmnIoTgC1/4AlOmTOF973sf1113HbNmzcKyLO6++24GBga45JJLmDt3LpFIhNbWVs4888wxHei88MILvPvd76a5uZlgMMiMGTP43Oc+92pXUaPRvIKce+65fOMb3+CKK67gyCOPZNWqVdxxxx1lp1gbN25k27aKF/bjjz+eX/ziF/z4xz9mwYIF/OY3v+GWW24pxyAG+PSnP81HP/pRPvCBD3DMMccwNDTEHXfcsVcxiDUaTS3vf//7X9L3fv78+VxwwQV85CMf4a1vfeuY3/t169bxl7/8hZ/85Cckk0n9vddoXiZaQ6zRvIp8/vOf59hjj+Xiiy/mBz/4AYsWLaKjo4Mbb7yRO++8k1WrVnHVVVdRX1/PzJkzGRwcxHEcvvjFL9Lc3ExPTw8//OEPWbJkCatXry7v8Vu3bh2LFy8mGo3yX//1X0yfPp3169dz7733TnCNNRrNvuaSSy7hkksuGfPc3/72t1HHzjnnHM4555xx8xNC8KUvfYkvfelL+6qIGs0hz+c+9zmOO+64vf7eX3HFFaxevZrBwUEef/xxXvOa1/CFL3yhnO/69es56aSTyOVyHHfccXz6059m69at+nuv0bwMtECs0byKTJ8+ncMO88NwHHbYYRx33HHlc/39/Tz22GM0NDTUXHPttdeWf3ddl9NPP52mpiZ++ctf8slPfhKAK6+8klwuxxNPPFHjCOf973//K1kdjUaj0Wg0YzB9+vSytcbefO9L4Qo9z+OLX/wibW1trFxZCUB71VVXkcvlePvb304kEuGUU04hGAzy/ve//5D0nqzR7Au0QKzR7CeccMIJoz6OAL/+9a/55je/yZo1a+jv7y8fX7NmTfn3v/zlL5x55pnjeoXVaDQajUazf7C77/03vvENnnrqKdLpdPn4tm3bynuM77rrLs444wwikcirVl6N5mBH7yHWaPYTxhJmb7vtNs4991yOO+44brrpJlauXMmDDz5IY2Mj2Wy2nK6np4eOjo5Xs7gajUaj0WheArv73i9evJiPfvSjfOlLX2LFihU0NjZSKBTK6Xp6emhvb381i6vRHPRoDbFGs58gioHGq7npppt43etex3e/+93ysXw+T29vb026hoYGtmzZ8oqXUaPRaDQazctjd9/7b3/72yxfvhyAI444Yszv/datW6mvr39VyqrRHAq8ogKxUgrwYxruCxzHIZ1O43keruuSz+fJZDIYhoGUsnyfTCZTPpfP58vnTNMsm6CU0u7ub9M0yWaz5PN5HMchk8ngum65PKV8S2Uqpau+dyaTKe/pKB3zPA8pJZlMBqCmHiMp3cNxHFzXJZPJMDAwUJN/qQyFQqGmviPrVn3/Ut7V149s11Ib7EmfjHWfkX1T3Z6l9KXfqxmrzavzGKsMI9tjrL58MUbWZU+ueSkMDw+X/y2VtRR2YeSzMjAwgBCi5viNN96I67o16V/72tfy+9//nueff57GxsY9Ksee9MXL5dVqU41mb6h+7jQvn7351o/1vt4X74WxvkUT8e4pvVc9z6v5rlfPUV5KucZ7l451fOSxV6O9R5anep4x8nypPEBNmV7q92Ksb9mLlW/kfGlPvn97MnZH3velfu9Lefz4xz/GdV1c1y3PL0866SRuu+023vrWtxIKhWrKvydtON63/6XUb2/Pj5duvDE81jjam3Gyp8/N7t4dL/Z87Wkd92Q+Pd6zMVZ+pXKO96wBDA0NlWWQUl/v6/fi3rybXu177c23XqhXcEawefNmOjs7X6nsNRqNRqN5yWzatElvNdgHvPDCC0yfPn2ii6HRaDQazSj25Fv/igrEnuexdetWYrHYmOYhe8rAwACdnZ1s2rSJeDy+D0v46qPrsv/xatfjn//8J29605v4wx/+wGte8xoA5s+fz4knnsiPfvSjmrSe5/HlL3+Zn/3sZ/T397No0SKuvvpq3vOe94xK/8ILL3DFFVdw2223EQgEaG9v5+yzz+Y///M/X/E6vRLo8bX/cbDURSnF4OAgbW1tSKldabxc+vr6SKVSbNy4kUQiMdHFOSg4WJ61/YmJaNNX8nt/1VVXcc8995BOpyfke6/H6L5Ht+m+ZW++9a+oQLyvGBgYIJFI0N/ff8APEF2X/Y+DpR6g67I/crDUAw6uumj2HXpc7Ht0m+57dJvuW3R77nt0m04cemlco9FoNBqNRqPRaDSHJFog1mg0Go1Go9FoNBrNIckBIRAHAgGuvPJKAoHARBflZaPrsv9xsNQDdF32Rw6WesDBVRfNvkOPi32PbtN9j27TfYtuz32PbtOJ44DYQ6zRaDQajUaj0Wg0Gs2+5oDQEGs0Go1Go9FoNBqNRrOv0QKxRrOfsHnzZj72sY9x/PHHEw6HEUKwfv363V7zoQ99CCEE73vf+16VMmo0Go1Go3np6G+9RrP/oQVijWY/Ye3atfzqV78imUxy8sknv2j6e++9l5/97GfaNb9Go9FoNAcI+luv0ex/vCIC8Q9+8AOmTJlCMBhk8eLFPPDAA7tNv3z5cubMmUMwGGT+/PncfvvtNeeVUlxxxRW0trYSCoVYunQpzz33XE2a3t5e3v3udxOPx0kmk1x44YUMDQ3VpHn88cd5zWteQzAYpLOzk69//ev7XV3Wr1/PhRdeyNSpUwmFQkyfPp0rr7ySfD5fk0YIMern/vvv32/qATBlypRRZfzqV79ak+ZA6JO//e1vY7a3EIIHH3wQeGl9MrIun/70p7ntttu4/fbbOffcc3dbl0AgwKmnnsrb3/52UqlU+fzNN9/MaaedRn19PUIIVq1aNSqPbDbLxRdfTH19PdFolLPPPpvu7u6aNBs3buSMM84gHA7T1NTEZZddhuM4e1SPfdEnL1aP3t5ePvrRjzJ79mxCoRCTJk3iYx/7GP39/TXpxuqTm266abdle7XrAnDKKaeMKueHPvShmjR72ycTUZfxngMhBMuXLy+neyn9otl/2dtxdqhy9dVXc8wxxxCLxWhqauKss85izZo1NWleiffzocJXv/pVhBB84hOfKB/bH9vzpJNOoru7e7ff+hKFQoEPfvCDfO5zn6v51r+SbNmyhfe85z3U19cTCoWYP38+Dz30UPn8vpqTHyq4rsvnP//5mnn9VVddRbULJ92m+wFqH3PTTTcp27bV9ddfr5566il10UUXqWQyqbq7u8dMf++99yrDMNTXv/519fTTT6v//M//VJZlqSeeeKKc5qtf/apKJBLqlltuUY899pg688wz1dSpU1UmkymnOf3009WCBQvU/fffr/75z3+qGTNmqHe+853l8/39/aq5uVm9+93vVk8++aT65S9/qUKhkPqf//mf/aouf/rTn9T73vc+9ec//1k9//zz6ve//71qampSn/rUp8p5rFu3TgHqr3/9q9q2bVv5J5/P7zf1UEqpyZMnqy996Us1ZRwaGjrg+iSXy9XUYdu2berf//3f1dSpU5XneS+pT16sLjfccIMC1Lp168asy8c//nFVX1+vTNNUbW1t6r3vfa9SSqn//d//VV/84hfVddddpwD16KOPjrrvhz70IdXZ2anuuusu9dBDD6njjjtOHX/88eXzjuOoefPmqaVLl6pHH31U3X777aqhoUFdfvnlr1qfvFg9nnjiCfW2t71N3XrrrWrt2rXqrrvuUjNnzlRnn312TTpA3XDDDTV9Uj1G94e6KKXUySefrC666KKacvb395fP722fTFRdHMcZ9ax88YtfVNFoVA0ODpbT7W2/aPZf9nacHcosW7ZM3XDDDerJJ59Uq1atUm984xvVpEmTar6L+/r9fKjwwAMPqClTpqgjjjhCffzjHy8f39/bc6xvfTVf/vKX1Zw5c1Q+n1eTJ08uf+tfKXp7e9XkyZPV+973PrVy5Ur1wgsvqD//+c9q7dq15TT7Yk5+KPHlL39Z1dfXqz/84Q9q3bp1avny5Soajarvfve75TS6TSeefS4QH3vsseriiy8u/+26rmpra1NXX331mOn/7d/+TZ1xxhk1xxYvXqw++MEPKqWU8jxPtbS0qGuuuaZ8vq+vTwUCAfXLX/5SKaXU008/rQD14IMPltP86U9/UkIItWXLFqWUUj/84Q9VKpVSuVyunOYzn/mMmj179n5Vl7H4+te/rqZOnVr+uyR8jTWx3p/qMXnyZPXtb3973HIdqH2Sz+dVY2Oj+tKXvlQ+trd98mJ1GesjWarLc889p0KhkLr77rvV4sWLVTQaHfWRHK88fX19yrIstXz58vKx1atXK0CtWLFCKaXU7bffrqSUqqurq5zmRz/6kYrH4zV9tSf1GIsX65M9qcdY/PrXv1a2batCoVA+Bqjf/e53L3ptiYmqy8knn1wziRvJ3vbJRNZlJEceeaR6//vfX3Nsb/tFs/+yt+NMU2H79u0KUH//+9+VUq/M+/lQYHBwUM2cOVPdeeedNe/SA6E9dycQV3/rlVKvikD8mc98Rp144onjnt9Xc/JDiTPOOGPUN/Btb3ubeve7362U0m26v7BPTabz+TwPP/wwS5cuLR+TUrJ06VJWrFgx5jUrVqyoSQ+wbNmycvp169bR1dVVkyaRSLB48eJymhUrVpBMJjn66KPLaZYuXYqUkpUrV5bTnHTSSdi2XXOfNWvWsGvXrv2mLmPR399PXV3dqONnnnkmTU1NnHjiidx6661jXjvR9fjqV79KfX09Cxcu5JprrqkxQzpQ++TWW2+lp6eHCy64YNS5PemTl1uXD3/4w7ztbW/jta99LcuWLSOXy417n5E8/PDDFAqFmvvOmTOHSZMm1TxP8+fPp7m5uZxm2bJlDAwM8NRTT+2zelRT3Scvlf7+fuLxOKZp1hy/+OKLaWho4Nhjj+X666+vMVPan+ry85//nIaGBubNm8fll19OOp2uuc+e9sn+UJcSDz/8MKtWreLCCy8cdW5P+0Wz//JSxpmmQmmLR+n7vq/fz4cKF198MWecccao99eB3p7V3/pXi1tvvZWjjz6ac845h6amJhYuXMh1111XPr+v5uSHEscffzx33XUXzz77LACPPfYY//rXv3jDG94A6DbdXzBfPMmes3PnTlzXrXmxADQ3N/PMM8+MeU1XV9eY6bu6usrnS8d2l6apqanmvGma1NXV1aSZOnXqqDxK50buzZiouoxk7dq1fO973+Mb3/hG+Vg0GuWb3/wmJ5xwAlJKfvvb33LWWWdxyy23cOaZZ+439fjYxz7GokWLqKur47777uPyyy9n27ZtfOtb3yrncyD2yU9+8hOWLVtGR0dH+dje9MnLqctzzz3Hgw8+WN531tzcjOu6Y6YfLw/btkkmk+PWd7w2K53bF/XYm/beE3bu3MlVV13FBz7wgZrjX/rSl3jd615HOBzmL3/5Cx/5yEcYGhriYx/72Jh5TFRd3vWudzF58mTa2tp4/PHH+cxnPsOaNWu4+eabd3uf0rn9qS7V/OQnP2Hu3Lkcf/zxNcf3pl80+y8vZZxpfDzP4xOf+AQnnHAC8+bNA/b9+/lQ4KabbuKRRx4p+/Oo5kBuz5/97Gc13/pXixdeeIEf/ehHXHrppfzHf/wHDz74IB/72MewbZv3vve9+2xOfijx2c9+loGBAebMmYNhGLiuy5e//GXe/e53A/tOztG8PPapQKzZt2zZsoXTTz+dc845h4suuqh8vKGhgUsvvbT89zHHHMPWrVu55pprxhS+JorqMh5xxBHYts0HP/hBrr76agKBwASW7KWzefNm/vznP/PrX/+65vir0SdKKX72s5/x2c9+lkAgQF9fX1mLmM/n6evrIxqNjtKQHuwMDAxwxhlncNhhh/GFL3yh5tznP//58u8LFy5keHiYa665Zr8TvKoF+fnz59Pa2sqpp57K888/z/Tp0yewZC+dTCbDL37xi5o+KHGg9ItG80px8cUX8+STT/Kvf/1rootywLJp0yY+/vGPc+eddxIMBie6OPuMoaEhLr30Uj7zmc+Uv/XgL6K80t96z/M4+uij+cpXvgL47+cnn3ySa6+9lve+9737/H6HAr/+9a/5+c9/zi9+8QsOP/xwVq1axSc+8Qna2tp0m+5H7FOT6YaGBgzDGOXBr7u7m5aWljGvaWlp2W360r8vlmb79u015x3Hobe3tybNWHlU32N/qEuJrVu38trXvpbjjz+eH//4x2Per5rFixezdu3a/a4eI8voOE453t6B1icAN9xwA/X19Xsk5I7XJy+1Lo2NjQwMDPAf//EfpFIpUqkUl112GZ7n8ctf/pJUKsVf//rX3ZappaWl/EEd77570y+vRJ/sDYODg5x++unEYjF+97vfYVnWbtMvXryYzZs3j2lmPtF1GVlOoDx+9odnZW/5zW9+Qzqd5vzzz3/RtLvrF83+y0sZZxq45JJL+MMf/sA999xTY2m0r9/PBzsPP/ww27dvZ9GiRZimiWma/P3vf+e///u/MU2T5ubmA7I9d+7cyY4dO2q+9alUik2bNu3xt/6l0traymGHHVZzbO7cuWzcuBHYd3PyQ4nLLruMz372s7zjHe9g/vz5nHfeeXzyk5/k6quvBnSb7i/sU4HYtm2OOuoo7rrrrvIxz/O46667WLJkyZjXLFmypCY9wJ133llOP3XqVFpaWmrSDAwMsHLlynKaJUuW0NfXx8MPP1xOc/fdd+N5XnliuWTJEv7xj39QKBRq7jN79uwxXdlPVF3A1wyfcsopHHXUUdxwww1I+eLdtGrVKlpbW/ereoxVRill2ezjQOoT8DW0N9xwA+eff/6LCl6l+o7VJy+1LscffzzHHXcc99xzT/nnsMMOIxQKsWzZMu655x6OPfbY3ZbpqKOOwrKsmvuuWbOGjRs31jxPTzzxRM3L98477yQej4/6UL4SfbKnDAwMcNppp2HbNrfeeuseaQhWrVpFKpUa00JhIusyVjmB8vjZmz7ZX+ryk5/8hDPPPJPGxsYXTbu7ftHsv7yUcXYoo5Tikksu4Xe/+x133333qC1D+/r9fLBz6qmn8sQTT7Bq1aryz9FHH8273/3u8u8HYnu2tLTUfOdLP83NzXv8rX+pnHDCCaPMtJ999lkmT54M7Ls5+aFEOp0eNY83DAPP8wDdpvsN+9pL10033aQCgYC68cYb1dNPP60+8IEPqGQyWfbgd95556nPfvaz5fT33nuvMk1TfeMb31CrV69WV1555ZhhcZLJpPr973+vHn/8cfWWt7xlTHfkCxcuVCtXrlT/+te/1MyZM2vckff19anm5mZ13nnnqSeffFLddNNNKhwOv2iIn1e7Lps3b1YzZsxQp556qtq8eXNNWJISN954o/rFL36hVq9erVavXq2+/OUvKymluv766/ebetx3333q29/+tlq1apV6/vnn1c9+9jPV2Niozj///AOuT0r89a9/VYBavXr1qHLtbZ+MV5dwOKyuu+46dfHFFytAnXbaaWr58uXqwQcfHLcu1WGXenp61KOPPqr++Mc/KkDddNNN6tFHH60ZPx/60IfUpEmT1N13360eeughtWTJErVkyZLy+VIYitNOO02tWrVK3XHHHaqxsXG3YZf2dZ+8WD36+/vV4sWL1fz589XatWtrnhPHcZRSSt16663quuuuU0888YR67rnn1A9/+EMVDofVFVdcsVd98krXZe3atepLX/qSeuihh9S6devU73//ezVt2jR10kknveQ+mai6lHjuueeUEEL96U9/GlWul9Ivmv2XFxtnmgof/vCHVSKRUH/7299q3lnpdLqcZl+/nw81Rnrs31/bc/ny5Wr58uXlb/0Pf/jD8rd+PF4NL9MPPPCAMk1TffnLX1bPPfec+vnPf67C4bD62c9+Vk6zL+bkhxLvfe97VXt7ezns0s0336waGhrUpz/96XIa3aYTzz4XiJVS6nvf+56aNGmSsm1bHXvsser+++8vnzv55JNHPdC//vWv1axZs5Rt2+rwww9Xf/zjH2vOe56nPv/5z6vm5mYVCATUqaeeqtasWVOTpqenR73zne9U0WhUxeNxdcEFF9TEvVRKqccee0ydeOKJKhAIqPb2dvXVr351v6tLyQX/WD8lbrzxRjV37lwVDodVPB5Xxx57bE1Ygf2hHg8//LBavHixSiQSKhgMqrlz56qvfOUrKpvN1uRzIPRJiXe+85018QureSl9MlZdxuv7Up3Gqkv1R3K88XPllVeW75nJZNRHPvIRlUqlVDgcVm9961tHCTTr169Xb3jDG1QoFFINDQ3qU5/6VE04oxerx8vtkxerxz333DNuW5XCV/zpT39SRx55pIpGoyoSiagFCxaoa6+9Vrmuu1d98krXZePGjeqkk05SdXV1KhAIqBkzZqjLLrusJg6xUnvfJxNRlxKXX3656uzsHLOtX2q/aPZfdjfONBXGe2fdcMMN5TSvxPv5UGKkQLy/tueLfevH4tUQiJVS6rbbblPz5s1TgUBAzZkzR/34xz+uOb+v5uSHCgMDA+rjH/+4mjRpkgoGg2ratGnqc5/7XE1YL92mE49QSse60Gg0Go1Go9FoNBrNocc+3UOs0Wg0Go1Go9FoNBrNgYIWiDUajUaj0Wg0Go1Gc0iiBWKNRqPRaDQajUaj0RyS7Puo3lV4nsfWrVuJxWIIIV7JW2k0Go1Gs0copRgcHKStrW2Pwtppdo/+1ms0Go1mf2NvvvWvqEC8detWOjs7X8lbaDQajUbzkti0aRMdHR0TXYwDHv2t12g0Gs3+yp58619RgTgWi5ULEo/HX8lbaTQajUazRwwMDNDZ2Vn+RmleHvpbr9FoNJr9jb351r+iAnHJdCoej+uPpEaj0Wj2K7R5775Bf+s1Go1Gs7+yJ996vXlKo9FoNBqNRqPRaDSHJFog1mg0Go1Go9FoNBrNIckBIxDnN29h5//8mPyGDRNdFI1Go9FoNBqNRjNBuJ5L13DXRBdDc5BwwAjEmUcfYce3v80Lbz6Twb/+daKLo9FoNBrNPucHP/gBU6ZMIRgMsnjxYh544IHdpl++fDlz5swhGAwyf/58br/99przN998M6eddhr19fUIIVi1atWoPE455RSEEDU/H/rQh/ZltTQajWaf8syuZ3ik+xF2ZXdNdFE0BwEHjECcePObmfH3vxE87DC2XPZp8hs3TnSRNBqNRqPZZ/zqV7/i0ksv5corr+SRRx5hwYIFLFu2jO3bt4+Z/r777uOd73wnF154IY8++ihnnXUWZ511Fk8++WQ5zfDwMCeeeCJf+9rXdnvviy66iG3btpV/vv71r+/Tumk0Gs2+JFPIAOB4zgSXRHMwcMAIxABWczPt3/0uQkq2X3PNRBdHo9FoNJp9xre+9S0uuugiLrjgAg477DCuvfZawuEw119//Zjpv/vd73L66adz2WWXMXfuXK666ioWLVrE97///XKa8847jyuuuIKlS5fu9t7hcJiWlpbyj/YWrdFoNJpDhQNGIN68K80fH99GOp6i/qKLGLzzr2Sffnqii6XRaDQazcsmn8/z8MMP1wiuUkqWLl3KihUrxrxmxYoVowTdZcuWjZt+d/z85z+noaGBefPmcfnll5NOp/c6D41Go9FoDkRe0TjE+5K/Pt3NF257mlTY4ounvpbZ0f9H789+TttXvjzRRdNoNBqN5mWxc+dOXNelubm55nhzczPPPPPMmNd0dXWNmb6ra+8czbzrXe9i8uTJtLW18fjjj/OZz3yGNWvWcPPNN4+ZPpfLkcvlyn8PDAzs1f00Go1Go9mfOGAE4vccN5n5HQm+dscaPnbbc/zfMSeh7riD5v/4D4xoZKKLp9FoNBrNAckHPvCB8u/z58+ntbWVU089leeff57p06ePSn/11VfzxS9+8dUsokaj0Wg0rxgHjMm0WRjkqGSan73/WE6d08SX1UxUOs3An25/8Ys1Go1Go9mPaWhowDAMuru7a453d3fT0tIy5jUtLS17lX5PWbx4MQBr164d8/zll19Of39/+WfTpk0v634ajUaj0UwkB4xAzOo/wLcPx/7BQr539HbSU2exOdXGrpt/N9El02g0Go3mZWHbNkcddRR33XVX+Zjnedx1110sWbJkzGuWLFlSkx7gzjvvHDf9nlIKzdTa2jrm+UAgQDwer/nRaDQajeZA5cARiCcfD2/6DgQThH97Hj9Zsp07WxeQe/RRCt1jh6TQaDQajeZA4dJLL+W6667jpz/9KatXr+bDH/4ww8PDXHDBBQCcf/75XH755eX0H//4x7njjjv45je/yTPPPMMXvvAFHnroIS655JJymt7eXlatWsXTRSeUa9asYdWqVeV9xs8//zxXXXUVDz/8MOvXr+fWW2/l/PPP56STTuKII454FWuv0Wg0Gs3EcOAIxHVT4egL4P13QPtRzPz7x+g4cS4AW2770wQXTqPRaDSal8e5557LN77xDa644gqOPPJIVq1axR133FF2nLVx40a2bdtWTn/88cfzi1/8gh//+McsWLCA3/zmN9xyyy3MmzevnObWW29l4cKFnHHGGQC84x3vYOHChVx77bWAr5n+61//ymmnncacOXP41Kc+xdlnn81tt932KtZco9FoNJqJQyil1CuV+cDAAIlEgv7+/n1rUjW8E75/DLnUTO7+fwVCDfWccvtv9l3+Go1GozloecW+TYcouj01Gs2rzUNdD7E9vZ1jWo6hMdw40cXR7IfszbfpwNEQVxNpgNOvJrB1JaF5rTS88DRdG7ZOdKk0Go1Go9FoNBqNRnMAcWAKxABHnAutCzi69UkMFH++XjvX0mg0Go1Go9FoNBrNnnPgCsRCwCn/QcTcQD4Wwf3XP+hPFya6VBqNRqPRaDSafYhyHDKPPYbK5ye6KBqN5iDkwBWIAWYtQ7TMo36Kw5Fdz/Cr+8aOmajRaDQajUajOTDJb9xEftNmcuPExtZoNJqXwwEjED+18ynOu/08vv/o9+ke7vYPCgHHXkSybishN89Dt/wVx/UmtqAajUaj0Wg0Go3mFUfxivkG1hxCHDACcc7NIYXk/z3x/zjzljO59flb/RPzzyHcGQRbMuP5Vfz5qe6JLahGo9FoNBqNRqN5xRBCTHQRNAcRB4xAvKh5ET99w0/549v+yPzG+XzuX5/jl8/8EuwI8uh3E2vO8JrtT3H9v16Y6KJqNBqNRqPRaDQajeYA4IARiEu0R9u5dum1LJ20lKtXXs0d6++Aoy8k2pYmOdzPrsefYtWmvokupkaj0Wg0Go1Go9Fo9nMOOIEYwJQmXz3pqyxqXsSV917JRtsmevQ8EHDyztVc/691E11EjUaj0Wg0Go1GcwDh7NyJ09Mz0cXQvMockAIxQMAI8LXXfA3LsPjsPz+LWvIuQvU53tj7OLc/sY3ugexEF1Gj0Wg0Go1Go9EcIAzfv5LhFfdPdDE0rzIHrEAM0Bxp5gtLvsATO5/gF1aBWKdLdOtWUuk+fnb/hokunkaj0Wg0Go1Go9Fo9mMOaIEYYOnkpZzSeQo/fPJ6cq9ZDMAFrOcXKzeSLbgTXDqNRqPRaDQHDf2bYcsjE10KjUaj0exDDniBGOCzx34WT3l8d3IIK+rw2s0r6BnOc9tjWye6aBqNRqPRaA4WNt4PvTqahUaj0RxMHBQCcXu0nffNex+373yEwnQTsfp5jqi3ueHe9SilA3ZrNBqNRnOgowoFhv75L9yhoYkuikaj0WgOIg4KgRjgvYe9l2QgyW8XNqBcxccD63h62wAPrt810UXTaDQajUbzMnF27sTt7yf37HMTXRTNXnL/tvv55+Z/TnQxNBqNZkwOGoE4ake5aP5F/KZpF8r2mP3Y7dRFbG64V4dg0mg0Go3mUCFdSE90ETQj6M30MpgfnOhiaDQazZgcNAIxwLlzzqUx3sqTMy3Sj6zhnUe18uenuti8S38cNRqNRqM52Nk2tI2/bfobOzM7J7ooGo1GozlAOKgE4oAR4MMLPsxfZyjcDJyXexAhBP+nQzBpNBqNRnPQ05frA2Aor/cZa159HNdj7fYh7b9GoznAOKgEYoA3T38zO4/owDGA237OG+a1cNMDm0jnnYkumkaj0Wg0Go3mIOWprQM8tbWf7YO5iS6KRqPZCw46gdiSFu877mJWzhLsfGQzFy5M0J8p8LtHt0x00TQajUaj0Wg0LwOnp4dCV9dEF2NMHM8DwPW0hlijOZA46ARigDdOfSNrjq7DyAqm/eMnLOhIcKMOwaTRaDQajUZzQDO84n7SDz080cXQaDQHEQelQGxKk9f+22foi8Dzf7iN9x0/mee2D3Hv2p6JLppGo9FoNBqNRqPRaPYTDkqBGGDZ9DfyxBFhrBcKLBOP0xgL6BBMGo1Go9FoNBqNRqMpc9AKxIY0mPGuD2G6gkdv/ArvWTyZu9dsZ/3O4Ykumkaj0Wg0mglg8+Bm8m7+5WekFDz7ZxjY+vLz0mg0Gs2EctAKxACnLL2QDR0m7gM9vHN6FktKfrpi/UQXS6PRaDQazatMupDm8R2P89iOx15+Zm4ecoOw5ZGXn5dGo9FoJpSDWiCWQhJ7x9tp3CV44pef5k0LWln+0GaGcjoEk0aj0Wj2P37wgx8wZcoUgsEgixcv5oEHHtht+uXLlzNnzhyCwSDz58/n9ttvrzl/8803c9ppp1FfX48QglWrVo3KI5vNcvHFF1NfX080GuXss8+mu7t7X1Zrv8BTvgfgnKtD4mg0Go2mwkEtEAMsOf9y+mOC4b+t58LDFUM5h988tGmii6XRaDQaTQ2/+tWvuPTSS7nyyit55JFHWLBgAcuWLWP79u1jpr/vvvt45zvfyYUXXsijjz7KWWedxVlnncWTTz5ZTjM8PMyJJ57I1772tXHv+8lPfpLbbruN5cuX8/e//52tW7fytre9bZ/Xb6JR6EgTGo1GoxnNQS8QS9tGvuNNzNwIm/9wOUdPTnHjfevxdIw4jUaj0exHfOtb3+Kiiy7iggsu4LDDDuPaa68lHA5z/fXXj5n+u9/9LqeffjqXXXYZc+fO5aqrrmLRokV8//vfL6c577zzuOKKK1i6dOmYefT39/OTn/yEb33rW7zuda/jqKOO4oYbbuC+++7j/vvvf0XqqdFoNPsKHVJVsy846AVigKMu/hIDMUn+zg18ZF6B9T1p7n5m7BV3jUaj0WhebfL5PA8//HCN4CqlZOnSpaxYsWLMa1asWDFK0F22bNm46cfi4YcfplAo1OQzZ84cJk2aNG4+uVyOgYGBmp8DAYGY6CJoNBqNZj/kkBCIjWAQed5bmbEZsvd8jo5kkOv++cJEF0uj0Wg0GgB27tyJ67o0NzfXHG9ubqarq2vMa7q6uvYq/Xh52LZNMpnc43yuvvpqEolE+aezs3OP76fRaDQazf7GISEQAyz64OfpSxqYd/XwuRlrWbmulyc29090sTQajUajOaC4/PLL6e/vL/9s2qT9chyoPNXzFLe/cPuLJ9TsEdp699VH+wbQ7AsOGYHYCASwPvYBOrtB3vnfNAZcfvIvrSXWaDQazcTT0NCAYRijvDt3d3fT0tIy5jUtLS17lX68PPL5PH19fXucTyAQIB6P1/wcCKhCdh9mdnBMwjf0b5joImg0Gs2Ec8gIxACL3nEJG2ZFabjf46uxX/GHx7exrT8z0cXSaDQazSGObdscddRR3HXXXeVjnudx1113sWTJkjGvWbJkSU16gDvvvHPc9GNx1FFHYVlWTT5r1qxh48aNe5XPfs/OtfDcHeDs/9/8ruEuHRrqAEXobeoazQHJISUQSymZ9eXvYDmQ//uDHCWe4af36dVRjUaj0Uw8l156Kddddx0//elPWb16NR/+8IcZHh7mggsuAOD888/n8sv/f/bePE6Oqz73/p6q6n32kWZGkiXL8r4bDBizhSTOhQskwAUCSbhJfLlkhZA4Ibm8byC5ZCFhSSBA4gsJ98JNeCEQ9sVgjHfL8iJr3zWafZ/eu6u6lnPeP6q6u7qnZzSyZUvG9fgjz3TVqVOnTlX1nOe3PL/3Ndq/5z3v4Y477uBjH/sYR44c4c///M957LHHeNe73tVok81m2bNnD4cOHQJ8srtnz55GfnBvby/veMc7uO2227j77rt5/PHHufXWW7n55pt58Ytf/Axe/dOM8rwvquXaZ6nDJ+8hthyPcs3tuM+RDrvnd/P43ONPuv8I5w4/IYEDESI85/CcIsQAO659KWP/5Ua2H9d5T+6zfG3XMSqr/GGKECFChAgRnim89a1v5aMf/Sgf+MAHuOGGG9izZw933HFHQzhrYmKC2dnZRvuXvOQlfPGLX+Qzn/kM119/PV/96lf5xje+wTXXXNNo861vfYvnPe95vPa1rwXgbW97G8973vO4/fbbG23+/u//nte97nW86U1v4hWveAUjIyN87Wtfe4au+lmKp8B8fnBwjrsOz3fcVy8hYz4LPNkRIkSI8JMC41wP4FzgZ/+ff+TenS9l6CGH3/65z/HVx6/j116y/VwPK0KECBEiPMfxrne9q8XDG8Y999yzYttb3vIW3vKWt6za36//+q/z67/+62ueM5lM8ulPf5pPf/rTZzLU5zaUPKvdHZsvMZWr8rJL+89qvxFOj4Wiha4JBrsST7mvKGQ6QoRnJ55zHmKATKqH/r/8cwxXsGPfIfbc83U8GcW5RIgQIUKECM8U5ipzFGrP0moPVv6sdnd4tkjJiqLVzgV2ji7zwImls9JXFDL9zENFkx7hLOA5SYgBbn7xmzj81hsZGtd584lPc88Th8/1kCJEiBAhQoTnDHbP7+bB6QfP9TCeHCYePtcjiBAhQoQIZwnPWUIM8Po/+V8cuzhB+tEYxtd/OzLtRYgQIUKECD+hqNcrbfcoeVKx8+RypCcS4SkjCpmOcL7BmZ7GjmrFnxbPaUKcjme49KOfxNOgtnOek9//u3M9pAgRIkSIECHCk4RaVf15dYP3QslioWRxeLb49AzqWYCftLDTx8ay7J9aXzi+7lboz+4B+dTzwn/CpvFZgdXf+QgA1Sf2YO7dd66H4WN8J5QXz/UoOuI5TYgBrrry5RR/95fZOi14+Ku3o+YOnushRYgQIUKECBGeJojIjfcTj+m8yehSeV1t+3MHSFenobr8NI/q6UG55jKTf/aokpcsB8c7u6J0P8lwczm8UulcD+Opw3OhOA0TD4FjQmH6XI+oBc95Qgzw0+/8Uw5ftZlrdhn88+d/2b9RESJEiBAhQoRnFQSrk91ng/fuXHm7Ii/b2cG5sLX8+MgCj45ln/kTP0n8+MgCD48+O40P5wKVBx+ifO9953oYZxen7oeJnefVl3JEiPGtxS/8yP/G1TV67nb4zNd/+VwPKUKECBEiRIjwHMNPWujycw3n4vY9G5+ZbMU+a31Fxpz1wZMK2z1PPPN2EL1xHj27ESEOsPXibTz6n27lujHFnkeOcftdf/is/JKJECFChAgRIrRDnHbh/Fz+i3821zuT2Srf3DON5Xhnrc8IESI8Ndx3fJHvH5g918Pw0QilOH++dSNCHMLL3vMODg1cyH+/S/KFYz/gQw+8H6nOE2tKhAgRIkSI8CyFJ8/1wufsn7/oWszbZ7eO8k+Ct2siWwV4Tqp2R+npEc5XFE3nHI8g/N0WvCjnEceKCHEI12zt59E3/Taxmsb//IHD/zf6Tf743vdie2cvtCNChAgRIkR4LmF8ucJ39s1Qtc9PgrRW3vFaeKB4nMdLp87yaM4NfhKI+PmAKLDwmUcUzfksQfg+1S1H59G9iwhxG37tl3+af7/kZ7jgiMYH9xf5wfgP+Z27foeKUznXQ4sQIUKECBGedZjJW4CvhhthbZyrxX1EiCNEiPDM4/z53okIcRuu3NRD4c2/wmzXBq59eAN/M7PE47OPcusdt7JsRqp4ESJEiBAhwrMREemL8HTjOR8yrRR4q4fmPh0Gn7P5Xh/NHsVyrbPWX4QwopDpZx1+79VX88nr34SzVOVFo5fxqbkFxvIn+dXv/ypTpalzPbwIESJEiBDhuYentJh+rjOV0yCyFZwVnEcRoOcG8wfg0DfXJMXnK2zP5mT+JCcLJ871UH7yEYVMPztwyVA3V//8z3LXthewtDPLC7wd/MvsHEVzmf/6/f/KyfzJcz3ECBEiRIgQ4VmB88Nrdno/0vmwNjvvvNjVLMzuO9ejiPBsQWHa/7mK9s7ZeMccT7Jcrj31jlbDkxiju7iIPTl59sfyLIGUCnk64cRONz/yEJ//+KP/dDn//oI3UjWSzO7fyjU9O/j8xDiaa/OOH7yD0cLouR5ihAgRIkSIECGE9RDK81mE57zLIT75Y1g69rSdt3jHDyjff//T1v/6sL45l0pyPHccT65eTqrh+DobwzpDnA/PddWzseXqWgFnY4SPnMrywImlJgE795dNZdcjmHvPP8ORJxWulBxcPshU9ei6jnGmpyl+73souX6y+t39s9xxcO4MRhaVXXrWoC8d5zdffyP/dNVrMZ/YS6HnnezYeDWfGz2K5pi84wfv4FThJ0NdMkKECBEiRDjv8RQX/KsRhvPDg+3jfCA1HXGWxtV+fcp18QrFjm2zFZvx5Wde0LT66KM48/Mrtk+XpjmeO86J/Oohtefr7XumcE/uIHcX1ke8nizy1WdfOPa5woMnltg7mcfxbJZrM+s6xjpyBCUVyl5/hR2pFI63CoGuZmHpBC3kd50h08vm8jP2nRgR4jXwthduY/7FP8uh4UuZ+/incV7zOS684hf4l/ETYBV5xw/+GxPFiXM9zAgRIkSIEOH8R2hds95FTt7Kn1FE1npKKAkhKNklJkvnX4jjuSJUp/Wsny1CfAYeofuPL7JnMn9G/Ttzc3jlcuPz/qnCOuohtz4zzvwC1UcfW9FK4i/4PbW6h/hc4nwh494aYbBng9zIoI/z5HLPa+SqT6JsrAio4Rl4iNfEyR/D7J5VHtDV7+Kyucyu2V3PWJpqRIjXgK4JPvbWG/iHG96MbVrMvv+DqDd+lote8kf8y+QYXjXLb/zwv7NYXTzXQ40QIUKECBHOS3SiqFLJda3gH5p5iCPLR4CVzZWULWF9Skpw1lC4Df1+/9T97F/cf9rzP9OQ59syX5z70EapJDtnd1KoFU7btvrY45TvubfxeXSpzO6J3Fkdz1pGl6bj6zy7j22wHI9TS8+89329s1IwHb65Z5p8B0LXTojPVt79eZe/f66g+Q/xmYRMnzmE/46sYTyxgzz0slNetc3ZRESIT4PLhrv51be8nE9d/XoqDz5I9v/+X/jp97Hj52/nH+cWyJdn+a0f/DeKdueQnwgRIkSIECFCK8r33EPmvj1PqY/i975P6a67Gp/NPXvgnoef2sCeozgtgXsSBE90iEV/MkTRci0cz2a2sr6Qz6cbaxGnc8mDz+TUu05l2TeVx3KeHm/3yaeYUrhQ9EsfzRbWKIF0luf6fDdiPFMQWkANvbP9bDTn1zo1TfHB/WuS7vr3x1rv24GlA+ye331WRhcR4nXg1pdsR77653lw83XMf/TvMPftg+vewtW/9DU+kTM5VTjFu79/a1S7LEKECBEiRFgHZKVyVtiDqjU9SO6cL+oi7M5eYn9hpVZd+J4PC2J1HqmutuLczY1CPaVn5UwOPVvPwLl4lM5k7I4rg2OenrEcL3QOcz0PXrFnLSzHW0f4/1lAEDKtzjYhDt18e2bp9MMIIjHWeq4nihPMVc5EzGt1RIR4HdA0wd+/7Qa+9XO/xnyyl7HffTfu4iJceDM3/doP+duqwZ7cUd57x3/HkVGyf4QIESJEeA7CXX++2pMLT1z7GJFO+z/NMyvJch5pap0z2nk+5hA3T/0MzspTPNf5JNB2brD2/J3NsOR6X8+VkOkfHJzjR4dXir2thif93tRDpt1ngHyvqdh+eg/x2UREiNeJ7mSMT/3GK/nkT78TK5fn5O/+HtK2YWAHP/df7+D9tRj3LO/lz374O35uVIQIESJEiPBcwmnEhiZzZqjtk+l/7YO0VBqFQsvNwbEfdF5sdSqF+SSG8nThnIlqhU9sFcB5eiLenhQhbhzTyjZXX/A/hUl8ykrmoQ/FmWf0hp6r53jf4j6O5463bnyar9tTLvOV9ZPD9eB8iBA5H/BMhEw3sFbI9Do8xGcTESE+A2wbTPPh976R/3Xz23H37eXo777Ht6B0j/DmX/kB76nF+Pb8w3zknj+OXqwIESJEiPDcwqpljfyFzVSu2mx6xl2v44g6XyoGIXQd05jOn7/NbqhMScUtsFSbbggGnRGKM3z/3j/n4Bq5dPbYGO7S2mGK0rYpfOe7uI99HY5+r23vufPs+iHT6/e+PvnTrjxQWhZe4fRiXu3QS9Mw/hAsr16i6UygPA97fHztNs/wo21PTVG+916mSlMrCfEqOFtjzNsLp23j5fMUvvNdpPXcTGd80nMdhEyb+/b7jr+nc0BrOBCfjIfYy+cxDxykNnrqjEO+I0J8hrhkqJs/+qvf4os3vRnuv4d9f/AnflJ41xDveNv3+HUL/nXiB/yvXX9zrocaIUKECBEiPHM4o+ioM1uttS6KVj9WIFbdXe+jXexprYVjdfcTWEeOrHeYZ4Q7DzU9XCdKu5muHuvYbqY8w/dGv9dQXV2B7CkUivHl1cdpHjhI5eFda47Hy+WBIL+v/V6eLSbzJLqpE+t2deecme1YkuspjbRtEV266y7K9z+w7sMbj5YbhO3bZ0fJ2Tp8BHP/AZyF0xPBZwrmnr14pWdGAXgtrGZ4qRsQ3KXl9fVzmidnujzNsrm+vjqOZ7X392nCk34P6iHTjkPt8OGzNp4W1Es7reN75UwMa5WdO6mdOsXJBx+jcmx9Rpo6IkL8JHDJUDfv+of38d0X/gLxO7/HQ7/+O3i1GqJnhNve9HXeaDp8+ugX+dLefz7XQ40QIUKECBGeIZzdxc2K4+rHVnO+9231xmssblVb07XHU5uaYmHf6ReFuYrNXMGieMcd1E6szytoeysNCPVat2GMF/2FfcVZjVx1Dik+u3gyoc5n+/yt1/fwzM5GSa7Wpk/uzF6+QPGHd6487Rng6fLSqpoF0gFv9bzOpzPX0iuVcGbOQOX7LE+EknLFu3q25/p03wV7F/aya3Zto9JqKNQK/Gj8R8yUnzml9CcrHtgImT7rODMPcfOozuOdzpucWlppkFmu1JgrWozPn1lkR0SInyQ29ab4jc/+JXf/7C8z8Mi93POGX6GazSM2XMIHXvsFftas8ddPfILvnfjmuR5qhAgRIkR4luDTn/4027dvJ5lMctNNN/HII4+s2f4rX/kKV1xxBclkkmuvvZbvfa811FUpxQc+8AE2bdpEKpXilltu4fjxVsv59u3bEUK0/Pubv3kSUU7rWdwEa5szXby3EMX5A3j5KZwOoi91Jem1zt3efq2xjGernFgsU7JaBTO9tmu97/giu04to1wP68jR1S/kdAgGqRXKePk80Dl08NRSpRlyXb+w0izYzbD0MzrtaUW1JNRKAMha7bThuwDKXSkyelZFtc5s81pnAMAr+4vr+cocVffJzWOzR4XjSSayT62fBqSE6d0wsboh6MkQxPXej/K991Hd/cQ6Trx23eonS2KL3/s+lYdar/1si2r5nT09RoVifgGkfEoe5tOiNAde851bX0xNBzxdynCh70xZN3Cs8Tej/t6vdn8fG8uyXFnpda/fQnmGtzIixE8BPckYv/XJP2XfrX/ExrEjPPLaNzK2aw/G1hfxty/7a15kWfy/D76fH4//+FwPNUKECBEinOf48pe/zG233caf/dmfsXv3bq6//npe9apXsbBKmORDDz3EL/3SL/GOd7yDJ554gje84Q284Q1v4MCBA402H/7wh/mHf/gHbr/9dnbt2kUmk+FVr3oVVlte3Qc/+EFmZ2cb/9797nef+QWsJ/yt7Wcdp5YqfHPP9NrkRyls6S+ADs2W2DeVh+oynDyzv7HhcyilmCyNk63NdVx21YLyNF5odTVrF/hB7uAZnXO9mCpPA5DYfYTyAw8CQaiw51G77yHcXI7FUo19U3kOzBTrV+H/sAowsXPN/pWUZxR2e1fuMEerczB/0Bcqq5Uxn3gCc/8Bv3TWKhB2jdqPfkRttDWk+cmQFy8Qa1vvMv1Jp07GYwDMVmY5lj3qp8O5JkzugsL0+voIDXIiW2V0qcJyucZcZY7vjX7vjCqReFI1jB4q+CnspxaiXLbLLV7KFa+bY/rE6kxwBiSyVGte/9xaNYY7oB7S/3Rh1WdTSpjY5T8Lp+ujw1woz8O9fyeJoxNnlbxLJak6gcHFMWHsAZhsGlDVKoz4tLfraQtzaPZ7YrHCXMFasw5xfa46ChUXptky9V1Eh331d/BMo5EiQvwUoWmCt/7JOyj+5d9jWCbFW9/OY3/zCeKX/QKfuPzXudqy+MN7/oC7xu8610ONECFChAjnMf7u7/6Od77zndx6661cddVV3H777aTTaT73uc91bP+JT3yCV7/61bz3ve/lyiuv5C/+4i94/vOfz6c+9SnAXxB8/OMf50//9E95/etfz3XXXccXvvAFZmZm+MY3vtHSV3d3NyMjI41/mUzmjMdvhkSsnPmFxmInTBIaolFti5XDs8Vgf+e+FYqyU+bQ0kHm7AI11wOUL1pUzTba+TnEouOys9NiVCI5nj/CZHX9uXKLTqm137O4gJwqTXbcrpVNZLlM7ciRBjl32j3EsGYZE4DakSNUH3kUN5dr2b7aNdSUy0lrESqL/ga3hqrVVpy2HcKu+V7S2dk1x7MeSFkX1VofJT7z2xH060lamIOUTY97cX2EWClIVacRVgEveP6lgpN5vy6v6Zp4pRLmgZUGlayV5eByc/sPD87x3f3B/NUX/k/Re3ff1H3sWdjTHG97g9F7fGJ1JlArP7Tne4NPgHeebHpId51aZjp/epL5TGHVetdmFgqTkD21jk46HO95CAR6roTtShaKT13ka7lc4x8fupsfnLoLV7pIz+Hh4ijZUE3e1ch3feuqxpkO1zBZnGzU+x1frjC/nmuoZqG0uhK46Xprqkw3vpM6XcaC/32tSZtiW/SOVJLl2gzuGZbBjQjxWcLL3vRzXPAf/8HB7deT+T+3s/vnXoPnvIjbe2/iWsvkj+69jR+N/+hcDzNChAgRIpyHsG2bxx9/nFtuuaWxTdM0brnlFnbu7Oz127lzZ0t7gFe96lWN9qdOnWJubq6lTW9vLzfddNOKPv/mb/6GwcFBnve85/GRj3wEd40alLVajWKx2PIPYNfC4wA4c3NUH30Ue2xlWO3pyMqppQrWydGVhA3VINwlb/XFmELRoMP1kxWmmiJHSrUQqwemHjhzxesO53w60YlctJz/NCQ4DFn1CZ5at3psw92y7nOshfnyArsnFgODxvogV82RPrN88NOhapebHjdoXayfQd8D2T3ECmONz0K0lpCpPvII9tjYCvXjh2ceZrzQfGccx6ancBSkbHrSznI064o5axMBqzpVSnarAahDJ502rtiSN1c+c5bz5Ev7NKNNTn9v5goW39wzveb5Vo9OCbaLdVCm0zwn+6Zy7Bx96mHTUzmTkrtMyXKRSmK5Flm3woHyxLrGk7Ny3Dl2Z8fSVaqDVXL/0n52Byr2eybzPLzKNbR4c0/+GMbuD3fc/LXxvXJ6D3HH+9uIzFccm299PnPWMmU3z5J1ZmW5IkJ8FrF9xxZe/43P8+1f+ROWKg7Tv/d7zH1hmY8c6uN5ZZs/uvcP+eHYD8/1MCNEiBAhwnmGpaUlPM9jeHi4Zfvw8DBzc51DGOfm5tZsX/95uj5/7/d+jy996Uvcfffd/OZv/iZ//dd/zR//8R+vOtYPfehD9Pb2Nv5t3boVADsgrO7i6uV9VlvkxO08mmdxcKbAqYcfp/JgW75gWFQr1FuoQWs8tgpyiV0bJh4GM9dx2WyuIwxy3TgLpNG/DEWuaje86c0c4lYslmqULAfVQYirtc/1hLI/DaS+Q5f3TjzG3eMPc3j2NCQrBE96qyWAt31W4R9rjEvB4tEVAlW7Fp7gWPZIs581T9YZjXDNFTs6NDoNuksn6C6dgPxYM3RijWF0dE5Kr6OQU807zXMfdHbP5D3cP3X/utqebtsazsAnhfW/borxZZ/oF80z8xr6h5/BwINBnVgoM1sIz7EApajYbtBMsVCyMO0mQVe2jbn/QNP4oZSfN+6szEPXhABEcw46PHhKwdDc/cRr2dZ8YqXI1XyDY66W45FTWX58ZL71wPWgrVa5p1zuOHXH6iW4lMIza7i5Ujiu+bSnOdPvJlf591jDOKPjIkJ8lpGOG7z3T3+NyY/9M3/7ordzquCS/UGJ//FZxW/f5/EXd7yXH4z94FwPM0KECBEiRADgtttu45WvfCXXXXcdv/Vbv8XHPvYxPvnJT1ILQmPb8b73vY9CodD4NzlZD/MNcr6C3FItEV9x7CoR02yYf4CR2bsRto3rdcjD67AoEq2rPH9bsPBscGPlcXi2SKHhnVrf4v1MoFa7qHVC2jbp5Xzjc67qsFyxmekUThpS0HY8yY+PLKxKeB0vCM9cBxM5/aKzw/y38bra6Chuthm+fnyhc75rzTu90FTVqeJKB9Mt8di8H3mwKo10LMiNUzl4B8zv7zjWFhRnYG4/zO0LNvjtK5bjh8UWJnwjhJSsx0PuhIWMVsnbbGB8J8zsXbPPRpmpIHeaFvGh1cdR/t53V5TWOrR8iD0Le8hb+ZbtB/M7KTv51Xtbx7PsSsnj41kWS+sLAe5UY/uspqt6Duz/Kpy6/8l33PGwVg9xtQNBbTb12x6cKfDI6BJM70Y5K99jpWDnyWXuPbbY2GYdPYY9Po4zHYTn2xXIjsJSK8EsWc7qhpc2xJwCmfJYp6vxLwnBbMGkZIWMQ0oyUZqg6lT8yJoOyuaGU4Ej32H0yJ4G8a+HKK+qpK0k5cePUjlwMrTt9B77jjnEjfGvhKv88RpabNXjOiEixE8DhBD895+6lHd+4Df5w1tu40O3vAvvsqt4xQMen/6UzcH3/yHf3/Pv53qYESJEiBDhPMGGDRvQdZ35+dYwr/n5eUZGRjoeMzIysmb7+s8z6RPgpptuwnVdxsbGOu5PJBL09PS0/OuE1dak7uIiHQkWkq5HO+cvhj3ETQK4Gvvwf182s8yUFqnYLuPLVX+7Wt1j+tQX50+uA3P3bgZHp9FtB4UKcmal/3MdWG3B+MREnp2jy1i1J+EVa0ebEFknWIcOU3loZXh/e/v15ALfM3kPJ0qPM2+NN8j6iuPqz8P045RP7uTIqQkKhcLp70J9vmTrQn8q8CI2CICUIdbfudeqU+XO8TsZC0KkhdvZiNQIma4sQL18lmOt8LJB5/vZ9Bp27L4Bd6k1OsMK0gvqJKFln6ys8cyf/tmr57Avl9cOv7ddyfH5ElIpeubvpzz/g1XeYXBmZs489L3e3ArK7JTnIXcq1GC9ueerhUy33o+ds2sI14X6SNSWfUI7s2fFCB6ceZCD+Qcoh1Xh1+mJ/vGRsCje6ir5Ksi9z8pKh2CK1efY9Ryy5jInC6Mw/iCM3o1SrefRA6PWzNQ4j5yqG8FWeU9DY125afVxrG2kW/2eekEKyZk+RhEhfhrx0ks28I13vYzJ7Vfz+kvfiXzP6+i/sMqrHvfY8Ot/xg8/9gdrKqxFiBAhQoTnBuLxODfeeCN33dUUYJRSctddd3HzzTd3PObmm29uaQ9w5513NtpfdNFFjIyMtLQpFovs2rVr1T4B9uzZg6ZpDA0NndE1GONtOVsdFnhSKSq7Hlmx2Gksb1Yjq6dboAfnUjRDp3fNP8pjC48Bfs1fpZRfOqhtXOGeK07l9KVRchUyj0wggvDLxtieJKFu5JIGBFg4VborY+hBWGMzh3i1BXtze9ZpemXLARH22uod29JmsdqqNK2UwnRNn4yt5SXrfNp17lgf6oSwJk0/HFw1T995IS+YquZxpIfteuu/Dc1407bP/jYlVcfQzvCzWC/PtGgugpmnf/IHK7tilbD3Y9+HI99ZOaxwq6pF6YFdyPLqit7N484MfjTFap2dQW+nabt/Os+h2SKLpRoTlQPkyoewZGXFoc7cHNXdT2CfOLGuqPI1z9qSV7++a6mXbJNKtZZZa+QQ+4OyvdUNAB2fzw45/nmrgKscjpceW9fY2qE7RXS36gcPdEwnIUilUGRluwhgKAqhw0Sv4CVWgd2TeQ5OF1e0PR1qM0sUHtiHctzOhH8VDlSoFRqe+I5zuoahqp5Ccqah1hEhfpqxY2MXX/+dl3Djtn5eO/5TmK9+AVv/8xLZ7T1s/ewd7HzLq7Cnps71MCNEiBAhwjnGbbfdxmc/+1k+//nPc/jwYX77t3+bSqXCrbfeCsCv/uqv8r73va/R/j3veQ933HEHH/vYxzhy5Ah//ud/zmOPPca73vUuwF/s/P7v/z5/+Zd/ybe+9S3279/Pr/7qr7J582be8IY3AL4w18c//nH27t3L6Ogo//Zv/8Yf/MEf8Pa3v53+/v4zGn98stU7dWjpEJOlyRZb/lrCoQBps3O4XadFnwh/btvXaTG0UKpBZcFXpu6AeXOSeyfvZdfsrhX7Wrpf9heYetVuPdeTIIJN70oTwgkWumahWWuY1Rd44e0Hyk2V6qYTLrToFIKw8gMRAAEAAElEQVSTuRPsX2yW5qpj58xDjBV9z1rBtDk+H1oAr1M4qWq71H54B0Yht8a4xZoeKsu1Vsk178yS3FiSfeYkR52pNca6Ep5SfHNPUz26vYSLlG7onGv0WZyB5VGoFVdtFhbVap6g+ftM3mxc60MzD1HzfE+zfnQMaYa8yEqtSiKUUn6JqIUjHFo+xGx5FmVXmoJyZ4QzIcSh8wcI3yknSIFwpcINyEonobi60Ju0auu6haKyTDiFYDW4C4vgnD5Kot5PoZBn8fB95ArB8994LkJjdu2ORFeZJsrzWtt3uF/1ETtBGTmKM35e+zrRPXE3Ox7+MelT04EBqTkHpu3hSdXwELeesfWd6ijY1zG0XWGdRgivEckR6tOZ97/fpOOuMDj5/XZ+lh+cfpBjuWMt/dZGR7EnWkXDNMdFt9vubafvvXUgIsTPAPrScT7/317E2164jTdO/xKVwc38zEuWeeRXrydxYopDr38tpfvuPdfDjBAhQoQI5xBvfetb+ehHP8oHPvABbrjhBvbs2cMdd9zREMWamJhgNlTG5iUveQlf/OIX+cxnPsP111/PV7/6Vb7xjW9wzTXXNNr88R//Me9+97v5jd/4DV74whdSLpe54447SCaTgB/+/KUvfYmf+qmf4uqrr+av/uqv+IM/+AM+85nPnPH424sdLVTm2b+4HwDbs/CU67coTK1Qs6VqoU0vELNzdELnRa9q/V2pRg5xeFsdTn1h2n7uAOPlY50vDNi/vI+dMztxS1Vw2xZabYvOkl1qlCg5HVqFdxpBh34/NYcHTiw1vYvBeYyFA2yabmqRtC4qm9dbrvlhsqJt6uq1nFeQUgUlyycBxxfKHJjO4rpekPu5vnDHevksPZdtH86qkEq2jMV0TZQCQ8SQyms66ELHWI7LxHI1CBj1r78qax1PuWIIwXy6Xvt9DOeeS+4a+xFV18STipqzuuo6hUn/3yrQSzM+4WHFEwvAxHKVR8eyLJX8+1K2y0wU29SCg3BgBasv9IOJsvfex1hhjCcWnoCpR2F2D4/MPsJCW1SAQKxOJk+T3+wfX//pb8ubNpazshRYM8W+jbwq1TGvuB3zlXlyVqvhKF7LouVOrjnvdTgzM+gH9562nW90A2n630GOWajvCX6GnsDD3/JLVLWh/MCDVB/xawGrRnSBXOGJXfHujT/UrHUdarua4UgI0G2X5PRi0K75TPzw0JyvAh0myite9ZXktbHvDCJXy14V27MYmN7J8M6vIx0Xr9NDLsTKQfgDX7HJW0U13zp0GHPf/nqHAGzee4LNe1u/t+s9yvV8+YRwZhJcEZ404obGh/7LtVy8sYu33/Euvp14P28bmef//PUvsvXD/078N3+Lgd/5bYZ/910ILbJTRIgQIcJzEe9617saHt523HPPPSu2veUtb+Etb3nLqv0JIfjgBz/IBz/4wY77n//85/Pwww8/qbGeFqHFzuHiTtJ6N0pt9mu6ejaku5rjPD6BcD2U6CyEIpWkFhBRW3ksewVShDzYbaRNBdtUBwrSIIieDXpsXd6ouco0XXGDyt4TCCsI92xbS9Y91ifzJ6jM9/CaHa/p2JdWKSMcB69vpQdeKRrr7kRtGXN2H6JvoGX8RvY4WigntNOieTJbDe3vvMAN56q2e5kAtkzfwSN2lYQuYEMHb/xaE1fP7+2wSyBaCMK+xb30Lm7lhqEbAHCli1KgC4PmHawbOyBXtRldLLOU8djoZHB1F1vKZsv1roNXRBys3G+6JnPZCuWTC5T004uBdYIx9TDCmYKRq1cQQoBsEGmwZpjw4hEASo6JU51nuHvLyjbB/TRPTMHFF6zYfSx3zO8ns5H68v+Mc4iVWjnQoOk9RxeYzFW5dGC1d9iv++0fouh+6G4mN9Q4+cLNLe+KPT6OGL6w8fnx+cfJFMfpTw6EegvGYHcWbmuHqK7/3slAHEqJGF65jL5aDWizs/HOXc7CBdto+Bxbyg2dyTO6RiMJDS8rK73kS+UaivSqHHTVvHzOjBAfrh3HHc9x8fgMdrHAviO91PoVr9wK07U8GeWF0mHC/a4uVteu/L92TnkHb3bjuMhDfN5CCME7X7GD9739F/gT73dJzO7mTaUllv7+D7nnWkHu0//EqXe+Ay+fP9dDjRAhQoQIEZ4a2tYqVa8Uqh7T3Jmv2nj1/NlVujo0U+TRU8t4CkqeyUl3fqVntE6AWzjHKosp14KZJ6A423l/p0tZReSqfi3JY4fW1VdmzyOkDz6xrrbd5dHG76t506SS4Hpo5WZobN07DKDaPaH140LlmjxVL22kQvuDUMV2l49S4JprrurrXkPF6Ra0PsLKtAqFdF3i5UrrPQ4W76OLrSTo6FyefLU1bFKrlBHmaiSo9SkreEWK0lx5f6UkV8vjKg+c3Gm9kWERtOVyjWJwD3wbR5O8tEsEV4J28apFbHztyIJHS6d4fL5z3ml4nhWq8U61oJJDTB8OPrTHdLR0tuZ2qULVob2aPzerRCrU3w8Z8gjXx1pZbPOEB5DZLEop4vmTMBvy7hamSVZnm2eolVCVxY59nCmaqQ+Soqwil5Yo33Mvzkz9O2L1EOg1+w2117waQjrr816ukhsMILxWg1gnEhvettQmfNZQcD56Ej3fRuzXSSQLpg1SsuHEJKLsixbWXInAj5LZW5nklBVKo+lkSOvgDbba6syvNxdYWlbwXdfZK346RIT4HOCWq4Z59+/+Pv839mY2HPlXrhirsuNv/45/fk2cysMPc/y/vBHr8OHTdxQhQoQIESKcN2jzuHVakXRYpJ9cbAth7nDYQsn3Gii5cqHtf1DgeeC5zfOqNpKgmkdSF8apK9O299cGpQAzh6ckObeKJ2WDdNaPM/KtYZ2yWl2h+tu5c/9Hc75aCZs4jdIxSJLHl0gdmm9cZNjxI732RWcQvljvznF5dPxBP9d01ZIyoXPnTsHsvo4KyXXoThWU15EMd8xbDJ9JKVKHx9l46AS4TnNWlPSjC9qQN81gf3NbZs8jdO1eX+TDsdoYh5zJwMPf+kyVnSozXhbNs4Ow5873YKlc40eH5xuEr+qE5jy8/u+Q9+4Gz3T3Y/uIHzzYsX/T9po1a9s927YdkLQmkZnKmTwxmVsx/6nD86T3+QRPiLWMFasT4kKtwB2n7qBk+7n0qfIUFGcwnOa7hJmH/V9FlfMQlG/zPcR1Q8na+ahlq8C+/D1Y8w/7xqs6JnYymN1NcnaWnscmyDwygRrdtfJZXKs0UmXJH98q14eSWMpBlfzwf68UGGDqj61cr2p7k2DX53lg+XE2Ljy0fg/xarchyOdV+IatTrXIVd14BX794/bnpmrB+NQK45zskG8tXI+u+VaxweML5ZZ3rpFpLbRG9IkjV5YOaxnFwiG/XFYd5UU8e21vvpSKmYIFZq2lN+uQb5Csv2PrCccPIyLE5wiXDXfz8+/5FPuSN3L93g+y/948b7rtX/jIO/pZLi8w+ta3UvjmN8/1MCNEiBAhQoR1Q3VY8MuWkMEOiyI4bXmbzmmsbZ7LhYOoxSPBOtI/oNOC31WSfLXpMVnXukkB2XHKgdhRvuqQrThrOovK9967oi7sal2fdiBKrepVktJDq1+Pu1K0yG3PeQaQquEhzjy0n/RD+xELh1Glpoey5Wxh7049n7VuVFg4grKKsHCYhOV76/pz++gpHg/6WWuCV+5TKESpUr84P0pXAaU5WDjs10ANxuJ77lvze+ue2lR1li1T3115ShHy1vobAEhXZ1pugZD+M+S252LmChSPHsc6frzxfBUDxfFOXtmwQNhModrMXW6730ZxGsxsM9IhhNmiyWzRrLvcW/b1P/Adhh79eotHMFf056hlOEqhhTzpE5XDvve7A5zpGQrf+S605U4XTZtHJsYBX5G9fhKlQAty06VSLMxNYbkeu772KZz7v4eoWRjzU01C3BZS3543WvV8sr3gllqut35cemKqudm0fbG8MJaOtxKtsIVo9B448aMV19xe//nknqPsny7QrJVb9xCvkU/e2mPQvvVuGk5plVe9beNaERiuPwZpGL6HuN62WEUr+0ReSdnx+08pkMtZ0o8cIltxVsxvXdwsvH1gfIb+iTnsyUm0UmD4sGxidvE0HuWwt7b1njc+BOkAAJy6FzXRWtaq/V0YXapwarmCfuTUGuddu35xJ0SE+ByiryvFNe/6CrXURn751P/LX/7fKV79yk/z6d/bzsFNHjN/8j+Y/fP/2SzJECFChAgRIpy3UK2LOAVUlhChELiO+WlrEUHPQ1itnoA64na+haipaq553pZB+Fiq+Oq18wWTsWwVe5VQ4k4wFvPEQqrLEkW9as2qdY3X2X/TAxr83p6b3DxR6wH145UC3V/OCdcDq4CQTcL/0AmfpM5WZjFdC1wLUQzVe63/XEHmVl5X1XYaudwo/Jq98wdg9F6oFUlXp9C8GijQPROpFD8c+2HbBYVEg9rOMZM3MW23sbVlf0CaRLimrqJJWBoH+eNLWnOBW9LfXzCdFkNIuwdpRQ5xGKG+3V17eexHDzP2yN4Vu1eDQFCuuSyUaiyWau1X1orcBGRPoXud1n6qhfwppeiqnCK5MNbSSg8MN14HEawwarPTFL7zXby2sk61Uz7Z0Cx/viZKE+xZeIKdJ5Y4uVRAKoUudL+xprFQskia8wgU5ZqLPZvn5EIOq1JiyZwhvf9xNu36UugqJEK6aEEOsKe8luciFmgJ2MptddoDuC4i5BFVSvmqz+3w1iauhekx7OlmxIGyaohQNIWyLGzXC4VIi9Z+9c650nUI16W89wSyUiV8EZK1xMRU8zx0tAIGYwjIZaOpP8b4wWkyex/DkTWmy1M8Vgsp6oe7CgxO+blR+nN7mk1WUePWAo904fufZ+D+f0WYVfTDo3TNl4i5gabC6Qxfq11zyIu8pzzJYmUOYdWITc53bO6eLmT9zBzDDUSE+BxD6xqk59e+xCajxF95H+PP/n0Can/E9373FXzjxYL8l77E6JveFIVQR4gQIUKE8xpCAbYJ5cDLKB3IniQ93/SSStmpRuRKrzL4i/LM/XtJP3yw6fENLazi1lLjyOqevXilaqMPVfdItC2OTMdtlIFZhV92RObIGPHpfMd9p8txUytClltRref7hslLB8GupqeRlvYKiQoIMa4Hx++ka+IeBpZ3I6SDUBJPusznRzk0cS/kJ6HUnoPNygVrxcSo2s3luetx/94xTi2VQ+2DY9zmQrq3cKg5tlUWwbOVCb538rsr9j86luWRseWmc00G5Fgp0DRQquHBa/h5GwQ5OKi6FHzSwXEbnst7ji5w77FAlXdFGRj/HEvlWlONPGQgmPWy9QE1QpwLptPihVojIzcIT248wYGbrn6R9eej7uWbgeUTpMyV+cRC0VCsBvw0gTpCRMHw2pTEV8lHlXM+6ZDFQtuepno3QNZcBs9m48zdKNfkxEKZmVw9Z11QsT0ylQk06SCKFj3jWYonZ1go1XCVy3LhBOHSaQpFV/kUurkInu0T4vIClFrLrjnKI0ymlFJoo9PQ8p3h/+/O0b3cOx4OqQ/aeDaaZ4a3UPVs9vzgXxm9/3uN1tbd95F6rEPpoyDk2XRcahWLzH17MZfzLDor1epd6bJn4QnGKwc5NnMPC9kFpo4eCn1H+JEe61L3VorqobHO7UJX6HuIm5E3UkkOFR7iUPZQx3seVmaP23kAtKr/TivbDpH10LFCIJTLocJJZqxTfpg+EA/pFoSVq0Vbnrys1ijdt7N5ifXxhr+DlGLGzjNZy5LcP0r85DTCdnBk63umQlbDTqX36lsiD/GzEZuuR3vDP/I8dx937PgKR6Yd7n7otdxx8y/yF79ksLg4zugv/iLL//K50/5hjRAhQoQIEc4Zxh/y62m6dnPB75xG8XgV0mQdbIpUdVpAhrc5M6GFdPgcIcEdBSRmi2ROtYVXduh75WKq0xg7la3pME636akq22V/8R/CwZkQGWlz2gKN0E8VIhPBKBHSQSmFje8NFIEnR/OqpMxZMpXJ5pCKs35IdMDO2r312YrNQqnplTSOTTB4fJGe6TxexaJyYJTU3idC3lLVnOvgmvKywoKbb1xAeB4dT5KtOAhgvHwcVKunTCmF4ZSxauE6tIFRwzWhkVsYVsduPlPxir9I1/Jj/pGaDkr5hPjQN+kq+QJlXqHI0R88zuEH9gfCW8FCvv64Njzgfqi0ABZc/x4Jx2mMbUXZIumuvPueh1exGvvrIcOe5zbGLZRH2ck3+feaofNtH6VEKsW4u4jplBrbNSlbmyuv9b2Qiq2PHkTOzrBQshpK12FItwa1Zp+YeXS3imYvYuenobqE5lSIl0Mloai/9gpMi5orqTouVa+EqexGo6HpO9Gk43+2y3gHvgbTj/vGGprPTdmzGoTXdv28fWHZPhFqsalJHps9xv5aU/gsW7V5fDyLPbmbTNavuz2TL/NYcYxSkJdcdloF2uqhyHVjS71vBYwtVTh+wjdSHBw7zKOlUZxQPrErHSZK4yggby/gKY+jpUXGcjMtQ5XI1ltcK3NopkDBDMKXlQdzB8CzcQudS8S5QX3fRP6kbzQKdThZDUKQlQrC/iFpLSGUi5Q206WZhu+5Ii3m3TyZJx7h1KFRdh2YYMVDVp+b0Dn04HunJdy62bK5LdhYm1rsGO3qlE0WA1KtQmHzWtVqdCql5JG5R1b02X7WdqxXjKtxzjNqHeHpw7Vvhp/9My6e+Ta7Xngvf/ELV9Pr3MIufovff3s/D+/wWPjIR9j56l/gh9+4hxML5ZU19CJEiBAhQoRzBAG+h1j5fpD6AtxtD2/0f6tv8H8PeURdqVpUkh1PUq3ZvkJr9mTj2GVZDPI7m7Acj6lclZrrqyaLttzCxHSBRC60yFyl1k1LXl5ztG1hp4r5gtXaToHrKQ7PFXGCv9EqyMN0pct9+/8vhUoHLxRt3o7w9gXf09NUwQUsm/7Zx9k880OUtFkybXIVu3GulpEquXJxqBSyjZjX1Y7biXd6uUr1yDhe2WwNK1bNe1z3Ti55RYrKpCptPCXx3KYH6dRShYJpt9QdDo9BKhiev5e+/D7/zEIEOcSK8vQR8qUybqHSIHv1ORGBQFPvRK71EkVAiL0ayrXpLRzGUx7ZxSlM18ObX2oV3mrzMNVziFseEacpFCYEuMd9kp2czbPhnv+g0qZ27R3eR3nPUQQCY/FwI9Jh72SOmby/6BdKslAbbxzTmOP1JLebJWrKwcZjLlBfRin0gFzUp8qs2ZSs5ti0gPiVygVmFpZ4bKxVEA4Uau4ALLU9q0rhKY90dYakOUtP8Sh9o3ONYwCU8DPYVYfazfVnvMUYU5rFa3uPtX37gPB3h+LgTIHjC+VWQwzBc9rB0LZc9ufXDo3j0K4fM/boYSZKC6ERg+Va2Ha5RWQvRPEb960vfwhVzVIISgO50sX2bI7ljnFo+RDFWrFxmFA+gS9brWHffsh087N7+HtUHY/ZvOWfMzfm59VmmwrzYejFPLlZ/1n3p8JpeHxbM1aahNhwy/TnDuBN/Bv7l/eSN3O+zULZlJSvGH/k5AyVw0eb3xWhHOzWNwN0abb0Xz9fo+UKL7PqWP99fPdJDu87RaXmIqXLfNGiNltsXkjwM2u2P5+t38RzlTnGCmNA05iyntcnjIgQn0942R/ATb9FbNen+K/5f+Rbv/MS7nn3rbz7pn/hP97yn/jYGzVkbozN7/sd/uPX3sNL/uSr/PwnH+C9X9nL9/fPYjmR9zhChAgRIpwjuDVcpbAcl3Bo827zBMKTPoEJFiv1dVTi8NiKxWyuanN0rkh9MVW0XHBtDLsQ8ngpyrLKYt0rphRVr8ZktQDS90qt5j1QQfuWz22Qbaqt88UaS6VaayMFZtvfXeWYlEt5KjW36XULwomXzWUozxGrThGvLbFl6rsI6aC5TQ/6odkCU7kqHpKKDAiTazccpfXx6odH6X78AQA8KVGahlQK4YQ9XD6EUrhStopyKVDtgkrB7oO5xZZ5EUCpajO6VAYUIkRImx7i1lmcdBeZ9JawJu5vbKsbCGwZ8v6EayEH/cbsfOj58ZfZedOhYntIswYtBhZQyiUWeJkqsoYM6tUqoQMKzbNwggduvHKAPQv723I4O4RfhuZEKogF3uf4ZGsYs3vCJy3x5SDktE0caj53khPWAgIQrhWEtPrnytbDTV2bnlOh8kNrxfK3jVEd+X4zpD3IbS3JWpPcBz+PzOZbIhHqOaG16f0+qc3th0qrivCctdxxDCtC9+uoWsTKtYDsqs45vMFBLXWvpbfCsNXifVQKJRVuaG6T1jwKRc31mM5Vqew9RM90q6J7ojhGqtosq2YszJGenkbPm6Hwcv8cP574MVOzj1JYmmnkyIcNEwpI5iv0n/JDx+v7XOkyVhyj6lSaRKztksPXqlhpbCtawTyJoEVDAXsVNXbXbXmX984/sao2Q5iwCqWwlcuB6QK5qsWp5SZBVSiKlRmWcofQN4349y7fNNL4IdMhGTrlR0N0emc010O2CXO5ZZPC8lxjLuvzYToeWrWKVArL9d/x4nwoKqFTmL9SaLNNQ2fMKbH7sX9itjyLKz2WK4HHGUmh1p4KsDoiQnw+QQh49d/AS98Dj3wGvvx2tiYt3n7TZXz37R/nnb/3OT7xhxfxgxvhteM7+ecf/hWv3/1tdu4b57f/bTc3/fVdfOyHR1ku105/rggRIkSIEOFswi5xaCrP+HLFV9sNLWgvePwgG06Ea5UGnouFHMIyG12E8zBlaJFnT32FrtIJchU7fHg4OI9jZkA8UNQcGZC+Dgs25ZEprV1/uD0cEHzPteut1HpWqGYe6Nx+jMArLRCcyB/nkUk/d84Ocll1ND+UGegqnaI/fxAjXNc3+DHr5TCV3VhAWo5LueY2hKFq0qamHMaXK80xhbw6rvIouAXwPCayVRbLdstCOhy+7smmd2exWEAs5VtW9vnGukI1yISSzTDcFbOsFK7yOFZtCuPoWvsCv1U5W4aejfpU6LaLsZwnE9QeLtfcRg5xnaziegyc9MnQhNPMK1dooEB4Dl4wZm92lPjYXDDi5rkN00Fzm9diexIzVFarb9z3UBlzuRZDQd0z15FM2/69cPEaBKru0zbcUuPZ1OdnSc+H67XWbQFru7jssTGOPnrcF10T/v0sezVOmovojfuigvG1hkx3Z4+RqOUap0haizDVDEsV1PN38aMtQgjnw4ZHaBydYODkkq/yrUC6bofj6hMhA2sGIL2GAcpRHm49ZzT0PuSqNklz5TtbMB0qtktxapaeWX8OHyuN+eOxln1htQCp480UDKGaSuOy1gzZrbUosvvnlxUT6bp0z/nPwELJwgrmxJUurqxHVtDYHj7eN2Y1v0/aRbVGg5x8IfxOyk6VObuICpUfWk1ISgGW69fr9mRrbrJqI8SZhTLdQch3ttoavqyURzZ/DMsto48MU3PsFi+2Jp0WMbv4+IRPiMMpwCgylUkuuecbmHff29J/vmqzXKlRtjsLnUkJ1VoobL/+jq9y3XouD/jvXdzOBW1dlivNEHipFKcKpzoe3wkRIT7fIATc8j/hNR+FE3fCP70U9n8VpOSmTTfxxbd+nU3/75/y/nf18vAlDi/d+S0+8/0P8jXtMV69QfKpu0/wyo/cw788cKphjY0QIUKECBGebghEI1LJk67vSZQK4dpkqlOk8qVmhG1oQSiUpFVZ1UdYIdeSDjmv1N6EbN27Ou/Xb5X4nh3/759PikWhDK7bXCwqScIMvM21EnguvfnDaE6TmNdOHO9YQ3imYFEICGkLCWomgDa3aYKyXcZ+9HFqo6Mt5NyUNewjx0nNnAz6chukqXuu6anba48xXVsGpTixUGLfVJ65agVT1pj0lthjnyJvhsJ0Q+G84+4iJ6xjOE6ZbKUGmmjUcRZKtXgzF4q1xvl100YLeUKFCN0vhe/tB5CSucosP84fwfO8lpDcTorNWjshVn7JKJSCuX2oct0zrRqlkzYeGSVzqLmoXShZCCBhLRF3Cv6chvM4PcVi0WoOXCk05Ta4Vf/kDKpWDaIEmkMZPLbQIhA0lTM5MV+kTmHDg5ahOVYKqrbbMf9XG/cJXMF0KJgB6Qq8g5nKRIjwBeHNtPehWj4ve81yPUopzAMHqeXC3jQXJyBn9bBy/zWQbN5zDJVr3tOYWSTmtHnPRJgSKGJCo2I5HJguNIhe2EjV4icOGVTq964Tndca45dUveA+SK8RMn2wMsOBpQOEw3EFYNoOiRaRsdD3hysZXWrOw7xdouZ6VGvB893+2KmmMUgpRenOH4Hj4nnNPguyypLtG3OchSXMg2MovdlRXQjPDZVgWq7YzOStRrpG3C4Gp2+K/Cl8QnxqyffOpqtNEbD67D+WPczu8jgnJhcoB+/UsZDXdLk2xYS72LwY6XFsvsj4UqUt8qGdEJcw6vm6qqlE7m+Q6EF0yVTZYb5QbXyX+8/rOElrsfEdppWDaBEVuu8oYk7Jv97AGOI/+w5S+XNacq2VD4ZSTOaqHAprKWTHwK2hmbYfRdTGZ1TjpnoIJUloBgBHF/za20JJqMw1amWvB8a6W0Z45iAEvOidsO3F8M3fhf94B9z5AbjmTcS2vZhf3vhCXvvWL/DFF3yTP3/g3/m5+8u8+Btf4tfUl3nnNduY3NTF3Hdt7r7X4MZLNjHYPwD922FgB2x+HqT6zvUVRogQIUKEn0QoiVDKXzgrSerwPIPLZSxVD5kOFlnhQzy3Y3Cgmt0LtXnQBhFS4aEwgIJpQ08SoSSWdFmolVnMVfH0hmvN96hI11cZHp1CdWfgou7G4lhzg1xQJYkVJ9BljfSxgySPTWH91A1YR48htbGVY0Jhe7IxXuFJpOuGwogbDRHpNE5REtM1rEOH8V5+VaOfaS8LxSzbnSTo9WN8UazettBPHBPmn6Boa8S8CzhqjzEcqB77V9uq1Fr/4eABAtutkkI1SrQIIDZfIrv/EGwMPHNhohPyZtYhvbqyc9gIIDm4fJyadBjPlSi1RKfVF8lNrPAQq6AWsmeD4yJm9zbOv1CokAgmZoWjVEnS1Um6yhLFRciwV1wqsnaBvDFPBnyDjHSQAdtImYuomIOiF4Ca11oSJ4xOXl8VM5qiWr5Lj6otSSkFAuxqmXFhoSEQ9gyxwMiSK9mojCIny42zaRNzyMs3BSQjZCypuRyaK7JV9bbMYU6W6ZbdADiFfHNMDSLqsVipYSMbolMShai56I5DX6iMjdZem7rmULjvCbqu2ozenW6ct2ZLNj1xBDtpkKRJ6EXwuwwsH5onG6S2Tprb0w6Cwfo/pCQvSwhNgfKYKZhMT/kEWeAbYBrCWY3cbrnCbCYAreYEBLdJzE5M53EXcy2nztVmKbo5eqkTYtHwQArXIxtSVAcoewXqd8AtVZB602BgOZL5pQrXe3aDXNfF2GYLFkhJzA4InvIgFLobfl+T1iJacsAnsgrfcy5dwKD04G7KeHR1dWPaTePVvDVBWrkYQvePkx6zRRMhJU44ZF+F0hva4Hku3S0ed4UeeG+/M76TrUo1ampP2/nG92boG8GP7gjuTUmaLHlFhOoPIid8VGouy7UaCUNn0Stg2RU2pHvQ3VYP9aG5BRy7+b2nAOHVSBybQNgO7sY+CO6GWlhAVP33qm50UMo3rNbvRaK2jFnI4lYGOl5/J0SE+HzGyLXwznvg6Pdgz7/Bw/8ID/0D4D8Wvw38qhD8+yu6+MAru7lhH7xqzxgj+wWbDIWxWVEd3UPXlgoJrW4x1XxSfNEr4PLXwAUvXFVUJEKECBEiRFgvTMejt74QVwqkRKs0w+B05XFidJZraSVbtlMl0aE/6VpgV4l5NgykqS+zKrbXQlaWSia2J7GU13BUSQVIyXLBYgcawnb8o4O/d0LSFEcK6r0m5oqMxwwGOpXkAWgnTgqGD8xgdt8H/Vc1WigglStQVf1M5kwGu+L+9dTr6IaW3Zr0GoRYNDwuKyGUH7aYrc1Ad3N7MltFDTedYML2UIE3LyH8JZ4bCAAp0azealdsju7aj3l5gkww5tXODeA1PDShNkr6oeLKVwBuGW9bKOV8wfK9PFJBiBiHPY73Zg+Qc0ySIk5XeYKYilNMDYf66fCbapZhqmPRXcZ0DCCJUApRs1C6QirpC2wZvjp0zC0xb1ZAplsvtk54O4TNC89Fxvx5bRC3elsBheNHEYbN4pXDDEiXeqXa+tyWlIVS/vOA62GdmkF1j7ScN1+uIVNVtgYEoDXfXaFnq1S+/r/RMhtaZsPzXCq2S96z0VTgi1Q+xQzf25rrQSM8PHgHShXo6cZeyJHsSuFmm542w3EQSSNo33qfx90FdE0gPMmk5xOaRlnZDoaG+jimnWUGVA0cSC+V2VNY4kqx2fcMBx7cRs6q8t8NV3nEG/MR8sS36wUoUGX/ma9JhxnHoldmKLEE9drJUoFjocrj0L0N6vekDQlrCTSfWKdyrYrUnvTzXtWh4/65Ql5MPeQ59qTCXT4FfYOEIwzqMPYcxc2k8OKGP3jPA4yGWFzOrWB6ZfRivqGCXYdUgJlDOBvQPIXrqYarWSmFtqK2uH8Kty3XXSqJ7loodKTui9G5nmI8V+L4QMiwEIz9lDVGfzOkgXJd70D6Ri7ZRsRbwu6l17g2AK1Q4Gj2ITTh1p/4htFFBGkHer5MnRCL/XtCPfvfJRKFriT1olZCSSQ6dDLKrIKIEJ/v0DS48nX+P7sKi4che8pXa1MemViGW+MZ3p7s5a6fHuXTY9/H3rOflx8zeMkxDWfCYlHvZvKiK3j+f76BzRc56PO7YOen4YG/h96tcPUb4Jo3waYbInIcIUKECBGeFEqWyxbP8j3BsumxaULh7XoY4lCqOciMz40OLD3MjR36q4deao6FkKlmfwpi9TBhRVsZo8BLpBSa8lCOBDQIvDuq4WIKkYz64i3Yd2quxM34JMmRFkrpzbahnw3FXKvWzKsN9m88MU5pZBDwvUngh5H7bcKLd6954tX5aJOktf2N7p3MoQYDRW1AXyhRevQw6upL0NEQysNzAyVsIRpGAMdVpK0lCtZGHE8GOd/tp1xrQID0SN23F+Qi2cE+0i1h8M3fyzWXmWyJHQ89RGxwCwtXXtzY54UWrFXXZFEWGdC60PENAIZTApVsmZ5G30ohrEJDTCo8ct0ziXkeFDX0uSdwrtnAbnuUvsDP6PNERboyTUFeTCdobbmzSF/cyTP00EbV8gNAdzwSoRD0YKjNZ6fh8VS+8aIhTNZsbyqbqrToBnLZpoCQkorkiSVUJgFWPjQOgee56EEn8aqJnnaRWt2r7xtbHCn98j4pn6oXVZUNqgeAsldjgCT2zBLLliTnVlGqxz+28YjWs6Cbxh8ALRRuXH9v24nfrJdDqaGWOQCw9s3Si6K0rZ+YAt/7GBhPlH/NSvpRFdvKZXTa7BROa360wq8b3S1tpr0cXa5Ol0j5ZLg+967nl4NTCuwywutjBRRkq8cgtQEF6F7TqymUQngSRzrMHDpFpTRH3DSxkkPBfLRGLcwXTOire86De1Sq0DVbRMluRKmCGugNvLouhEyE4+YiC65ky75dGCIGm5sD9JSAyiIbHjqJZ83jJlI+IQ6MCaITIZZyZWqu8shUpvH0FNK4GoHE9iR5y2Z82WoQ1XxDRV1RVM35qH9XaI6HqWwKtTyxuSK1wFAUxqydB5oGCK1W44InjjDzvB3hqQeaooWpqQUY2gL4aRNdoa/MRvB0QMbrR/t2k4gQ/2QinoYtN/r/2hADXs3LefV1v8bBlxzkXw//K+8Y/T6Xjev855MDXLL/JOVP7uOorpO56Sa6X/lhurd6xObugodvh4c+CSPXwQtuhWvfAonuleePECFChAgRVoEIxcodmS9ApnWhn67OkJZJLKHIVm2W4zU2difoPzwObZ4PP5y2lWA1F9+S/pP18DqF47m+IrNWD51TuFIRl14QBmigNA1QKFX3ELfIzwQ//H3JsVlU/w4KtTyT5RNYbnixHfJMec0FbntoYqYyydxsGbReNM8Gz+4YLq4pD1PWc6hX9xBPZKvESTRIdQs82fBQAijP9wxKFClzDq1QYM60SAaszPdsShK1ZbrmNCbb1bNbZwWARa/ARr2X5mJTUX3UL1nkZivE+xULXriecisbHBo9RMwpkcktAz4BFaquOl4niD6ysszG4Pe4nUc1PvktLFljwpkFhjCyx1Ays2LsKXMeEdsEZZOKVBQKGlrVRHddVLy5GBcodKdt0RwMRHO9ljlw9kwzYfXSY3j0EOQQB2SxEW1Q71fK1pI0IUbs0syAdPNlNGumQTTBX8ML5eHgsuAVyC9X6BO+gUaMLlMFVKbpva4f57pu4BmGrqllRuZs1LUZdNvDcCvolQIy8M7XQ6YLsgoIklKjVM0yXPXoPmWz3BPMqZR+veDAo+gpiSmrQVRB6P1syfEMCDErjSyN+5NtCkZJpdAExGaXUbHmNqHqIcgmMemvc82jx4hrrR594Xp+CIVqjmPOyZL3loN51jluz0Fic6NytHI9MPPIuhJ52aR9sCJQeq/YHrFYyy7i5RrDB2ZwX+aQr9qI0nILofI1AZr9eUphWg6qV2vM2/CRMTLlEscpsS22EQNfMV7YDlreJC8rLHlFhoKQkEVzjM3Ji5rzqwhC2EEFofl13QUhFXqhSma+NYdWAYZdQ7YZkYq5XQBoyvIdcW3vpAosIk1dh9a5qir/O6T+Li2bBdTiMp2UshecEgMMrtieKDc1HFAKy1HMBrWLLxz077nZVsqrHvPiSc//Tm8vMVeYZr14VhBiy7L4wz/8Q06cOMEv//Iv8/rXv55f/MVfZG5ujt/8zd/ka1/7GkePHkUpRX9/P+9+97vZt28fUvpu+9HRUbZt28ZDDz3ExMQE27dv5/d///eJx+M88sgjDde+YRh86EMf4tvf/jae5+F5Ho899hg33XQTb37zm/nqV7/Kzp2+WuTNN9/csq3eh6Zp3HzzzbztbW/DMAwsy+K9730vAB/5yEcwDIOvfOUrK/p/29veBsBXvvIVAN7ylrdgGJ1vj+u6fOlLX2qct/2cV2+4mg+9/EPcduNtfPHQF/nEns/j/rTNFdMjXLOnj585NsbgQw8xD8z3dDMx9AIuu3mIy3K7GfjOH6B++Keo63+Fby1fhBnrX3Ms7eOqj/+Nb3wjX//61zvO49e//vXTXuP5hvC1PZvGvRZ+Eq8pQoQI5w6ukpSl6YdNS4lVc9Fkqyqz4VQ4cWKG0XyW7AaLwasvptOqWUqbiVyZwFHrh+LVBV3aSh05nsusm6OUzSMVJPpSuJ7Hkb17GNw3DoNXgKahVWsIT6LqIaQBp3CC3Ln6oi+9uMyR6jyk+lvCm6GVBOj1cimSBmFwXZdTY6fw0OjqKrAgNqLUPEcnJ0i96L1IKVnOLuMIj97ePkAy7i0CfQgFwvM6zgdKsTC/QKFkMjSQDm+meM8uqnqVRF9fMHeSPXv2MOYViW/qZn58H95sma6eBAMbugDw2rmKki0kpR0FWW0hxJPZKtbxH3MirrOxR0OiKCkTpaBQyDfIWtktkVjM0z1bz3lWHD16lF2zY1yjJqlaFzOwYwjQkZ7H7Kyf17iBugdSrPA0WrI5TqXAc21mpmcA2LRpE+g+SZidnUXGYzi9LkvVQTLzvijV/Pw8ZauKmS+zmK4yGG8LmQ6geV7D2wng5qvMFUweHc1yVeoCbrrhGpRVgG6fENjSF27L5/MsJh26ZCgRwPP8cj+6hqskYX4lSq2kJVYwmZqd44Qq0u/51zqbnWOqME88EWfzps243S73PvQYNS3Blku3oTQwzRIx0uTzeZySQ2oohT5fIDm3hO5ZeHoQ9iwVy4dHG/PlCQ/Hc9F0uGv/XgbGbdwLBti6QQcFKXMOgzhkejlRm2V00WODN8/lKhWaq7pIFSzML6DlK3T3JxFIDLdK0gqU1xXolkNqqUI+yIPu7eklVyzgSovBrd3oSuFJl7l9h9iYPcrMxgwDcy7JngSLXoFeUiwuLeHEqiS6+tEcDxWTCCTxUo2uU8soy8XGJ40L8wu4CsTISCNcX0wsNZ61C/qvYt9/PECvmwveSf8ZLmuSLV2CvcdO0RXzUD16Q0itUMgjEZhW5xx03XNA+s8CwEB/F4slE4ZSLVERBEdb2GSk4tGdDzKa3YVUGvGuXnr7+hvtEqVRrFPHWTK72a5AIclli4wfPsKFCzZF3WJw0PdQCynpOXCKvJSMj/nlky7cfiFKU2h33o+ZKqP0RNPzr/zUFhlEP9SNEatlUbQLCtavM5XxjU3LMyfxHIdKvsScZzMyPNJyvUqpFdEuQ0fGSJmzOJk4Elgo1SBIT5grWDAM0pMcPLafQW+OKzcONsZpux6njh5BLmcY2NTV7DQklHg6RCvgn2BsTG/kN6/5TY594RgLAwvI58FXLjjCl+0Btk++hV+ZyTGy/1FeeGIcToxzYutW7CtfyE0v1jEe/9/8vFKM9twM+Ztgw47TnzBChAgRIjynccSZ5gUqgYfDVK7CUNXBCNRZ9Xr+Lv6iyJGBGnQ9VzNwMUslma4eocvLsoEECkgUa6SWqkhWCgLN2j7ZqnMXDZ8Q1WvyFqTJgqzSd9RtpAoKqbAcScW2KNt1sR7//3FryU+CjaVWhA2HP+lOXR1YoTkO7ai3rZeCqto1LMfrRHcBRSpXZMNSnvYF9lSuGnj+6t6fVcIAg7ItBD9UELMrFOiBIFGzhLBCCT+0vas81rm/NtSk06y/2qb6KttrGgOWlqQLh8llk21Av5bBRDDszdKrL6G5kqSbB+XnwtbLSTWhAI1sLusLOjX9VS0tVFtYZCOUPaDUjvRzKfVa07tkCxdH88esOR287gSGl8pis9/gnxeQKstxceaPw0Y/oLRGKF/elWiObDjIUuNLCKeKvn0AqdqW3o1we3/cmYUSm3NFprcL+oMOqlpQsitQB3OkxNISCGDOy6MMA+kpcqpeW9bvS8+HjByqGSHRDhHkGrtIf16CKa57uetzXFE1REAd6k+yUiBCIdOt8+8LHIXH0Ck1TwioiBqpWppe5auMb14oEPM8YrZHUpnQojQQ9k57BLHWpEO1dVci9F6FRaqqJbrdxRWtk6oKZHCR5J0OYwZc227ku7bsq6unh86sOy7O/CK1TSmE8pAh1WoXl4POBH3BfNu+CaIFetBfr5cDDOpPjVbx8IKoA6kkumcxODoVqmccumzlADop24bUSuWG+piE8sOPT7izQP/KyJWWz83fjWBepVsJ9rR9fwYf87JCv94krvFanpjrG4ZiFRsy8Rbnci1UEq2sLaJRRIW8zFXbpWxDGkVfOoZta7hraCJ0QkSInwPQlMbI8ggf/k8fZk9uD3+188OMx7/OX2zaTvfI67h5bobXGooNBw/S/cOHOXlvgq6f/iUqySNcrHai/+OL4Pn/FV7+h9B7wbm+nAgRIkSIcL5CKabdJQrSJm3Xw0CDMM1QpUeFolsVKVZtUL6TVQNMaTNZPYKuvJaQ6fRSueFXqXujBCCEhunahLM6Y5p/nq5lf4G1IAvUZIqa8ojhywIJqSgEJU3aF7OaZ7NQcjG0CgShqjGniPAriDba6XazLEm9lnIuJCKmKcmgXAQNTlIkN76MW7DIhK4r7P3sXponXZnDNUIhwEphe5CkqfDcnhcYJt6t25vttaAEVTuZxFndK9ySiwdMektsVFtRqkbWW2JYKeKehZRJVlZnhuCs+KHgkriIk0EnJatIUTcmCCo1l1rNpVprNSooBRqOXyM3BNHWaMW6N5yjG/xetZtK5kpBQTepJq0VEQAAVceFBMTsCjJE3kRgyvHq2wrTlGpOQ3BMhJ7vgSUTepuEQ1UtiKmGWnrrPDU/V223UWGmq1DDv/M06uZqwXidQOm8WWfY/90PQK+bd4LrjyUBP/S0vaZwcxB+2L4viqTQ6uR8IkeNEP8JGWbcsDBShzKfEoXuWS2iZ0IqLqx10akYjid8I1UvPhnT6ukNnQImgLLeR1JAXlYZCgao2x4qprXMcOP9UPUZap1zT3loHZ5fI6i7O2cUGXF7VuwXgOPYK0if7lkkrGxLmkf9HeieLTIzlKO7aEGIEJekT/gXpZ924IR0C+pkMC5i5LQ8ImRQEQo2TJapaL7zW3ouKXMO/2ld6R11kAg0YrYHqRW7/VxwBQ0xqpU2qODaVxpAADTb6xQlvWJ2273DcScfbG/aR8NIx/1rXln2y4e+cxxPplBIUjEN3RA4ShIfy64czCqICPFzCEIIbt58M99841f5ypGv8eFdf4d56Zf54dD1TNs/xc/d9FKG84u8qFSi9K1vI8tlDgxdydaXjdD3yL+hP/GvcOOt8PLboHvk9CeMECFChAjPKQgFpvI9iUL6qs+u104AAAFJaWKVcnhGGoXClh7T3jLQvabicRhDRjczjtdCiDNxnSqKZMnEius46RjJgokSMb9sp+qcq2u4FQy7gggWwmbVRMtk/AVuLQj5DR2mO55P+pRCODYoxSkz2yAkKNCQuBJKSlFza+gKvJAEs9cgFZJkzSd+Wkt9UBou9YSygN4OhHjltUgVlEWRCsORjbOohsfP71fUVq/T2ekOlLwirpfHUS4mHoY0qdhx4h3Eezy0wCPZ3FefR4LLqiExyzUKBVZ4Dld7Aur3TgSGFCk7k7x6aCb4uY9G0P96/UbxWhm3vVQU4Goacc3Pz67SJOS+B7mzB9ZSNq7lE2LVzvAC76svvtZ8NnpzFvQmV14UMF9szfv2yZdCCa1h99BkzVd5T/t96I5H52xxGiSoPrdxrwp0IIGqSYbChDjeIqgWdKlYoQDeM10g5TgNQpxo95YDqjCJRj9dsuLHCEhFr2yyNwU4Ik7ei7MBB4XCzSSgBLrtomLxVaMw0tVZ2t8Y210Z3bHyyM5bF4srQ6ZT5hwVd6hls38dvrEsUbCgF5TWvLeBDQ9LuggEbugbrVCuIDJ+6HRFq7UQYk2qxl0IV5FOmbMN4bR2dDIwNPrz/O+h9u/HeKX9eWtGVYg13ijVeOda26wm36sh8FCBwUetaO/I8L1q7TPmuNjCRNcFKA/dcjFKreWd1oJ2+iYRftKgazpvvuyNvMt4J5umd2B0H+TI4D/y8dzD/F9vhOVb38VFP76LiV/4eVwjwcLXDnL821uYPXED5g+/AJ+4Hu74f6A4e/qTRYgQIUKE5xDq5v2wB0Zh6BqZeL10S3OBpEm74eky6yGnClrVQVelRqAEVqF10aMLQXyhiCw7OHG9QbQaokUBUWw5xnLQXRtdNj28QtpoTtEXFQogwyu5hicSElPjCOVRUk2vjALKPU0voavsFWS2XrvVcK1Gf+FTDO+fIZmtIpQKCLFa4Y1r9xDbyuOQN03v2DwjB2ZJhEKFC4FKbP0eVCvFxr50rJWcNOcruHZDo+DmsYP5sAl7a/zfa6Hr9fN/6wTfZ+Dha9OkoirCJa5WEv2W6a5fZzgU1WfEtMLfL4UiK/xSOZn58kq30xpIWgskrGzTGxyMp9fLsTGWp6xlmfayKMBzW9WDO0FqPjkRoXq94IeeL9rz2LLzwn1F9ELod4WiGA+ISv25EhoIgasgaS354lGaTicUu0L3OyhzVCdLRiCSVJ+ysIa6hkR3JHZI4E1ISdLQ/BTd4KBOdYgNq5V8DnorBdGklGjWMt0hQhxrUXpv+MUb22a62qh+h3stQkJdMnQPck5xRduVB3fePLdcCuoGNwYHQCpntj6nKGLBefrGlvHVpEOec3zXqEBRE3G8thNmKlMoFBqChGy9n41bv+4iMas/p1ZvCsNtCowJpUgUzJV1q1u6W72/uU0pnA5vRj0yZspdJlc50diuBQaoSs0vpRUTMVCKWGUWcqM4lWb4/ayX808flNIyXA9DKHRNoCkXwzy9oSOMyEP8HEZcxLl0+gK2LWxk+boKJwbu46h8hDf9+4NcmnwV27bcxFVX3citz7+S0lf/g8J3vkO+2k9ySzd9xz5P7wO3o132cr9k0/aXQ3cUTh0hQoQIz2moFb80oYW8k4BEa5SECYcOa8pB0Dk0rtP5Um15g7qAZCDiJDWBChZZMiBlvip0a6+9k/kVXW8izmJlsSVzUcZ08lsH/UVtfQgNj2WrN6zVLACeV8OwW/NVbdxG6wbRDfrZoPf4IbKTOZSCilB0yQLCa1NobavaVMgMkpg5itFeGzhEeNpHl4rpJOIaFamtKN3ZIMZhGXHAChO7YMzVDV2USwV6ciYEhLi3dHLFYIWn2DJjo/pFI1w1RjtxU40QyjCkChkoaIZFJz0DJZrcRaGwlU2aNCiF7vrtarL1OjrBcKsoTdDujxJAl25iU6WqbExp03vEbjHydIIrYmjYaJ5k2ssiZJpuLU3FdSi5FVSsc2WPHi2FqySFej44TS931XCo6UFt65Bxxm/l/1aVdov3FiBm+LmbpUyIAviSxc33ov6O1kPOay6Zbv/3Pi/LwGIV9KYYWT1fWgj/Na8rcHcqe1O/P2Y6hih2uBcqUG4PrqK9lq4/16IxbCEgn/ToC/XTmaOt/E4x0DDt9XiIO99br1bGMGdCRin/HF0LZYrDzRzZvKy2EFYhFYbdNJ7pmoDA+64QVEUaaM2prxsCYoFVzjNSQL6xv93DaY30wMmVudGdPLoJLc7klQMoTUNqRsNwkChYDS8vgB3ra4Q3JwwtCOdenSx7hoalOY0zNoxr+AYVS9mgQmkmbaTekB7Kq6K5JpQXyc43I0yqyvafM6Ej8LiALipxE2plQOERa/Mor42IEEcg4SR4g/5ylrQX8JC2i+Mb7mdC3ccp6wLuWrqcL987xwtueDEvuuU1XH94N/Z3v8vcIyVm9vZTvugEC49+gKltknxXhgWRxNES7P/Ov1M0HRJ0Y9BHtqdAQRVarHIRIkSIEOEnCwI/JM9wqxhupWV7vayRCn71GnVBVcuCU5NOw3uigG2xDSx7VZZla3ivQLBcsRGx1q2aaAr+IEAT/lJR1uOEYUVIYLsHRAmNlGiXtQEvplFrC2NtkHkV9qP5cEQcgkDVDQeP0p1dohDab0m7EV7evIKVBFFHI4ZGWlbQvIHW87ctcGvxNHpwPeWhLgjUfMH3UGLoPsGWgRdQ6M26sApKFw8znIuj8lZjGxAYFprnKgq7IfwzVVug3x88UqsTFn+Rjww8c6HFbsZsqtjG7RyJoiClmjcyqWv0JGPk2kI1XSXJe8Um6ZVN0uVzRkF9ge6E/GxS+SdLizh5fEOJ1DT0TnVa63MlFRVXrhA3snVFImT7EJbbkRAPab0IDb8cVeDFrhPOea9At5bGcj006ZCpTLQcq4ugxiygCdHoWzTeIUU5bSDWEHNr/K61UqV48FwrTTTJjuvhKZ/MShEiLqH3REoJSgvG0XqtdW9cdzJGwrUQyCB1YmXYboMciZZHwr9uNDypsBP9aKpAj9uF5V6EYCx0fGvkAoCMGy1bFODEejHsAhJfYCnR0wOLS3iahuXWc9jBXUWkbrPbiyU0DNXZww7g1vJ4ntWijgBwsTHMHlVe9TjNlaQqzfrSuiYY6U5wKjAFyDZ6KwJDnkJhBITY1TokAYfgJQwqgxlySwb95ZXCcZmEjlR+3vYmY4BM6kIOO1OBx7XpIU7lfJ2BWmIQJ9bdIMRbYv2YMZtJu7MoHYBrCGzhccqdD4wk/juflxUSevPNUkJHKI+EoTdypkGRqU5hKRtPCLK1KpPeMpBsIfVK6CQMQbeh43lFRFkwYvRyVNrky2tpJLQiIsQRGhgWw7zZeCMve83L+M7od/javm8xl7yLglDcVYK7Svj6Dv9FcemMzs/slbzwmOKSIym2GnBsm4axxWbsAot9Mk8xrpHXNP8L9zLYJ/fzf778v9ji6WySKfJ3/IjtG69m2+YXsXXoWnoSved6CiJEiBAhwlOAH9qoWshwA6K+kBVUZYI4AmloLFy+jd69u5uiW0ohqBNiBQoM0XlRqiFayjBJ/yB6ks3ljeH59MzqiZMMwofjZZv0QonqkO+ZE1JSHczgJg16pgvY8QEMb2VWmacHPrrAdSl1jZpnM2uO09fwJfsL1pzWjxdK2NNNn2C6MQ0jqNdZw0V4cgUx8K9NC5Es1fAwtatM19t4EnKmg+G5jXqgbsJoeNNiKDRX4m7uQRVNysofjx/Oazd6c7uTKDuByq8kHuZAN7E5f6HvBEJdcZoGBQUsx4aRuomhLCQCPVgFG0L3xXSUYnipFsyUf1zfeJY0CfCrxmDoIlAl90m4oWsoqfCUB0iEAB2/fFQuUKf1PYqBX1FAXvc9cElhYOM2RNjaUZ97Q+gNTzcEIaih5vVpt+IeQ5UyBFS5ThqlajXs6ELQleghVjMYNSDhmfRM5ZG6L42lC0HNddE9i+64RrnWvK9NLzfEQkv1ikr4hgdaCaUSGkK1PkdK87XFZaIPmF9xxVLQyDmWKJaKQUi/qOtzt3paledL3+ltT6tUCmF7YGjEdUGXUo2B1e+vEjp6oFxch6YJMgaUABc/UsAQvhCbF4wyqVKYagOC8cbIW2cZFq7ZhNRbc5cBZGAIqEsYbDM2MssonqGRrdoNIT9tFUeNQJAmQQGF1Z1C0K6CDrrjIPUYWiMPuW6IE2Tmyy3GrzCSOT8NQglBLb6BXvLB9fseYr+X5ndeWo9hBrXaY54IkrkFrohhqNZxlTb1oElFeiBNSYfqmEZ/wM1lTGtI3SXjcVzPxXIkhmaEEho6e/bDnuC4MOjV01Q8CxGEtDvCI6YLarrWVODXNUxhE6/Xz5PNyyrLcHqJRm9SIxHTwWrOZVLEfEKsFIdyIbXyEJTQ0JQvaRfzfJ2F7lg3nreW4vhKRIQ4wgpsymzinde+k74jfdRUjRtvuZGpygwnlpYYWyoxm3dYGDD49LU69iVxrlxc4iXTR3n+0kleN+rnFXt6jPxAP9ZgF7WNGnPpHOXtglK3x5hb4JRh8eDSLtTyI3DkfwOQUoJePUV3fICu9Ca6ExvoTwywrXcT23s3Mdw1zLbubfQn+9cafoQIESJEOEdICqNjNKqT3ICMCbB971yONEPCRengpOLYLSItkmGSZCk1FrcanShjQIg9ScLQmNT66FIlf2FcX5ArcNMJEtUaZm+KvnmfPOm2S/dsEXMwQ6Jgo7kSaWioYBEttZivuAqYqZFAuRWywiSmpxrhs9LQmCpPYkuLvFcM6sv6NOD4ti1clJ/yxxmQl14tRSUpcJ0cUotRUw5ayNsotXhDfEcLBY7X8wcB4uVWr2lYpKvs2OQW5xohrDIRo6T3Eafqq9C6Lrauk7t4A/0nlxoznknFfSah/FBIUokWz3O3SJHDoTbksdw/yKaDi7hS4OLTwq5gXhFQ0+L4FMf0Q1qD3MikiKE0QbzWvOCY9NAD71dM6EDnEMeYpiGlPw9CSQxdI25oOH59qca9BoFQEk9vMlkvEUPVXISA/guHmM7NNWY1jDhGi1BUdzKG1ZJD7N/HuLBJyQqEfMcCcJTbWjM5ncS7cDOJo6dwYimU0Ehai2iexNB0YrpGrmb5efSidTle96ZJFD0hT6BQGpomcOM62YzHhkbavf+0pOMaubppQErseA9juRpdQK03RaJg0iTEAqklfMNOQIF1r3nXg8ehef3KRSiDK+wRllQz77banyaVqzbe0NZ0BD+3WKo0aSXJy0rI2+1HQ1Q2ZJgehK2nCuhoKC2OJwR1cSldenQbikxXjIoV1ugOvOV6ILFc9xwHhomkliIlqhSVbyYxgvBZNxVDt1ykqhvQOouy1c0xnpDUdEmyQxvDsRvjqN+J9cAIDHNWXwosrTFv9ZBpH01CPJhOMV706XXME2D45zFSfeQsj37PJ4vFrX1Yg35edjqYw7CIltWXIr6cRUMgYkmEV25cbP37RSi5IgKgfTyb9cEgV903X/TLFAt6GU2ANZAmM18iv72fVKWVlKrQFDnBu2ZoAqnrZOJaS369UIo+rQupJEVltv0FCI9P+KH69Zh9QBM6qoPxay1EhDjCmkiIBFcOXMm1Q9fCRa37pFRM5qqMLlWYzFbZtVjms4/vY8PMBNuXpti2NMmlJyfpPmKyA7A1g9HeTcT7rkLr20KqvxttQ5aB5DiZ+CzJ2BJCX6SgL5PNn+SwHiena7ha64uZEgNsTl/MdRuv4ZYdL+J5w9fTpafx8nmkaaEsE1mrIYwYWjKB1tWF3t+P0M7s5YgQIUKECOuHQpAk1kJpumODlJxlBAon1c98aR5d1/C9EMHPtsQx3bMwlIFrdIGycaVCR8NMbfLVU1vgH5uK69gijlKBtzBYGNVIYG7qozzSjazVkEr6tY8DxMs2eq4bKYoozWjkQUpNh6A0UCbTjTTnfO+UJhjsShCLadRsD2lojVSgcG6rQlBNJxspflo9qDaTJm3GKZJDGnF0x6FLJCkry/cMhRZxQoh62jUSMI0+klaWVN5qWYO7bTl8liuRjkJpGpmuPvZv1RiZWGh4FqeqFs7GZn5jOhlDF/7YBzNxMn0pCkpjvkdi5Pw2MWGA8BfxUtfQ2xabuu0GHn4/FFnDQKBI1Fy6Zwq8sP9C8qUaIPySLwESgQvW1VMYUkd3JDHHQyktCHcHV9eJGYKai+/Sq1d2UQrLlVj6IFmZoQsHpemgfOMGBGH5W7bB6FEEgtjgVmCfP7+hEHqAtJag6tVIxXRMxw/frIcUuwkD3XLRRdPrCVBL92LUbAzPoqjMFo+qHOwHTTQ8bzM3XMoLH62x7BWhv4uuG69mdGYaDmTRhKAnGWNJ14iVa2xUaQ4MwoVaDMMLRUco6EsZVAa6sEwdAxc3YSBkjLjyiBsxFGDgAEm8IMS5mt5MabugdyzLJUaK45PgGQKJgfJsCrICASmXKBwkbqIPKgsYuobrSd9D3EaU0iJBbiAdhNU2DRNxATqCFAmSSUWppvnh+vWLCOa/YgywPHwR3vIe/zkSGk5yAOwarpAgkmieR0KAUxfHUyqoqt3ZSFbHBelhdNtjhnnfE2yZKKFTHhwikRvHkSAMDUPW2OB1EVM6cS1NXjbDbIUQaEIxHytzodekxMtDaQYXqhg1u5Fv25UwMEMCW3pAMTtRy0vVRn+tO5AiNaMxEutlUO9hgolQTIh/3/szcWKhUAVDNgMXslddQe1YFQo+IbZ6WmsLX6ANMmOHBMmEYJObIqESxBI9uFY52B4j338danEaX92hddROIsHsFVey4eQkg1o3RvD+68I3xGiqPiJBebib6kAGL6ZhlNvF4lQjRN1WLobQ6M/EGUxtoGTlCJsmelMxYlVBt5Gk6JhNQwoePTKFpyfxYl14egIhLYSuN2wbWjwDVuQhjvAMQdMEFw5muDCwRrmuy1cq++GKC3njG3+fr37t6zxuebiLOQq7d3NNTGN7zWTHsd38/KmHAFDxOM5Fl+BcfDPuxZfjXbiVdHyJntIhepf30LW4n5qzzJxmMCcTnLQHmCuX8aq76S7tYjr/zzgFxcYCxFYprwdALEZ882aS11xD8tprSD//+SSvugphRK9AhAgRIpwNVNNbGa56vtcOEN3D9PdeSnJ2P1ZyE1LU/NwxzQuWswHjaZNHTUoPIWI4sS48lcVOJohdOII3urIebd2roWv13EoR/N8fQyHTQ29yA4azBLYIStuEzpWr4tJNNb2FysYtJAuH6UoYlNCQwaJvMBNHWQlyFRulaxiaoCsVp2abSF1vcAQnHScRrKVV22I9pgE3XoJTLaPtn2TAS5PvSZHO1tio91J2rSB0ORRyi4bSYjhaN7bRDU4BbD+UWiLJXzhA90SJkpYmqVrzq03ZTdIoM6B1UU3bPrGue80932u3cPUIfeM5+uMxcHxXo6EJRKqPQwtHSXbH6Q0IcVwYdUcshOY9P5CkN/jbe6GxkUXhUYvFEcpuXIvwFAOJGPlSDU0qtMBlJTXodjJk9QRaPEPc9hiZKhFzPNgQ8ydNCMoj3QwsVxnqjjMST5AvGSRiOrOupNx/IcliFYs4E14vl+gpDNfxvYZASuoM9l/GsjhBrWuY+MYdjWuYHkqxdd5fsG/Sm5FnXckYmf4hRHoAURgFoDi4g/7pY/7vKsmQzNCv97N3eIT+qWmENFcIOSUyKRACK70ZZBZpGPQn+3CqDnnPY7d9kkndZBjQ0gPE7ALuBr8E2ZaiYkjvpu+K6xAHfFEyoVySygEhsIWLmdQ5uS3NdV0JYpU4tVgvyUwKQ037z6AhkJpBZUMf+QuG6a4cpzzSjbYscHXhC85JDbt7GK+ygOb6c1GNOSTRGereQbxQwzQqlD2Jki6pIGF/xOnmgmQ/FVFD6hpK6Djdm8GeIy6FX2JX+CHSQmhBXmq9bnfwHCpFxejnosFXUlzeiwDMzEXouosXM6iKPqQ2QMyuoQzfG+9H3KsWw9FVyS3sc7J4MaMR+a8UZBLxRpBzWsbRHItNWj9TvX6ahKsEo5dcyKahJJt/PElFG2CLlmghxEoF2fBt97bUl6Q3a5FxaTznhqYxQrYRJr0tOYwqFTANnXRco+YqygNp0ssVnPgFDCVdjncJKhdvZtP8MoYjGt9efv1rnc16P8PJBFYoLSRVrqEGfOKr6THmNm1hpPg4mlBkB65joHQI1+hGGmJFqsmg3oO3KUFmschVI89nl27C9ALSiFFNbWyE3m/sjrFYdBtz7sa7kIbfV90AJ4ALYv1Qq1Il27w/moaM+6kRRptQnicVGZmmTAmFryJ9Q+YCRLKXw24FHJPycDfd8yVu6LuU7vQiJwseOE2thEFvkT7ZTQmBE+tCKA9h6KQu1BDHFBgp3N4dUFwpKLYWIjYQ4WmDLqA7Dt5ID8eGuth+001c+eY38/WvfY14LsfPbLsQ+8hhrAMHse67E/m9rzeOddNp8v395LWLUbUtqGyWIddjCBcCVU4t4eF0S5b6NR7ZEeN4v6CUUNgxEEaKbantXN2zjR2xIQZKoE3OYu7ZQ/G73/WPz2RIveBGMi+6ifRNN5G88gqEvrp4QoQIESI83fj0pz/NRz7yEebm5rj++uv55Cc/yYte9KJV23/lK1/h/e9/P2NjY1x66aX87d/+La95zWsa+5VS/Nmf/Rmf/exnyefzvPSlL+Wf/umfuPTSSxttstks7373u/n2t7+Npmm86U1v4hOf+ARdXV2dTrkqNqUvJrWwn3IQMhlLZEine6hseCmmO+1LoWgGuVgJTwONOPUKIqVNPXTPFkmIOFu1PirCozQ0RGZijq7uBNu3bmRmoeALiAYQgob3TWXiJFQCJ5YDBV5Cx0zHMAczaEJDQxCLNb/fDU2QjOlQMCl3Qe7CEbZfu40bjkoms0/Ql0xQEDuoVgK+njCgYiP1wOMXkENpaCgFujCQoZy4uihOsTfFxnweAfT1JtGqJk5XCoNh0pfdzMjjT6Arj36ti9l4mngt1+hDQ1Du3kHNnkApVXeO0hvvpnLlVi5XKcaNkxhJAWYJqz9FKm8Gx46wReUYFN30eDEqdoxS1wBu11bKfb28ZCDJ2HIV0ygQC0VPOVfeQDzp63nI0PY4RoNkEpr3Qn8KszJE2ppHFxqDmaupViYQVEnJC0AcJRkLeb0VLDFCQdpsdx1kXMNJb+WC7hoX1iTHsi4ewidNWgwNC6/uue/ZhBIx0kEt45G8ydLmLoyaT0GkilG/MV7gIU7qMSpDz8NL70fEDOKJpgdtOtmLNgSXad1ktDhVWc9rhqsHrmReuMzkfULs6U1xKFfpJIRGUsSDOVIYwsBWLm4qhlfW0D2JlkyAJ7BSI1AJ6ljHDITQ6MvEcEPzqye7QIeNAzGMqgPUyJAknTDoSsfYqGtUXJuEkGgC7CB6od9OUx1I01NVyFgajOY4+0UXM3ocO5PCSMahqiEUaOl+nOCeeHoMEgk8K9UgxJ4eRF0Y3eSQaJpOn5Zgc6yLgXE4nvLIOAI9OUR1u0RSQGpx0BPB/HgYgBQalnLIiBTxeAbRVu9XKD8vXhgJP6RZUxhaHFe5gMATW7FSaTZ5ZUrGCPJFA5Qn5tgwKltEp1K6jnAUS1ds4eLKAM5J/56l4gYugs1uLwKB3L6ZTKFAItlL8aqtzE55lFSSHTENJ51AmHXS2RomLwBXJrCSQ6RqvhCWREPqgpcqm8frXuG4jupOwFQeM7WZAW2ZHhEjZ/TQlQCpXLanNiH1eRzRQyIeBxy6M1vRtRygGJApco6GndRQ6KS7+hiKG5SVA8IneJbIkBYSqRnBaP25MARouk524AYAXnbhtWSdccadXQgpuRBfoI2kTtLQ0HsGcMWFML2AEoK4lvJD7wMjwGDGN0K4niDXk2gYxOp59vo1O/BOTNFTcakCI65ft1qKGHqQ12ygEdMUbsogZrnYnqTLSLFMyc+Pr+sKaDreC15CxT1GZblKZaSHxKZLYO9iwxttxQUEDmdnaBBU3fssiAfvFYDq2oirtJb7uB5EhDjCMw8hsAcG6P7Pr8b4+dcBoKTEmZjAPHgQd24Od2kZL5/3zXyGjjG4AWPjRozhIeLbthHb2IdenYKFQ7BwmJfPHcSeP8Ssm2VvIsGeZJVdiSr/Hj/qnzMJ6aEEW146xFXai7l6Ns6Wk2X6Dh2jcu99AGjdXaRf8ELSN72IxEUXoQ8MoCWToBuY0kZmZ3GFx8Sxx3CFxPIsyq6NG4uRSKeJp9Kk40l64j30JnpJGalG2F6ECBEinA5f/vKXue2227j99tu56aab+PjHP86rXvUqjh49ytDQ0Ir2Dz30EL/0S7/Ehz70IV73utfxxS9+kTe84Q3s3r2ba665BoAPf/jD/MM//AOf//znueiii3j/+9/Pq171Kg4dOkQy6YcA/sqv/Aqzs7PceeedOI7Drbfeym/8xm/wxS9+8YzGb4gY8cAjkBRxnrf5KqRMM9sXJ5krEdfzqNRWZpXCETk0ZSANgVCK6lA33bNF0nGdi7cNMWPFqKVjvjqwgJ54nN5kDC8Tx3Ql1ZrLsNbXOLfcvoEF51I2Lfn5oTFAxjW6Yhrb+ropFQrEenTKfSlSjsewbjAc72F3zW9fHeglGTPYtu1ylk8cJNkzQKWsIzR/UVi7aABTCMzBDApFRo9jJRxKuuYv5kUMR7noegLL66IQqOuK7hhbtQHyIovSFSkRJwe4XWmGUpvJvuASNh64m2TFwtNbwx39vx+SmBYnRoKymCdjKIaTCWrJjUjbIZXJYFXKpIVG36aLsK+xeEX2Cn40cwwZLyOEIKM2gBQoYZDdvoXEll4qTLOlJ8NiOgYyAYkuasMa7uUXY+Z8ASPPiBPXNWxPEhM6MiDEG7oTDGbiiOUeYt4QamAbyQV/sS67L0UtTWEQR4k0triBmwf8v4POyGaqy2nSuTls4ix5PWBcxIs2XsbGlEVs6SQpAyxPkU7qyN5uYmaFi4xh0sPbsZTJktX0hPfrfVydK7JY8T16QhoNkiBjGjPbehB6H73xFFp8A2j5hihadkMKGahSxb0aaPFm5qYQxONptib7mCkdpZA3cdIpli7fSHXOoXvCoFdTDKTjpJIZDC3GNi3DEyMulZ4Y2ViNrmINLRZbUSN529ZB0tNlZjQHLzMAyxWKFw/SPzyCdCR0LdFrWJT0HpQQxAydvnScEbooFkAF2qNVfA+8bvbgpmIo4YuGbUgOMxWcq7jtIrqLVRbiMa4Y6eFEqRs9WUVtuZTHxw8yRJ6Zq6+kd3IOJTS6tCQFYHRrmm5jI/r2i1GnHkaLxdBqgrgXx8ahb2wOK9bH8uWvwNMeQTklpBZrRGnUvanDPSPMF2YQQqc3M4xnliht7mV4XtQnGuGBMgy0gG2l4z2UL9zM5rkaWSbwdINuofCMJGrTFRh2lWqqF/nAAQCWL9vIxcLw86BjGnomTSWpY/Uk6EokGBxMs7QgcJSGSMeQXRt53rY+li/awkMFDUPFSaUE9nA/Ylwy0pvkWK5pOKsmN7BgSI5u2EK3nsHeOszFZpKR6SWujSsG4nEuMzZw3JnDHe7C7UvBVJ704BY2KZPSZJyKtoELE4pqzCXZN8hCIYMpNOISrolto9B/LfrEfqRU9BKnW5qUEzE0Yly6pReZr6AbCbbEhzCVpKRvRnUn8aSJQLApoVPaliFRqpFKxKg4ksHEZjb0XMJoXzdZL8WgV8WO9ZCJGShDIoVO4tJL4Yn99S8bYlqCVw/dwGExgXnVMKmD/ndj/uKNVIxkMz+3//mYjkl/PI68ZCtq9zE/IkBpLO8Y9FNPNA0cE0Pp5Ld3Y4wMEqt5DJxcAgSGMHCUy4Z08J0nNOKXXA5TBfTsKTwFRiCMWBdxqyUEcQsyhsLtyVDtTbE0cCEXTEwjh7qou+a7kwPYniSdGCJvNA2Mp0NEiCOcFxCaRnz7duLbt6//oIFhuOBGwE/1TwE7qll2LBzmtbMHWB7dS25+PzPOJPMxh0kjxngszxOxUb7XbeA8T8DzoLeic9W44pqJClfvvZvNd9/d8XTPD37W/uFzgL/g6g/tl0A1BnkD7BjUDEElpVNJxbEySezuDLKvFzE4SHJkM31btjG8/WI2DV1AX7KPhJ4gaSQbJULA9+7UXIlpe1RsN/jpUbVdqjWPquNRrblUg201V6JUoHapJDG3SsIrkXDLJL0ySeGgC4GmCXShWJwZwxUJ7rj7HrRkDyQyiFgXWixOzNAwNA1DF8R1DSMIFYzp/raYphEzBKmYTiquE9e1yABwnkO5LmhalE9/nuLv/u7veOc738mtt94KwO233853v/tdPve5z/E//sf/WNH+E5/4BK9+9at573vfC8Bf/MVfcOedd/KpT32K22+/HaUUH//4x/nTP/1TXv/61wPwhS98geHhYb7xjW/wtre9jcOHD3PHHXfw6KOP8oIXvACAT37yk7zmNa/hox/9KJs3b173+Ed6EyS6roCZh/Dw6E72UbVdhOngXfsKrlo+iWcu8zAlUuTQMLgqsY25IBSur6ebbg26r72Yno3XkXzwTsAPRYxf/xZGjn0Oy7UZslxmYxJRsyl0X4xjaVx81RuYzJ1EFRQohSYV3QnFcizBpRuG0RIeR6qzaDdsQY8NIpZcNiWG8bI/wuzrRsYMYnoMtt3IZZf5Hp+9Zq5ZsmnrdSRSh9FKNpekNzKSFJStcZQuMLQkmrCRMYgbSZLlNFWtlx5vE4NGge7tBgulKpTGSYsLAChpvaQz23jFRXGWli/mxGIKZc9iZoZJWHk8PYEkyaaNG3DzPUipKKqjWLF+hpIp5MZBHuM6Nmb/g9zCPN72Hm65/FKEDhXLV3R14r7BozsGFeln4HVvvArXWGCr1o9ICKo9A2BlkD0Z3Gsv8xe9tp97Vx0YxPRMdtSGEIsF0oZPmHo2X0ZqKUNMTRPHILPjp3hxKsHJhRLJ1AjD3uXE1SEAhJbAiMfBs1i++KfwCj8mWZukLAxs3UAiSMUSdGd6cZZGEQoScYFz+RAvGf5ZTOt+tL4eJqs6Ocuk6gWCYroByV4GiiVyrkfGSuFJDVXPg9U1crF+NO0atukaCT2NrRXQ0ikmLx9goNZFPGeiBIGYFzRyYBFg+EJW6Yv6qW1O0Nt/E6XZGax0DN1NI+Jl+tNxtl19C663jfj4I8Q3XEnFOYqdMsimDC4e7ObkrC8+tak3id3TRV9XmtzMBHoFGLyUq6plrEEb+4ILef7QDXSP3oc7bPPg+Am6jCLbBtLUTsJy4kKy9imSnj+uri6N9JSkS5lc0TvAnFhGCEHaSJLdmMZJG1z3s68hWzjJJfEYcUOjmtqMldxI6prrKdz3Qwpemo1dGZwrL2XB8rhifJwpz6SAZHfPdbx0x9VYj/eSTCcQlYVGqaKBuGIy1o+X6iLb+zKc/APYcT+MHXxxKKULNl59ObmdC9A9zPDmS9n409djjk+Ric9RLHRxLGOQrm4mk0qzyR1mI0XSsS76rnsdIuu/+0MZoAQqFgc9TtfgFir6DNMDBjP9w9yYcdjUlUEv18ApEhcDjO3YQNLQMEwdhKC3S+dw/xY2Bnd5MNnPsrTIJGJ0ecOktl1AaXaRuF5GH0ihOSm8vIYjwHz+jeSXDrBBCYZfeA0/k+hh/PBxFIqEPhs8LxrZq68kuUUnViwxsulKLtzQDdZGZHeapJukzxAMaBrpi4eYnPMNOL1br+fwlpsIi1UZQ13M2xrzya0s9Y1gDA9ge1W85GaKQ12Yi/cCsPS8Gyg5y3Rli2xLxBkfHCLXm2NLf4rlQi9bUpexdyrf8v1sx/sR6R6oLlO++jJiW7Yg9gTK3UInYWhcPpAkVs5wJFPEetGL2Kx3YZoTuLaBZ8RI6RnYejVLW7dzgb2LCwcyLN54Kfm5aTwPZH+KcvIiXj+0ib0nHqSmXJa7+9mx43r05eNwcgmh63TJBKQ1kjGD5EWb0Ldezg0bb+DY0knKmRks16OnL4m48XLUo4egArWeJBtKgkGlGBNAb5Jabxf5F19Lr32CoqnTHxdc1LuDbNUlffFLSJ1B0GdEiCP8ZCE9ANtfSnz7S9l0M2wCrlIKKzfD1PQE83OzLC3OUSksYVrzmM4SrlpGbizgDlc49CKL45ZEK2vETEi6gYCBioEU6ErH0GLE0YgrRVz6ZSyUq8CVKFfiego3iOzusj36ijbxhQrp6jJxdyVhzMdgLAO5Lsh3CUpp/PweHTzNz/NBCDQp0JRAl6BLha5AlxCXiphUDHqSmFTEPUVMSmKe8tt5oEuBkL5GjFC+VVZIGArKCsqv/gueBp5GcF5wNIGlgasJPM0fk6sJXM0flxu08/f5+WDh471QbqAvgBIoAQby+KLxnx8a2PhPieCzXxPR3+9bnTWlApEZ5VuhVaM4RONzQ6MxOFYogSb9/ZoUaNL/g61JgeYpf14kaNKX1JTCV9/0BHgCkkkdpQv/+oRAaqqxT4Ff4FJKv9amlIjGvfHHqkvV+OePQ6HFM4hUX3CdGpoQCOH/LoRACH9bM7fSz7VUIvhZn1sR/K4JkArNstFNG82y0SwH3ayhWQ6a46LZfnmXIx/6dSqXb8GfovUpYoah2hPlTtcehStd/59ym79LF0c6jZ+2Z1PzatiejeVZLZ9rXo2aV+N/vuR/8sqtrzzjMT8bYNs2jz/+OO973/sa2zRN45ZbbmHnzp0dj9m5cye33XZby7ZXvepVfOMb3wDg1KlTzM3NccsttzT29/b2ctNNN7Fz507e9ra3sXPnTvr6+hpkGOCWW25B0zR27drFG9/4xhXnrdVq1GpNpeNi0V/0dw/0su3i65n91m62d/nmwsxAH9bICDLdxcDW64jnHwd5IVMDC9zgCbRkgpcbPXQNXETWLqLKFuLCm9jYu5nLeu9FbRhhx0+9HjSNkcwmyGxC2lUkC3Bkhh1bNnNtYhs9FzyPlDFKSTfQKzZmLEMtlsYQSbZu+ykSJ+9kwS6SpQJbLkO/ZAMxsQ3j+DGKmzYAMJwebjEWXbO5l4HKZmaHDK6++BUcUGVe0WNzdXozy948uqYhMzGc2RJdnsXStgQbLrmUU7NHWRT9bJIDXBC7GpU8wtb0hVzbczHdfSlOnISx2KX854s20t+fJnvpZSRyVTYasOXlP8O+H/5/pGIaqcHrSCX8kkiaAF3oLI1soPeGa0lecRP/Kb6RfUcDpeOuLgxNoGs6Fc3PvT3efw2v3r6Zo8U8+/WNDLKRVPelXLr5hewYhLlaHlc9hHHgJP2XXMWlQ1ezb3Ef+sA2uqo2UusivX2Qq2LXYj7xOBs2bCJ7xZVMJxTdr3kFh7/9Y44XdZ4Xi6P1b6NXt9D6k/THDIYSHgVHo7JjGwxmwKvxspfcwLSxxPGpQ7g6LKpBRoC4LtAyXQ2hruJwmp7eFKmrXwDTh0j+/+ydd5xdVbX4v+eW6S2ZycykkYSQEEICCQmEhKpEqiKICIoiyA9RQSk+faIIKGIsYOeJWEDfE0GQTghi6CSkT3omZXovd26v55z9++Pce26dycxkkjuT7O/nczO55+yzz9r7lLvXXmuvNW0SbbXRlCuxV6K9gNnjT2Svo5aJC46nc9t+SiMqS2Yvw9q6nW0Ty+ntiTDeWsaMqhKcheMYV1zMlKmncoZeTZ8mCLsrmWgJUViaRyB/MkFrDsViG+UT5oMtl9wTZhLu3oI1J48L557Mv9qfRxcQstqJTCuneOnJVJVOpeGkcbhnzeOzi04g2LGTR579NxWinpI8O9hthKbPZFxlCZOnH4+tZDplvaU05hmut7PmXkG1JtAqTiDPlgcnX4XLtQ6F/eQWlpBjtxLKKyVUHKIrnMsUDPf/3PGT6A64ydUVvlg6jfWVJzDBFmZSSRllFefgKXRzStVs2kuK2evYy+SiySw983xCWpAyewGFzqn4ypqxWhROmv0Jcrq92Ca3I95px+/2kq9YqHMEEbMuQOnaiM1WSiQ/B+us47C81YHdqqCVjaM8N4cT553HAesOcrq6Eco08rtcuHNKmHn8CUycPhu9JUTpkmVYi4spav0XojKMc9o48tqa0QqMnNqewvnYJ+ZgKSmh1RlAzFmMyx9hHG5ULUSouop8gILxKK52mquqsNvtTJm3hEmTz4FV27FqQSx24wYpnL6Y3PBEFGsfIVsIv2pM7NmtFirLZ7O3exuldsHJeeNZPnU5L21+CastgL1sIuNc+fQSoScHTjt1Dnve3IFVEeTaLegI5k4sob47TIv9dE60dVJWWcLxlUs578xzsYeDuN98HwDrrDOpixRT2NQM5RMpOn0u1uMXM9e3hhxXH4WnL+ZkaxERTWCrnkQ4mEN7pJw2236m+gNUz6/Eds41sHcvNrefoHUCnQ2NVBVbWDpnCi0+6OgLYlEs5NuOp8fuZGaujfNOXsr6eof5HrMnjDsLSo/D09OLz14OwCmVc+ixNxIpKTYMGmqI4/MqmD5lGVrVSdgtdoram2lpaKEteAD/orM5ZdZCUBTGlV1Jjns/1cpOai020FTyy49jfsUE5h9/IQG3jX31rxGyFlE6vgKr1k3O4vlAOSiV5LVuo6x0ErmTx0FFFVjtzLAX05hnY6K1CKuvE/JzsZ51MX1bniZclIu9z4aWb3jf5NrLsSgKU8cXMrP0SmqaayizuLEoCpXFuUy9aBkh7zy4I30yORNSIZYc/SgKeeMnc8L4yZww/yBlhYCgE9zt4GkDdxu429E97TTs241NDzOlarwRFNViS/5Y7Ql/7WnfVSz4fBquLgeO7m48jj5CLg+qO4DVF6LCpzK5SyPHr2PVdSwaWPsJFGbkD0xQQqNKqWY1gmVoFisRq0LEAhGrQLWAagfdqqBZlehfCxq6oVRjxaYJbDpYExRpmyrI1cBibospdoZsFgEWDSx69DN0/eqQMJ3RYspp9L0vErYl9ZMS76/Ytth3Ldqn9uhEg0VEPzpYRax9wmynokfPEftYlOjfWDoLI72MUGKKtCV+3cIRhK8HgUAnniZCiHgwIDOdYaxZIi6TImITBIZcSrR4MCf6sSsE8yBQYngrhG3Rj93Cuy3/S687O5Z8i2LBptiwWWxYLVbsFjs2xUaONYdca675N9eWS6G9MGlbjiWHyoJ0t+GjhZ6eHjRNo6qqKml7VVUVe/bsyXhMR0dHxvIdHR3m/ti2gcqkumPbbDbGjx9vlkllxYoV/OAHP0jbXr50CTl5uZy17DPYK0oJO0IULVtKUZ2TknwbudMmM3tcJaVPvUQHleRPK2fBacdjs1rQi47nP8e5OXHcXBg3DTtQNmc+oaJSyk48FYCcaccRbmwiZ9JxLJ69CO38IgI792KvjiuylolnouX4UAsK6PT2ME2ZijWnEOZdxRnuNtpUHz2an0lFk7AXVHL2F25mnppDh8fFvIpZhoXyhJlY8vPRfT5mlyxkRuU48u35KLMuY3L9h5BfRtGF15Nz4EXmWmzk9zrQSicw+bipTJx1Fv9+7eeU6k5OLgmj2oroyZtOZbiJcTbDcltdUohSKJhUlo9itVJy0mxUSxGnTylD5BfQ9LGvsWhKMWW7txLqc1JUWsSEmcfRkR+kOj8P29JrwGYjRwimTjyJ7d4wOQWTEMUTIbeAohNPwd7noVIo5My5EMuOZwnmlKGdspCTJpdyQlUxWC1U5ZYw9yQLYuppTKqcic1qozy/HE3X0GfqWDQVxdlMwYSTseWWUzFrNlNKq6n0dVCRW8E6eyGTSxUmTirH3tjBlIJ88mZWcWC7hj6lmoq+PvIr8rGfMAe8Xory7Ew8eSE5K/+JJ1yMP7cEm01QlG8nd+bxKOOKKQ7bySsVLJ16DkpJBQWfuBlQmBzeRmT/JqaWTMbSXUfBxz4FSgknFS1mX6iN9rIt2DWFGZ/4HHmqmwl6LjueeYZpuVZmTCgiOGcqtooKbPYcwmWzyQm4sDf1sUE5ka985Wb69AIKvE7KZn4NEQoR3L0b+5QpLCr6GN6+RiaNG8dHFl7Pe+++Ti+N6Hk5MPV0qnPz6POHOXFKJVaLldzKuUyq2ElJ2Ab545h55nnML5tAri1uqprwiSs43llHvaue0tKp2HNKMFf+2vPIPfFExOo36SqbDfM/TeFMP95//YuG3FxC4yv55Cf/H+qESla98hBOFHIXXM2ZcyLYu9qJuN2UeL2UKFXYLXaOLz2e40vjgcSggGAwSJnmo7ivmOtPPZ9cWy6tziDHT5/Lvq3zKGrbzIQJhsK05LzzKXLNZWNNHe1l45k0zkqjw4JGDhfOm4yOQnnRVM6ecgY7mzdSvqONzQ0alpJCLMefS5nNBnPiZ59+yjl0HdjG50+ez8uvvkS+AufPquCN/XZ6i+dx6qUXEmj34kVQWmQjYikhUlKC1WplWvE0cu25TJ95Jd0t/6LJspey/HIoLOfC068jP+yho9tHuc/CuTPPorhoMuopi2n51/OMQ+fkM5aQN34Klpx8JnjbKVSMgLBWi3FtwqWlKAUFnDRRw92iIyrLmT1uNlMtU1FRKbIXUVy9GGtZH6E970GuhaILPkaZRWFa+UxjktqWS8mFHyO4eze22bNh9258U6dScOElWMcbyv+Es5eCEChWK7ErIy77Evr27YQDWw2Z0KMx5RTyTz6ZPCE4vrmPuvIiSvJ15laciM2m4MdYQlCtVFNsKWZW2SwmluZz0cnVbGtxcfy0In7vDNEpNGZcdguegIqrO4TNaryLpi78COM0wYa8WRxfUQicBCEvlomnmKu0Z0ycyhXFlfT5TqaiKI9xhfF0Y2gTwJZLYMYc+mxlfPzU69DQwGLhpIXn8M6OdmbbLZxedTqbhc6ySVVY88vpsEyiYl81OccdBxWlYI96ZEw5k9PyyqhQg+DvA1ses2edRneBh05XJ9NPO5XNa2toC+Vw/NQz+fSUfOZMmIyqqtRQg3PuSdiqq7Hogjy7lfAQ4gJJhVgiSURRIH+c8amaa27WVZV13mcAuPrqq7EMIzq1DSiNfo4b5DFCCFBVhK4bAz6rdcTcXVVV5Zln4m2yjUDEbaHrhltuJILQotp8zMqpGKqdohgpuyIiastVogFUFEOtE7qOEBpCsUTToChRm6+CEl3/ZbXErKrxwDqG0TT+94ghRFqU3ENB0zVUoRLRIsOy4CoMLMu3U8sPQ/aDnSMVm8VQgi1DzAsoGZ3cfffdSZZpt9vN1KlTyS0qxFZSQtHySwCIrYj9yJy4wl1ZnMuJxRrOcATvhGlw8pVgs2EBLkw5z+Jpy2DaMvN7/vz55M+Pz2pagaJzjLpV1XBzLiys5txPfxpVqHQ9+3z8/lYULKWTmQJMSThH9fjjqAbmVFZHy0HenIQRPPFss1OLp8IpU822LTvh26BF4AILmlCwWi0Eg8FYNWY2Ka+9gkBeFWfMuwqAzt3J60ori/O4aHFcafnkAsODg3POoQgoj7bvw4a9ccUJ49mt+MjHyO9xGm+KacvAZkNRVQpskJrwRVHghMoibNG1wIqiGG0qjpfJt+UnHUO+MYjPO/08c9PEoonx/rYJFs6sxHaiYYGLbQ+VlxMqL8cK5J18svn7UlhaQeXJH6H+w3UUiB7yT1vK+I9fhs1mwzJ5Mu49+wAonR49X64hXNmSZSxYEr0XdA2iSkwlUBKcyFOWpwjHXi9FlRSrKicWFJoyF511lilf0FZCODePUr0RCxYsZROYnJcX7WlQCgooWGQsxyotWkLplCUAzJl2MjX27eg001i8iKXjplNls1FVkpyh1qqAL7cKMfOjjOvnd/X4suM5vuz4jPtsFRW4Torfg5aCArBYcNhsjLfbqZh+iiFnwnu4uKwYyoqxqSrs25ex3kSKhQ80qC6sJC8vj4ml+aiqSshWRkmgkJOKLVx8crVx3UqO49ypxxnpynSNPduNtFXFeTbzuiqKwrzjTkedpOJ2+fs97+SqSiZXLUdVVYoUI2hfUV68j8oLc/jInEpjfLJboCUYBeaWz8Vms6GqKgV2hTmcyNKJSwGYfdxCAKaeAKdzSfwgqz06hrCSUzHDHLstrlpMvaU+STZht1N0/vlGzuZwwHhnKBZKFCNY1DmTzzHOb82H2G/Z+BmQco2VnBzyTz3VfBawWLCWlMT3ZxjDxY7Rd+/O2G+KonDypBJ2FRjvjjxbHqdUnEKtUmsooECJUsIJZScY++1WzpgxHq/XS07EixsbZxxfRV5eHs/UbTbrteTlUXL2pVxgbjk54/krinKpKMpN31FchZjzcdzbA8b72F5k3hP5OVamlBj/r8iv4NJZnzQPmwZQsTS9vsJyqgvPiibBFkbfAefONgJFqqrK+vW1VBbAJfOnp49brVbyTzttWONZqRBLJFngiSee4MEHH6ShoYHJkyfT0NCQsZyiKGC3D1H9yB6KxYKSkwM5OQOWs3AUvXxGWPm2WqxYsZJrzfDjIzlqqaiowGq10tnZmbS9s7OT6urqjMdUV1cPWD72t7Ozk4kTJyaVWbBggVmmq6srqQ5VVXE4HP2eNzc3l9zc0Xt/KoqCXbEfmYmxaPRhmZ9g8BzyxJhlbPX2YH/vRzt2qwVV6AcveDQg46Fkl6QlY0cGOV0vkRxhOjs7ufnmmzn77LN56623eP755w9+kEQiOarJyclh0aJFrF692tym6zqrV69m6dIMM+nA0qVLk8oDvPHGG2b5GTNmUF1dnVTG7Xazbt06s8zSpUtxOp1s2rTJLPPmm2+i6zpLliwZsfZJJMci8vdeIhkbHDVGGolkrLB//35UVeULX/gCZ599dsYyQggikQg5B7G0SiSSo4e77rqLL37xiyxevJgzzjiDX/3qV/h8PjPq9PXXX8/kyZNZsWIFALfffjvnnXceDz/8MJdddhlPPfUUGzdu5LHHHgMMS+kdd9zBj370I2bNmmWmXZo0aRJXXHEFACeddBIXX3wxN998M48++iiRSITbbruNa6+9dkgRpiUSSTry914iGRtIC7FEcgS54YYbzB/FCy64AEVRuP/++5k+fTo33HADf/zjH5k9ezZ2u50333wTt9vNbbfdxkknnURhYSETJ07k8ssvzxhkp66ujuuuu46qKmOdyAknnMD3vve9I91EiUQyTK655hoeeugh7r33XhYsWEBNTQ2rVq0yg2I1NTXR3t5ull+2bBlPPvkkjz32GKeeeirPPvssL7zwgpmDGODb3/42X//61/nyl7/M6aefjtfrZdWqVWYOYoC///3vzJkzhwsuuIBLL72Us88+21SqJRLJ8PjSl740rN/7+fPnc+ONN/K1r32NK6+8MuPvfX19Pf/+97/585//TFlZmfy9l0gOEWkhlkiOIN///vc544wzuPXWW3nkkUc47bTTmDJlCk888QRvvPEGNTU1PPDAA5SXlzNr1iw8Hg+qqvKDH/yAqqoqent7+Z//+R+WLl3K7t27zTV+9fX1LFmyhKKiIn70ox8xc+ZMGhoa+OCDD7LcYolEMhRuu+02brvttoz73n777bRtV199NVdffXW/9SmKwg9/+EN++MMf9ltm/PjxPPnkk0OWVSKR9M/3vvc9zjzzzCH/3t97773s3r0bj8fDtm3bOOecc7j//vvNehsaGjj33HMJhUKceeaZfPvb36atrU3+3kskh4BUiCWSI8jMmTOZO9eIXj137lzOPPNMc5/L5WLr1q1UVFQkHfPoo4+a/9c0jYsvvpjKykr+8Y9/cOeddwJw3333EQqF2L59e1IgnC996UuHszkSiUQikUgyMHPmTNOjYyi/97EMELqu84Mf/IBJkyaxbt06s8wDDzxAKBTi05/+NIWFhZx//vnk5eXxpS99KR7ZWCKRDAmpEEsko4Szzjor7ccR4J///CcPP/wwtbW1uFwuc3ttba35/3//+99cfvnl/UaFlUgkEolEMjoY6Pf+oYceYufOnfj98fRF7e3t5hrj1atXc9lll1FYWJh2vEQiGR5yDbFEMkrIpMy+/PLLXHPNNZx55pk89dRTrFu3jg0bNjBhwgQz3yVAb28vU6ZMSTteIpFIJBLJ6GKg3/slS5bw9a9/nR/+8IesXbuWCRMmEIlEzHK9vb1Mnjz5SIorkRz1SAuxRDJKyJQz86mnnuKjH/0ov/71r81t4XAYh8ORVK6iooLW1tbDLqNEIpFIJJJDY6Df+1/+8pc888wzAJxyyikZf+/b2tooLy8/IrJKJMcCh1UhFkIARt7DQyEYDBIOh1FVlUAggNvtRlVVNE0jEAigqiq6riOEMLeFw2F0XUfXdVRVJRwOo2laUhlN08xyYOR8dLvd+P1+dF0398fOGasXSNsWq8NisZj7bDabKXusH2w2W7/1A6aLTKxsJmL9EDtv6jkz9V2sztj/E+uItcdqtWKxWIYkS6pcicf0186h1jsaSG3bocjt8/nMv7G+jqVdSH1W3G43iqIkbX/iiSfQNC2p/Ec+8hFefPFFDhw4wIQJE454mySSsUTicyc5dIbyW5/429Pf79ZwSH2fwdB/w0aC2G+uruvm7ypwSL+t0P/7OtP21G1Hor9T5UkcE6XuzzSWyiT3YOXMNM45mHyRSIRwOGzKFzv+YG0+WF+mnne4v/exOh577DE0TUPTNHMse+655/Lyyy9z5ZVXkp+fnza2O1gfDmZcONj2DXV/f+X6u4cz3UdDuU8G+9wM9O442PM12DYe7H4e6NnIVF9Mzv6eNQCv12uuK49d65F+Lw7l3XSkzzWU33pFHMYRQUtLC1OnTj1c1UskEolEMmyam5vlUoMRoK6ujpkzZ2ZbDIlEIpFI0hjMb/1hVYh1XaetrY3i4uKM7iFDwe12M3XqVJqbmykpKRkhCY8sR0Mb4OhoRzbb8N577/Hxj3+cV155hXPOOQeA+fPnc/bZZ/P73/8+qayu6zz44IP83//9Hy6Xi9NOO40VK1bw+c9/nrPPPpuf/vSnZjt6enp44IEHeOutt/D7/UyePJmrrrqKe+6554i2b6jI+2n0cDS0YzBtEELg8XiYNGkSFosMpXGoOJ1Oxo0bR1NTE6WlpdkW56jgaHgWRxvZ6NOR/L1PLF9XV5f133t5j448sk9HlqH81h9WhXgkcbvdlJaW4nK5xuxNcjS0AY6OdhwNbYCjox2yDaOHo6EdR0Mbxhqyz0ce2acjj+zTkUX258gj+zR7yKlxiUQikUgkEolEIpEck0iFWCKRSCQSiUQikUgkxyRjRiHOzc3lvvvuIzc3N9uiDJujoQ1wdLTjaGgDHB3tkG0YPRwN7Tga2jDWkH0+8sg+HXlkn44ssj9HHtmn2WPMrCGWSCQSiUQikUgkEolkJBkzFmKJRCKRSCQSiUQikUhGEqkQSySjhJaWFr7xjW+wbNkyCgoKUBSFhoaGpDINDQ0oipLx43Q6syK3RCKRSCSSwSF/6yWS0Yct2wJIJBKD/fv38/TTT7No0SLOO+88Vq1a1W/Ze+65h8suuyxpW3Fx8eEWUSKRSCQSySEgf+slktGHVIglklHCueeeS2dnJwBPPPHEgD+SM2fO5MwzzzxSokkkEolEIhkB5G+9RDL6OGIu04888gjTp08nLy+PJUuWsH79+gHLP/PMM8yZM4e8vDzmz5/PypUrk/YLIbj33nuZOHEi+fn5LF++nH379iWVcTgcXHfddZSUlFBWVsZNN92E1+sdU+1oaGjgpptuYsaMGeTn5zNz5kzuu+8+wuHwmGlDIqFQiAULFqAoCjU1NWOuDa+++ipLliwhPz+fcePGccUVVwy7DantWLp06UHb8eqrrwJw8803D7sde/fu5ZOf/CQVFRWUlJRw9tln89Zbb41IG0biWjz33HNceOGFlJeX93ufBINBbr31VsrLyykqKuKqq64yBxhjoQ0Oh4Ovf/3rnHjiieTn53PcccfxjW98A5fLNew2ZKMdiQghuOSSS1AUhRdeeGHMtWHt2rV89KMfpbCwkJKSEs4991wCgcCw23EsMdRrdqyyYsUKTj/9dIqLi6msrOSKK66gtrY2qcxg3m1NTU1cdtllFBQUUFlZybe+9S1UVT2STRmV/OQnP0FRFO644w5z22jsT4tldK9WbG1t5fOf/zzl5eXk5+czf/58Nm7caO7P1vh7rKJpGt///veTxvEPPPAAiTGNZZ+OAsQR4KmnnhI5OTniL3/5i9i5c6e4+eabRVlZmejs7MxY/oMPPhBWq1X87Gc/E7t27RL33HOPsNvtYvv27WaZn/zkJ6K0tFS88MILYuvWreLyyy8XM2bMEIFAwCxz8cUXi1NPPVV8+OGH4r333hMnnHCC+OxnPzum2vHaa6+JG264Qbz++uviwIED4sUXXxSVlZXim9/85phpQyLf+MY3xCWXXCIAsWXLljHVhmeffVaMGzdO/P73vxe1tbVi586d4umnnx5WGw7Wjscff1wAor6+PqkdFotFAGLcuHFCURQBiPPPP1/s2LFj0O2YNWuWuPTSS8XWrVvF3r17xde+9jVRUFAg2tvbR7QNmRjMtfjb3/4mfvCDH4g//vGP/d4nX/nKV8TUqVPF6tWrxcaNG8WZZ54pli1bNmT5s9WG7du3i0996lPipZdeEvv37xerV68Ws2bNElddddWw2pCtdiTyi1/8wny2n3/++THVhjVr1oiSkhKxYsUKsWPHDrFnzx7x9NNPi2AwOKx2HEsM9Zody1x00UXi8ccfFzt27BA1NTXi0ksvFccdd5zwer1mmYO921RVFfPmzRPLly8XW7ZsEStXrhQVFRXi7rvvzkaTRg3r168X06dPF6eccoq4/fbbze2jvT8z/dYLIUR9fb0AREVFhbBaraKkpERcfvnl5m/94cLhcIhp06aJG264Qaxbt07U1dWJ119/Xezfv98sk43x91jmwQcfFOXl5eKVV14R9fX14plnnhFFRUXi17/+tVlG9mn2OSIK8RlnnCFuvfVW87umaWLSpElixYoVGct/5jOfEZdddlnStiVLlohbbrlFCCGEruuiurpa/PznPzf3O51OkZubK/7xj38IIYTYtWuXAMSGDRvMMq+99ppQFEW0traOmXZk4mc/+5mYMWPGmGvDypUrxZw5c8TOnTsPSSHORhsikYiYPHmy+NOf/jQsmYfajkw/kp/5zGfEBRdcIG655Rbxr3/9S7z77rtixowZori4WJSUlIg9e/YctB3d3d0CEO+++65Zxu12C0C88cYbI9qGTBzsWiQSGxCk3idOp1PY7XbxzDPPmNt2794tALF27dox0YZM/POf/xQ5OTkiEokMrQFRstmOLVu2iMmTJ4v29vZDUoiz1YYlS5aIe+65Z1gyH+sM9ZpJ4nR1dQlAvPPOO0KIwb3bVq5cKSwWi+jo6DDL/P73vxclJSUiFAod2QaMEjwej5g1a5Z44403xHnnnWcqxGOhP/tTiNva2pJ+6x977DExffp0UVJSImpraw+bPP/93/8tzj777H73Z2v8PZa57LLLxJe+9KWkbZ/61KfEddddJ4SQfTpaOOx+G+FwmE2bNrF8+XJzm8ViYfny5axduzbjMWvXrk0qD3DRRReZ5evr6+no6EgqU1paypIlS8wya9eupaysjMWLF5tlli9fjsViYd26dWOmHZlwuVyMHz9+TLWhs7OTm2++mf/93/+loKBgyLJnuw2bN2+mtbUVi8XCwoULmThxIpdccgk7duw4ou34+Mc/zqOPPsqnPvUpzjnnHL7whS8wefJkhBB897vfPWg7ysvLOfHEE/nb3/6Gz+dDVVX+8Ic/UFlZyaJFi45IGwa6FoNh06ZNRCKRpHrmzJnDcccdN6R6stmGTLhcLkpKSrDZhh7aIZvt8Pv9fO5zn+ORRx6hurp6yLLHyFYburq6WLduHZWVlSxbtoyqqirOO+883n///eE15BhiONdMEie2RCL2ez6Yd9vatWuZP38+VVVVZpmLLroIt9vNzp07j6D0o4dbb72Vyy67LO1dMJb7c+LEiUm/9TfffDPvvvsuQgh+/OMfH7bzvvTSSyxevJirr76ayspKFi5cyB//+EdzfzbG32OdZcuWsXr1avbu3QvA1q1bef/997nkkksA2aejhcOuEPf09KBpWtLLBqCqqoqOjo6Mx3R0dAxYPvb3YGUqKyuT9ttsNsaPH9/veUdjO1LZv38/v/3tb7nlllvGTBuEENxwww185StfSXqYh0O22lBXVwfA/fffzz333MMrr7zCuHHjOP/883E4HFlth8Ph4Oyzz2bz5s0HbYeiKPznP/9hy5YtFBcXk5eXxy9+8QtWrVrFuHHjstaGoTyTHR0d5OTkUFZWdkj1QPbakEmOBx54gC9/+cvDPj5b7bjzzjtZtmwZn/zkJ4cmdArZakPis33zzTezatUqTjvtNC644IJ+YyFIDIZzzSQGuq5zxx13cNZZZzFv3jxgcO+2/u752L5jjaeeeorNmzezYsWKtH1HW39OnTqVs88+mw0bNhy2c9TV1fH73/+eWbNm8frrr/PVr36Vb3zjG/z1r38FsjP+Hut85zvf4dprr2XOnDnY7XYWLlzIHXfcwXXXXQfIPh0tyCjTY4jW1lYuvvhirr76am6++eZsizNofvvb3+LxeLj77ruzLcqw0XUdgO9973tcddVVADz++ONMmTKFZ555ZlgTFCONoigHLSOE4NZbb6WyspL33nuP/Px8/vSnP/GJT3yCDRs2MHHixCMgqSQRt9vNZZddxty5c7n//vuzLc6QeOmll3jzzTfZsmVLtkUZNrFn+5ZbbuHGG28EYOHChaxevZq//OUvGQfaEsmhcuutt7Jjxw7piXAINDc3c/vtt/PGG2+Ql5eXbXGOGIP5rR8uuq6zePFi0wq9cOFCduzYwaOPPsoXv/jFw3beo5l//vOf/P3vf+fJJ5/k5JNPpqamhjvuuINJkybJPh1FHHYLcUVFBVarNS2qX2dnZ7/uddXV1QOWj/09WJmurq6k/aqq4nA4huXWl612xGhra+MjH/kIy5Yt47HHHhuy/Nlsw5tvvsnatWvJzc3FZrNxwgknALB48eIhvwyy1YaYojh37lxzf25uLscffzxNTU1DasNIt2P8+PG8//77psvzwa7FK6+8wlNPPcVZZ53Faaedxv/8z/+Qn59vzgBnow1DeSarq6sJh8M4nc5Dqgey14YYHo+Hiy++mOLiYp5//nnsdvuQ64DstePNN9/kwIEDlJWVYbPZTHfvq666ivPPP39MtCHTsw1w0kknDevZPpYYzjWTwG233cYrr7zCW2+9xZQpU8ztg3m39XfPx/YdS2zatImuri5OO+008/3zzjvv8Jvf/AabzUZVVdVR1Z9NTU28//77nHHGGYftHBMnThzwXZiN8fdY51vf+pZpJZ4/fz5f+MIXuPPOO83JVtmno4PDrhDn5OSwaNEiVq9ebW7TdZ3Vq1ezdOnSjMcsXbo0qTzAG2+8YZafMWMG1dXVSWXcbjfr1q0zyyxduhSn08mmTZvMMm+++Sa6rrNkyZIx0w4wLMPnn38+ixYt4vHHHx92yP5steE3v/kNW7dupaamhpqaGjMtytNPP82DDz44JtqwaNEicnNzk1JkRCIRGhoamDZt2pDaMFA7XnnlFYqKiswUB6+99hrPPvssGzduZOnSpfz2t7/lzjvv5JlnnuGtt97if//3f2lpacFqtfLjH//4oO3w+/1AetoHi8ViWsoOtQ2Hci0Gw6JFi7Db7Un11NbW0tTUNKR6stkGMK7NhRdeSE5ODi+99NIhWTiy1Y7vfOc7bNu2zXy2YymNfvnLX/L444+PiTZMnz6dSZMmpaW/2bt377Ce7WOJ4VyzYxkhBLfddhvPP/88b775JjNmzEjaP5h329KlS9m+fXvS4PiNN96gpKQkTZE52rngggvYvn170vtn8eLFXHfddeb/R2t/Pvvss+ZvOyT/1gN885vfTPqt//3vf88555yD1Wrlu9/97mGT66yzzhrwXZiN8fdYx+/3p425rFarOeaSfTpKOBKRu5566imRm5srnnjiCbFr1y7x5S9/WZSVlZlR/b7whS+I73znO2b5Dz74QNhsNvHQQw+J3bt3i/vuuy9jmpyysjLx4osvim3btolPfvKTGUOUL1y4UKxbt068//77YtasWYecdulIt6OlpUWccMIJ4oILLhAtLS2ivb3d/IyVNqQylMi7o6kNt99+u5g8ebJ4/fXXxZ49e8RNN90kKisrhcPhGLF2ABk/X/ziF820S1OmTBElJSVmCqZLL71U7N27d1Dt6O7uFuXl5eJTn/qUqKmpEbW1teK//uu/hN1uFzU1NaPiWvT29ootW7aIV199VQDiqaeeElu2bEm657/yla+I4447Trz55pti48aNYunSpWLp0qUjdh0OdxtcLpdYsmSJmD9/vti/f3/Sc62q6phpRyY4xLRL2WjDL3/5S1FSUiKeeeYZsW/fPnHPPfeIvLy8pFQjkswc7JpJ4nz1q18VpaWl4u2330565v1+v1nmYO+2WJqgCy+8UNTU1IhVq1aJCRMmHPNpl2IkRpkWYvT250C/9UII8ec//1ksXrxYlJWVCZvNJqqrq8XnPvc587f+cLF+/Xphs9nEgw8+KPbt2yf+/ve/i4KCAvF///d/ZplsjL/HMl/84hfF5MmTzbRLzz33nKioqBDf/va3zTKyT7PPEVGIhRDit7/9rTjuuONETk6OOOOMM8SHH35o7jvvvPPMl0CMf/7zn2L27NkiJydHnHzyyeLVV19N2q/ruvj+978vqqqqRG5urrjgggvSQtH39vaKz372s6KoqEiUlJSIG2+8UXg8njHVjlhI/kyfsdKGVA5VIc5WG8LhsPjmN78pKisrRXFxsVi+fPkh5wTMRjs2bNggLrzwQjF+/HhRXFwszjzzTLFy5cpR04b+7vn77rvPLBMIBMTXvvY1MW7cOFFQUCCuvPLKYU8SZaMNb731Vr/PdWr6jdHcjkwcikKczTasWLFCTJkyRRQUFIilS5eK9957b9htONYY6JpJ4vT3zD/++ONmmcG82xoaGsQll1wi8vPzRUVFhfjmN7857HRtRxupCrHsz6Hz8ssvi3nz5onc3FwxZ84c8dhjjyXtz9b4e6zidrvF7bffLo477jiRl5cnjj/+ePG9730vKa2X7NPsowghxAgZmyUSiUQikUgkEolEIhkzHPY1xBKJRCKRSCQSiUQikYxGpEIskUgkEolEIpFIJJJjEqkQSyQSiUQikUgkEonkmMR2OCvXdZ22tjaKi4sPayJxiUQikUgGixACj8fDpEmThp3GThJH/tZLJBKJZLQxpN/6wxmxq7m5ud+oivIjP/IjP/IjP9n8NDc3H86fwGHxu9/9TkybNk3k5uaKM844Q6xbt27A8v/85z/FiSeeKHJzc8W8efPSomz/61//Eh/72MfE+PHjBWSO7n/eeeel9c0tt9wyaJnlb738yI/8yI/8jNbPYH7rD6uFuLi4GIDm5mZKSkoO56kkEolEIhkUbrebqVOnmr9Ro4Wnn36au+66i0cffZQlS5bwq1/9iosuuoja2loqKyvTyq9Zs4bPfvazrFixgo9//OM8+eSTXHHFFWzevJl58+YB4PP5OPvss/nMZz7DzTff3O+5b775Zn74wx+a3wsKCgYtt/ytl0gkEsloYyi/9Yc17ZLb7aa0tBSXyyV/JCUSiUQyKhitv01Llizh9NNP53e/+x1guCJPnTqVr3/963znO99JK3/NNdfg8/l45ZVXzG1nnnkmCxYs4NFHH00q29DQwIwZM9iyZQsLFixI2nf++eezYMECfvWrXw1L7tHanxKJRCI5dhnKb5NcPCWRSCQSSZYJh8Ns2rSJ5cuXm9ssFgvLly9n7dq1GY9Zu3ZtUnmAiy66qN/yA/H3v/+diooK5s2bx913343f7++3bCgUwu12J30kEolEIhmrHFaX6ZFE83iItLeTN3t2tkWRSCQSiWRE6enpQdM0qqqqkrZXVVWxZ8+ejMd0dHRkLN/R0TGkc3/uc59j2rRpTJo0iW3btvHf//3f1NbW8txzz2Usv2LFCn7wgx8M6RySsU9E07FbpR1FIpEcfYwZhdi98jU67ruPgtNPZ9LDD2HPsJ5KIpFIJBLJ0Pjyl79s/n/+/PlMnDiRCy64gAMHDjBz5sy08nfffTd33XWX+T22Tkty9LK/y8vONhcXzq0mP8eabXEkEolkRBkzU33F55xO1bfuILhrF01f+hL6AO5cEolEIpGMJSoqKrBarXR2diZt7+zspLq6OuMx1dXVQyo/WJYsWQLA/v37M+7Pzc2lpKQk6SM5uul0BwEIRLQsSyKRSCQjz5hRiHu3P8f45m8z4aIcwgfq6Fzxk2yLJJFIJBLJiJCTk8OiRYtYvXq1uU3XdVavXs3SpUszHrN06dKk8gBvvPFGv+UHS01NDQATJ048pHokEolEIhkLjBmX6S05i9iqfY7r7P+mfE6I3meeoewznyF//rxsiyaRSCQSySFz11138cUvfpHFixdzxhln8Ktf/Qqfz8eNN94IwPXXX8/kyZNZsWIFALfffjvnnXceDz/8MJdddhlPPfUUGzdu5LHHHjPrdDgcNDU10dbWBkBtbS1gWJerq6s5cOAATz75JJdeeinl5eVs27aNO++8k3PPPZdTTjnlCPeARCKRSCRHnjFjIb74I+fzlbt/w+/mPsWGOSdhzdXovv+b2RZLIpFIJJIR4ZprruGhhx7i3nvvZcGCBdTU1LBq1SozcFZTUxPt7e1m+WXLlvHkk0/y2GOPceqpp/Lss8/ywgsvmDmIAV566SUWLlzIZZddBsC1117LwoULzbRMOTk5/Oc//+HCCy9kzpw5fPOb3+Sqq67i5ZdfPoItl0gkEokke4y5PMRCCO5+toZP/OurjK9xMf0X3yH/0i+OSN0SiUQiOfqReXNHFtmfRz8f7O+hxxvinFkTGF+Yk21xJBKJ5KAc1XmIFUXh/itO4Wfz/xvs4HjkJxB0ZVssiUQikUgkEolEIpGMMcacQgyQZ7fy7WvO4Z1pp+KuF0T+9d/ZFkkikUgkEolEchTT1OvnxZpWgjLatkRyVDEmFWKAs06ooOHiLyJ0Bedzr0DblmyLJJFIJBKJRCI5SmlxGik/vSE1y5JIJJKRZMwqxAA3fPosNlfNpq++CLHqHjh8y6ElEolEIpFIJBKJRHKUMaYV4jnVJXScfTGaX8G/fj3s+3e2RZJIJBKJRCKRSCQSyRhhTCvEAB/70lV47fl0t1TCG/eCLtd1SCQSiUQikUgkEonk4Ix5hfjUmZXsnH06ngYLenst7Ja5EyUSiUQikUgkEolEcnDGvEIMMOFTV2BTVXod0+C9h+VaYolEIpFIJBKJRDL66dkHQXe2pTimOSoU4o9e/TE6C8s5cKACOrbBvjeyLZJEIpFIJBKJRCKRDEz7VjiwOttSHNMcFQpxfo4Nx7KPUNTYTsg2Fd57SFqJJRKJRCKRSCQSyehHxkDKKkeFQgyw8KbPYUWwtWMhNK+Dxg+yLZJEIpFIJBKJRCKRZEYa8EYFR41CPGPBSbRMnIlrcxuiqBre/2W2RZJIJBKJRCKRSCQSySjmqFGIAeyXXMoURxsNhZfB/v9A155siySRSCQSiURyZIgEoWt3tqWQSCSSMcVRpRCf/qVriVisbF4XAVs+fPg/2RZJIpFIJBKJ5MjQsgE6d4LfkW1JJBLJYJAu06OCo0ohLqwYT/u8M5i05UOCJ30Gtj4Fvp5siyWRSCQSiURy+NHVbEsgkUj6ocsdxBuSz+ho5KhSiAGO++zVlIW8vNc4E7QQbPxLtkWSSCQSiUQikUgkxzBr63pZvbsz22JIMjBmFOKwFqbD10FPoAdXyIU/4ieiRRAprgZzPvEx3AWlON5YB7MvgfWPGWtqJBKJRCKRSI4FpBumRDJGkM/qaMCWbQEGS62jls+t/Fza9kJ7IZOKJjGjZAaLqhZx5sQzCZx/IXNf+xd1Vfdz/N7XYMezsPDzWZBaIpFIJBKJRCKRSCSjlTGjEE8unswDZz1ARI8Q0SLGXz2CI+ig1dPKzt6d/Lvx3wCcN/cEbl2ps+bVfRw/ez6sfQQWXAeKkuVWSCQSiUQikUgGQ1jVOdDtZU51MYocw0mORmSso1HBmFGIx+eN54oTrhiwTIevg9VNq3l277PsmgpT3v8HO6+8gZNX/xDq3oaZHzkiskokEolEIpFkjaNEedze6qKlz8+4ghyqS/OyLY5EMvI0vJdtCSSMoTXEg6G6sJrrTrqOf13+LyJXfIYqt8ovX/8b/6iYiFgrUzBJJBKJRCI5BjhK1hDr0XYIuc5SIpEcRo4qhTiGRbHwmVu+T2/ROC5dn8OPi+2scGxA696TbdEkEolEIpEcA6gOB6G6+myLcVSgcHRYvCUSyejkqFSIASw2G66Lr+SkJi9fsiznH6XF3L3662i6lm3RJBKJRCKRHOX41qwluGtXtsWQSCQSyUE4ahVigNNvvYGANYeT3gjzX/kzeS3UwQ/e+y660LMtmkQikUgkEsmYIjXVpUQiGZhAWKOx15dtMSQH4ahWiCsnTmDPoo8wecPbXD3rG9za5+T5hpX8Yesfsi2aRCKRSCQSiWQARlL/jmgRdvXukkYRyRHlw7peapqdhFV53w2GHa0uapqdR/y8R7VCDDD5q7egKRZ2/Gklt4w7jU8Fdf5n6//wesPr2RZNIpFIJBKJRHIE2OvcS4OrgVZPa7ZFkRxDhKQiPCQOdHuzYlE/6hXis5fM4f2TzqHgrVVEZn6We9pbOK3oOO55/x72OGSQLYlEIpGMHh555BGmT59OXl4eS5YsYf369QOWf+aZZ5gzZw55eXnMnz+flStXJu1/7rnnuPDCCykvL0dRFGpqatLqCAaD3HrrrZSXl1NUVMRVV11FZ2fnSDZLcpQwph2mx7TwEonkcHLUK8RWi0LF//t/qCjUPvkh9vJZ/NLhpzS3lG+98y38EX+2RZRIJBKJhKeffpq77rqL++67j82bN3Pqqady0UUX0dXVlbH8mjVr+OxnP8tNN93Eli1buOKKK7jiiivYsWOHWcbn83H22Wfz05/+tN/z3nnnnbz88ss888wzvPPOO7S1tfGpT31qxNsnkQyXoyStskQiGaUc9QoxwCcvOJVX5l6A7c3X8Zd/kvGtm1lx4hdpdDfy840/z7Z4EolEIpHwi1/8gptvvpkbb7yRuXPn8uijj1JQUMBf/vKXjOV//etfc/HFF/Otb32Lk046iQceeIDTTjuN3/3ud2aZL3zhC9x7770sX748Yx0ul4s///nP/OIXv+CjH/0oixYt4vHHH2fNmjV8+OGHh6WdEolEojmd6D4ZbEoyOjgmFOL8HCvFN3yJ7vxSmp7ejMgt4/Q9/+Gm+Tfx7N5nWd20OtsiSiQSieQYJhwOs2nTpiTF1WKxsHz5ctauXZvxmLVr16YpuhdddFG/5TOxadMmIpFIUj1z5szhuOOOG1I9xzq6LtjT4UbTj26/XBlk+uhH83gQ+uFf9+p9/wM8b7192M8jkQyGY0IhBrju/BP56ymXI2r30Oc/G3a/xNemf4KTy0/mgbUP4Aq5si2iRCKRSI5Renp60DSNqqqqpO1VVVV0dHRkPKajo2NI5furIycnh7KyskHXEwqFcLvdSZ9jnfpeH7UdHg50ewd/UMMH4Gw+fEJJJENEDwbxvvMuwZ0yf7bkMBN0w/ZnwdebbUmAY0ghrijKZeqnLmdD1Ul0vryLsM+GfeNf+MGyH+AKuXh448PZFlEikUgkklHPihUrKC0tNT9Tp07NtkhZR49ahodkIfa0Q/O6wySRRDJ0RCQCgObsy7IkRx9CRnVLxhuNjeFuya4cUY4ZhRjg1o/O4o+nX01YV+jYOROx8W+cWDiZG+fdyPP7n+fDdrleSiKRSCRHnoqKCqxWa1p0587OTqqrqzMeU11dPaTy/dURDodxOp2Drufuu+/G5XKZn+ZmaeXMNq6Qi5AWOuznOdKDeiF9tCVjHnkPjwWOKYV4QnEun/zYafxh7qX4Drhw7QlDzZPccuotTC+Zzg/W/ICAGsi2mBKJRCI5xsjJyWHRokWsXh2PaaHrOqtXr2bp0qUZj1m6dGlSeYA33nij3/KZWLRoEXa7Pame2tpampqa+q0nNzeXkpKSpI8ku3zQ+gHvtrybbTEOG6MtyHTW9fRIADyDXxpxONHDYUL19dkWY9ST9XtGMiDHlEIMcPO5x7Nmztk0HncSnVvHE/nP/5Cr2Ll/2f20eFv447Y/ZltEiUQikRyD3HXXXfzxj3/kr3/9K7t37+arX/0qPp+PG2+8EYDrr7+eu+++2yx/++23s2rVKh5++GH27NnD/fffz8aNG7ntttvMMg6Hg5qaGnbtMtYE1tbWUlNTY64PLi0t5aabbuKuu+7irbfeYtOmTdx4440sXbqUM8888wi2XnKoRLRItkWQHCkOvAUN72dbCgACW2oI7tyF5vFkW5RRymibzpFk4phTiEvz7dz60dncO+dKNEsOra95EHtWsqhqEZfPvJwndj5Bk7sp22JKJBKJ5Bjjmmuu4aGHHuLee+9lwYIF1NTUsGrVKjNwVlNTE+3t7Wb5ZcuW8eSTT/LYY49x6qmn8uyzz/LCCy8wb948s8xLL73EwoULueyyywC49tprWbhwIY8++qhZ5pe//CUf//jHueqqqzj33HOprq7mueeeO0Ktlowohzthr7RyHVEOdHt5saY1fW16xJ8dgTIQW3fMEYhMLZEcLo45hRjghrOmUzr9OP545ucI9OTQ/dCDANy56E5yrDn8bMPPsiyhRCKRSI5FbrvtNhobGwmFQqxbt44lS5aY+95++22eeOKJpPJXX301tbW1hEIhduzYwaWXXpq0/4YbbkAIkfa5//77zTJ5eXk88sgjOBwOfD4fzz333JDWIUuGSCy66uFA+mUeEY7UWuq6biNPb0STyuZYZ7Q8mprXR7iuDtq2gPQqMTkmFWK71cKPrpjH86Un418wk941ffheeoKK/Aq+eupXeaflnaN6LY5EIpFIJEeC4O7daN4hpCI6FvC0H7zMITNKRt+9BwzlXw68Jcc4AkGxex+TW17Nqhy+NR8QWPcWomc/dO/JqiyjiWNSIQZYcnw5V502hVumXU9OmaDthw+jOhx87qTPcXzp8fx0/U8Ja+FsiymRSCQSyZhEDwYJHajDv359tkU5djjMLtNDVrN7Dxh/I8dgwFJdB78j21JIRglCQIl7X7bFAFXFfJKF9DyIccwqxADfvXQOomgcmz5yNlogQvtdt2FTbNy95G6aPE38bdffsi2iRCKRSCRjm9HiK5glspI66Cjp81HbisEI1rkDDrwJQddhlGPU9pAkhaQrJa/bqOOYVojLi3L50RXz+KG4mPGLQng/3ELf3/7GmRPP5GPTPsZj2x6j09d58IokEolEIpFIjnKyNo4fi4F6g07jr3r480NLRj+jLqf2aJMnyxzTCjHAJfMn8pFTT+Afx51P8ZQAnT9/iMDWrXxz8TfRhc4vNv0i2yJKJBKJRCIZxQzoqZyVgacc7B4TSKVmzDDqLMSjQITRxDGvEAP88PKTeSH3k5QuCWMvttJy+x1UhfK4ad5NrKxfyebOzdkWUSKRSCQSicRE6Dp6MJhtMY5JpC4hGSqjQQeW9I9UiIFxhTnc/akzeZTLmLKkGa3PQetd3+SGOV9gUuEkVqxfgaZr2RZTIpFIJBKJBIDg9u14/rMaoR258cmg0w3tfhm6Dj2CralEHGFlQvN60dzuI3vSAehfmZJa1ugn0zXK9nVTRoEMUUbJTIFUiKNceHI1zlNvwlVaxLjzC/GvW4fnd4/yX6f/F3sce/jXvn9lW0SJRCKRSEYtqsyVmpnDNOCLdEZjnOgZ+j3bg0w1ZASVGqN4334H77vv9bs/290rGYMcrnumdZORU1hySEiFOIG7P7mYv+Z+lqpxOym5ZBm9f/ozZ+zRWVK9hN9s+Q2u0GGMFCiRSCQSyRhmU0NftkUY/WgqhMZuXmapCI4y5AUZAxgBBpK8K0byujnq4+nNhsJouXUOc6q4wSIV4gSKcm189Nq72KdPxlq+gfwFC+i4+7v897hr8Ia9/G7L77ItokQikUgko5Ien4ymm5HEwW/TGuirPxInPQLnOHIcXa0ZOoN2VT/kEx2FPe1qGRWRvpO79ijs5zGOVIhTWHx8Jdvm3kW12kjw0tlYSkvhWw9yY+Xl/HPvP6l11GZbRIlEIpFIRj9H4+B6OCT2g7drBOuNVX/093O2myjC4eTvo0ahGZ4cK+tWsr59/QjLMgrRItD0ITR+kG1JRs0dY5Lth2qUIRXiDHziqhtZZz+DqXWPUvKje9C9Xi57dCuVopgV61ccEz8+EolEIpGMJE5/mBdrWunzhQ9eeCAyrZk9lsk0JjlM45TDPfrRnM405TPbhJubcf/7DTSPJ2syHI7L2RPoOTInyiYi+q4I+7IrB7GJK3MWK/mvJOtIhTgDOXYrVdf8GovQaf7gl0z+9a+J7K/jwTfK2dK+kdcbXs+2iBKJRCKRjG5SBntdHsNtsdNzCKmCXC2w8zkIjkwE4ODevURaW0ekrn45zIPew2mt3NvpodszRHfTQ2iv9/0P8K3fMOzjRxoRDhNubAJA9yav/Q6pGo29WVa0pEI1SLK/TnVLkzN9475/H3E5Ysg7JxmpEPfD9BPmsnPWV1nsf5dNznom3n8fxRv38s33ynhow8/xR/zZFlEikUgkktHLCA7WdV0YFhZ3u7Eh6ByRekN79+HfUjMidWWLzL08Mn2/u93NmgMZLIkDMczrHvO+05zO9H1ZGr573n47szwCNjX2UdPsxBtSD7scR6z1R5uCPYra4wurxBXzqFyh7HkdjKa+GQ1IhXgATrvmHlps05i14T5cS8+i/Mtf5vQ1vSx4r4M/bf9TtsWTSCQSieSY4OVtbby7b4iK2TGCOIIu5INbMjbMvKuxdiQY87K9VleEI/3uC6uGvJquozocR0qkFEaRUjMaFKyWTVDff7osyfAIqUcu13m2kArxAFjsOeR/5g9MUPqo+9vXKPv61yn+2HJuXC3Y8PKf2OM49KTzEolEIpEcjaSOjw/VadHpH11rSwdLVtSElM7v9nfjCfdvjfKFVHa2jVBqyeEqRlGFWMmQhmU06Fr9CaE2NeJbs5ZI5wgGTEs79ZHpgDEfI6evHryd6dtHSWofk9HQz4MUodcbYtWODtpdgcMrT5aRCvFBKJ+9lIa5t/KR0Ju8/swfmPTTn5I7exZ3PK/yy+f+i4jW/+yhRCKRSCSSYwvV4cD1yqtH7HxCHNxCvKFjA++19G85W1/vYH+XF1+C++/wlaNhBvmKlRmk8hJQA/QGeocg18iR2BrhM5bQieDhUxj67b3RoFhFGZ3K9GiTabTJE6eu24s7mK7TOAPGtl7v2JyQHCxSIR4Es666j8b8kzmn9kG21Tcw7fePkpdfzGf+fIA/r/l1tsWTSCQSiWQUMnoHfyNNfusaJnQZqV3Ujo7knWMgqFZEM5RqqyWujOrDDV59iGuIMynEmWp8r+U91rWv44PWDwhrmQfrQgia3c1HVFnTdMGLNa20uwYXPE7XBbvb3aiajJ4+4owKJX2YSwhGiLCqs63FiZ72QCd/397q4r29x+6yFKkQDwarjQlf/Cs5igbP3kSgpJTjf/8HqjwWxj/4F3Z2bcu2hBKJRCKRjAlGxRh1JNF1rP4ucsLO7Jw/Y4cOrZN1YQQtq+3bQ0gzokprmTTiYTMEC/EgnetV3bBmu0IuOn0Z3GSBRncj23u282H7h/jVIxMMNba2uM05OItxc5+fvZ0e9nZ6+y3T/zNztD1MI81o658j77q9p8NNfY+Plr6D34/qAPEIFAU8wQgv1rQeWiC5kAcOvAn66PKwlQrxICmonkX3+T9ngdjF+j/dSd6pp1Jx//eZ3yB4/YGv4A33/yKTSCQSieSY4yjQfDVdy5iv1RdSOdAd/d0/yMAuuHPn4U3tNALdrAvwqg7qnfXs6t0V3TaCLtODEiIWVCspqtYhEdYNy3FfsI9uf/ehVZbASFqcYxMPw+/vESRBBs3rJdxi3LeukIvICCowR8xiP8RJlsNDhnMfwWttpjxOfZhEYpnByRNTqtsHOdmTkc6d4HeA9/CtuR8OUiEeAtPOv55tk69hed9TvPvyE1R/+lq0i87hwv/08cj/fWOUrp+QSCQSiWTsY/F5iXQdWZe+nb07Wd++Hl8kOd/smgO97Gh1GW6uB/ntj7S1H97UTtHz2+vb0APBpG2DRdON4bJAoEfXJA9fHx6er7WIWaQz6g+DE+bFmlY2NBgRnyNahP19+wd13GggNg8Q6cxg7e6v+Ydx3Ol9+x0CNTUIIfig9QM2d24e+IAjPAYOhDU2N/VlcAVOZDSMy0eDDBkQwrxmw7l0/k2b8H344aDKhhsbCdXVDf0kRxCpEA+ReTf8lgM5czht093U7tjESQ/+kkhVGWf+YS1PbfpLtsWTSCQSiWR0kDLKOtRAr4U16/Hv2HdolQyRmPdXzD03RvJ6z3g7D0Un8AQjw5pYF0Kg+IPkNHbg33lgWOeOWScTz64dBgtxuKWVwI6d/RyWwUI8DGKuyv25SI/EmuuR1P3CeoQ671bCWohwczP+DRsJNzeP3AmGwgAN6wv1HZbzhBsahlXFthYnzQ4/Pd7QoM4zOhApf+No/uBhNawpI2wlj7R3oPYMLqhdYPsOgrt2j+j5RxqpEA8Riz2XCV96moiSQ/6/Po8r6OPE3/yBCo9C98O/YE3rmmyLKJFIJBJJVmj1trKybiWafnTnrex/WMuwFDpXIMKbe7ribtiDEiKDFJm2DYHE8XhMSbYktOdQg2oFamr6V4Cix43atEv9kEk2e9iFIgb3DHT5O/BEHLT6GtEDhjKv+gO8v68Hf9iYiOlfiT/8HTPoCYQMHaEHArhefRXN1X9Kr34nSAB8PRAZXHCyARngmQxGNF6saaXbk6xYi+i6+hE4edqW1Mjwmi+Ad/NewgcyT2iFtNCIR1QX/fx/sIS1EEH1UK7N6HqopUI8DEqqp+P8xF+o1jtpfOxaLCfOoez6z/OxLTqP/u/tHHAOb4ZWIpFIJJKxzF7HXgBjvWE/g8nRrNykMRjddgQaFAgbylOff+jrNEfC4pmx3gSDreLzkr+zBjFA0J1EidI3DULGTGuIDwMxS1mzw49rKP092Oushqjseh/7EC2qic12+SP0+gawfA5Vpn5IWx+fob5DUQqDu/eAgHBTisV7sHXWvQ11b2XcFZs4Gbimg5/HGb0HGnqTl0X41qzB/erKQQhpXK8u92CUw6jMKWLpIUMGzenMeNS69nWsa183KFmGw3Cu8a7eXexxHD6rry/iyxi/4XAhFeJhcvyi5ew9/YcsDG/i/d/fStXX78AyeSI3vBrkG69/DUfQkW0RJRKJRCI5Ykxsex28maP9GhiDwZAWPAQLsqAncgSDWB5knGiMI1OD1Rxhjf8g5xvKYFcklNcSLMTWfXuwOR3g7t/SN1h5+j+s/7RLB2UIh8QmEDY39fH23i52tA6iTUMh1TI8AtfncN1SGzs3Hvzcw7QQi3CYSFtb0rZQfX3atoMS9mXcrGghLP2k2+pPpqGg9TkHXfbtvV2srRu8BXeoCmgshsFIBjZL7JvszFEO/NC+2/Iu69vXHyFZpEJ8SMz7+G3smPo5ljv/yUtP/47JP3iAid0qZ63u4JY3bsEVGuGXrEQikUgkoxl/wox+P4O+jV3vsbnrIAF6+qEz1Md6Tz09wRFcz3gICMSRV4BTZThIEKvBKjSKUdgk7jKdUO3gJAKgLeQkYk58DMFCfIQjAg/JTT0B07U7LXjv8O6HgeYB+q9xhO+9TBbiYbvfR4+L+KF1M+gawZ278G/ecigSmoxrfJ2J7W8cTIoROddIM1SF2G6xA0aguMPBYMQ58vN8Iunv4UYqxIfIyTf8hvrSM7is8ac82dRMyeWXc8VaHf/+fXztP19Li0wpkUgkEslRyyCtYf2mwFFDoPZv9QlFLSThw5DDMtEdOBjRBszDa6YyMS3EWUzrMoIW4kQFIp4GaJBtC/RBxw4QgoAeocbXzBZP/RBOPVCUaWM9qh4ahBvxEWCgLk3fNzin3pEOejRiDPb26a9TnM0Q7ANf98HLDoMBqxpm2iVVVwmqGVIL+Xqh51AC+0WVvKAT6t4Z9FGmQjyM916/3ZMYeiArEweDO2csdVq/tYTDRLoOPYWTVIgPEcVqZ/ot/8SXX80Vtf/N03OWYs0v4MfrprGrZye3rb4Nf+TIJIOXSCQSydjmkUceYfr06eTl5bFkyRLWrx/YZeyZZ55hzpw55OXlMX/+fFauTF7zJoTg3nvvZeLEieTn57N8+XL27Use0E2fPh1FUZI+P/nJTw65LTFFrMcbot1lDC51DIthpsBJAOx+GXa/dMjnHirhhgbcK19D83gAeH1nBx/s73/9WvoAcuQGlO5gZEBl/OCyJMujM/C6X6HrELXkWvo8KL1O47joYZbB6hIH3oTuPUnn7om4oycZhFtwhjXEiUd5Vr+J543/DFKYKCEvBJxDO6a/qg4cwLpzG6oe4e3W1+kJxlx/U9t26Ipt6jXtd1LjYP3qaoXtzw46MFWm8+hiMOvGM1aW/L3hfQga94PLH8YbUjMcNMDx/dBvNHQtYnyGwZauLexxJN/LgLGeuX3rsOpMoq0meYLgINgsNmBkXaZDIkKtpykaPGzEqj0kegO9dAYaALBYDBU1PIBbvB4K4f73G/jXb0B3dcKuF41J1WEgFeIRQCkYx7gv/YtSW4TlDffzxrJPklOzl99oV7OlawtffuPL0n1aIpFIJAPy9NNPc9ddd3HfffexefNmTj31VC666CK6+pn9XrNmDZ/97Ge56aab2LJlC1dccQVXXHEFO3bsMMv87Gc/4ze/+Q2PPvoo69ato7CwkIsuuohgMHmA/MMf/pD29nbz8/Wvf314jTDT98RHWAe6vayvN+Jq6EJHIPpXiAeJtq8B77vvHlIdicQi3eput7mtz3+Q9YkxDjqaFNR2eOjyHFwpUTXBW3u62NI0eJfwjKcXSeafAfG+/TbFaw1rVeH2/VhqjEA5Q44ybZrN9bhiFftb/45hKRyIAaJMD5uundBTm3yaYU5eaG4Plu4uIrpxHbuDrdH6kkmrP7HTQh7YszJZQe3fMH7oOOrY2Ohgd33L8OuIyq/rOp2+/mMEDMoTwdkIwDt7u6ntcB+k8MDEbpPEPMQRoRGOpUjb9SI0vDesumNxgLT+IoUPKQZCYr/E3OyHNskQsxCHtTAbOzYOeB0Gy05fGwe8rThDzkOua6RY176OjqDhVZJjyQGMCNsRTc94f4X2JeQZ76o1JkCGMNGQiFSIRwilcg651/6VeZZGTix6g8bq45nwx5X8atGD7O7dzU2v33REo6VJJBKJZGzxi1/8gptvvpkbb7yRuXPn8uijj1JQUMBf/pI5x/2vf/1rLr74Yr71rW9x0kkn8cADD3Daaafxu9/9DjAGqL/61a+45557+OQnP8kpp5zC3/72N9ra2njhhReS6iouLqa6utr8FBYWDll+vx4ioPc/O68omOlGrIo1Yxk9ohJq7kSEw/g3b0aEk5XSmLKhNbWjuT2Dlq3dFRjcgH2IyljGoFopqLrAG4qwudF50PpiSmivL7My7vJH2NjgSGrLwSI/92chFkIQjGjobgfWDDl7dVNBTdg45KjbCf93NScUSbGAahrBXbtIP2GsliNrwopoOvu7PGi6ji50egcYv6UpxGn3WfR7yyZoXGusqXUbyjS6BtEgcYnNTnWfPtQ1xI2OQS7fy7QcPbZR09i2YaXZvgPOA6ysG1wU5kGdKK1ISpntzxou+SnoCeVW9+3mP86hRT7OdG/ZFMMiq/WnuA7TChk/59CwKIa65guFafV2sKlz0yGdH+JtG+6zpQtw+MNJExIjSWwSwB8JsXJ7O7vbB/++Hw5SIR5JZn0My8cf5mO2zQROtaA6nZT9+T0eWf4ITZ4mblx1I23eIUbXk0gkEslRTzgcZtOmTSxfvtzcZrFYWL58OWvXrs14zNq1a5PKA1x00UVm+fr6ejo6OpLKlJaWsmTJkrQ6f/KTn1BeXs7ChQv5+c9/jqoexJ0xAzsjzXELscgcbCrmMm3pZ/gRPNBKsLET/+YtRNraCdU3AGRU2AZLuyvA+noH+7sGETxpkAqxaQBNCapVsv8F6K7NeMxgqj6Yzr6x0UGrM4A/rJG8CHCg9c6Z99X1+Hh9ZweRlhpK3LVp1QzbjTLqBWD8v1+hkr6G6+rQfdFrPMRJiV5fCJc/MrRo2gll8/ztafK0uwK4AhEcvjBtvjaaPc14wpktmmnnjX33+FDdCYpoXz2EonXE2tj0IfmtawYMzGVVAwNaFGN5dFudGda8jsBEQmzCJaeujZy6VtSODgBqHSn3efrMwKGeOamudlcAf+tOhK7jXvkaotfwvExcXqCP0MRJTAHV9JT3oNWwWqINXiEueP9N8vZsT944zL55b38321tGyOP0EJ/1Pn8Ypz/Sz303GAZ+znOife0PG33d5gwQ0SOsrFvZj4X80HwspEI80iz+Epx9J1eOe5e2ucdhX/kS+1c5eGz5YziCDj736ufY1r0t21JKJBKJZBTR09ODpmlUVVUlba+qqqIjOgBNpaOjY8Dysb8Hq/Mb3/gGTz31FG+99Ra33HILP/7xj/n2t7/dr6yhUAi32530GSyx9Yj9ucUKLXXgL8DZRHXHW9gi3mEFHgqrRp2ByHBTPfVPxoGkq/ngZfqrD4FFC2LvR/mKjf2tSQt7BcoAgZz6swDF8q/2eAce3Cdeqow19TUiAh7CHdF0k0IknT0jsU6pXQV1b6dYuTNYiKPFg2owbR1lfY+PDQ19g+5nIYTZj/n+NsodmwcMlBRTiga7ljbWemVvE75tB/q5AaJtNNOUibRWW1U/lZ3vUt3xJtbWDf01Bk/QkK+xd3BW4IEnDtL3xbw6lOizKbTU50ik/I0ygOeCMsSwxkLotDoD1HZ6EKqKUMOIZqPvOlxBGnoO0vYhTrJYLYYHS5qFOKYQDxD4Lx1BcctOrKoPpbcP/EGGO1Eh0JMs4kNBEVq/cg86En3iuyB6yHDlydQHiXXF103HZY7FZDrgPGAKEdF0uj3D79MYUiE+HHz0Xpj3aZbPWUukuICyRx/m4Re8/OqcP1NgL+BLr3+JVQ2rsi2lRCKRSCTcddddnH/++Zxyyil85Stf4eGHH+a3v/0toX4i+q5YsYLS0lLzM3Xq1PjOfiynMXShIYhbYMzDNA3Nm9mCK/xGfk+rFkirN6gGCarGekzN6SRUV5d0rOftt9H37TXqGcx4aRAD53db3mW3y7Cwi4R/D1r1IMoIAdXtb1HRkXl9dOKAMRTR6HQHD5r6SQgBzeugZ2/S9qJcY8CZNFHQn9UoavHP6dpmrIONoanQsoHgm08TONCC6vQmW4gTVePECmPKUtgLvhR35JRroOgqhXufB087exy7+bDtw8ztzLg1M+b66NhgWw0YMqWsDVX6iSgmRLoa2Optwx/xIzK5kKZen7TAYYLEO0RBochbjz1i9LVlwPze6bhf/zeB7enuxcaZogp7KELBW5tRewZezhebrBBmmqmEtqgaejj9PeGL+FjXvg5NDN3TJFHSuAzG/837P+E6dXtDbG1xZqxBDwzPtTm2pENPXUNsNZ4ZDpb/OAFFV8kPtFLRswFLUwfW2ob4zNYQGWgyQ3W52P+PfxHudWTcn9f0TlLAQqW/Z/0Io+qamZEn0YsnNgEVPog1fn+XhyaHn5B6aBOeUiE+HFgscMX/YDnhLI4/rZ2ZrjZmr/on/+/PTdw445fMq5jHt975Fo9te+yI5deSSCQSyeiloqICq9VKZ2fywLezs5Pq6uqMx1RXVw9YPvZ3KHUCLFmyBFVVaWhoyLj/7rvvxuVymZ/m5vRgSUIIcNRD8zpULUw4GohIxFymUxTiwNp38D73eHxklmnwnYE3m97kzaY3Adj32kocNckRYHWvD8u2t6nsGGSKk34U4kTroDfsjbenH9fwRIZmIQYFvX8LuumSDrWdXlr6/KiZBoKZ8hAH+pKK5NjSh4ACcEeDgOqOHqyu+DE21YfN0wytm1KOABEwBrRC0w2FOFObE4xtA459Uppu0UPGWbxGcDmvuzftkKDmTV+X3M85BOlRdUX3XqhdCTufjxXKLEzmCtGFzr6+faxrX5dBM0+/R4Sq41u3Hj0Yjp5FQEKwucFHMe+njZEI4cbG+PcM95PFY1yzxHID3qxKepmCD3eixVzdE7bv7duLM+jEG+5nmUKal/nAkwimEm9u0A46ARLucODZVIvqGfpyC9NC3K+VO8FN+yDKbUxmRVfNb8O3qfZvdW850EqTw0/D7vqM+y0DBPcdrDyZLtOw04VFK9vg2MU7W5+AkAd3MMH7I3quAVPsKQqqFpuFlRbi0YktF679P0rmT6ZsVphP7/kPHw238q2n9zPefRuXTv8Ev93yW+56+y484cO7UFwikUgko5ucnBwWLVrE6tWrzW26rrN69WqWLl2a8ZilS5cmlQd44403zPIzZsyguro6qYzb7WbdunX91glQU1ODxWKhsrIy4/7c3FxKSkqSPnGEEXDG74AuI0hSc6DWtKjGXBBTFWJ1zwdGdNDYmCZh8N1fjKJUF9a1zdt5pz59SZLV14VdTR+YZ1aYlEFNVPfjJHqQ0gfHeZDI1olrl2ODdaEPrJRrwQBKBnfxzO00ttX1tRHeuIGCHVuS9gkBJF67NMsnKRbiRKue3v9x/ZCpWP7GPWnbukPNSQPnd/d2s6kps6UsSabYeQDU9Cjgzf4mU6lL7S8F6AjUsbErnhptsGlx1F4Hanc3wcZ2MzCbJmB9gwNvcORS6+hp7s0J7RjEpFMwouLyxyx06eUVVc2opKm6CkJg6Sd4XgahMm00/6en3jv9TbokoEUVfsNKPESX6f4sxKYMcXk2HzQifKy/48/NUI1h5kTJQBbiqEyRtL7qr2/Tt49ohHeMfPNvNL6R9K7WdJH0/PX5OsHXZXixJBArExkodZYYuXB7UiE+nOSPgy++RNVHx5FTrPLVt/7Afy8s44UtnaxZt5zPnXAbbze/zbWvXJsenEAikUgkxxR33XUXf/zjH/nrX//K7t27+epXv4rP5+PGG28E4Prrr+fuu+82y99+++2sWrWKhx9+mD179nD//fezceNGbrvtNsAY3Nxxxx386Ec/4qWXXmL79u1cf/31TJo0iSuuuAIwAnP96le/YuvWrdTV1fH3v/+dO++8k89//vOMGzduGK0Q0LEV0fBufBwYHcAW1r2OPWSkxLCgGDlSE2h3BajtdEdrUej0BPEGI4S7e1PWI0YHSlF3V2t3H3o0GnVA6ye1UaaBU2ZzR8bN/Q27TAU1aXfyoDIm+UgMNvUM5xNg9E9fQzxoUwL+1W9RsKU1bXu/w2QBb+9tpcVhWNZiFiAl6if8oXMfu3qNyY6wquEKhFMESh6Qa9EeSBrMDzCwP1g/Kf0EfEu01PX5w/R1ZU41lOla9pd/1xNxZVRyY+pEZ7ARXSQrhWkKosikfKS4hQtocrfQ6/fQ3OeP9vkgwnsfRLHa9OzbGWRPVojFABMVO9vc8XzcGSzE0QrTtqvRddeWfq9lYlk9s7tr0hpigV8P0at54vsGqVRGdI23HTv7t1ZHySRp+rrx9EmBTEGlNF2LH2tGc05e958JtdeB78N1A3g3HHwde9KhPXspbnnb/OoPqexocxmByJIex+GrlQM9rrV9tUS0iJlL2BuMsLaul11tbki5D1PlEQjQVfQBMhcQdFLWuxmLFpQW4lFPcTWWm1cy5RMlCI+Tix6/l2e+cCoAf3p1KpeU/5CQFuK6ldfx/L7nsyysRCKRSLLFNddcw0MPPcS9997LggULqKmpYdWqVWZQrKamJtrb283yy5Yt48knn+Sxxx7j1FNP5dlnn+WFF15g3rx5Zplvf/vbfP3rX+fLX/4yp59+Ol6vl1WrVpGXlwcY1t6nnnqK8847j5NPPpkHH3yQO++8k8cee2z4DTGtuuYIGqsWQjh7KWmuAUBxt0HTWnC1mGUCEc0c1HiCEVocfmr3tRLYXoulJSEXc9Si5o/40X1BLNsO4N8ad5XW0gJzgaVt4NyUYS3EAed+1H5cMQccMB5sIDaMgVqs5xxBB1rCesmY1SRRxRJCM6Le9pMbtV9n2wx6jcBQ4Fv8tXgiqZYvHRA4Il4aXA0AbGhwsK/Li5ZkdRRJa4hNa1CmNcQZ0LxetJRAbSKmqQ9AqqI73rE5/iVlosBMKZXggp6IEvZij3gzjvbt3Sl5wVP13TQXWkFalGhFIaQF2eZtJhJdZxvRwzR4U6IRZ0DoKTlZI35ygz2ZXVcHWltuJvIduF/z9+9hY6PDVMXSXNMz3GGa0DIEesvM1mYnr+9oz7An2UK8LdLIPrXNbNOAqmFC8KieiAevFqI+es8mEQkauWtTUEzX5syN2NzUx/6u/r07X294nbVta5ObEX02ADNQWSoiEkHt6UFEMltFBYKiLgd5Nf0HgQOgr9FoV9iHJWEioNUVIBDWCISTJ5UG+4ZKDrB38KNEyqTG6l3tCCEIZpgA8YfjbTaWNQho3YTSmDnLAmDGH8gJuwbfiH6QCvGRoKiS3DtfY8onxxFqamX8Nz/Py58/mSsWTObJ9ywU9nyLueNO5d4193L3e3fjGsDPXyKRSCRHL7fddhuNjY2EQiHWrVvHkiVLzH1vv/02TzzxRFL5q6++mtraWkKhEDt27ODSSy9N2q8oCj/84Q/p6OggGAzyn//8h9mzZ5v7TzvtND788EOcTieBQIBdu3Zx9913k5ube0jtEAlKkSXmyreznrwDhqXSEgtKo6a4Y5rHG98jwRCOkBtHMK6c2aLRdDv9nTR0uWnpC6D64oPT3W3pv6FKX1whUru7Ufv6kpSFdl87nrCHzrdfI/yfx7AlRHnWheh/faow/+kXczycul0IWp1+gv1Evw6qQT5s+5DtPYaS1OMNxRXixIFmksv0UJSiTIqb8b+Stm5cka7oVgG6QBG6sT/B9dMXiqTXJBKS34iEfKeDdJkW4Qjed9/DF/HhDsfdnnv9ITOiciYGjHbbtTt+r4l0HTD1yDxnLUWefRkV4oJ9hkdffLon+fhMisL+Lje90WjeQgjCmo4j4MCnhWiLOJOOEil16EJnq7+JgGpYIt2vvYY3wW08p+EtKnoMd9NYCqaB3K4FAovLiyUYNrfEd6bLbu8zroE5z5TWd8aGvoCDLr9xz2gtG6Bjm1lUdaas8e7PypxJXiHo9HcmbkifYEilNp4fWQho7Ohh3b4M0fr3vEJu/X8GPDeACIdxblxHvcdQ3B3eIDvbBo6u7wq5UDUd1XRbTw2klpn21gYaWjt5bXu7GSE/Lo/OuMZ2rM7+lXFL2AstG6Jr/YURXTo2iRC98VO9MFIvRzCiJa/nxcjNXdsx/CWeQoiUByX5pHs7E/sz/vuR9Dzt/w94EiZPrHYQJLWxxxui/mBRxzMgFeIjRdEECu9dzZTPziLU1E7vZy7mwZNUfvvZhdR3wpb1n+aiSV9kVf0qrnzxSt5pHmQAEIlEIpFIRgsZBtQFvnjQLR0dhDBcpjNgWuxMz0RBk7+TTi2uEOc29BHVzMiv2Q8k5yKNrXmMKWCpZ/KtW4/vgzXJLpnRv5aQm44DB1BdcUvd5qY+dmRQso3jDu662d9uX1ij3RVkc1NfmhKlKHG3U3dUOTddV2PyxjwyEekj7ExBtQ4iV1xhEZS2dhHrOU9QxR2MRBXiaJmocpbRZ1zoSXWZ6nGKtehgvNP8DrWuLeb3Hl+I7oOkiEpqT9qG+MRDupUztWx0Sz9RplMV2LQaQglrwYVgd5ub+uhETktfgLV1vdgsRgqfUKZIzLqGNer+36f76Ay740vrBOjRiQiEQFHjfdLrM86b2k9JaY4E5G/ZS25tNJjWANb6pJYGuqOB2TL0nb+XLbUvsLFjIwBq2GtMQMQUsUAIze2HiB9a1qcrtBnXKRjbGkK9bOmK3weEfODtHPge0tMtoLmexoxFlQxrx2Ntjt27oQMH2Ld7DTv27aTJFXf31TweCrZugH7c+Pd0eKIB08CWGMcgw1wUgKZGCHQdoGvbasKajj/NkiuMyOPOpozng6hyCBAJIISgxxdGid5jmqkQZz5/jLf2dPHWnmRPiEB4cFGchRBoLlf0PMaJDjj3s6evFoROQA8S0MNpJ01N1hb7FrsGutDo8HaYba/v8bGjwxedH4nnId/U2Me2fqKOD4RUiI8kOQUUf+9FjvuvK9C8Phqu/TxLX/0lK285nVlVJTy7+iQ+WvIg4/PGc9ubt/G9979n/hBKJBKJRDL6SRjkaKphtVOUBGuaQImkDx77/JHkwzPoWZlOY4laX9SQh7xgNwhBjydoWDeSLJKZ6khU0MyVvtQHe9kXrjPlBWjp89OWYa1g5jXEmUkdhMYGcN2eEOvrDStcWA/SpaUr3xE9krSe0TC2RFUxHXPQDbCqbyf7Egb//a9HzLAt1dyZgKaH6NN84O+B9m0QCSadF6IqtBCoQiccNSmauVy1wVmIU8nkeiuEoPDtzdgPxNcJp0f7Tf5u7XFh63QgEBm9mtPOAaRnB4Y0Z10Buj9uyRa6jnVXHZmIaDquQMToo6QF4SKuIwqwdWwhPxC3hMUUmtoOD7vbHaiZgj314zIfFar/+0AIw3W4v3W5sU3eTiNYXqoCLQT07kdJiGKuRr0JkgyCsedeCOyR1LFtxrsRgKAeQSQo/aLhAwj0HdxDNta9qS+VfsolbQq6jP6MeYcIgaZrtLuDNPXFo1aH9uzB6vVgdTvpC3fS6UtW1NWYZwUM8p6P5XyORh9PteQiyAk7DHfogPOgtfVFJweVqNeGed8neJVkui/CGZadDPaJDdXW4n3vfTRv3CsgokcIqEEUIdgRrGVrpMF4boSIv3uT5IhvjynETb59HAjGlfRtLU68YUGv7qHZX0skdv8PM1aDVIiPNBYLBTf+lOOffIyiGTa6//YK/o+fx//43ubWk4v514cCvfUbfGHOzaysW8mVL17Jey3vZVtqiUQikUgOTuIgVEQtwgk7BQJrOD6bHxu89Ppi7qwxe1vMRKz3MxCLqiuxZZA9ddhUH1bdGHS9tacrbeCeaeCn6joOXyhuIU4ZTEUS/EQ3NDhQHQ7sjfEAVRmtgynoAmwRH8ogIhA3eLdTp3YmKTzesJc3Gt6gybcroTHx/2oproi60NnnNhRiIzhNZobgtQpAe6iFHYFWLO4gSiAMesQ8Knksq3Ogy0dLX4BEC3FymZSzDWilFEkWI4BVDasAsDd1JZRKud4pteTtaiR3d0PGnf26W/czttZ0gRq9NyyBHujdD0FngrSpkgiUjh68G/agKMYEhm4GW4pJH1MeBO6+7rQa8HSwp8PN7r5d7PC1RQVXEWE16tKe2Uppae6gYN2a+ORNqnxqBPa8Au01AARVjY37OtMDXfUTlTq1Pn/Eb2yJuTZH+2UghVDJqIgbyminO4jeuTNB3lBKMZEW/EoPhAh39UXlixPRIrR4Wg7qoSDatoCzKdkDRGgoMYVVCNC1pPdYk28XGzs3mp4dCdKQJkja6Y3zeANhs+1WNYASjbEgEpRX3RJdzhI8+PJKRVOj8qoIhLnWP/2tHGujkYvbHnYO6n0FoDuSo7lH+py4AmFEMMXynjrhInQ2N/XR3G64wydP+In4UovoIbFUd6m49QAWoRJR4303HKRCnCVsc89nygubmP7dK8kvC9D35//l4z++hecP/C/j1q/huVWz+O7C31OaW8rXVn+Nb7/zbbr9AwcFkUgkEokkWyiqEXQJ4uM9LWGQ06MbA2VF05OUF0OxyDzIFqkKcmKZREtMMJrfOJruJXV/ZjOQoK7bR32Pj0jQFx1ox9IuGefThUDRdJTo4M7/3lvkbFxDXnStZMx6FJO3wx0kFhDGDByjqRR79lLasyVdhiiKHqGy4x30sCup/Ym4IvExQNIaU13vX5uNxJXWtOZnUNwE/Y0nBZqIgID8PV0UbO9Ac7uxuKPypijE/gRroHkPJCq9aVbGfoIMkWhNFAnF08snus1nbETIDUFXVIEaWKnzaEE8wt+vtanVGSAUW/utRQxlVldRdZWImqJIRC3AlvYe9FAYa9QNW9cFlkCEvHa3YQWPiqDGrMgJdLqjqcxSaXgP/6bdWBrbyPVmjqqt9DhRhOD9/T1sbXZmUIgNRSLiakXVVXo9IfRAAKc/ZX14wjKGtOYlFHy7+W1DuREgolZjLcFCPZjc3bEKfWGNXl+Ybk8oLoJZj1HqgPMDWup/k6Qgav505akr0sXK+tfZ1r2NBndDwlmg0beTPc7486lHlfmYQiyiVnCLFkZBwdbSTPHad0BLsUoK8ESMdbZKOILlzX+jCKPNTWpXyiRIUlMJRHTquqNrdHWo6P4Qa8u6pPeLSFFlk/sxKkPAj1A1el1N+J0HjD1R62n8vtdRdUG3N4TW0YkeDWhV3fYf2Pk8lV0fMK4vPYVdvINU0y1d37Q+aVd9r5/9XV7cgQwKdYZ3sukpkTJjYG4dwA1HSfxliMqT6rUyWKRCnE1sOeRf/2OmPv8uJ3z3PCrmeSmq28x/rf0rv3vuHuq+8xeu9t3CbQtu483mN7n8hct5as9TSREnJRKJRCIZDSjRgX9OfS9Bl4eIrkatl1FlMeJER48qxHFCiYFjomW1WDTthIJd4eTAOr5wxBwjaRabIYOuxZWlFKUpda2ggHjQmr46I+J1imKm6oIJexsp22KsjVSsxgkLnL2p4pns9nSyrmUPO1tdqHpc+bdH+rfo5Ib6sKteCgJt/dZb1NFLMOCINT+hIbopt4hEQNXMGoSm9RtFON1CLJL+ZibeP94P1pK3PaZEJEyEiOQJjrhrd8K2tJPHxzWqrtPY60MXgpxAJ+MdW6L1JCinevLEiyFZyrfUcwRcZlTaTDbcRFrUXnq0zAGE4gpiXB6HP8S+Dg+9vhDvdLybdoy5Np7owFsYSqLFHyG/zY0loiK0SPpFCYawt/akVmcS6XYS0MOIPheFjqgVNaOyKejzhWju7AZ3cnApoWs09Pp4pWsrH7R+YCooNnP9dIpVMe2+6d+6L4RKb8TLdl8rgahlt5/5liT0QADP6rcR0cBfmSz4seurBduN/nXUEYho/d7XALtbneCoJxzxJ+13hrtwhnvTjhGxGaJYFYqxz9bbG5XTeKfYIh7sEY/xTom6O1vc0XMIHZ8I0a720at7kpprvquikzRKwvvHqgXjlvZYv6SkNMt4rXt68G2vY52njrVeQyG2CA2E8WzpQkfoxlKNvh4Pzg83E95l3DsWPUyXJ9am5DRVMY8BVQ+T0/w2uZ74OubEZ63L30tPqJWN7eshGILo5JjZl4nyk/g1YY0/xvtC1QQdbsOdP7+9I4MnSfzqxnNVR+/Xg0RPT0UqxKOBkknYr/8DE/7wLid896NMPd/BxIlOPt7wAQt+cAdz73iBv/uu54yCuTy47kE+v/LzZg5AiUQikUhGBUKAqmHv9lG7ZTPvufeRMPRDKNFvemLUZiWqEKe4Y5pWoPgAyKf7iCS4I/b5wyjRiMexrQoaQugoioJIWQdX1vi68Z+EwbApevSvTvKaVU0T5Hp85vrMNp9GRNfNtcvJRxu0R9x0+eKK62ACSMVS4MQGZSJxbR1g8fgZ19yBf9db5hlzAl3YIm5DEYwpB6EIhZsNl261txfPs39Cb49bvpLOORjNJGVf6nreeNoiQY23mdq9O9H9gQTrDvGUTAMMhhO/d7iC9HhD9HjDWCO+aP+JlMmKdIU4sb8yuuCaR6ZbiPvV6RKUXgHoQsUT6U2T2ek3cjE3OwIZLe9xeUV0Tb3AE4hbYK3hMEU9Wyn0tRBJyLtq3d+MvduFkjDJkYi/ton9wS5a9Nj9ltpPiSIIKjvfRzStSdoViWj0eEO0uUPoumZa2i0pCnFyXO04qq7RHfEktRNieasFruhEVCCaN1yItCrSNkRaW9FDQbTuPiB5TifVnqhbrAD4/H7aXUEzsFgmLP4u8HUZObsznzq6KXa9jEByrqAzOeWZzTinCBltq+hZT7HnAPu7vEQS0jjpQqCgm/XF6ujzhdm4s4W+97cTcbjNc8YUYqHFn6v+1n/H7ve6QDd1weRJE82XHO9AiaaTWx/eR4t/j3E2XQfdkE33xaMyuwMRHJqXkCVZRYxFeN/p+oD1iSnNgEhzs6nctwTq8akuwq2N5KzZSuGa7fE+7cdrp9sbSou2LxB0eYIENQ17VzsljS3Y25MnqRKf83jeZ8gJOeLvnUEiFeLRxPgZKFc9StED7zH5/53HnE+2Un56EFuwB/2Xv+cr927k8Q9PoXhnI5995Vp+uv6nB000LpFIJBLJkUARoEQjkaoWUNXEFcSGIuDVAygiQSFWFLr9DlJHpSJhcJOwNWUwHI9WrSdYDhRdI89mSVYMYkYeVyt0bAd/b9LgLL6GLjGHrqF05wW7KHXtBiHo8ARw+sKmYphm9UiVM+P+dPI3b0LpdZrufgKR1KaYZcSiqtjCbhRnE4W+Foo9B6LG1XQFUXO7wdttuixbFEuShSVNcYuu146rP+mhaJOMLkIAWvy/QG9fL/6tO5PqTuzb5GMTSVD+oyNTTY+7l3ZHPPTpCeMdPb1OPWWw7RT9p15JtyL2Uy7le0+wHX+K5TjRgJipckORiMkLVotCfqCNUOvWaHGBLRRBADbNR1vgAG49OmmTIV9rJoJKQrkMjVGiyohFGOfB2UTMKq+bXodK1IrYT28kTGwkKmiN7gZaQ06UsIYSSF7fqwuBWzOUs8RHWjHdyjPcG6nnS0HTdep6vKbiLhTDO0QNR9NSBSOo/axJT50o0QIhIo3p6Zjiyq/AG/ayo2c7EaEZE1cChN0OQCgSpCvYSLfuNs/tjVpWFWHD4TOiKSvRvo2dvdMTxNLrIqSp7He0GnULSF1vbLw/EhRq4tf53fb1gKCudjcH9u4mp28/Fi1zFHZFaPi0EApG1P/YFKRFF3ErtBCg62hCZ6/axp5IO7ou0HbvonDLuqT6Ignr1YWAwLbthPbtTypjj05mJF5HJemdHP+/J6gS1BNlN97D4dhyGk0DYXgXJSHS35H5wQ4mdK9F70mW52BIhXg0MmE2fPovWL/xPpWXLWPpRXsZf7GPxukTyF+/lzsf7+NPf8nD85e/8dn/vYTn9z0v3aglEolEkl1EPIJ0V1ClzRV3Uc7xBaJrjDEsxNGB38benWzo/BCHFlV2omMnm2Mfpc4d5gA215Pq7mxYbpToMEY33e2MgVSOzVD+IpqOJgRdmgu/HqaxfY+RyiTiT1GmEuvFrLPNGcCmRS2eiev/EgbMATVAV3TdIKpKbqcnXgeG8tCu9rHWvxuA/YEuAokBa4RACYexNHWYKqgxlRB3p8zfstcsXtX1Hta2DXErloi7RZvKpx5PkaTFXLYVC7Qart+EPJTsezEp37KRz7h/5VAR4PZH0HTdcJ/0Oyh27Y33SaweTUvaYCoXCUpKMKzS5Y5fU91j9J8r5EIQc82MKQE6H7oacGspCq4aItHVOlGPU4SgM0O0bqNDEoK6ZZhICO6J5/iNWe51YVig1MTAVYpiRu+N1RAzKIcSru+6up64ZV1AQA/S7T9gPgNCQGGvi9xeP/nR1EwBEQ8QZFgOk5sQS8djrstNTA+V0QoXt84JIYx1z0Evmq4brtpgelvEAsmZLqe6Sk64z6xRDwSSXHdjQaRyWly4X99ER1d8aUNfOH4NYpNcQgjyd2wzRU3q0xTZM6m1qQp7TMlS1LhluM+Xvn41qQ+jFyqwuxG1vQdrMMGq7OtNmNAShCNBLP6EKNcIsFkJaQF29ewkoPloUuPr+2PZYTQ9uoxDxJz9E6ebjLa61SDNkT7q/F0gwBtxsj+qiMbcs2MKcSw2gSlm1NPF3uEhp82N3d1Akbc+WQGNnlkRKh/6ouuJE94XFlU3Jzjyandg3boXHUF+j4+8uhbj2W1pwuL3gRDk1u/DGgojgGAkJYhdMJDUt2ZvxeeCzOYnrgWPUe9tSOpjY62/8f6whPoo9NQnrNXWyNu7C1tXPKieFn3mbKrRL3pwaDmTpUI8mqmeB9f+HW5+i5IFp3PxaRuYdnEj6qUnMmHSdK57W2fFw724/ut7fP/hj7Ohdd3B65RIJBKJ5DCgELcQ61ZjeBFzEa3c3RAfZEatEroQdAV6sXVuI5KgABgKogeLHsEe7EvKKSpik79RxS2WlsR089RVrGGXMfTUdba1OKn3OHHqPjYEDvDyzteMNWmpFumYWqPHna/11NQ2CQNxJaogIWBDdw07g9HBY2zNo6msGoNgnzCUP58WYm+gky3eprgEGVx9haKYljurI0P6RZHy35TBpdLbCA4j0nTMddCKBTxRa5jbWKMdW7Ns9kKauTP9pL2+MK5ABNXXl7rLbE/sq7GCOn1N95ZGB2vremlzBgj6/YR3rYGu3dS76miJDurzOjZiCzkRQpDTEA8o1e0NGf3kajHbAeD0h8jbvwdbdyc2tf/BsGj8IG1ZdaKiEdp/IK1dDb0+GnrjCnm+w02ev41xfdtQhIaOSLI+NmsJLqxC4NfchIWKDuwJtdGlucxI4gLId3ooaurDGunHuCGMemwRH0XeBrwhFU8wEu92RcGl+c3CxmORrjgKxWKu5e7yhGh0BNCjOXQVBTq7u7A69kVrMcoV+poo8jaax0Va2wjt25dRzEAkgr81upZZN9JvJXQDEU03Fe6Q5scZctLq34sj1E5H714C7/8F4WqDoDd6TIpFV4Cq9ddHiVbLTJMCif833hv+UCQeRwDA2wV1byVMNgmCb72L1ZlyP1mUJNf2RBXQH4lfB0hQ2DM8V1bFgiIETtWPDjhV477pUnvpjk3oJHnLJM40GcqsjsAfVhECrFqATA+wkvIu80UnVIx4DsY7197bTVg3olGXtDrJc/oTszNh8XnJaWumvK6VYPQ9X+CPvz/UQB/O+nfIc9eRHzDeM33+MPW9PrToayUn6CAn7AQgoIXYGDKsuLmuION2t5HnjLqPC0Ek+r5Q0WnreMHYHuvonv3YuzuSXaa1+KQoMGSXaduQSkuyw+TTyL/hXwRbd7Dznw+ywPlvcktUvPNPxtc9ncVr9rLkzw30PHMDT1wwm4/e9TDHTTgh21JLJBKJ5FhCgBIdXMcU4kTLVAwluj5Wj4bWtUSjO8fKh3Udb3S9WrFrL305xmDUoochHHe1FMQtxDEvKasWZELXh/gnHp9iKUkQM6b0iUQX7OgAWIsrGc5INxHiSpCSOBCPKroCCEWP0dAS1gDH/8YUCZs/hP/D3TALVGvcEp1Yr9kLQscVCBPRdGyhdGtXkkuyiCtjse0FW1oJVW4y+iY6oLa19EF5wnEpdVrVIDmuehg3Je18mdBTZIh/ibt4IhJcmRP0Dp83ALnFtLkCbBMHqHK5mZFXAXm5hLUQNvSoxVqAGqGg14euGG6qnqBKYUy5VoNYdBXdYmN7q4uqzjbsnW0UH+enyRdGKc1D2K3JgmvhpP4z5M/QDmJ3GdHzRiAaVK3iQDPanCKCgKKrybWldqzQ2eutAbWb6RQneAEkXjOR4cA4xnpcDdH2grlNF/GEOcKi0KT2MDGa69XYnyoHhntxdH9E08EaVyQECuGu/eRE8vEIQUANEtaCdIfbgcok8VS3C8r7FTcuY4pFtDmaw1cpFnT595HnGgeAO9zN1p1bqNi4k2CzwkTRS3lQh7LctGvV1OtLeafEPSnip0pQlBq6ycsNYMnNxTfOniRPqzMACc+XCHlRoscrMfmTXH5j750UEsposYmO6HNn1XzmrS/SjhHm5F5Ij6BHrZxdkV5Cqo1qby4nRQJGTAFNTZocjN0z3qBKMKLh7XQCYAv0mNpdrO9ingwxuZ3+CJSBRdeir0JBRA/RpHVTGOgy609dhgBQ6G0kzHjAeCfHzrHnwGt0h/JQ9AgWzZgAdEfTSKmajjMQ4fie9eyzGYK81bcLNdoztlAEHZ1cb4BgWQkAoYR89Urs7LEGRHxAadIl0M2JB2FMxvS5sYxn0EgL8Rgib/I8zrjjSV78yOus0L/A/lCIqtJXOfmifVRdoGGdkMeS5/fSdOkn+N+fXE+rsznbIkskEonkGEERAkVPHjzGvibO5Cu6Hg0aZQzokgfN0OEMEkhYO6nFLBS6mrB0VIBCXCFOsESVhIPoHi89vq74gC7pFMkBq8BYlxiMaNR3u82yrf698XWKCMMCJWIDzFg9YI8G9YmkWpQxlJKY42dhpwehaVjdIUKNHYYFWFUpWv8+sUF9bA2xjmBNXRe7290Zo0T3qT78ImSeIyZ00vA1OjkRc5m2tTrRI6oZQGej/wCNvTuJ5XG1hZzGoDmavkYB8gKdTG55NVqhnrwGM1EB0cL96nPJ1nJQLAo5vV2mtIqm49aCKVGiBZqAokYHlqb0NZ4x9+uILij0NUWPiF9THcH4/d3k78xwrEjv0tigXtW0JCVACA1dzRykyXSEFQmKR4oc8QLx6xOLMp04aZA8xUHaJBJC0OpupUGNu4iGG9pxqskB4uxrnyRv767oITHFWEcInYDmoTbSmp6zN9qXimKsyM+xWvD59lHnqk1O9ZUY5C3XmpYPOA0B+PsSvsePzwk7DO+EiM+sWwmphHWVnMZ6+vwRgj43mttnLsOIscG/jzbNmXa6xOumJU7WqBqlTX2Mq+9iUk1ddKuSMmEWvf6xddUJU2WpbRIIM41RUluj1Pcme3TYom2csKuDoEi4l4QwLLXRG3J/KO5qHnuPrulr4LndawhENLz16xjXGw9mFQ5HCEbU+HV2RdM9RaKuywnrbS1puZENxd6iGmuXhddLqaMGgL7o8g8LsXvbIKfNSOtlTclP7PAZE3deLYSmC/N9nYjTH8EXUs0HL9VlWrfEXLuNbfs9mwh3d0eDyWFMrJkrn5PbYdaRkDPe0t6Nf/MONM/g3aalQjzGUBSFz5y/mBu++XP+OvfPLAv+hu/oX2H/zAWcdl6Asgt7oVBj8RMb2PXxC/nDzz5BS/fOg1cskUgkEskhoAjS0mIkrdWMKW4Rw60vUQFS4qZR2lUXPj2+vtTpD0frj6fz0U0FRDFcVrX4gE9r7USsf5Oazi1JA/oYdWonvkgQf9hPJHoeFYEnFKEz0pNsXYr+PywiBEPOJNOviFpCbYrVaFZKgKlY++Mej0Yj7d1ectrctDXWofiD6EIQ0pPXSO+LtINuBJXJlFdzo6+BVs1wI9Y13ez3JJUy5COsaeZkgQDCzZ143nobzevDq4fI2bmLVs1BndppKH9JEcAhP9CO0uXAEgoOaBVLntRICqVmWDKFwBk2BqfW8eVYIkawIWEsIo2WTZ5MAUFeXwA86cGxhKoS0XXcgQiK6SobP96pG8fEXPgTCehhHIHepG1hTWenv42nD+xgT3t8UsTuakDva0yr32i08T23yxWdMEk7VfQwQYEj7gpq0RUUIVCjapuApDzEmSjq8FCw/gCWBJfq7uYmmkN9hrJgtaDoAvVAKzanI0naOrWTrkg7bd5aHLofb1Rhsuhh0LX4MgHFuNMKcqwo/kYsgT50oRprpTUdi6ojrAqKRUHUvw/tNZkam/T/QMhvrnfWfQnRs6OKvIgG14pFpFYAm+pD8fppcwVwdrko2peSJgoFv4g/L0rCMwlQ2OXBXbvfVG7TxFOTXWsT/6sLnR5vyHS31YVAqCHznlZiXiXJLiBJ7tDtrmjbzMmz+NOhoROO9bcAVzCeaksnwb1aV4gpf153JzXNffR4kz0bDnR5eGdv/P0WnwQw/ubtN9yvd0daCKgeEtvr1/24tQCKHn2PiYTJRXMCSJiB7QDs3emTS2BEpd7f5UFRoLnPH3uckyaKYvWY7UuQ09hgrMcv7duDIlRULUTRjv2UNcQnVET8wIR3T+K7Op77HH8QIQSqq/9Ud6lIhXiMMrE0n19es4C/3XUVRWd+kZs9/485jof4XPHPqbn88/R9fDqlKpz7l/2s/fyn+dnDZ7Nz5z/TZx0lEolEIhkJEixh5ibTZc/4a9VCjN+9CX9nD33+kDEgTxzpCIFb+GjX+qJfky2SZhAhEbeoFvqasQTiazYbIz14Iy6EJtBEfHBnygi4Ij7ea3mXFt/+jHImWiIsikKf7qO7/TmKotbImOukqqm4oxaVXs3N5tABoj6I8XpjUZ71cNJgOhgxrKp+1UVHsAmX7scS3RcSatzSGB1MWhXFiMAsBLltLtOKpKPF6wyr5tq7Hl+Ylr6A+V0AkV5jgChCIXMoGbNatfvrM6y7E1hau1DCwaRujApmypccEVtLsn7qCOpDvWzr248n7EHJsaPomuFBgDDTY6kiRamP3U4Zhi2ircYM+hSz1sVED2ge9kXa0g+K0hZ2sqV7Q9K2sKrTEOjFpfkIhJPdUmPncUXS8wHbfSFirvc2NbruNX2BMuV1rebX2MBbJ9ElNdk+nmR9R5DnCoCuGUGQoiR6JOg2C4qIrw1NqYKA5o96VSg4ohZLe8RDfrDTtKwJHXK8ISyxFGAhJwWBTgQwfn8P9h6fMXNlseJS01OXpWL1RXD4QnhDUU+FnrhyoiCwJKggAhG9b5KFD6s6SjjZuhlLSeQTQdPLBOJW/6J2N01hB/ujrr+pt48SiVoaEyZubOEwCtDh8VPf46XHF4yKoUPXTnDUm3LFnmG76gVHHYX+lrSzdHmC7O+OWmwT0i5BzNJJ9LkWmHH8ROJ643j5Qm+D+XzF00EZ/6ih+HWIe8lE37UuI4+xS/ezL7AnScTOcGd0cibqxZOwzEEkrMXV+1mvLVL+7w9rtDuDhkdMQnYu832dcqAmoDFhTb5IsBDb1IBpubaG40quSDurQSxwmOnpEN0XUCNseOvJjPJnQirEY5wTKov4/sfnsuF7y/nHzUu58OwzWJ13AV/M/TqfPfcnPLtgCcd3Wrjsj728c//9fPXXC3jtvR+hHszVRSKRSCSSIaDEDbgJa1qJmn+TLWjumnr293jMNbtu3U9ID6MKLSndT6p6HRvy6UJHAXKjUWwTI88qikJE86Pr6fk78x3GAFLT4lGYdaGjaQnRUFOOiQXwtaoBLFF3QUUXhPw97HfFoz936e6oxU/E0yclWEli3+OtMTQ+DSMtj1v3I4SOJaJhCYTJ97cYEVMT2iYsQTyuHnLb3FHZBf6WPTTU1aIJQZsrQF80D2sgqojoIj6Y7un1oOs6msdLTnQ9Z76SE61cR9cFbn8k1pFJfQ/JLvGm4qenOAknWYgF+wKduFXDGqWho9hsKJqGxesClwcRtdjt8cctUDGrWqw/jW0quaFeFKHT44nnLbXEFMPoeVVdTZIzEX9YxbamHntbj3keAF8kQlg3LH1WLSGPMvF7UBNqkrtxfImAMVi3R7xxWRJQEicLRNT6J4ShwAxgpFDaUxRwQVq7QqqGOxgx1+U3BvoIazFlLrms0acKG7taTfXbqgWNtalAYVsfec4AiqKgoKDrgnDEAYqCLSGAlyviZo+3PanuoKrhDIRJfGLt7e6k5zcWcd2vh9Larah+8HWkpfoaKId3q+qgLdIbXzOd0s/BqCU2MVKAgsDe6aHHG8STEFl6wt4m8jq6ibja8YkQET1xHXDCuyWqiVp0lUJfo9mvsSL2iIecsJvmXq9xP4r4XWzWkTD5J2JyR32TlWiuZkXXUFSdHE8QRdUobE9W7nVhxA2o6nzXrNcnEsb1KUtFNJHs9m+PuIzlHmEXtNfgC0fiz1nM51kIdC1ZmTerT/IEik3MpVy7JIlj95rRr+P3dZPX5ow1xkynpOgCix7GohlW69g7SIm2OR5lWiT/BfRotHSbx4vi9eOP9J+POhMyqNZRQo7NwtKZ5SydaUQ5CEY0dra52NQ4j7/WtjFt1f/xsV3vcdbuMC9ve5Jf7/gHZ4xfxPUfvZcTZAAuiUQikRwyglaHn6m6jj2kEyrOw50hIJSqg7CCtaGD0PgKYkPWZq2XKZRjUQwdMKCHyVXiwxQlYWAZG6Tlh/rwAJ1qgmucAug6QhP4NU88D29IpajFiQD6EvKl6mimFQtEdGyabCE2lcHoAKys2413zfP4L78oyV0ydlS+vx2l4MToeDg2S6CQqDoK3WhTzNodEhECIkjV3i5smqAov44StQ2UAiAHHYENhf2hVqbF+lJoBDoPYNUjqJqORwTM+uPjWuM/3kiEDcEGTnYtZIqvg6L6XjwUm0NWmzAGnZlyuKpmftOEyYqEQWlS8B2RPoh2awEQAovdxu4uP5FwhIrdNVg6W9GnJ5/P5uuiOBxTmhIVCYE9ao13R/IJmdbS5CBGkDCoB0KqTq7NsP/ErnN+QytUAwh6NQ9bvZ2U5ttBQIm7lr7o4d6wilUTEI3LlbSeOMHsZfSFknSPArjVQFRBNbZ1eIIo5Jhr0GMSJ+ZntegREGDp6Ek6jSDZctjtDeFX4mssNV3DqfvwBeuYWLoAnRS9U0C+w0duaxc9Ca7XmqoCdmxBNem+D5hlEhQdBfx6MF6xpoLVhjsQnSjKiZ0r9pwmr+vu1Fx4RQBd92CNpQOLeCh1bCe33QHY8Oh+uiIuZlKaafm8ed9ZVI28rfuxLpgNusAViVtLRfIBScfbu7w01XfT49mAP9LKTDEOyKW0cQvK+BwzInyB1U6320eeP2x2QY43hLWjF0WpTOqX2HUp9hgRyoN5E0CUA4KQHkmSx1zuEbM260abBGCL5mxWhGD8gR7sgRD2chUirXiqwuiFNqNXhYgq4gKrYgV0fHqQPPKMCPjRc+W0uZjQ5MRdqSOm5pCIEn03OQNhdKef3Oj2UEgjP9qLQlWjOYATlNH0Lo3VGP0TNxGbCrwO+YEOLA2QXxXA7g9j94fxVZdQ1tRHrstotzWkkt/nwl+UbzxJsdlIEX2+U1ymE5eTiNoWAhEFy75W+jQvPo8FXyQenf5gSIX4KCXPbmXRtPEsmjYezp2J+H9n07SrjvZf/oKr3n+TSzcL3pq3kdtariC3tILTp32BL595DZXFRdkWXSKRSCRjEWEMsiKajjWsUtjloU8tjCoTCXlLNR2bN0SL5wA5nVaioy9jX0K5Vi15nacxvDYGQKpuDNLSh14x1zfddPfr1T3GGrWE0bU7GCISHfAnpleKWXsSB1oWC4bOJYRpGYmN+Zy+LsblJJw9NlgXEQp8zVgc3TQG47+rGvGBpZFfNjnVkUWPGG6xSrxNit8FTDDPa4kkrhaMWrCiunqf7k3oLRE/p7HB+N6P9bTI4c440PXpQdqCB8hDGF4AZlPjFuKkIGUJUZdjf4O6ilBV9nW0Yxuvomg6ubkWIuiIFJdYwh58qkCIIsOClqJcKymWVVNJjFr1FBQm7DaszUFVo9UZoKooh8LEShx15Pnb6Qh34FDbybNZTIXToweSXD39YRXsOkW+JnKsNuy2UnJDvfjDxxHCsJQHRBhEDlYthK2vwTxNXbCHPb7tSQGZLSKuWOgZrkVusBuKKxK2JJRJKS8SFANV1bFFS3vCLqpEXpJ1FKFT2tSLNTUgVMSPGbFXGcB1NGqxU4We8CylTp5EJwbUDGvagYBpxYzH1raqfvzmvJlCp+YiotuNiZa0hesplQI5/hCVe9vZ3eqBqSVphVJ7WAC2oBe97W1sIRWvJYgicrB7Q0TCYYIiQiCko+gWnL4AxcEIfptKfo6NHG8IW8CBUj1wiG2LroHQ8IU99Go9FCl56Q2IehfoKa7OYASaswWjkwwOH6KY6Hpf40HXo5NztpYu81kI6SpYYu8E4yrmtbkJqxpFnU5shUWIwrhSrAuwRVPgJU3IqPE0UZGQn/yuLZSEbfgLJhOxGe+y5PdE7B6MfY1ZjOMTInFXb0FJW3LQsZgyDGAPRKjY30bL/AlGaUvcIpx0Si0UDVaWcJ2FTqjHBULQq3uIaArB4OCtxGNCIVZVlWeeeQav18uvf/1rXC4XF154IXl5eZxxxhkAbNy4kVNPPZWnnnqKrq4uvva1r7Flyxbef/99XC4XpaWlLFu2DIvFwoEDB7BYLFx33XVcc801PP/884TDYdavX4/FYmHFihW8/PLL5jbAPE9qGYBPfOIT3H333YTDYfbt20dPTw/f+MY3sNvtfPjhh+zbt88833XXXYfNZktrm5bBT1/TNDZu3MjixYuxWuNpA6xWK1deeSXPP/88AFdffTU2mw1VVXnqqadYt24dS5Ys4dprrzW3P/PMMwBc+buHWfXII0xYs5ZLavZw6UaNpqoO1pz4C76y6ddEyk/lrJnXcsPij1BdUpAkY+K5BnO9Blv+cNdzsLpG8jwjKdfhOE5yaMh+l0j6R0lQ7ABsIZVuXGCxGpZQjLGSy9mH3x+ioCCXijTrSbp1UjEDwsbzF9f3eFEjDhTFAsKwQDidTvKtgsLcChRNo2bLVuztTmYWkRacVEMzldskZS6qoCamQrJYLIChBARFisVbi7tUWiIaBe1u9u3fTwQbBXadkB0OiEmoFifF4wpQVY0dLa2MC4U5cUK12SYlpd0C0LT4+jld12lv60C4HUysTLC6CUFjYxPdSh/F4Ryzr1ra2hkfClJZWUVraxsOj4OC4jLyisfFlSTjxOb34m6neS0segRrtF/CwnDpNixalphI1O3bg0dVGD9rWkIkaZ3t27fRMN6OO9KLIxim8pz5qLnQ2RdgpusA3R272LZXo0j3MbtSxVZWah67b+8+coPdeIpV0AvS7gXznkjUETWd9959ly3OnXx1xolmH7hcTvxugZg1wZz8iG1XLVD77BN0lvSwbHYVujXHtOZ3ai6s5qRFzGXTcOHs7O3G52uioCAfizbJ7EYj4ncOBa5a6rpaKXc6aR6fS0GOkhZoDj1lSUFsY8LF391Zh+jJZVLVRHRd0NfXR9O+NrqmVbPIZuSSOdDcQHeJyozKKaaF2Cqgt62RcEcvk5Z8lIAZfEqge3qNKNi6oL3dcHmeOHEi+HuBUnSh0+fo48WWRnIKiiktGxddLxCfwNF1nXU1G7DQRMWM8WnaphCC9vYOaAszT8Svn4ju04grf06nE09AJa+ggO6OToq6PUyvMlJ+KZpOW0cHigCnJUB7e4Dq6moURUHTdZxOJwAl4/LJD3SiCIE1EE6wTAu8YRVV02hobMSphSksL8QiQggElnAIx7596G4n48oKcbS3oAsnrnW1BGePo6utk72NTvTqQrq6Oumz+ikpLYveW4LGuv1YvV1UTCuKNzABzZKDRdWoa9pHge7EWjrefAfpCFSh4VY9xsRbbCmxLnD29eHz+3H09TIZG+PKSs3jxu3vYW+pAIebcdXlKBGVju21dNudRHSB2wLV48tJXG+rahr1dfUEhY1ZU+cjhB2nsw9FgCLGmfehO9xFjm5Y2C3RJQwaGu80vsEcLYRVi1Ds2U/vuFOM5iZMzFjCHvY2dhEq7cIycVr8mus6rS2tqEJh4qTqxJvE/G/F7nhk7YQC5hpiuz9MYafH7DePP0zNjv0cl2Njdmg2IureLwTsrW9gv62QSWWVZk0K/eSszoAczR2DBCZNounTV7F4+XLcr7xC4P+e4Jp3u7j2XZ3uko1smL2Ju9+1oUyYwSkTLmTWjOV0BCyU2tPXY0kkEolEApgW4kw/E7GowXGiaXP8brzWfErjnnFJlBfm4ApEUKNr5nRhRF4WQoA1hEXPjR6XYF1BQdHDlAVbyNe8QJkxptQFsYSWejSyqiFJXKk1XJihqNOJv2Ai4+vbyLVZ8IfAGtZoinRhJW5BVhIi1pY292H3xS0SMYk0Ja5Eh6PWubAenSIQIs0CCkYf6moErNDhDDDBZtRhIYJFU+JGplTrTOyciQpjSv16ijIW67ucUC8xW22Bv5UcxQa2CegI070ytgY7Xq8StRAnDJARjG9xYBc+8uzgrHeQM73cWCusQENuH6LAz/RgABiP6g3RE9LI///snWeYHMW1sN/q7sk7M5uzck5IQkJCgDE2MtGBYAw2F5M+nMCAcQJjAzYXc41tjI2xuWADtq+5gLiYHCxEBiGEckJCOe5qc5rY3fX96JnZmd0V7Eq7WgnV+zwjzXZXV5+q7umuU+fUOW6NhCnBFniBwnW13dZgOwLb+BpzI09rSLSMUp5b3F/fTkFDBOnuHPJKIYihM3Z3C2UmNM4Ygt7QQdGHdTl9kvECld3rjsskhnTkSRcVWR0bkXH8eDPrjAEStplaO5ySI23h7WbGlJii+2Bey1JELE1QU+JjmK6hScdrwg2E7SYKZDtbWjZRZ9Y796uEwq27cyyBmVOlU4ul3L5zEd3+SgoTT6aaHlJMAVqX3Dvp1F5dyzl1OsGdOkxBS8S5Azv7THTvnC5W8kxwOSlxtzsW6IRpY0ub12q3EDOd371mJ9FJIqUbYXWueHXOYmFJQTyWwIpEGLKpBaQTwV4CWhcZvHYH2VNjostNp8kkrngTdsobwMrqJ4kT+VszmwnbLqQ0qGuPYWcFTDOkBanlIiIrAFjB3gha6hmlZ/JHp/OxO8+S1miSsK+Le3TKuyNbzM7bUtKc3IsvtdwiO3Ab0qbRaidECEvadKSWpmT/JoNtmxCYmDj3n8jc21n9YToTMzZOcMB08D69q3dIqnY9kcz8NvJqWokUOxMPzZEklnRk3x7fTp7uT69moF7EKE16MOni8dNLlEJ8BKMXFFBw0UW87PVidHRwst+N7/nHKVq+kTPeT9Ic2MCicR/y/MQ/UBkQBDtKuP/WF9ntHsl21wj2uqoxXC4MTUMToGsCTTjhAloafIRckuY3t3D0sEKOqs7H59Y/ViaFQqFQHJ6kLcSd63HTO0SOy1t2rKa2jiTJQKc7YdccrrqmIdJBuXAGvUnTRuqZ2pzjpJPLUqRsenqyjbhmd3pjS4nRlrVuWHa69dpZaVGcFD4GwrbJq2vC39SKS9PI8xiwqxnLlX6PSfwdO5EdVZBaaqTHc9dcputMEnMGWwJiltmp1KSUzBxFITtoVdJRiC1bsqc5gsCiMNmEsDrdaZPp3Mhd9Bi5j+/ptvdUdt9RVmVmwK+ZnbVt1VoooQARiWG1dSrKm0UDhuVy3Delo5w0t8fxp1xg45pFod5Ko9eiFEhGTYSA9piFO9HcedpkOrBWFwUIia8xmrPNwGRi7R60YaO7lfc1RFLt7lKPbMKVHvybFv7NDbRnlKvcHnDHu69FzOhInXm1uhFJmGhZ3gbbrTpcVjjzd2vcQtBd4eq847OrdRTfNFKkVHDh/Pa8e5qzjheYZpYrarIFIW1E1n2fJp0WKydFWg+k57SSmHh7CGqUlht6UIhxlCHL60KPJTPlAtKLtK3MbyLd71rSxkaiZwWg0hIm0uMi+2YXolMhRkLB5txlFhaSmHDud81OEM/3EYubCCuJJlMrIZAZbwgb8O5tJmHZ6EJzfl9d+wH2GbQNQNcNPPEG/JEOYpidx2SOd1JueWxHgXXVtRMJ+8l2qvZaCTA8WVvSbex0RdeszrRdWsoHp9lux41Bvb8UsgKBO49Qib+mNTNZ5liJ9+0yDTIrRZWTyqwpvptAJJGK1N1J0N5B1MS5gD1MHnkjNc7cGTYuQ2Al991/QkqMeK7nUNf7zKqNIvAQsTsIprbZ2LQRoSh7qkIpxIq+YgYChM47j8KvfR07EqH9zbfwPj2PuW8u5NSlkg1V8NLRjXwwpp5jE2/y1WiUqRELU6tmh2sE6z1TWO6eSZ0oxrJtWpIa2zsEi15yInAamuCEMcV8cWolp04qJ+BRt55CoVB8opCyu6Wrcycg0TXwa5C272mmnYkwCqnIsF2Uu+w/61MWIKGlLabdTctCpBTeLoPWwO4W4qlNltmG0eJI0VVBtIG8vc24WnTKgy5o71Ti9ZTrrcuW2NJEa94OZROc81rdB182ILMsfbXJ1tTgP6WAdFl/62/o6JxAyMnRalFk1QE6wu4MYlVntyH1rEXY6fNmK05dLcR2Epp3ZO2VmX5Lb8um056ca0FMj2n1HTXYeZ3qdLbbe5UdZLOUjhIkJVJoWHoq36lmdTtX7nlTSlJXhbiHQa5hWwS0doJNK4mGhnQpL7P97p3yps2QlkZsV6p1Cav7RA5kOsXIijydJlDbRrzQcYPPyNylUHvczLigptG31qJ5U20TLnSZyJmM8Lg0RDR79a/zzdK9uKzu0xYylSfY1RLByjpGy3LNFtLGlWzpdiw4Ey4yS/bcvNfZqrlTSMPKmgzobhlFyu4Ko5QkbctRaGPJTJVuqZGUySwFuvv9IJEU1kUp2buXuskVuTuzFOLs31FPd1Wk2E97ZT6udbV4ksksq67TJnDuXVtKBMJRMmWSJj3S+ZxJySPsLmmAsp8/mu4EG5MSQ3bP6JKd4i1dizeVoimN1vVG6uGeF6aNmVrUr6Wcg5vsDoSEhoRIrVtPTWSlLMR5te10CIkpO9McNVrtCMOVqdebWtMrbBvv5t2ZZ01n3HfI2519L0k0KQi0xwmv2UM87DyP9Mje1P5O2WusJjSjp4XhnehWhPzGD0Av6WyrlDn/e/dGEMXh3NlVHO+F1pTrt27FutzLH43SShTd0Px+QqeeQujUU7Da2mj617+I3Hcf332mgVjQzatTffzqKD8NpYIq4OjYB0xrf5er2v7IyMJxaKPmssBl0OAbyee+cA6rdrfx7uZGnlu1m+seW0HIu4YLjx3GJccNpyzk/Vh5FAqFQnHoIzrHSz3sc6yYiYAHO+mBNmfQ5YokKF3dmcKlXUY7rUIfQcKOownQRGpNa8rtUrpEap1hlILmXCti3LQxhI4tJba08K3fQgfQYbbg3odJ1diHhu/CIk6upUizclW3hDBpwUYSzVSbY11KWVMcq7gzaAxmDzQ7YpCnpaJbZ1lwrFw7ujOA767Eduj5AEQskZMSxd24BhnoVKIzbrtZ3W4bejp4M+nwR5o0MUWnK6Zpi4yymrQtWqIJgh4DISWJtFUOjaHJIE3r92DqPrzhMJapoWMjkNj7nkHJcmnvqhB3cSW2JV7TQvO0sM1y47NLs3c5/ad3XaUNPj2KlrLg6WbvLUlpvC0xDMsmkZ4IkbLr+BxwLHnZzYx3tOGLOAXdwkXSsBBZBYJeA61DZk0sdO7Ts+43O20uFjhpkbLO3S4S+Kx4N0UqkefB1RrL2SYlSNvG0xIhrb55Mg593V0P8sy6jEhlnkJqZTyjNntiDRBKBbDLvp+AdiuWHXnJ6RuZtt7KrK2pEqlKJRBoS0Ce436e7Z7cakXRTL2zIXT7mrl/bJcOmsDWBZrZaYHskHGMjCVXYrRHsaXzHBGp9G45+r2Uuam0ukgutE55dBnH6sF7Q9jOfWkLSSRhIVLPjpjmJSItvDLSxULaGegqjTfWSK3eigboUsPM+l1YeldXd4kWc/KgCwG6rTnB9iQk3RqeuGNZl7qWmdjTZBLXrvVYuFLN6Vxa4op0iaWQxiYT4T3W0QK4M9Z3cOIR+D5G9RTSdiZKsyYTfI2R1KQWBFtijlXfjmELb84dmhAWrXbUeTfYiZQXRe9QCrHiI9GDQfK/9jXmGwZ5W7cydfceTn/1VU57R9IycxTvHpvPC/k7eMabimhHG2O3PsKEeJzRLRo1L77AcRPP5aTPfo4fnzaOpdubeeidrdz3xmb+8uZmzppWxbdOGsWoEhXdWqFQKA5nxEdYiA2zHVKpbzxap5XL3Z7oacydW28PYxpXsgXLbWQsa+ljbEM4cYBSgzCPlltbjtusbSJsExlvost4Fy2Vw1RPp/RxGcS8LrwpJVtPn9lylFpvjsXEocHowKWB285uhKO4p4MbgaP49NRvWnsUypzYyGl50hYx061DOs8wNr6OJLg9OcdH9TzAGfgncRO3wAtYVhyJL5VJJcuVHSd4GEB7eRDb1qHOUZjdqXzPXa2ztpQksPgg0YRh2nhdqby+IumsapTgSqTX2ErQBJbRaXVs1DoIk7veMU26lCVtNLROBbGLDKVrazBs0Dvvgsw+Uwq0pA261s16q2mdFmG9J+sw3e/FrmSvGe88posykhV4DZw+SSt1+XqYPS4Tj5Xruu7vSGKnhujZMmhZTe9wJQFXZtCf3T7H4iu7BWtrLw9SkKUQm648bNtmR/2mnDO5NUnIa9CSEJlrnlZZpSYybrV5tkVtsiPXppyZhMjtl7i0sIWgQAtgCpsWOt30RU8KcdZf/pSyJ2w75/oL0RkEqqd8udmk+8n0uXA3taInTJJAUlroMqsOy3bkks7aYiEkUna5pnbuVc7+/RqmRXhtDVrCIk60W1gnx8KcdtGWmFmeJTYaNqK7hThz76f+khJPS4wIqedVl3vO1nPvCQHEOhKZ1Ep50kMLzn1oegwSATe+pgjRAj/++qxI9bJz/XP2XaCZVub3KUXnLy5PeGlJrQu27LS3Qe492JOKGvcUZZTydP12D5bkwN52iloijleEbSK0zt7VpYaVspjrmsC0JaYe7FbHvlAKsaJ3CEH7iBFU/uhHyPp6mh59FOOxeZz23gZO9/vQZ8ykriqPbflJ1njqeNvexOP5JlZkBcbi5Yx+5wbGe4qZWDadb874HN87+QT+sWgPj7y3g8eX7uSMyRV8+6RRTK4KD3ZLFQqFQrE/fISFOL1b4KwL9hAnJ99STrneu7lp6ajHqb9tXaTWHOcSD3nxtMZy6tZad+GLm9hSUj+ulOL1ezPn160ohhlBk44Xk5CSSFEe3uYoUmgYqdF+e2MUX3sUX00bnfF8c9uc0zKZsoYJEI2tiFAQKR1rqSH0HCtPpKMFbH9qsJ0VuMm2aTFctE8sp3hNDSJm4Y2aZOuVaafPnqTYnWwiZBqZ+tL25pSxHd2KAV6imNSYEdplFM12dmp2rgJoCpuonchSCNIBv0SqJwVGys1ct2LYmsQW+16tnNtbDq0ykuOG3dUartkSI1v5s80e10N3DQoqU70Ena7w3ei9gQkhIWFJ2k1BMZ3KSFeX6TRFWpA83Y/0NCMi3e/6nqzneo5u8dHCyVRqsszfPfwuEkYee0IjabI20NUsIUTaBTpdHxmLbVo0EW2C6N6cQElCOpM+2QqxtAHNUSwL/B5MmWQHZK5Zp4VYEg96cWf9Vg0hM5qzZkm8tiQBGIYLv9vAbE/dkx/z3v3agQABAABJREFU2Ei3P5bvQ7SZGLFEt4XzVupOE07+IucZILouQYCojNGkRylOr2DN6ueSlVuJmymLb1ZAvbQC2Wx30Jb04YFMjnQAXYMCO0yrbEfPmlYRiKzfXfpiyIyV1pZOKi8J+ISLGEksLbdhwaiBnux8hmgy9TtNXSc9dY+aXZYz2jYgOh3xc27JVIPMimLMxm0Ylo5L6OjJLDdxmTtxYOk+0HrITW/48GQdpicsykKlxLQOJ21eFzqEP9XzzlvFL9yY0kWbcPopnTteWYgVA4qrvJzSa66h5Nvfpv2dd+h462063l1IwcL3KTBNpgEXpspaoQDRPI0GX4I9vka2BBewOPQKTSEIhzx8fVQZQlSzdkspP15dxvgRwzlj1gQ+NXE4mtaHN5FCoVAoBhVfQwSR37OSm00AN3lJnY59PONNPYBudkYR7jqmKQi40RDsTVo5a4htBFFXCKG7gUTOsbbe6VqdHdwmjVszGGqUsN2sIz3oLLQbER0pLVNKx+USyAr1g9YRZ9vuZqqyLYDZ6w1Tm3XphPvKjfIqIZFEIgnpISpsD1vMzjQkQbeOK5hHINBOY2s00x5hO1a6tNHK0x4l2qWPbEmPVlGPcDLVtqWivoqsXuhJiWxPRZ7ttAznnqgj7MeXcjc1hO70TtIJh5TqDPyWQYEWoMnuwOURaDEwXRKjlylCza4u0j0QtNpxk0x5B5gZRTdNZ2bWXNy2I2dpm0ZHD/vTGLqG2Ue3als618vTFsWVdHKvhoSPVhlFAAV6HiaCstI82rY6/Rz2da7lTIruls/coFrp//cxVrLtzORBlV6Ex/CwyG0T8ZWRcNXgTjrKRMROgtScCPF0XmHDE4BYp+eDnaUQGTELvSVKWuvt5tXRNfh0Vs2G0DonRVKapieW8sjQoXlkEaXLdyGBYo+NKWQmPpSwbTQpSAgPHi2l3KWUudg+rk9GoRXg1gXxsI9kYwJZ11VGQTJtiU5N6mTp4lnloEWL5GwTQHhrI6bbyDxzZKqNMREgjKNkS2xMaeGvT8UvyI4+LUFDR6Kh2aBl7fPF9uZEte70hRC0FnoI12uEbR9FWpA9sgnLyJ0oNGyR6ifniZn5SJCawNZ0II7pS3klpJ4TNjZSCidKODJH8c/4eQgnMKCW+tUJO6WIpqOwdYmw3dPdKkWuOiqkJKznYYme1VRLOPedsC28HjfxWBIdgc8QFPhdRBKpZ0YvJ99AKcSKA0C43QRPOongSScBIE2T5K5dRLds4d3nn8fV1s748jLs+gZK9u5ldF0dyfV7IZl2TYoCW4l4tjI9BC15YKyzSb5sscKVpNSQfNajg8+FvftPyKIwwhuGvFLIH5r6DIPCkeAvHKxuUCgUCgXOWsl02pOekJAa9QnCCYP2rDzeQkDI66IlmsQWehdvyy7uiprIUkkFhiZIWo4aGnGFEYZGIuiBFufIkOaj3FNBLZtSRzhqoEe46MAiT3ipMKrQ2E5aRHCCG2XW7tkyE2FaalrnQDOWwL0rN7Jt2u0xuy5DaJh2rhUwKW1EMoqNBy0VxCcbXRP4ikZh7GhEsx2FypWw0HQbqQl8KXmsrOMKAm4aUxYzp52dViGAgPCAJkmkB/7ZylaWYhUWPlpE7qAfIOorwx/Znfk7kucmEUvgw0W+5iYmO5yBcmq9X3oAXKSHaLI7aIu3UeixiQVdeBtyFV13FxfJ7PWMH0W+34UrZqFn3EpNug27bZA9WFzdls4IvRQjadCk2RlrlKFrmJadUTbzfS4a0il93Br7zpDcHX9rfWZCQRd6jlZgawbZAb+EEBmFqj3l39psd14Hze7eBjTwCTdRmSCk+ajztGEkTMjKma2joWkaxwTG8uwsD3bzWoobneUKScvEl3LvkFnqn45FadDL3raU70NKwUn6DLxtSdx7WhEUMN5fzsZoC3vMpoz1WNgS222QnpiKJCxMy0YEPWgiy3fBMR1jpJRZv7dzKkMi2aK1ENX8eFNLBnwNEXymoA2JLYwel1O0DC0gvL2p23YpBN5QCfHmBky/gRQSXWoEhJcGEUHDIiJTFsacSNZOSiOpiW7p47IDc3tbokghSIYqiMcSuDKRyd2kp8nSSmS2W3KukI7jf/Z1jskEzWNKCW/Y222ttRQatu5Im2d70AMVYEnsLh2j245yn25WvmbQlGqA0AStlSGiBT5MrzMhk3AHMY0A4UQdSUxsHIXYnWzOqtVpjSltEpiEpDvjleILhKj3W9AWyf0lCo0e7mAAigsKqG/Kum62hY6G5dIzHhzpOVTpdQEWhibxe3TiMRMhBbqm48paP+3Ve/9LVQqxot8QhoF72DC0qioaU0nfTzzvPIysQY+0bayGBpI1NSR37yGxexeNG5djbdtAoK4B9kbwdWj44y4idEaNb6Qey1WPCAkCwSSBvAjuPAtXnokrYGGH80kUjMZVNh5vxQQoHgslYyFUDVrvZ4gUCoVCsX/YukbSFc5Es63QC9hjZQ1wZMoqkRqspa226X1pXJonY0kDCOteYskO3MIgIU3nmZ4KSNXNeqMJEBqmt9MluEwLIzUPtam/k+4C9EQjHTHLWYunufBmBYuKFAXQa9s6B3Ka7sRw1QQtQwvw7U3g0TSkaaBbSTzt0S5SCOwurtxCakgpiWTl3Wy3orRZMaRnCFqqX8I+Z1KA1N96Wxzd7BzUGekBsa6hp0aHES2BkepbI+t9ZyOorq7ivaatQFpGAZ4CTNmY0suygnVlD6KFlmOaLwi4aYkkKQoFiaZezE1FPkK6JC6TBITHWecrs9ZXZ7U/XZceSVDo8rI31buaAK8wEC4bK9W2uvIA4SjEg57Mmm0Ar3BTpIeppwGvS8/0k6ELjC5rwzUEdeUBSmo6UnJ0rgONCw8umUBqsKsyxLS0FakwTH4k7gQd0gT1WWm6PJrBGFcB79FEUu+uhZlGHpqEYi1IDTU5+3TZaSMz0pYtBBF/NUlXGLQmhJ21hjnVlKgvFfgofQ5d4O9xfkCQnkLSND97XRUMT+xE2hYdZUE8DTYtoXGUxLanFO5OpcRxNLcINHQQT/9AM3LkTljYEhKWTUexF0/UQiRthCYwMPALL9W+MDujLRSZfoaYApfLldH1k5nAY87P10j3uey03SeKPXTMGopMpdSKe9qdCRshkKk+97ZEcWGgY5HUwyRLhsOODzMyel069Skru1946ZBOpGGBhhQCj8dDSdDLbjOBnmfgbrecySoMdgyfzQlta8nzGLQ3J4in7se0EqbrAjtteJSQ8Oh0jCmBFbuzAn0JpCtA0nLjjqUnylxAAiEcDxGvSyPgddPQ1j24GWgpZdapzzT8uKwIcb+LjtI8RKvzbHVjENcSuFOeIunLFs8bhhWPY2mOwp322hBAsQjSQAdB6carORcmHhjCkPxWJpWO5O2GrVnSaDQOq2TUxlaapUlC9yGtRgwza3ImZXlvdPuRUuCRLjyaCyzw2joSC4GN6XJiEyT9bmxpgN3zpKkIVyLaLKTZmuoPC5cwaK8IEdrVkvEmcGkyE/RNQxKXFgKBLWTGKp8m3xvo8Vw9oRRixUFFaBpGSQlGSQm+KVMAKO5SJmbG+GDPStZsfJc3351PMrKXcGs7lY2SigaobHRRui2U4zpk6hDP24UIbMMbeBZ3wMTnM/Hn6bgqqvGOHM+kepMWTwU0zoDi0X1SlKWUWE1NmLW12NEYMpFA83rQwmFcZWVo/r7MFysUCsUnj1BFmLZIEIwIPk1QpQdpibfRJh0LVjs6lm2mLC5AlkUw6isj7Ngs6CjKZ/heQasZJTqxjLK17dTGshxadQ1sC6kZGNJIOeo5kZZtXXOsEJozDB4iUysjTYtyvQAzMILdViN6ohG3MLA0ExeGs6Y3VX1DSR4F7fFO3SBUSTLmTPLGCvwMb7EZ6cknz/CyoXU9mp3s5q6ZkJ3DK02QicCd0QvSCmLSQrgttJRC4zF0RCoQltBduLbWgtGprKdlslw6Ps0Z+Lt1gVdKCvPcCJwoxc0tkBBJxLCjqE3WUrRkKQDtwXF4/ODqqHfOb8Zygv6EfS5CiTC7ulxbQxMU53nAa7BzTAnuligtaGgxk0IkXlwZq72OwBQGhjQzSqgM+CABZr6PYkuwN3UPFLuCzCkZgtRgYf025/qHPJjDh9ImYjkKcUB4cBtBxmhudolcf1c9K9K2ZSfQhCAScJNO8BVNWk4uacDtcuG3EyRjSaSm43VpJGwIDR9N24cNaLYkpPuoJ57pcLfQMTSNAjtAvcj19Y74q5BCY7ihswdwxXMVSV1o2NLGmFZF4cYkde1OtW0jj8YsyGeEaGbjB6kUNVlWvKjPIJk1gbLVDjIn0unhIIGiqJ+8ISdgR1ZBPIrpKcSO1zr3l5UkoAWx3V40I4+mwqPoqJiD1rwQO6XlSQSWtHBnTX7kJdPKaq4tL2HZxCM2EVNQrOtopgEllWzfuhWAQneABqudfNtH0EwgUvetIRwrbEvK0i3SrrU4FuJqvYgWWjJKb2HAlSpHRo7KQDG1qUkDTQgMLMcLw+snkefJeKaEvC6CfjcFWoAiPcSHiT2pdkpHcdQNgj43bvysqPIzYn0cFzqW0IkYXnThBOVLhAqQzY0kAm60CAQMSX7AzQ6zDBlpBAQJj0GkajRi+S5ckc57onv6MoOorwCvFJCow2No6D2YtiUghE7c0CETQ08S9VUS9xTi0zsywba8wkU7CWzhyrh3J4UbXQjyXEGa7VYs26ZUC1LU5sRB0LImqtJn1zUXsng008tHZBRir3ATEzqekVXozQ1Q14GVueM6Sa/T3Sk70HQdly2YfNRoXCu3pB0DcMkEXuJAENNj0FZURMH23MUJ+T43gZAnNVnaGRpP2hZuoREr8BMr8FO2YlcqEKCgsaqAkj31SNvO+H8HbHdm2k/XBFhQnd9771GlECsOObyGl2lDZjG54mi0GicP2clfOJkNLRvY3rqd99p2sLNxK9Gd2zBqGvHXt1PSbFPaAsUtOiW7dQo6oA3nAy2Y2iKaw5KWMMxb8BSxsCBZHECUF+EpqGBPo4lGAYteTRBsN/HWNOPa04DYXYu1u4bk7t3IWGyfMruqqvCMG4f/mGMIzJ6FZ/x4hLJMKxSKPnLPPffw61//mpqaGqZOncrdd9/NrFmz9ll+3rx5/OxnP2Pr1q2MGTOGX/3qV5xxxhmZ/VJKbr75Zu6//36am5s5/vjj+fOf/8yYMWMyZRobG/nud7/LM888g6ZpnHvuufz+978nL6+P0f8DLrSohtQ17ICHQs0DhCHWQoVeyGbasTDBcJS/4YYHw2fQEjWxNDdIqJ1SSbRgJNre5QDYeR7yijV8sWastG7g0iBp0Vw4ipaKoynb/BY7mrYC0FqYh5QW0YBAFxoedKxRQ9Da2snTvDSMnozY8DYAJa48ioKFNLRILCDocTFEFiP1EBF/G1rMBF8hkdlTaNmRgNQ6x6lTP4P7wzUMr6yiztpCfWq7TA0Qm2WAiHQTFjZumcDQwG0aaLiwU6G3Em6djoTtrDGNNyBcZRQEfLT6XMi27SQL8vAIN0NDw2mK1hEx3PjMEB2GYyGy3Trl1Z9G1nlJrFtCS1UeFcIgaLuICROpCZrFXqTXg5nnJZ1DSdcMGiPNuG07NQDHsdrhLMj06Dqjg2F2EeuyNtX57tE9lJWHiBYHYNN2Gl0WQwEzbxTe5i3YKbfwJG469DxGpINVuQz2Tq7AV+QntKENSxdEfRqRqgICwytI7qxjvLuSFulYhyyPgY1OYvpYjHWbnWsBWLoHnSTlrhBN1GdkG9rclonnlbQjFLhcSC1XMU1ajiO7W3Pc+6WQhOx2ykeUsbXdBE2Q5/ERSSQpcQeozUuSzj6cdmVu1kaS1Jdip/O46m5szQXSpizPi90RoX1b57pbAQwJB9hb5Uf4XLiyclIni0qxg3lMMoaxYcwO+KAWXRMIK0Hr8HI63AnqikpgrWNpjGNg21Cih9hrOecIJtyUVE+hbddaOsqCjB46HG1JPTKiIcw4hXolIm80CA3b8GLrHgzhxkqbPYWTh1sIx/U81mLjM1PJqKTd4xpMUwKahnR5wdVpDAgZXiZ7q1gU60BEk3iL8mFXHUHN70QfTvn8aZpASKc/E5bAI1x4pAu3qxxwFCQ5ZxhtLzsTZG50XPkhaHRckEvzvHS0SdqA8YUTeadhIxDHFqn117pGIK+Qdn0odnMTtqFBUiJ1ga17wXJmv0xskiIPj3BhoyGEh2p3IYZhs7p8CiOaXsWPjyIZoka0IXQNLJH5XTTKMopTkdvdKW8CW3OjCXBrnRHfdfxYuhevZwiFlqTQo7PDbiZa4Ke9PETZ3jbshg6CXgNckNcSIGw3kQhCgVdQo7npCAxF5PvRtHoCdjuFWhBLg3pd0mF7gHaSuPG6dPJ8wyh2+YjE1hB09xDTQTgrv/OjFuGAjttyQ8U0WPMqABOLx1GXF2at4U2lkJJ0+EqwEzszVUghwOUDqwOJIBrU8TaBvyjM6OIwWxqc0bdPRohnLYCRhhN4K6PxA4YhcLsddVTL9lmxLYTLYLhRTEB4qE9N0zVWBUh4nf6VKes/0sJAo1CEgSj5Pg/jA/l4/Pnd278PlEKsOCwo9BZyQt4JUNV9ny1t2hJtNMYaaUu00ZZoY1t7I9FdO2neup3o9j2IXfX4ahooaYkwZk+SQFziuJDtTH3SvAI4Q4dmL9QWQF2+RuM0F43hIM0hD6bHhdTd+EydYFRQ1GJRURejatUiSl5xjo/53OweNYTakSOpGzWOlopR6CKIQQjbFtgS3IaGS4MPa9y4NIgv2k5BwOPMcHoNQj4XIa+LkM/A59J7jJyqUCg+OTz66KNcd9113HvvvcyePZu77rqLU089lfXr11NaWtqt/DvvvMNXv/pVbr/9dj7/+c/z8MMPc9ZZZ7F06VImT54MwB133MEf/vAH/va3vzFixAh+9rOfceqpp7J27Vq8XsdycOGFF7Jnzx7mz59PMpnk0ksv5Rvf+AYPP/xwn+S3/W6EELjbE2h5zoDF9uZDrAVNCKqNCqJaCx6ixIBC28MwXxVvxJyBjhn0gCZIGj6kEciMmTRNxxY67cGRuFs/ALdBdGgBbXkjMKpm0Tx2NPzvLU4dXhfW5LFYm9ZmVuXKUAA76EN4PZjlFVhiOiVrdzA0nIcRrMQsLqZiXDHx2lo6EhYj3RV4JpVg7rGpDFSyJM+HL5CHEWtlb8EUAid8gWRTEjxBDE2g2UlCwkehUURZWLB26zbcCT+RUBS3TKAjMRAM10rZmJqmDen5pJVUIW2GF3gp0HWSoQqS5aWE8DCqKYbhLaCodChDWurZ2LSJLam+HuUbQnXFbHYsW0RC95PIA9EuGeEtwdKCbNIdZWJlwyoAlpWUMcrnokK4CIWG0+RrRN/c4ORs1t24Q0cRL9yCAFwRzVlvm15LLVzgCYC3gCJfEY3udlwp6/5O9zDGBBIEq6YgmrfSkbDQJCSFCxu9MxCQEBSEvClzuc6ORAWBsh2UB314hpSS3FlHcdDNcM1PgzUFXcQoy/Mw1T2EFWMkyY1bEQmBpfuxdIEls61MEk1kra20k7iMAAhHSQl6DdrjJnHTzuh3MT2AFC24pI1/bDUy5VqNzw1JCw0Nn9dDh68UX+M6NKEhXXkkhZM6aPuoAvLaDWxXpeMPLTS8hkY4mWtFG+Uqx62ZiKAHKRxrMTjr4DEMSLlQe6rCuMtDJJNuZGsjgV1xGkmwTW+hDGftsWFbbLdKGRIcD82LcJMgKCPMPn4yr8qVmB0fEJo8kvwluwnIRnzCg8c3hNahk/Bu+gArL0SB34272ZuVp1YQt6OUuA1c0qRAcxG1fLiNMSA6+9gQBqY0kbrj9utKeTyYWYqfoQtsqVFvlZKvJZlaUMpqVy0uOyvyu3TKJc3cHN+aewq+YDVT/II1sT1In4uIqxApLYa5y8GvE9IraWmsx9AEpuZYn/1eN00Vw3C1bsMy/EAbxe4grrEl4BqLX/eQeP7/iCOc9bGaDqLTQuuRAq9wE7TL8GmlhP3NhLUYluFBoFFaOQr2LsVCYhX6qY772HbUWdS/+Bj+aIKE7SjEUugIaSH8hXhdOlbCj0Uq7ZvMY6hvPJom0YWGT/dwVGAovsoyliQ3Ei4KUGgZtJpRTB2C0iRg6mi6JN8waNeceMq2rmVUy3hSEiYPjQ60VPyEpHDhc2skbYj6h+KZHKAt2UJ06XJabTeThYcAcQLSQtPgZFcZkaKxBEdPhHAVUW85vlgNw0+fy4iqKRS0mDQYKwFIaobj9QHsGl+JYcWp2BXN/LYbSgIkAyH0UABDEwwbezR1LR+yk50Zk3mR30WoJI+hO4pYFd9Ny5ACjFiSvLEl+FMuKWUBg5aoQTTupNeSR42lPJWiKj395SReTquvAnSdJFEc/xg3hkgw1FNI2PBhpjxRe4NSiBWHPZrQCHvChD3h3B3jOr+apsm8efNokTDllM+zYeMetq3+kNYt29DbazCaNxIwmgn5WvD6GtFDLbT6oU3TaBJu6jVBs9BpFSbtAqLCIi4gqUmSwsYSNrbQCUd8TNyZYNL2JBO3b2LO6k3AfGIu2FUEu4oEDUEPEbeXRsOPJX34TQ/C8rJs6XPophvdNNAsA92WaNJGt21c2Pg08BoCw+fB7fcQiUXQ3Rqv7G4gWJhHqCBIuDBAuDCPQNiP5vE5L1st/Um9fDUDdBcYHtDdzr79RUpIdEC8FWKtzv/Z382E45ouNOfchhc8wS6fkPO/4aHHCBkKxRHCnXfeyRVXXMGll14KwL333stzzz3HAw88wPXXX9+t/O9//3tOO+00fvjDHwJw6623Mn/+fP74xz9y7733IqXkrrvu4qc//Slf+tKXAPj73/9OWVkZTz75JBdccAHr1q3jxRdfZPHixcycOROAu+++mzPOOIPf/OY3VFZW9lp+K+DG9HlpywtSCOArIJBsI5YwwQUGgnzNT8TjKILby2cxbMIItrVvI+H3EWITtMao9I+mNRQnLlsIVM/Cbmujo8HGg48qvYj2PAM75GXykEI+PbKEx5bVEHcX0q45CnDIHQJIWX0c2WKBSo6uKmC3CDFs3PEcOzxJ9J214CugyJuHZ8SxmO8vxpVXjSUE5b4w7nBBpm2eqil8beaxbI3W4nP5cH/2dKyWVsSHzyBknFJXPpbmonDKMLzv1hBDo0z4MbVmDA1KDQ0ztU5ZAF7dxzAjQJuvGWG48AoL35TJjBh9Ips3bEWrX4JhpNbMVVaiBU6FHX+htGwogWQIzZuPAKrzqtmj7WGnvwLp0tDyJ2E37WBrawelrZFMvtNGVwEBbxBdM9AKqjHkNqJ2PbpbJ9/jw/D4MF16JjWR32fQnFoumCwYR+T0owi8uYKQO8SI/FFsavyQPK8Xaem4jv8KibxytLXPAbB0+ETytjguwB8GJlBdCeMmVlETAnfjdho8Q5GxKF5ZAsMmZfpYEwK3z4s/VMWnSpO4fVDmDrGoaTuJogD6HkhUDyfqC2O1rIbm96jQC/DpKeuxJoiUBAjURwj6vOi0s3N4mMqxlbTVdhCjhKKdWzE1E106UZol5LivJkeXwKo6RKgSks2Ympe4pxhf+WQ6IiHYsSZTNhYM4Yp1rvd01bfjthwlMs/2UKqFcBcX4E40YvtdiFgSUTAMWndjaG4Mtwu3x+h0j9UFw486Bxq28G7NWmC5k7d5SBnBvELcmzch/S40I8hwvZRktJakx5lymHPs6byzppnikknI4AaCDV7KtQLq3IUkyyux/X6svCCzqsIUhkbwz1ecyQKJht+tw5AS2Lobt9RokxpBLYgMFyCsOHlBP1NsN3ujbWyvcDOmthXd3A5IEug0FUyhQmvFJRrQhcQTN9lr55OfX0lp2ENZZANtiSTJgNtZ1iCddFdJI4hMp+QSAqlplLryWBerwaW5sIQLiU58SCl+GnCFQkSjOqKkgmido4y52qKUH3UUG4qGMn7ZcvINH8P9VdSZSbxjRjOrbAJr3niDza31mB4fvrx8iNega4KwR1CcCkxXVz3BceU+9UI8mgmvLaR5dCVlBSFsnGjQieowovwoYk0BLAFN+Xm4YpJJehE7RZJEoJiqAie/t+Euw+8pIdoRJ+6B8Rd8iW01LTB/AwDu/DDjykKY8VKM3U2M9IYwbYulooNkyrtwiB1ktKcI21NNraeSiNZMVPgIydLM8gSXpuPKE2gNgpg3QODoGXTU7KW5cCgIQfG2F3jdW02wI8kpQqPCVUwkvSDCV0C4dAiBiY7SOLK8gGR9I7pPB58Po70d3ecjlrRJeGy2z5rDcFlE1BdDi+ygIxyE5SuJ5hWxM2YisoLweQrK8cactfRSQMDtTBhNrJyEtaweDUGs0PEuKMv6/fk0k3ZNYAgdGW3G0MtJZYsi7qvAHdnjTKrpOsbYYma4ytlSV4cmYjS5iijVNCb5K9E0Df+4oUQrK+gtSiFWHFEIAZX5PoYeOxaOHQt0KssAX0gHAUt0QO1aqF0FdRugdRe07YHWPdBeA9kBMLog/RCdIGidpNEcM4jWuUk2uCht0anapuOKRNHtGNDcK5klElsDW3fWoekm5KSUeOOlzNdON3GwdYntkdguie2WSLdEGjIzQMysIBLCCVohUkHzhQaacFy+DQ10DWHoYGgIYaGRRLNNtGQCLWmC6XhWSUs4H1s4sThS31NJ/ZzBh5aK9Kmlv2dvF6nw/wJb05yPLlJRL0UqWILIxGp0opimtkvnb0nnNltomC6dhMsg4dJJunTiLmd9Ttylk3BpJDUJloWwTEJ2kOGMQCSTTtsSSbRkEi2RQEsk0JPOp6KtlTdPO415Tz6BS3PWGxnCsVAIaaOlonU6kjtpL5ztdlpyRHo7EiElQjjpLIRwAgWl92nScqxLwkLH+WhIDGmhCwsNG11aaNL5rmE5f2OjScu5T6UFtvNdSAupu6mZe48jpUwHm8n9TmqfLSWWlNi2xJZg2dJZTy9l6ruzzZbOx7LJfLelTK33Sa0ZS993IrV+LBVsJZa0iJk28aTlfE/axJIWcdP537QlScsJuPP/PjWSGcM6lZRPEolEgiVLlnDDDTdktmmaxty5c1m4cGGPxyxcuJDrrrsuZ9upp57Kk08+CcCWLVuoqalh7ty5mf3hcJjZs2ezcOFCLrjgAhYuXEh+fn5GGQaYO3cumqaxaNEizj777F634bMF47g/6EMkK8grKIQaH/re5ZQGvVR5fNgeP+7KYlbu2k5DZR5Gfj7GMZ8hf+0y4lYzI/U4Ad90Yu5y4kMitHh2USgERUaIIfmlRCNhOkaN4aSJCeYn9mbOW5aXz7qCMrxaJUP1Qo4qmsx7vItXBmjxlHL8xEmYVbPQDB17TQ35eV7cSYOYEEhXyqVQCPIu/jFjTJs97z9NuCiI6SnCbm8D2hlZNI5QXhlH5ZUBYBQVAaAbXkoDNnZpGTGKcBf5CdgduKVGoXs43ooSzBqTNt3LsOJxuFo+wKtLTK8bOWks0YIaRNLCHQ/hrh4GxcXEdkRpD40kHVZSLypCHz6cxpWLCCf2MHbqNJa6jmZUwIPwFRP2lDFcDGfMycfg10KE9pbTEGuj0uVh1vFfYfv8F1hJAxGfGw2dZEkZvuSpCKOOYJ6GqWkcNaSad13bSeaF8IVOZFh0CQ0r1mEYLoaXBBGhavaOayY47gQCoTwSDRtYtvs5vNEk00eOxO/x4B5WRnxLgsWuGewZ3UaoYRvt+cNJTBuJe8pETnZ5kZbk8R2PI/iQhngZdioKrH/CMMxIjD3BKkIug4rZF2DYMdjwEuV6PptKYFRRAZsqqynyhYl9sJ220DCK9ComGLtZDNRqQSZqRWjEGDVyKOP3FrHdWIsMuMmfUMrqeBmthaXkrVpKSbubZk3gs7XMgkpDE3g9AWpLbQzPECriQdryEohYET5XAOl2lCczbR0fN4uxdhGjttcSjWu4i6A80UZ48x7ybA95Q0egDy1lZOl4PmxeAwjy8osZ5z+LsN9P9bShznt2SxGeZhfxUAUjC8cg8scSM2rQLWfd9KTqETQmVrE7blFcYBIvH0LYtQPqPSRTNsP8vArOmH0dpmlCQZjaWDWVVgelVcOZMb6U7Q151LXHyfe78GqjqJcBwlaEmcVDmHTcSfj8zazd+k9c0iAdCmpU4QTWVUv8a7cQdAUpnzWc4vYEb9WsJp6fT4ftYmt9DKG5KaocAXUdkIhQHG9jj8zjRWYQ1N/A7w9QVuxjw6Tz8G/9P/IbPdTZbY77cmqNd55LEtN13JrBaYWTMSuP4blX7gfTpM1XRkG0gXFDK4i07aUifxi6WEV7ngv/hImcOqycSGIBeTPGMmRXI62Wc33CPjfFviJ81cUUSB8nf+YKqkPVRCxYVr8aQ/fRfNSxiCEjaVnv2B+9ZWW4A26EWAR0rgJucxfhqzgKzeNmb2wbG8cNASEIiACeiScSMA3csY0gE1QFK2kfO5lyIdj5f3upFxrlhXns7rCJT5qMR2/HX1WNsCIc5xtJrKWGeONedKFhCTfNwk+jlUcFOqGTT2ZaxTEURGG1uYMtQieuFQLOQnRf6URKigRRatmYN5Wzh1dTOX4kVXGL1zbsZVfZZ2loehFizcQ8E9B1QYdood1XwujiMQRmHZOx3pcUVNLevh28+QC4dY3moSdi7tnOjuoAlj9IsPBYRPMS/GVjCOR7MAvDlPh9yPo6dvmdya3gGV9EVBzFMbsLqdn+Po3hfPzSwJYQLh6GObKCvCYdn8tyxhGpFFF2wEepbxo77W0Ubm7Hsi1CwQI2+maC0KnY6gVTUK/tRiL43MRZBN0+vKuKacgPsm7HdiI+Df/EQlzBAJrHRVTrvZqrFGKFoifcARhyjPPpim1lWUHbUlbRNrCSGaXDb1v4bZNy23IUknSofimR0kbGk1iROFYyyfI1q2gRSUpGVdMs4jQQo17GqLej1MkoTTJOxE46H2kStRIkTRNPErwJ8MfTH0kg1vl3IC6d77HO/Z6Uh4uWEkdAJq+gSAeYlKBJRxkzLAvDIvNxZS3JsnETM9wkDEjqkDQgYTgBzpI6JF1OVEzTWYKCbjvRNjVbOt+TjhyaBM129qf/1u10OUkmPmenx5Xzf9acgOyyD+HU6TY7P71jSdZ3iWZIhO78n/39xPbb0Fb3ts6Bw5RaRk026fyeQMNEx5a52y102vHylVVvDLbo+8TQBF6XE+jGYzgpFAxdw9AEHfFeX8jDjvr6eizLoqysLGd7WVkZH3zwQY/H1NTU9Fi+pqYmsz+97aPKdHXHNgyDwsLCTJmuxONx4vHOSKGtrc66T+/ok/mq28eKms2cPHIyhr6RiVYC01OIL1RM4IQTsRPN7Pz3eyxJxpgN+N0GFb4RzBpRSFnIy5JtjexsilI4ZSJl3jLKQ3n42uuZYkq2jZvOzpjANaWCk5IR4pYjw/Ejq5j5/67n6X/9HwCuwpGcOvILPP/hMlrCHlzDj8WXynZw0thSZ61eRwDfpDFEWtzpRiOEwOPSGT7HmQRIh7LqXJGdi+b3M6XqOAx7N1uLytlZeBL2SC9x4xmMZIKOsnKaS8qgWBLatYvqUUOI543hrT3rqE56KSvwgztEnWgjr6Qc/M5kz9yJFcSSpWjvvQ2ahlFQgGmatLrLcNsdBKefw8keR5GMTJ5MW3MzLuGiomIMhmEwpqyMGSu3EQpLvPlFeIWX8jYXpcPKOOb8C9nUEKVmZy3B8FTGTC/DqIuSd8wxhKNumq0E7tHHM765Gl/xLFi8hvDwcRSWTqM1fyT+lCfWpJKjWCXWMtwvGVcWwjAMEiecwNqhFvq6OqYGfWzXJ4OmM2L8NPD68ACm7OE37A7gKvUixpxO7HHnGjqLq4Mwei6zh9qMT2hUxTZQVTEVK5qgfU8lxaXTKSorQi6fT5O2kXpPAZ+deDyxxDsEqsvxtrXhR0NzG3iLh1PSIiHPTWJnEf52SUXcR5PXgywYyZhCH96qiRjNm6gclYdny27cez2M/vRJNO7YSNBfQMeKlbQHw6wRI5mmFXHJ9LMI+by4160ksnMPbkPD1kopKVxDh8ugYkQJBWE/uqZxUngcW0NxiqvmUl5cnBtjZMSnOaZqGprmwqW5MG2TsUEX21qg2CjGVzwEbcsqYppGYyiPz3zxRIx1DSzcvIQmq3sU3aAh2Zg/iYoJwxk/djwhr4vJVZ0edEIIzHgJDb5aJsw8jvxJU2DXUkYVD2HdjmZqfPnoo0ZSedZXsDt2Et9jglGIXjmMvD2bqNMrqDFmcPRRkxDRJMNrN+MxdIyR06F1A96dSYp1G6/HRXLqTELeSeSNGsGFBQUw53jkpjfQV2xHT6yiKLKN8oIge2tt7KyMJISriIydgGVZoGlsCx3DrBPP4wufNUgmEngbmjA8LjyjRhEwDD4/5lPERsYonNCIa+daGj3VDCkvAWnT5K2mwGpjaHAohm7gLhjBp+Ix2jQPHR4/06bP5MMdz9ORFIRT0emDHp0PPVOYMPIYdmxuJdhUx9jSqezq2MXEyhAdu2zi0SoqvKMYceYxHOV1IeIx2l97DS0vSN6njsaMjGTx6jriuuPyPL4iyNL4ZwlZixHV02HX+1A4EnfSRPO4we8mEq2nvbmVljYfe4oncfToT+F3uZmQD42x4dQHdPzhEsZ88ctowQAfvLYYv2WxtWA4HnT8bh2XrhH2axw3qpiG5lZcyTbaNY3qEWNpqRhBw7+fdibayysQ7s6AfXOGzyVZdgwEnFC31QU+fFOPYm31Rezdsxlh5XPqpEpOtEJ82PQh4wvHU1daR5mvDGt1FL9hICd8Ed3jTDJ6q6biG/EZiiRMCpbgG1dJsHQSfGk0pwI0bqZtz1K2+UNUzzyWoL8ATdNxdyT48N+PYtmtFA2dyJyw835au6EM055CfnACBXoAX+UUsOMUnXIS4USCFa++SkIIjOpytFijY9zx9D4OhlKIFYq+oungK3A++0E6uqIGCNNkS5tjnT75S7kpqj4K0zR57LHHsLH50jlfQtM1TNvEkhaWbWFL2/lgd36Xdsq65+y3bJuomSSWMImaJrGkSdJ2cgUmLJOkZWPaFknLSv1vZ6yNwjaxXVpGEdWFs8ZZF5rz0XRcmo6u6Riajq5pGELH0J1InUZmu0h91xBCcxK7Cw0ttc5KE5lU790vg0gtR0tZIFMxYVLJ4SXCSqDZSdy2idsyccVi6PEI7mgULRJBxqNIy0YYOiJlBRe6juZxITwuhMtwzipSVnOhYdmSN956i80ITjzx0wjdSNllnTNLIZwk9iL90VLbs63YTjmE5lhlU6kYZMpSnyknBVLrtAub0lFyk1JgSh1TCiwJpuVYa03bTv0vMS3nb0f8Tots2lL7p/R96DQwta9LWeG4MGpCoGsi9d2J3ihS2/RUoJn0fl3LPQa6WKFxgjylrdNCOGkyvIaGJ/W/kZ2KR3FIcvvtt/Pzn/+8+w5/ISNDIUYWOgq4nDoVz+jRCE1DCzgDd9ssBvF+5hCPofGFqZ1u2UcPLWB0SZA8r4GuOVZYjqrEO2kSR+k6R6VP5fLjTwX0MfSUy0kaTWfkUSdQtn4PufGAIexPBd4ZexquMZIQYEciaFkDw96i+XyEzj4fzCgThcZEl494PM624iJs26aguNix3wlBx7Bh+GfNYrI9k3WP/RNTQOWss6kQkqThxq+5nKUsQMBjEPAYyBNPBL1zSYutudjrH+csdUnhHjoU6XJ1k63AnbuW1WcJJnpLCPlcTK32UBH2ok0cQklBIGMhmm2XYKVS7ej5wxiZPwxGHdvZd12WJekid7mNe9SnmFUeY8/uf6FJGBs00XVJyNddvmzkmFOch7ns/pzHl0/IB44TvBNcTg96CJ9+Ol+QjodTbNR/sPvdFegSgsfOpWTqNCwB8Q1vUyJCnDL7PDRdI2pGwYanN1o0BuOseL8JO2kgK6YRTq2np2S84+5fUp0RoXj8VOe8lZUUNTVTtng3I8ZNpCrf77yzZ87Ef7QNloUlBDXNzQCUHfdFDDsBQsPvDTNxX0uCNI2QN3c84dNdjAmfyvEnnY3f6+GddbXA+lRxgT3uTNYkXycmu/dtnksyIR+OnTWN/IC3x1MGogEirhH4J6Rc1sun4P9SOZvES2xbvJRyn6PUDA8Px/pcifM+9HgIlU4kvG4eeRI+O20Mhm4QdE+FZBLhdmPJz9EYeRRh25w8vhRNq0DTctstRp1IeJiJf55Offk4jj1lLm3Pz8f2eJDjTgfDlemXrpGuwclWIrx+slte4ncCsBIcQrBiKkentpumTaunktbsCsqmgK+YjnWvA1Dgd1HisSnxkHn/eHUYXeBmwuiRfLBqCJQNYVR4FGMKx9AeayeyrBkj6ObLx8zC405J4vMROv30zvO48+gId7rshrwuThpfDnwhtcH5XyuZgDvRhilcRLc8QXLLFrYWF1M8bEROULPZQ45n+0QnB7h3ZHqpwWIAhvotdJ2cWDMlQQ8+4VxHWwiKzjiN6kCAtXs2gZT4jp6e068uzYUr0Jn3RQgnsvxx/mlMLRuD3wjg0jVceogZZTMACIQDmKZJID121bOuihBEjXwCQOEXzuoc37pS92TZRIJlE5lMLsV5HrRTL8CtSYJ+L8F0/519Mi11Tbzy+supBo4Hw1nXjGlmMsfIESd2ZpFp30e+5x5QCrFCcZgihJN70Gf4eq1IKw4MaZrULHOC1ciRJ6EbBhrqQao4cIqLi9F1ndra2pzttbW1lJeX93hMeXn5R5ZP/19bW0tFRUVOmWnTpmXK7N27N6cO0zRpbGzc53lvuOGGHFft1tZWhgwZ0q2c0DT0YLDb9o9CCNGptGZv1/UeSh8AqVkfAeh9jaadXY2ug97l+PSMUk/lNQ2he51lo+4ALsNgX+qiGKDnutvQqC7onipQ1/RMPtv9JeAxcGlgWR9fNoPQnCA5Zt88QHoKNCk0HVE0zKkra78mNAIuZ/CeOpi4dGUmX3uLWwMXJl10PMfiq2m55zW8YOz/vaXrLsKBHqIEAxgeYnLfkziGBkGva5/BOAVOpOfOk7kgr9SJmN1VjrxcK3Q6B2zY5+oce6T/TykmMqWQdFWGu2K5fWgFpVjp1JUuv1NXH++FPqFpkFf2sTFLehJdExp+lx93Kh6A/jHt67U83nBOm5OG0e8xVXKeoX2o29AMwt7wxxfsJ4QQFOV5um33ugyM0l4aovYjy4uailcoBoGHHnqIMWPG4PP5uPrqqwdbHIVCMci43W5mzJjBggULMtts22bBggXMmTOnx2PmzJmTUx5g/vz5mfIjRoygvLw8p0xrayuLFi3KlJkzZw7Nzc0sWdK5XOCVV17Btm1mz57d43k9Hg+hUCjno1Aoeib9vne5XAwfPnywxVEoFD2gDBsKxUGmtraWK664gv/4j//g/vvv32fAHIVCcWRx3XXXcfHFFzNz5kxmzZrFXXfdRUdHRybq9Ne//nWqqqq4/fbbAbjmmmv49Kc/zW9/+1vOPPNMHnnkEd5//33uu+8+wJlpv/baa/nP//xPxowZk0m7VFlZyVlnnQXAhAkTOO2007jiiiu49957SSaTXHXVVVxwwQV9ijCtUCi6k/2+f/DBBwkEuq/5VSgUg49SiBWKg8zGjRsxTZOLLrqIE044gT179nQrI6UkmUzi3o91bQqF4vDk/PPPp66ujptuuomamhqmTZvGiy++mAmKtX37drQsV7DjjjuOhx9+mJ/+9Kf85Cc/YcyYMTz55JOZHMQAP/rRj+jo6OAb3/gGzc3NnHDCCbz44ouZHMQA//znP7nqqqs4+eST0TSNc889lz/84Q8Hr+EKxSeUru/7nlDve4Vi8FEu0wrFQeSSSy7JvBRPPvlkXC4Xjz/+OFdffTWXXXYZ999/P2PHjsXlcvHKK6/Q2trKVVddxYQJEwgEAlRUVPDFL36xx6izmzdv5sILL6SsrAyv18vo0aO58cYbD3YTFQrFAXDVVVexbds24vE4ixYtynFbfu2113jooYdyyp933nmsX7+eeDzO6tWrOeOM3JjIQgh+8YtfUFNTQywW4+WXX2bs2LE5ZQoLC3n44Ydpa2ujpaWFBx54gLwDWFerUCjgsssuy3nfCyG45ZZbGD58OJdccsk+3/dTpkzh0ksv5Tvf+Q5nn312j+/7LVu28O9//5u//vWv5Ofnq/e9QnGAKAuxQnEQ+dnPfsasWbO48sorueeeezjqqKNYvnw5b7zxBgsWLGDlypXceuutFBUVMWbMGNra2jBNk5///OeUlZXR0NDAn/70Jz71qU/xy1/+kvz8fMB5Oc6ePZu8vDz+8z//k1GjRrF161befvvtwW2wQqFQKBRHIDfeeCPHHnts5n1/9NFHU11dzUMPPcT8+fNZvnx5j+/7m266iXXr1tHW1sbKlSv51Kc+xS233JKpd+vWrZx44onE43GOPfZYfvSjH7F79271vlcoDgClECsUB5FRo0YxceJEACZOnMixxx7Ljh07AGhpaWHFihUUFxfnHHPvvfdmvluWxWmnnUZpaSnvvPNOxhp08803E4/HWbVqVU5k2Msuu2ygm6RQKBQKhaILo0aNyiyJSr/v03zU+940TebNm4dt2/z85z+nsrKSRYsWZcrceuutxONxvvzlLxMIBDjppJPwer1cdtllnVG0FQpFn1AKsUJxiHDcccd1ezkCPPbYY/z2t79l/fr1tLS0ZLZnrz3+97//zRe/+MV9pklRKBQKhUJxaHD88cfv833/m9/8hjVr1hCJRDLb9+zZk1ljvGDBAs4880wVoEuh6EfUGmKF4hAhHTgnm2eeeYbzzz+fY489lkceeYRFixaxePFiSkpKSCaTmXINDQ1UV1cfTHEVCoVCoVDsBz1NXqff97Nnz+a73/0uv/jFL1i4cGGP7/uqqqqDKa5C8YlnQC3EUkrAyXt4IJimSSQSIRqNYlkWtm2TSCTQNI1oNApAIpEgGo1imiaWZRGNRkkkEpnylmVljjFNM3Nsa2srkUiEZDKZ2d91G5Bznuwy6fYlEgkSiUTO+U3TzGzLPl8mkXlW22zb7tbutMzRaBQ9K6F2T+c3DAPTNDPtzj5X+hzpstnfgW717Kv/P6rMgZQf6Ho+rq7+PE9v6OjoyPyfvh5SSkzT7PZb+cc//sGJJ57IrbfemtmWSCRobGzMyN3a2kpRURFbt2494N+a4qM52PeKYmBI/07S7yjFgdGXd/2+3lMHStffJnz8u20giMViJBIJbNvOeXen39v7K9e+nj09be+67WD0d1d50mOadLuz96flAT5yrNJbOdN9nj4uPe76KPm6jvnSx39cmz+uL7uet+v7HvjY9/3Pf/5z/vWvfwEwfPhwGhsbsSwrM6YsLCxk27ZtFBYW5rS5p/P31Ic99df+tq+v+/dVbl/3cE/3UV/uk97+bj7q2fFxv6/etrE3Y+d9/TZ6qi8t575+awDt7e0ZN/r0te7v52Jfnk0H+1x9edcLOYAjgp07dzJkyJCBql6hUCgUiv1mx44dyrOiH9i8eTOjRo0abDEUCoVCoehGb971A6oQ27bN7t27CQaDCCEOqK7W1laGDBnCjh07CIVC/STh4KHac2gzkO158803+fznP8+zzz7Lpz71KQCmTJnCCSecwJ///Oecsg888ADXXXcdP/nJT5g1axaLFy/mL3/5C9FolDPPPDNTftu2bZx00kmEQiGuu+46RowYwa5du3jnnXe4++671fU5xFHtObhIKWlra6OysjInr69i/2hubqagoIDt27cTDocHW5xPBIf6b+hwZDD6dDDe9wcLdY/2P6pP+5e+vOsH1IdI07R+n30PhUKfqJtEtefQZiDakw6EEQgEMnULIXC5XN3OdfXVV1NfX88DDzzAnXfeyTHHHMPzzz/P2WefnVN+ypQpvPfee9x4443ccsstdHR0MGTIEC644IKcOtX1ObRR7Tl4KMWt/0gPNMLh8CF7vQ9XDuXf0OHKwezTwXzfHyzUPdr/qD7tP3r7rh9QC3F/0traSjgcpqWl5RNxk6j2HNqo9hzaqPYc2nzS2qP4aNT17n9Un/Y/qk/7F9Wf/Y/q08FD+YopFAqFQqFQKBQKheKI5LBRiD0eDzfffDMej2ewRekXVHsObVR7Dm1Uew5tPmntUXw06nr3P6pP+x/Vp/2L6s/+R/Xp4HHYuEwrFAqFQqFQKBQKhULRnxw2FmKFQqFQKBQKhUKhUCj6E6UQKxSHCDt37uTqq6/muOOOw+/3I4Rg69atPZZ99913Oe2008jPzycQCHDUUUcxb968gyuwQqFQKBSKPqHe9QrFoYdSiBWKQ4SNGzfy6KOPkp+fz6c//el9lnvuuec48cQTqaio4H//93956qmnuPzyy4nFYgdRWoVCoVAoFH1FvesVikMPtYZYoThEsG07k8/zoYce4tJLL2XLli0MHz48U6atrY1Ro0bxta99jbvuumtwBFUoFAqFQrFfqHe9QnHocdAsxPfccw/Dhw/H6/Uye/Zs3nvvvY8sP2/ePMaPH4/X62XKlCk8//zzOfullNx0001UVFTg8/mYO3cuH374YU6ZxsZGLrzwQkKhEPn5+Vx++eW0t7cflu3ZunUrl19+OSNGjMDn8zFq1ChuvvlmEonEYdmebOLxONOmTUMIwfLlyw/r9jz33HPMnj0bn89HQUEBZ511Vq9lTr8gP6o9hYWF1NXVcfLJJw94ezZs2MCXvvQliouLCYVCnHDCCbz66qu9bs9H0d/X54knnuCUU06hqKhon/dRLBbjyiuvpKioiLy8PM4991xqa2sPy/Y0Njby3e9+l3HjxuHz+Rg6dChXX301LS0th2V7spFScvrppyOE4Mknn+yH1igGmr7eL0cqt99+O8cccwzBYJDS0lLOOuss1q9fn1OmN8+p7du3c+aZZ+L3+yktLeWHP/whpmkezKYckvzXf/0XQgiuvfbazLZDsT8/6l2fZt68edTV1fH9739/wOTYF7t27eI//uM/KCoqwufzMWXKFN5///3M/sEefx9uWJbFz372s5zx+6233kq2PVL16SGAPAg88sgj0u12ywceeECuWbNGXnHFFTI/P1/W1tb2WP7tt9+Wuq7LO+64Q65du1b+9Kc/lS6XS65atSpT5r/+679kOByWTz75pFyxYoX84he/KEeMGCGj0WimzGmnnSanTp0q3333Xfnmm2/K0aNHy69+9auHZXteeOEFeckll8iXXnpJbtq0ST711FOytLRUfv/73z8s25PN1VdfLU8//XQJyGXLlh227Xn88cdlQUGB/POf/yzXr18v16xZIx999NH9asODDz4oAblly5ac9px99tnS4/HIQCAgx40bJ3Vdl9XV1fKWW26Rpmn2a3vGjBkjzzjjDLlixQq5YcMG+Z3vfEf6/X65Z8+e/WpTmoG4Pn//+9/lz3/+c3n//ffv8z761re+JYcMGSIXLFgg33//fXnsscfK44477oDaMljtWbVqlTznnHPk008/LTdu3CgXLFggx4wZI88999zDsj3Z3HnnnZnnwb/+9a8Dbo9iYOnr/XIkc+qpp8oHH3xQrl69Wi5fvlyeccYZcujQobK9vT1T5uOeU6ZpysmTJ8u5c+fKZcuWyeeff14WFxfLG264YTCadMjw3nvvyeHDh8ujjjpKXnPNNZnth3p/Zr/rs7n00ktlYWGhfO655+SkSZN6fNcPBI2NjXLYsGHykksukYsWLZKbN2+WL730kty4cWOmzGCOvw9HbrvtNllUVCSfffZZuWXLFjlv3jyZl5cnf//732fKqD4dfA6KQjxr1ix55ZVXZv62LEtWVlbK22+/vcfyX/nKV+SZZ56Zs2327Nnym9/8ppRSStu2ZXl5ufz1r3+d2d/c3Cw9Ho/83//9XymllGvXrpWAXLx4cabMCy+8IIUQcteuXYdde3rijjvukCNGjDiQpkgpB7c9zz//vBw/frxcs2ZNvynEg9GeZDIpq6qq5F/+8pcDll/K3JdkdntOPfVU6fV6pRBCnnHGGfKVV16RP/nJT6Su6/Kmm27qt/bU1dVJQL7xxhuZMq2trRKQ8+fPP6C29ff1yWbLli093kfNzc3S5XLJefPmZbatW7dOAnLhwoUH0JrBaU9PPPbYY9LtdstkMtm3BnRhMNuzbNkyWVVVJffs2aMU4sOEvt4vik727t0rAfn6669LKXv3nHr++eelpmmypqYmU+bPf/6zDIVCMh6PH9wGHCK0tbXJMWPGyPnz58tPf/rTGYX4cOjPfSnE6Xd9OByWv/3tb3t81w8EP/7xj+UJJ5ywz/2DPf4+HDnzzDPlZZddlrPtnHPOkRdeeKGUUvXpocKAu0wnEgmWLFnC3LlzM9s0TWPu3LksXLiwx2MWLlyYUx7g1FNPzZTfsmULNTU1OWXC4TCzZ8/OlFm4cCH5+fnMnDkzU2bu3LlomsaiRYsOu/b0REtLC4WFhfvdFhjc9tTW1nLFFVfwj3/8A7/ff0DtGOz2LF26lF27dqFpGtOnT6eiooLTTz+d1atX92t7bNsmFosxY8YMDMPgM5/5DLfddhtXXHEFd9xxB7FYrF/aU1RUxLhx4/j73/9OR0cHpmny3//935SWljJjxox+aw8c+PXpDUuWLCGZTObUM378eIYOHdqneroyWO3piZaWFkKhEIZh7Hcdg9meSCTC1772Ne655x7Ky8v7LrzioLM/94uik/QSh/R7vDfPqYULFzJlyhTKysoyZU499VRaW1tZs2bNQZT+0OHKK6/kzDPP7PYcOpz7M/2uv+mmm7juuut6fNcPBE8//TQzZ87kvPPOo7S0lOnTp3P//fdn9g/m+Ptw5bjjjmPBggVs2LABgBUrVvDWW29x+umnA6pPDxUGXCGur6/Hsqychw1AWVkZNTU1PR5TU1PzkeXT/39cmdLS0pz9hmFQWFi4z/Meyu3pysaNG7n77rv55je/uV/tSDNY7ZFScskll/Ctb30r5wd+oAxWezZv3gzALbfcwk9/+lOeffZZCgoKOOmkk2hsbNzv9jQ1NeW0p6ioCIDJkyfntOeUU04hFouxcePGfmmPEIKXX36ZZcuWEQwG8Xq93Hnnnbz44osUFBTsd3sG4vr0hpqaGtxuN/n5+QdUT1cGqz09yXHrrbfyjW98Y7/rSNczWO353ve+x3HHHceXvvSlvgmtGDT2535RONi2zbXXXsvxxx/P5MmTgd49p/b1e0vvO9J45JFHWLp0Kbfffnu3fYdzf6bf9Z/73Odytme/6weCzZs38+c//5kxY8bw0ksv8e1vf5urr76av/3tb8Dgjr8PV66//nouuOACxo8fj8vlYvr06Vx77bVceOGFgOrTQ4X9NyUoBo1du3Zx2mmncd5553HFFVcMtjj7xd13301bWxs33HDDYIvSL9i2DcCNN97IueeeC8CDDz5IdXU18+bNO+CJizSTJk36yP39NWsspeTKK6+ktLSUN998E5/Px1/+8he+8IUvsHjxYioqKvrlPIoDp7W1lTPPPJOJEydyyy23DLY4+8XTTz/NK6+8wrJlywZbFIXioHDllVeyevVq3nrrrcEW5bBlx44dXHPNNcyfPx+v1zvY4vQrB+td3xXbtpk5cya//OUvAZg+fTqrV6/m3nvv5eKLLx6Qc37Seeyxx/jnP//Jww8/zKRJk1i+fDnXXnstlZWVqk8PIQbcQlxcXIyu692i+tXW1u7TLa68vPwjy6f//7gye/fuzdlvmiaNjY0H5I43WO1Js3v3bj7zmc9w3HHHcd999+13O9IMVnteeeUVFi5ciMfjwTAMRo8eDcDMmTMP6AExWO1JK4gTJ07M7Pd4PIwcOZLt27fvd3sKCgpy2pOOWr1q1aqc9rz44ov4/X4mTpzYb9fn2Wef5ZFHHuH444/n6KOP5k9/+hM+ny8zU7w/DMT16Q3l5eUkEgmam5sPqJ6uDFZ70rS1tXHaaacRDAb517/+hcvl6nMd2QxWe1555RU2bdpEfn4+hmFk3L7PPfdcTjrppL41QnHQ2J/7RQFXXXUVzz77LK+++irV1dWZ7b15Tu3r95bedySxZMkS9u7dy9FHH515brz++uv84Q9/wDAMysrKDtv+TL/rX3rppZzt2e/6gaCioqJb3RMmTMiMYwZz/H248sMf/jBjJZ4yZQoXXXQR3/ve9zJeDapPDw0GXCF2u93MmDGDBQsWZLbZts2CBQuYM2dOj8fMmTMnpzzA/PnzM+VHjBhBeXl5TpnW1lYWLVqUKTNnzhyam5tZsmRJpswrr7yCbdvMnj37sGsPOJbhk046iRkzZvDggw/2KnT/odqeP/zhD6xYsYLly5ezfPnyTJqWRx99lNtuu+2wa8+MGTPweDw5KTSSySRbt25l2LBhvZb/8ccf5/HHH8+kOFiwYAEjRozg4YcfBhxX6YsvvpilS5eSSCR4+eWXuf766/nLX/7CDTfcgN/v75f2RCIRoHt6CE3TMtbw/WEgrk9vmDFjBi6XK6ee9evXs3379j7V05XBag841+yUU07B7Xbz9NNP94uFZLDac/3117Ny5crM8yCdlul3v/sdDz74YN8bojgo7M/9ciQjpeSqq67iX//6F6+88gojRozI2d+b59ScOXNYtWpVzuB4/vz5hEKhAVOSDlVOPvlkVq1alfPcmDlzJhdeeGHm+6Han13f9S+88ELO35MnT+aSSy7hpptu4o477ujxXT8QHH/88d1SgW3YsCEzjhnM8ffhSiQS6TaW0nU9M5ZSfXqIcDAidz3yyCPS4/HIhx56SK5du1Z+4xvfkPn5+ZmofhdddJG8/vrrM+XffvttaRiG/M1vfiPXrVsnb7755h7TxuTn58unnnpKrly5Un7pS1/qMUT59OnT5aJFi+Rbb70lx4wZ029plw52e3bu3ClHjx4tTz75ZLlz5065Z8+ezOdwbE9X+hJN91BtzzXXXCOrqqrkSy+9JD/44AN5+eWXy9LSUtnY2Nhr2YEeP5qmZdpz+eWXS4/HIysrK6XL5ZKhUEh+7nOf69f21NXVyaKiInnOOefI5cuXy/Xr18sf/OAH0uVyyeXLl/f9omQxENenoaFBLlu2TD733HMSkI888ohctmxZzu/jW9/6lhw6dKh85ZVX5Pvvvy/nzJkj58yZc0BtGaz2tLS0yNmzZ8spU6bIjRs35jwPDjQlx2Bdn66gokwfFnzc/aLo5Nvf/rYMh8Pytddey/nNRiKRTJmPe06l0wSdcsopcvny5fLFF1+UJSUlR3zapTTZUaalPHT7c1/v+osvvjhTJh6PyxtvvFFWV1dLl8slx44dK+++++4Bleu9996ThmHI2267TX744Yfyn//8p/T7/fJ//ud/MmUGc/x9OHLxxRfLqqqqTNqlJ554QhYXF8sf/ehHmTKqTwefg6IQSynl3XffLYcOHSrdbrecNWuWfPfddzP7Pv3pT+c8BKR0UoiMHTtWut1uOWnSJPncc8/l7LdtW/7sZz+TZWVl0uPxyJNPPlmuX78+p0xDQ4P86le/KvPy8mQoFJKXXnqpbGtrOyzbkw7N39PncGxPV/pTIR6s9iQSCfn9739flpaWymAwKOfOnStXr1592LZn8eLF8pRTTpGFhYUyGAzKY489Vj7//POHZHv29fu4+eabM2Wi0aj8zne+IwsKCqTf75dnn312v0woDUZ7Xn311X0+D7qm7zgc2tMTSiE+fPio+0XRyb5+sw8++GCmTG+eU1u3bpWnn3669Pl8sri4WH7/+98/4HRrnxS6KsSqP/vOM888IydPniw9Ho8cP368vO+++3L2D/b4+3CjtbVVXnPNNXLo0KHS6/XKkSNHyhtvvDEnrZfq08FHSCll/9qcFQqFQqFQKBQKhUKhOPQZ8DXECoVCoVAoFAqFQqFQHIoohVihUCgUCoVCoVAoFEckSiFWKBQKhUKhUCgUCsURiTGQldu2ze7duwkGgwghBvJUCoVCoVD0CiklbW1tVFZW9kv6uiMd9a5XKBQKxaFGX971A6oQ7969myFDhgzkKRQKhUKh2C927NhBdXX1YItx2KPe9QqFQqE4VOnNu35AFeJgMJgRJBQKDeSpFAqFQqHoFa2trQwZMiTzjlIcGOpdr1AoFIpDjb686wdUIU67ToVCIfWSVCgUCsUhhXLv7R/Uu16hUCgUhyq9ederxVMKhUKhUCgUCoVCoTgiUQqxQqFQKBQKhUKhUCiOSAbUZfpIIGnZvL+1idc31LFxbxs7GqPETAspId/voiTPw7jyIBMrQ8waXkhpyDvYIisUCoVCoVAoFIcH2xeBNwyl4wdbEsUnFKUQ7ycdcZO/vLmFvy/cSkNHArehMbokj5ElAXxuHSS0RJPsbonxxod1JC0JwPSh+ZxzdDXnTK8i4FHdr1AoFAqFQqFQ7JOWHc5HKcSKAUJpZPvBGxvquOGJVexqjjJ3QhlfmVnNCWOK8bt77s6EafPh3jZe31DH86v28LMnV3PHix/w/04YyRUnjtjncQqFQqFQKBQKhUKhGDiUJtYHpJTc9fKH/H7Bh4wuzeP/vn0cM4YVAJC0kqxvXE9LvAUhBOX+cqqCVWhCw21oTKoMM6kyzHdOGs2y7U3c/+ZmfvfyBh5+bxu/PHsKJ08oG+TWKRQKhUKhUCgUCsWRhVKIe0nSsvnhvBU8uXw3FxwzhJ9/aRIeQ2ddwzr+suovvLnrTaJmNOeYMk8J58mj+WzHUAJbajH31GA2NhIyk/xAaHzH5WFN3M1bC8NsnnMM/3HFF/GVFA1SCxUKhUIx2Nxzzz38+te/pqamhqlTp3L33Xcza9asfZafN28eP/vZz9i6dStjxozhV7/6FWeccUZm/xNPPMG9997LkiVLaGxsZNmyZUybNi2njpNOOonXX389Z9s3v/lN7r333n5tm0KhUCgUhyJKIe4FUkqu/79VPLl8N9efPp5vnjiStmQbN7/5S57b/Bz5nnzOGn0WM8tmUuQuQLy3gvjLr+FZtApf23OYwJ6wl+CwUfiqqtA8bqRlY7S3M6O2lkmbV6J/+Cqb//FrfLOPpfCsLxI6/XQ0j2ewm65QKBSKg8Sjjz7Kddddx7333svs2bO56667OPXUU1m/fj2lpaXdyr/zzjt89atf5fbbb+fzn/88Dz/8MGeddRZLly5l8uTJAHR0dHDCCSfwla98hSuuuGKf577iiiv4xS9+kfnb7/f3fwMVCoVCoTgEEVJKOVCVt7a2Eg6HaWlpIRQKDdRpBpzbX1jHf7++mR+eOo4rPzOaVXWr+MHrP2BvdC+XT76cSyZdgh83zY8+RuPf/05yxw70cJjAp09EHD+LJ/zreKj2KWxpc8mkS/jm1G/i0TuVXTuR4KWnXmfhP59h7p4VlLTsRS8qovA/LqTw4ovR1MBEoVAo+o1D9d00e/ZsjjnmGP74xz8CYNs2Q4YM4bvf/S7XX399t/Lnn38+HR0dPPvss5ltxx57LNOmTetm3d26dSsjRozYp4V42rRp3HXXXfsl96Han4ojgGgzbFoA484Al2+wpVEMFKsed/6f8uXBlUNxWNGXd5PKQ/wxPLtyN//9+mYuOW443zlpFG/ufJPLXroMTWj8z+n/w5XTrsR68RU2n3Y6tbfdhlFWStXvf8+Yt9+i6o47qPzSl7nqcz/j+XOe58yRZ3L/qvs59+lzeW/Pe5lzaG43p5/3Oebe8TOumPtj7jv7B7inTKHu939g05mfp/XFlxjAeQuFQqFQDDKJRIIlS5Ywd+7czDZN05g7dy4LFy7s8ZiFCxfmlAc49dRT91n+o/jnP/9JcXExkydP5oYbbiASifS5DoXioNO4CaSEtj2DLYlCoTjIWO0d/aYfKZfpj2BbQwfX/98qZg4r4KdnTmDB9gX88PUfMq5wHH+e+2cC9RG2X3opkXcX4R07jIqffJXAEBckXocFrzsPabcfAiWUBoq5tfJzfLFwGj9f91cu//flfGnUl/jBzB+Q780H4MSxJdxz4Qy++T9LaJp9KXd/4xvU/+d/suvaawmefhoVN9+Mnp8/qH2iUCgUiv6nvr4ey7IoK8sNsFhWVsYHH3zQ4zE1NTU9lq+pqenTub/2ta8xbNgwKisrWblyJT/+8Y9Zv349TzzxRI/l4/E48Xg883dra2ufzqdQ9BvpsbBQ9h2F4kjCam+n/bXX8Y4bi2fMmAOuTynE+8C0bK7+32UYuuAPX53O0r3v86M3fsRRJUfxp6N/iPXHG9jytzdAWpQf00r+yN2IzQthiwauAAgBCEh2gG1m6j0G+D8B95VW88DGp3hj8/P8oPwkvjD2y4jyycydWMbtZ0/hR/+3kj+WjeT6eY/R+NBD7L3r98TWrGXIf9+LZ8SIQesXhUKhUHyy+MY3vpH5PmXKFCoqKjj55JPZtGkTo0aN6lb+9ttv5+c///nBFFGh6BlpO/8rhVihOKKQsRgAZmMT/RFxSSnE++CBt7ewYmcLf77waFrtbVzz6jUM9xbxh+3baL/3dBrX5+GrdlP1jTNwTToBwtUQqoRAKehZ3WrbEGuGSAN01EHbHjxNW/lu42bOaNzAz+O7uHHPfB7f8gw/bmhmUqCSr5RNpmREGf/71mJeKTmXky+/HP/Mmez4zpVsveCrDPnj3fiPOWbQ+kahUCgU/UtxcTG6rlNbW5uzvba2lvLy8h6PKS8v71P53jJ79mwANm7c2KNCfMMNN3Dddddl/m5tbWXIkCEHdE6FYv/ImIgHVQqFQnF4oxTiHtjW0MGd8zdw2qRyjhnt4vynriCUiPDnDetpXVRJ+5Y8Cr/2ZUpvuAnhcn10ZZoG/kLnU5xr0h8FPGRbPLXmH/xh1X1c4PVyup7Ptxo3cFLdC3zGbcFzvyP5zih8Y+Yy/Lc/YOd//pXt/+8Kqv90D3nHHz9wnaBQKBSKg4bb7WbGjBksWLCAs846C3CCai1YsICrrrqqx2PmzJnDggULuPbaazPb5s+fz5w5cw5IluXLlwNQUVHR436Px4NHZUFQHApkLMRKIVYoFPuPUoi7IKXkp0+uxqVr3PT5sfzo6XNoizbyPw2S2OpjiWzdSvnNN1Hw1a/2y/k0TefsKZdwyvjz+Ouqv/LPdf/kxUCcUyZczOmBabz//GI+G/mQmcv+gTv53wydU8n2RDE7v/0dqv94N3knntgvcigUCoVicLnuuuu4+OKLmTlzJrNmzeKuu+6io6ODSy+9FICvf/3rVFVVcfvttwNwzTXX8OlPf5rf/va3nHnmmTzyyCO8//773HfffZk6Gxsb2b59O7t37wZg/fr1gGNdLi8vZ9OmTTz88MOcccYZFBUVsXLlSr73ve9x4oknctRRRx3kHlAo+kg6oI5ymVYoFAeAeoJ04bX1dbz5YT0/mjuCR1/4MotjNdzkGo139TFE1m2n8o47+k0ZzibgCnD10Vfz0rkvccVRV/BOzSKuXfcbXhq/ma/p0/njrCfgK//AGDqeYTNX4QlG2Xnld4gsXtzvsigUCoXi4HP++efzm9/8hptuuolp06axfPlyXnzxxUzgrO3bt7NnT2c03eOOO46HH36Y++67j6lTp/L444/z5JNPZnIQAzz99NNMnz6dM888E4ALLriA6dOnZ9Iyud1uXn75ZU455RTGjx/P97//fc4991yeeeaZg9hyhWI/UWuIFQpFP6DyEGeRtGxOu+sNDJnkxvK7uNLazgV547nknWG0PvccFf91O/kpV7aBJmbGmL9tPvM2zGPZ3mVI2+Ck6pO5eMr5zJQerGdvYdv9KzETboY/+Bc80487KHIpFArF4c7h9m461FH92XuklMQ3bMBdXY0WCAy2OIc/W9+CthoY/ikIln18ecXhicpDrOiCWV9Px7uLMEpKCMye1WMZlYd4P3nkve1sqmvn7sL7uTm+hbGeYi7bdiytzz1H6Q9/eNCUYQCv4eULo77A30//Ow987lFE+xze2uXkQP7iuzfyzzlfJHzb99CExfb/dxnm0qcPmmwKhUKhUCj6jt3aSvzDjURXrRpsUT4ZqDXECoWiH1AKcYpY0uIPr2zkttJX+O/o+7QYLm7zXkrzfX8h//zzKbr8skGT7ZjKidw4+3qa19/AOdU/pMhXxG+W/JZTav7Kk9cehxkX7Lr2e8hVTw6ajAqFQqFQKD4aO5UqROj6IEvyCUGqKNMKheLAUQpxiv95dxtjOpaQbz/Cv/MC/KDiIsRtf8R71FGU3fiTwRaPr8wcwjHDSnnmnQp+96n7eOqspzh/3PnMM9bwu8/rRPa62XLjtbDmX4MtqkKhUCgUhxxx06KxIzGoMsh4HADh9Q6qHJ8Y0hZihUKhOACUQgxEExbzXlvCfwb+xG3FRcwoPIo597+H0HWq7/odmts92CKiaYJfnj2FtliSO176gJHhkfx41o/597n/ZsJ5l/P0cQbxDT4e//P3iX3w/GCLq1AoFArFIcU7mxp488O6QZUhYyEe6LRVsVZY/QQkOgb2PIPOgIXBUSgURxBKIcaxDl+TuI8/FbhJ6G5+tmUqsVWrKL/lFlyVlYMtXoYxZUEuO2EEjyzewcqdzQDke/P53ozvceGdz1EzqoARb3r45rPfZ9V6taZYoVAoFIo0rdHkYIsApgmAMFwDe57mbY71tGXXwJ5nsFEWYoVC0Q8c8QpxJGGy8bX/IZy3kpcCXr5XcC6J+/+H0BlnEDrt1MEWrxvf/ewYSoMebnpqDbbdOTNanT+UE+5/HJ/LxwXPwSVv3cAfFv0XSfsQGAAoFAqFQqFgABN7HJnIbl8UCkU2zduhcctgS9H/9HMgvSNeIX783Q18036I/ywtZ2TecOb8fTl6OEzZz3462KL1SJ7H4CdnTGD5jmYeX7IzZ5+rspLqX/4Xw/fAT14xuf+Df/KNf19BY6xxkKRVKBQKhULRnVwFLpa0eGr5Lva2xgZJnsMUZSEG4NUP9vL8qj0fX1Bx5LHjPdi1ZLClOOQ5ohVi07KJv/EHXspPslOzuaX1M8RXrqLsxz/GKCgYbPH2yRenVjJreCG/evEDWiK5FuDQKaeQf8H5TFyqcfeyZlbvXc4Fz17AuoZ1gyStQqFQKBQKALEPq0Zz6l2+rTFyMMX5BKAswwCtsSRJS00OKI5A+snr5ohWiBcsXskp9pM8kF/AF8pOJvCXJ/DNmEHo82cOtmgfiRCCn39pEk2RBL97eUO3/WXXX49n9Ggq3y7k7xv3IMw4X3/h67y247WDLqtCoVAoFIcSh4Tbck8ySIkrUnvwZTmcSffjoXBNFYoBJmknqe1Qz4iB4IhViKWUaK/eyl8KA1i6zmWLg1hNTZT/9MZ9zuAeSkyoCPH1OcP5+8KtrNvTmrNP83qpuvNO7IQgsKiEh3fvZWx4JNe+ei3PbHpmkCRWKBQKhUIB9KjABds2EqxZBG01WLZkd3N0EAQ7zFAu04ojiJV1K1lSu4SoqZ4N/c0RqxAvW7qYodYbPBX0c3nxFzEfe4r8L38Z74QJgy1ar/ne58ZS4Hdz81Nrus14e8aMoeyGG+jYZsHiNu5PBJlVPoufvPUTHlv/2CBJrFAoFArF4HKoGhMNM+UubcZZu7uVxVsbBz1v8iGPUogVRxAdSSeNmmVbB1bPu4toefa5/hDpE8MRqxBHF/wXvy0qIOgKcuarHaBpFF955WCL1SfCPhfXnz6e97Y2Mq9LgC2A/PO/QvCUU9i7Mox4/Un+WHkqnx3yWW5991ae3qTSMikUCoVCcSgSSTjpmUy1LvRjkF3+7+VRh+qsiELRCw7Uk9Wsr+8nST45HJEK8aZ1yxDW2yz0e7im8MtEn32Bwov+A1dZ6WCL1me+PKOaWSMKuf35dd1mkoUQVNz6C1xl5ex6rxz9Xz/g10f/gOMqj+Nnb/+Ml7e9PEhSKxQKheITT7wNzEGycO5YDKseH5xz9walkPUP+9GPkcWLaX3u+QEQ5jAi0gjx9sGWQnEYIKXMSfM6GETef5/WF14Y0HMckQpx44u3cXdhARW+co59djNaIEDR//t/gy3WfiGE4JdnT6E9bvLL57tHktbDYSp/+xuSbZKatwWu537A7z59J9NKpvHDN37IO7vfGQSpFQqFQvGJZ8NL8OG/B+fczdv2uetAhnY7WncQSapI0IcOfb+aydq9AyDHYcamV2DDi4MtheIw4PUNdTyzcvegypCsqUUOsLfMEacQN2z/gGj8LVZ7XVxdfC4dLy+g8JKL0fPzB1u0/WZ0aR7f+vQoHl+yk3c2dXeD8E+fTsk119K61UPLS6/jX/Mv/njyHxmTP4bvv/Z9NjdvHgSpFQqFQvGJxzw08+rGN23Camnp83Gr6lexcM/CAz6/ctntZ1R/KhQDQks0+fGFPoKEafPMit3Ut8f7SaKB4YhTiLc9/2v+XBCmzFvG9AXbET4fBV/72mCLdcBc+ZnRjCwJ8MN5K2mLdb95i/7f5QSOO46apYXE//cnBDsa+cNn/4DP8HHVK1fRHGs++EIrFAqFQnGQkVISW/cB7W++1efjAJLWgQ0QFQOBUogVikOR5mgCW0o27u1nF/1+zgh0RCnEsdZ6mlteYrXXzXdHXETb08+Sf845GAUFgy3aAeN16dz5lWnUtMa49dm13fYLTaPyjl+hhfLZ9aYXe963KPeV8PvP/J69kb1c9/p16iWvUCgUCsXHIA9A+cpYhrOqaIm3sLJ+qbIaHwR2tu2kPanWzh7WbFwAtWsGWwrFJ4wjSiFe98zv+Wu+nxJ3MbPfqkdaFoWXXDzYYvUb04bkc+VJo3js/Z28vLZ74m6juJjKX/+aeJNO7ZNr4O27mFIyhV8c9wsW1yzmV4t/NQhSKxQKhUJx8NhftfNAFOGPYkXdCupjdcRl9wBkSkXuX1bWrWRj04eDLYbiQIg2wd7uMXOOJAT9ax09vOl8StoxZ4lOsqamzxOMR4xCbCdiNOx8mJVeD1dOuJyWR+cRPOUU3EOGDLZo/cpVnx3D5KoQP/6/ldS0dF+7lXf88RR/59s0bw7QdN+dsPN9zhh5BpdNvoxH1z/KM5ueGQSpFQqFQqH4ZLOmYQ3bWram/lKqbr+irOsKxRFNYts22l5eQGz9BiLvLyGxZUufjj9iFOL1Cx7k8ZAgpOXxqeUJ7JYWii6/bLDF6nfchsbvL5hOLGlx5cNLSZjdo7IVX3UVgROOo3ZJiOifLoV4G9+d/l2OKT+GXyz8BR+q2VOFQqFQfELZX90pbXHYX9fmbS3b2Nm2c9/1KyVZcYD09d602toGSBLFIccneNIoblq8tXgDkYSJ1dQEgB2J9qmOI0MhlpKaVffytt/HJZMupfXv/8R/zDH4pkwZbMkGhFElefz6vKks2dbE7S90dysRmkbVb+/EKCth54txzEeuxtAM7jjxDoLuINe9dh3tCbXGRqFQKBQKheJwoS86j9URo/31N4h/qIwghwuZSbn9mTwbRIVYSklzvHsWnAOsNPO1vj1B0pLUtsY6g20pl+nubH//WV4ItOHFxRd3FJHcvZvCT6B1OJszplRwxadG8ODbW/m/Jd1npPVwmOp778eyPOz47zewF/2DYl8xvz3pt+xs28nN79ysAnwoFAqF4hPH/lpi+8WCm64i6/2aXg8Ys2O8G/mQRB8CXMZNi/lra3vMLnFkocYrAHZfxm2240GYrKkZIGkUhxRyYPP47guBoC6+g/UtK6jt6B7fqP9w7n2hpRXivrX3iFCIt755Jy8F/Jwz5itE/vYw7tGjyDvxxMEWa8D58WnjOWF0MT/+v5W88kH3m9A7bhzVd/2BWJObXT/5OXLncqaXTueao6/h39v+zbwN8wZBaoVCoVAoBo7eTPbGNmyg5dnnDurEcI25l4Q0qYs3AqA3NZBctvQjj6ltiRNJmGyq6zgYIn6i+CRO+tt9aVJKcbA7Ir0+RNo2drRvrqgHzCFynSxb0hI58IknOx7Haj+w3+t+3buDpBADJG0nplHccnIRSykP/Pe3r+OVhbhnGjcv403XFgQ6X09MI7Z2LUWXXorQPvFNx9A17r1oBpMqQ3z7f5ayeGtjtzJ5n/kM5Tf+iPZdLmq++zVkRwNfn/R1Tqw+kV+99ys+aPxgECRXKBQKhWLwSO7YAYCMdCoLsmUnxA90OVE67VKWhXgf+TT9a1dg7x1Ii8oRziGiaPUn++PFIE2z12WjK1bQtuAVpN1/ypW0bZJ79vRbfQPFyp3NvLZhL7GkdUD1tM1/mfbXXusfofrEoXO/P71iN+9t6a6T7C/v96DfKIW4C+tf/C/+lZfH3KpTsP75BEZJCaEvfGGwxTpo5HkMHrx0FtUFPi57cDFLtjV1K1PwH5dSfNHZNK+T7P3WFxCWxW3H30aBt4AfvP4DOpJq5lmhUCgOBvfccw/Dhw/H6/Uye/Zs3nvvvY8sP2/ePMaPH4/X62XKlCk8//zzOfufeOIJTjnlFIqKihBCsHz58m51xGIxrrzySoqKisjLy+Pcc8+ltnbwFLGWZ58jumLFgNUve2FG0wJ5AFjtWQrwjkWwt5/yn/YwWJO9UJI/ig1NG4gke2/t+0Qgu08w9PnYTwDueBNIu29N2o/mm3vrnC/9qBDHP9xIZMlSknv39lzgELlOTREnLZrVJzP8IUQPFuLB9JKoae2eCWd/sLtej9SzU6VdyiLWuIvFiUUkhOA7RWfS8eabFFx0EZrbPdiiHVQKA27+5//NpiTo4aK/LuKdjd0Xthf/5DYKP38sjYub2HvlOYQ9YX796V+zs20nv1j4i0+ka5FCoVAcSjz66KNcd9113HzzzSxdupSpU6dy6qmnsncfA8V33nmHr371q1x++eUsW7aMs846i7POOovVq1dnynR0dHDCCSfwq1/tO8/89773PZ555hnmzZvH66+/zu7duznnnHP6vX19IbFj39GY+8R+vrs0v885PNs9dIBegz3lFM1+5/bm/Rs1I2xs2sjSvUvBtiB5kN1aB4N4G9i9t252ox+VukEl1kpJ3TuEWz4YeN0xfav2p4U46kziyMSRvg7+40l7APRbUK1BHNt7tnxI+1tv738F3WRP3Zwipdr2sWmfaIV49TO381jIz8yCY/A+9hKa30/BBecPtliDQkXYx6PfnMPQQj+XPLSY+WtzZ/+FEJT++gEKPzOaxtc3UnvNhUwrnspV06/i+S3P88SHTwyS5AqFQnFkcOedd3LFFVdw6aWXMnHiRO699178fj8PPPBAj+V///vfc9ppp/HDH/6QCRMmcOutt3L00Ufzxz/+MVPmoosu4qabbmLu3Lk91tHS0sJf//pX7rzzTj772c8yY8YMHnzwQd555x3efffdAWlnb+mmCNo27FoCyb5bFsymJvIWvQFmLwfd+2Gh7RUfMUjrj6GpLW3Y+iY0b++H2g5tOtY9jXkg6yJt25k8ONxJTQq4E819CqrV2B5na0MflwCkrW99O6ovVSsGip5+K4OoELt378Bqbj7wira8TlH9+51/Z+4jZSEGINnRxPKG52jRdb435mJannuO/PPOQw+FBlu0QaMk6OGRbxzLpMoQ3/zH+zzw1pZuLlqlf/wXhceV0vTvZey64mtcMuZCjq88ntvfu50NTRsGUXqFQqH45JJIJFiyZEmO4qppGnPnzmXhwoU9HrNw4cJuiu6pp566z/I9sWTJEpLJZE4948ePZ+jQofusJx6P09ramvMZCOLr1jnBV6yU0tK2Gxq3wJ4VJO0kMbMXinHqHZfYuBFhmuhtrX0aBOZYavtRDfgoq2+3fV3/rl0L0WZgH0pERz+nNxlAomY0E2inr7zesoEl7dtSf+3H2tk9K2DNvw4Zl9z9RtMBENLsUy9sa4rQ0J7o06kyrvwDaF3f2baT13e8nrXl0Lg+h9Jtsn8W4kNLIe5PvLFOI59QQbVyWfnMXTwa9jLBP5bS594D26bw6xcNtliDTr7fzf9ecSynTS7nF8+u5ean12BanT8SoRuU3fsCZScFaXt7OTv/4wJunfwjQu4QP3j9B0fe+iSFQqE4CNTX12NZFmVlZTnby8rKqNlHWpSampo+ld9XHW63m/z8/F7Xc/vttxMOhzOfIUOG9Pp8fSG5ezfRpUtpfeHFbvve2PkGr2x/pRe1pAZF+zlI6m9ED+fvyWX6I9m7Fjb1pu2HPq9uf5UF2xbs9/ENyQMIctaUUqYHMfpu/+DcP0LafUu7tD+/hR4U4oSVYEvLlr7XtQ9W1q38xMWu2dkUOeBgXAdOzy7TcdNi0eYGEubh9TvoPql4YM/6T6RCbCVirNv5T2oMg2umfpvmRx8jdPrpuKqqBlu0QwKvS+ePXz2ab580ir8v3Mblf3s/N4eh20/hb56l6hSD2Lr1tF50BXeM/B7bWrdx26LbBk9whUKhUAw6N9xwAy0tLZnPjlRE5v5GJhIk9zhKuZQSO95pzYqbH2FV7CmPb2qQJOhdUK1OIXpftE9k1/txLn7ZA7tMEKnDZ/Ca2Lo1NzhZf9AfExvCsawe0DrkvmBb++Xu31uEbR6ENcSO2pD9G1q+dznrGtbRmhgYT5G+YtbX0/7W2/0aCftASFo2S7Y18e7mhl4f83HKc7+lXZKSLfUd1LTG2NYwMJMQGf10gB6m3ZcSK4U4w8rn72Ve2GCoq4Jxb23Hbm+n6PLLBlusQwpNE/z4tPHcce5RvL2xnrPueZvNdVkvrLxSQrc8zdAzJFb9LoLfvIWfJk7h6U1P8+TGJwdNboVCofgkUlxcjK7r3aI719bWUl5e3uMx5eXlfSq/rzoSiQTNXdZyfVQ9Ho+HUCiU8xkIsgfdsbVraXvtLaT5MVaW1t2w9qmsSnqwGuyn1nAoOxceqoEvpW0TXb2GSD+tR49bceqj9R/vVt4bMtbOg2S52/omfPDsAFTstF1Ie+Dvg/TkTZZyZaYmFPp87u3vwt5epPbsY73RFSuwmpuRib65gw8UafFjyd4p6E0dCV5aU8OOxn7wyOxpMi179z6+fxLo08Qnn0CF2ErE2LLhz2x2u7hyxndp+vs/CBw3B++ECYMt2iHJV44ZwsNXHEtLNMmX/vg2r3yQNbgqHIn/h08x4gtx3IEIk3/zLN9fXMZ/LbyNTc2bBk9ohUKh+IThdruZMWMGCxZ0uo/ats2CBQuYM2dOj8fMmTMnpzzA/Pnz91m+J2bMmIHL5cqpZ/369Wzfvr1P9Qw0Zq0TaVtaFtZHWUfbu0bkTg+K0gqx3UdLxQANE7Pjd9A9UFFO2qWPGdQeysj4/q0P3hdv73qb9/a810/9kI5Gu58KcXsddDRAopeWtYFa2y3TCrFFr3SALvLGTIuNe9ucPyzTid69L3qwvu235a9lJ9Suztlk1tcTeG0pdY0drNrZnDlDX5DJlIeIdniqOG0xZ4KhsaMfFPqP+51I2fclG/2AcSBLHdLILv9323+EK8Qrnvo9T4QlJXoBx64zMWtqKLxUWYc/ilkjCnn6qhMYXhzg8r+9zz2vbuyc6Ssdj+vb/2LYKe0UTDaY/fIufvxwgpufu5aoeQSkdVAoFIqDxHXXXcf999/P3/72N9atW8e3v/1tOjo6uPTSSwH4+te/zg033JApf8011/Diiy/y29/+lg8++IBbbrmF999/n6uuuipTprGxkeXLl7N27VrAUXaXL1+eWR8cDoe5/PLLue6663j11VdZsmQJl156KXPmzOHYY489iK136I2V6aW9i/tSofN/xrLVd5kyVQ24DaUXLtOHGWkrnXC59ut4O5HAzrL0pQOp9c+1SA2B99dCvOV12PwqrH+hH2Q5cAS9sBDH2zrlTZXdUNPGmt2tTn7dbW/Dhpf2fY4BCKqVLXNii7MWuXZnPZt31GHvx4TKx3qR7Act0STt8f1zrTfr6tAivVcAP+re7rsHwMcrxD18HVjqP6Ss9nV0c98W8P3t61yOYIU4HmmlbtN/s8Lr4Vszr6T5wb/hGTeOwAnHD7ZohzyV+T7mfWsOZ0+v4tcvrec7/1xKR/qGrJyG9vXHKZ9eT+UpeYzbLfn27zbywN++N7hCKxQKxSeI888/n9/85jfcdNNNTJs2jeXLl/Piiy9mAmdt376dPXv2ZMofd9xxPPzww9x3331MnTqVxx9/nCeffJLJkydnyjz99NNMnz6dM888E4ALLriA6dOnc++992bK/O53v+Pzn/885557LieeeCLl5eU88cQgpdrr91FZynqWthZJ2bdT9Lc8Mtes0ZZooynWlLWlE82KobV3DWzWxQX8ECet0Ai3u1flk5bNKx/U0hJxrHxt/55P27/n91ByHwF1dr7f65RTUnR6DRzedPbFx1qIe8hPnROIq6Puo49Pp106CNpTYMlC2ua//LHltrduZ13Duu47eiHj6zteZ0Xdio8tt6V+/9fXRhe/R2DZe70u33WVR89letn/2ff2PvIQD/Qa325EnLXUmt2zBXxHY4QF62qpb/+4yRCZ9W/2Zpn7fy/5RCnEyx+/g38UGBQbBZyyp4T4+vUUXX5ZruuRYp94XTq/PW8qN31+Iv9eW8s5f3qnc5H90Nnw1f8lXLqdkV8J4g7nc9KvX+ftm77T6Z6iUCgUigPiqquuYtu2bcTjcRYtWsTs2bMz+1577TUeeuihnPLnnXce69evJx6Ps3r1as4444yc/ZdccomTuqjL55ZbbsmU8Xq93HPPPTQ2NtLR0cETTzzRp3XIad7Z9U7nHwM6YP6ouvexT/RgIjZjvXIp7M1Z95dd7buyT5azL9zyAXrrjsPHZVpK2LE4kxIKQCac8YFwux3rZO2aj6yiqSNBW8zkg5qPDtC0T4WgaSvs6K3ycYAW4v1l4/5H1e6R7L6I9yGw1f7cSj1ZiJMmRm3jfo+1P/a4j7nnV9ev7jnKdS9+Kx3JDna17frYcvGsIFcHy0+kmytz3XqwEqkyvVWIe+MyPXAk93ZdwvLxNP9/9t47zrarrvt/r733qdPLndvTIQkhCT0mIIhPFB9RDCWC/nxQ7AiooKIo+iiPio8oIoIFfVBQBKUKBAJITSP9Jje3l5k7vZ9+zq5r/f7Y/ZSZuQEMwfN5ve6dOfusvfZaa6+95/v51kAZVje/QSvxf1dCvLxwjsri+3kon+N1z/wVyu/5BzL79zPcJhz0sTWEEPz0cy7mn3/6WazWTF70rjv42slAY3jJ98ArPkBenuQpL81z+IYpxv/9yxx9xUuw5+cf03H30UcfffTx2KJufzPiwr5FFtkwy3SgEMA1YekhWO1iWfomofXQQ1Q+fUv38aTmqUB2qyHbbS2+jQmx3YDyOZi7OzqknMBl2jBg+mv+em+RIXzHs/tmJNUKqMBqpcla7Zsb67wlWqVvWdfZs92s6TvDzqyOnYTYOHaW3LEZ5KPMJN77ut+6ve5J1T2Tc20Z1k52HLYeRUkie3aW5r3nEd7RhpSewG7C8mFUazM6pKRENrazXG+TNitpIU587dUbuOvfWMy7PTdH85578Ra3Vzh8I+hlIT5fL4bvGEI8/cFf5T3jRfbmd3NjeR+tBx9k4ud+1n8J93HeuOGyST752uewb7TAT/7jPbzzi6eQUsFlN8LL/4XM+mH+57MzvP/Hp2idOcOZH/kRqp/99oij6aOPPvro4zHGoyW25yOU76zD9DnhRzdw19vORTQVY3d+c7LndqgoriySXX4AVGwRUd/AdbeCJz1WGivbN2zDUqXFfxxa2Fmt0m4WbU37promS74JVt2ghNCD59a488y3KOHVo4BsPfr8LOeXWFf1/tRrz4Uu08kLBV4Aa7XztwZ+QzgP74523D29weeOdKmzPnM7LD/ccThJnpPPY83sHVtcO/QQtfnF834Vdn3ew2cn8Z358MPUvvwVlLuFJXWbi/dyPql/5Ss0vn539EVmefG8y1jJpr+PZatHqbFv9LXWY27h+tnnWff5O4IQ3/uFf2NB3M2JXIY3XPfrlP/+H9F3TTLy4hc/1kN7XOPgeJGPvfoGXvLUA7z9Cyf5qX+6189698QXwI++j5GFB3n1gSz/5xdGmJ6ULLz+DSz97u8im9+EVPF99NFHH308jvGNEWLT9eI8FufT9zaCPKhvfn1Sz0m5CZ83mmso/DqyHegIlf3GrGnnque4f+X+8ybFZ1Z9S9R5J7uJ1jqpxOit0NixquOboiMIvQa+efvBk8pPTvUo4aysUvvil3BWzoNcpljN+V+z63h7Pkfh951rdqZ8+ltUi/ibn2zufDwClFK0erhMf+n4Kl881v1ZOrZY5cji+a9HD5rX9knhrAXKvMT77HNHlrn91Hr387qul6LbU+dIm0OrD/KZs59hff4e8meOY50+vcMZ9MAOb1fV/MbDMFeqJvfPbGzxN6QTj3tCvHjuNLvv+nX+YmyCZ049nedu7qZx221M/NRPoeVyj/XwHvcoZHX+7OZr+L8vvZqvn93ghe+8jQdmS3DFC+Fl7+WCufv5vXyR3/txuOP791P+yEeZftnNmMd3UFuujz766KOP70w82nqrgdB2ZKGSiiNNKVqbm1FyIKkkdy3eFSWm6tVfLMifnxC9I+vszG2YX3g/jZ3U2o1yanUKqskrJeMqZXV7ofp8qcGGubF9o63K7+wQyguE9eWHIlfp+u13UL/jjp134nUm31EdhOz8yZESOgDim2FtDnDL4SU+c3hp+4Y9IKsVALxKuev3DcvlPw4tREnHfCSSanVbh8YGLB/uOCyUn7gNQGvWkTvIziy6+dcmcPv87dv2sUXnbQe2I+qP3kJ8Pthp/eB22N75n+d4kvWArKeWo4uFuNv8TMdjo2H1aLONy/QXP4cZVCOoJ0pzlaxF//sdGrukZaVqQPeMd+6i/aqaDut1i3xrFc2q7Oh6HVB+VnAUtOydP9uPa0JcK29Qe/8reM9Yjrqu8VvX/Tarb/9zjKkpxn78xx/r4X3HQAjBy595AR//pRvIGho/+rd38d7bp1FXvghe9l6ePneIP3IHeOfTV/n4Lz8Vr1Fn5kdfzua/fOC/JBNhH3300Ucf3z4wjx6letsDWzdqrMPhj4CZFnq2/YsRNnB8ga3hNCiZJR5Zf6StQfqEWJBna0HZbviEO9FmuWIyt7mFMNjcxFpYx13vTjK3/zuognF1CtAK2oh2uq/zzRCb0f3yR9uWTWxs+OV3Ns7sqN+eCOeUqMHrVSt4pXLX5rZn8VDpy5StoH19BRYf7LJPHgUB7rgPO7MQK6Xwyt3H262t3Inc4/Wwgok21/42rAZkaTa5H7ezEJ/9MqydYLW52rH3Ryp+DP3Ag/dgPZx0Fd7G0yLlZZFue3TxHr/G8Lca34DL9E4hLQvrTNoyev4u0Dtve+/0JstVX0mRSqrVlp1+57L1+a2RdXa6o4nUfcXRlq7ZCdS+8J9Uu2aG335o680KnnKZ2LiXwrkvbXO+Sv9sg/jvUnapsbnE6rt/gJnsEv8xXOBnrv4Z9j60QOu++5l87WvQCoXHeojfcbhq3wifet1z+B9XTvGWTx/lNf/6AJVLXggv/xdesHiC33MKfLD4MB/4zacx8Jxns/KHf8j8a16LW/rWJZDoo48++ujj2wvzD32VqmnSaG7hlliZ83822mI3z1fINavQzdW4vX1Ydmk7KnXis3AmIYgpP97wgdlSx5ln1urcO7PJtuiw0qiulh5P+SSp4baQ36JSQKEg3ZHBth12YB0+H1fwbtmCz9M9veb41101g0Q8IRG20gmbOi3E2+PLc19uO7I1IT62VGW+1MQ+c4b67Xc8allmrjbHkfUTuMm1SOzZptPkM2c/QyVlETs/YT68n93O8pRk3ipx3/J9zNUXe17DLSX2cpfnUClFLcj8uxUhmzl1C8zuwFtiG0RXeAySboVoPfQQ9okTaPVvxBV85+OsJjIrb28h9n9Iy+pdr3m7DPU9skynLh28Ox91RZm2y261d+5ZvoPpemcM96O6oFIsV3cej//4IsSNdTj5eUr/8Sbcv3oWTeZ48949PHniyfzi1T/P2tv/guzFFzP6kpc81iP9jsVwPsPf/sTTefMLr+TzR1b4gXd8ja+KZ8CPfYiXLZ/j9XaWj639J//4E7uZevNv07j9dqZvejGNu3deg62PPvroo4/HJ6SSzDvr3Ls5z7HpbRJWfTNw9ssdpXwWrTKf2TyMlyQ6IiY/O7KudGnTHo/2yEKFxXJS4OrRr5d221OotjGEApw/3jO1Wc7WjnYfyzaJZLZDSLT/q8pRRi7T5106Khhfj3F2uAYrtW2/ptue3CdQDvQgxCdXatx/roRX9Um62mGyq9nGUeZqc9Hnw2uH+ejhezm8kCC8CQvxWst/ThbqC4+yvnTvWrKz1Vk+VzpCyfUtyqa3RYZvqWh6NotWmW57eWajycOLVaot+7wUHW6plLKwWztwzQ5G5P9Iegecxz76pjgoukH290cbp608X/n3KAbTfSuE4RVxf/Wvfo3Vz9zK6dUuIQ5qm7VWyn8XtI2v2/shaSE+vlyl3OxeR7jHkHeMhtvbVVopxUpjhbnqHJ8/ssR8qdlbxalgqdwjoVcXPG4I8cmVGv/5uf+Af72ZwQf+jo9kLuXVF13KWHGCv/zev6T+oY9gnTrFrje8vp9Z+lsMIQQ/+92X8InXPJvhfIaffO89/MaDk5Rf+kF+enWJn7d0PnzqI7zr0rNc8G8fRBsYYPanforVv/zLHbtc9NFHH3308fiEzGVwldy6DFMvAXErwbFV7i76tBGdky0/yY2tPGJpLHZFPT/ZNG58YiUtcK60ZjhTexAVEt4dktWOZkpFYm6Iqp20RvqJmm47tUalhxC60zlJAkKcsAGdrZzF7hKn++iRJA+y49CWZ+54IjEhU0pR+cJXsU6dOr9+VJfa1N2wE46auF7JXuHwWmfMbip5VS+vhm1idHtdu1eI/HLDz6TckjadprqOjrizeoZDje4ELswwXrddkJKzlbO9Y/cTaNxxJ/Xb/Zjxkys1bn1kuXvJo16Yua3HF/9FIXnfALMuNhcRtSWy9vbrtPUYZDCU7mM52iuBl5t8rrtb/YNftphm8HZKWIhPLNf42qktMrOvn4RaEEvf9vyotlfy+eL+lfs5vO4/XytVs/c2OM/64o8bQvy1k2u84X64aeDVvPzyH+fdB6sMF0b4u+/7O8aqkrW/+AsGnvdchm688bEe6n8bPHn/CJ983bN57fMv4xOHFvjuf7P51LV/zWs21nl1Cz5y8iP8aenfufDD/8boy17Kxt/8Lef+1ytxFr61Ncn66KOPPvp4bOALWL6Ecsp5FMmFekll0oXm+g5cqtso8HZJtXpZ5HpcJ5kBddmcpu6WaR49t/WYktY0Ff1H28GUpTIkrCs1k42GRaXlsNmwObr0jWXxbReoK1aF4xvHeWjtoR2dL6tV3I0eCbm6rZmU1E0HV0oc5W0bXxuqBraTlUNiD0BgcbSmz0aHPn/u89w234NIiTYivFPC81+SE2VrQtxzXXqc1q4A2S722la9jRbFrA5CYDkSJRXHN45z1+JdW/bXjuWKr7yytkhU5dgWWau0o2zLW2P7tjuJRe98Wr+5Y+iFrjHESW+GnezH7XIFJJUpW1haAZTj741QsbPlM9oqRYnclJIMVU8h2pVu5+FKnRzvlmNNtBHSO6/Vf9wQ4puffpBX/kidM1O3MO3dwU2X3cS//uC/ctHgBSz99u+glGLP7/7ef5kbUB8+cobOr7/gcj73q8/lGReO8brbM7zGeAs/W27xSzWTj576KH9w6P+y+y1/wP63/znWqVOcffFLqH3xi4/10Pvoo48++vgmQyUYqWgTcDypcNozr7b/ze4lFJ2HBbObsCRSJGgHQnA4Dteh0IiVuOt1G9uVnCrF1ki3soUlHDrcS5VS6SFEcb3dx7VaMRNNvzFSFp6vBTV4Qxdqd6s47ATMO26jcdfO40OVlJxYqTG30eQLpaPcWT1zXsTS9SRul7JAqTrNwc+k/OdJj5q9dZZsr9HEdiWCrd1/dyRXfgOZljrius0qnP4ylLZRtMQ90MvWHd5fLXSL3Um8PXSN0dY0AULgeDt7hrqPNMAWS1pemqbYjGOdlVI4a+Utx9v9Yt2/P9/4fKWgePSh1OdesFwP2bZfH00COOgRQ9ylr43WOjWnhwXa7ZVxOj7mbw2Jl1KG9L5BISHWejwXG+YGh+pzkXJFNEvkzRXy9bnUDDJeI3Xeea2TYvui2972CrgkHjeEeKSY4eVXvoQP/OAHuOMVd/B71/8eo/lR1v/u72jceSd73vxmsgf2P9bD/G+LS3YN8o+vehbv/alncIyLeX75zbyonOc15RqfOP0JfveO36X4A9/PxZ/4ONmLL2L+ta9j8/3//FgPu48++uijj28itiJsX374DF+4/1jYslcH6c9mBSqzMSFuN/B2EdzaxVHMKpz6AoZTC0jBVjNo62vlEcZLhzCcekpgSxLibftICG5CbSX2JSzE56nc36kwGVoMz1dIX23Ns27Nc3TzMOutHrHhm2c7jwXKADOw4la9FluTqbQ/5em1OrObjY5WXi1hKQ8VDlqbSCtdP5N5ebbrlRonpnl4obyjOsQyiD1fb63vyE14e/RYA4Fv1VOBR8QWWG2u+oqMlMu0in560kuT7eoiIll+qd2VP2V87JLxvC1+d+ArD5A9c37ZpLu+HzoshV7qC2tuleaJWZyNatuYz59olswSt07fSj0kkDvsQiTC/bY65dZHlrlnJ4n2dnLN1CeV+plcx7naHJt2D2+cVDhJd0IMQfhH5XhXxVioqAvfGTJSqnW/ZMn0598K4+R7vMty5qq/6RYegOoOvYkiCzHkTj7CcussTel0bdOukN0OjxtCDHBw6CDX7LqGYqYIQPmjH2X9nX/FyE03MfrSfiKtbwd87xW7+dzrn8tP/9Dz+An1Fq5d38uvbpb45JlP8savvhGxdzcXvv/9DH3f97Hyx3/MytvehjrPLJR99NFHH318e6Ir0fJcKJ1jdP5LTK22159tE/vaT1877gtLO8523GY5VCogFoqsXd5WAK66pp+MK3QTtAOXw6Q7cy+u2jMuulvN3HYWsFMBrlebLlZUx8WeW0xloE0SJkgrFKSSPS3F5+onWGj6SoCehHD9ZOcYuiXV+gZhrGzSuv3r6CU/UZSSqnv/IRnYSJfNCdtK2Wl1Wyy3+I9DC7hJTwYheHjtIQ6tHeLe6du5/yv/zkx5uu1iXa5fnoXqYufxLeAnOJLBEDs32kJ9Flua2J7Ffcv3Ba7uqqPtsc1jfG7mc3ESNYDW1kQt+ex2I66JcNPoQ2ZudWcTi67hY0f6nqCxVwtKTGmC1Drv1EKsVKQ0Cfdu3S2lxuM3U/F+7dLXQH0mdc12S3CIxsJRWNo6BEEh2TQT98PbxkOjW5bpLV5mG/XgmU8+z23rJZXHamMVgaBm+8qX8PlPW6fTP0NCvN09DJV67cqV1N8IJX1F2rk7duT94szPR1OxZBNLmsxbvff1+bx2HleEOITyPNb/9m9ZevPvMvC857LnLX/wWA+pjwRyhs7PPOdibvnNH+bI//hHxqrP4k3rm3xh9gv8xCd/DlNI9v/F2xn7X/+Lzf/3XhZ/442pIt599NFHH308PiETZDL6uXQI5u9NN+wpqPT4Isg0ux6U5YkIa9f2nVaU5He9Svast9a5vXqKGTOOkY3aip2ISz3G3u4yHbRr2R6bDatL3ypFVFuOS63RYP/8LWSbKzsYhw9nvULrxGns6Zi8tbuLKhS5I2cx7jnMfcv38fmZz2/b77YyZtL1tj2xjVRI6VHexsrabiFfbq1Fib9E0wQUWliiRsYCulSK+85tsl7vnU1ZDvlGFX3Q/5lURISJ05pdkj4dX11m+cEzZBbXOHmsTbHTba/N3QPn7kwdisa1paQeEPy2NWi5LU5XjnOucSTaQ+3KiZCszNfmg8/n4w6RIHuujbMak11nZQVlbeN+ex7Ymf9DoLgwg/vewcDiMeibW8TWT38Njnxs26tZx4+zfPv9zLfSa6oU5M1VRstHKDbnoveK12MNRirHYD3hQdKl2UJtka8v3OUnHlw5Ckc/4SfAcl20apcsyyr9UlXhHkki8azdfnq97bxOzNcXOLz0IHWn1jHItOdN+rsohrgHIz6vsA7pxkq6HZjrW4cfQas104qVLcJuzmeXPq4Icf2221l797uZfunLWHvHXzL8wz/EgXe+Ey2bfayH1kcXFLMGP/s9V/CC3/w3Lt77an5/bZNjlfv53vfdzP/7+gmKb/h1pt74Rqq33ML869/QJ8V99NFHH49zqG7WT7vT5TXCTmOIA8H+wVrs/iqVSmfu7dqFSh0TW3gkhRYbDxmdFwqZ6hvIT9LuBRVarr96cpWH5yt0pwfpY0srvptysdLdVbu7RS+Ye6LMjeziL26slRG1BtXDh3rOITX280CHxU0plporzFRn2GhtdJSyCuOrdascHXOV5IGNR3hw9UEAhGoTniOXaRHFqC9Xd1BuRQ9F4M41Sa1+cO9XqyblQHmh1duTFW2xMlY1yjI8s9GI29tNsOOyMUL4Mbq90vCG1julJNhlqK34SoItCEhIiMM9t5NkRACtR47SvOdevHoDpRTNe+/De+C+oC+FvfQoEuZFAzm/xtK0guG1kcDgd2Nlk/zDp7Fn21zjw7aNtbbDqqMJgD07x8nWKg/XZ9loJZRigAjiYTXp4kqXE5sncM8zi3ESpteicM8x6nffjbcUeDB4FrkTjzBw+H5or8iSsBAbSxs49/sW6KbtRnMoHn6w80JbWJRtz0LYLp50UWyzNxJnh69cXTowfz+V1iZOu9tyAluFfyiZdEVXO9sfntem1EyfpJSi4VY51ziKu11SsQQeV4R45a1vZf3df43Qdfa/4x3s/9M/RcvlHuth9bENBvIZrv/xN3PTi97HWzfrmJkZ/u7wa7n+/36ad4w/E+3Xfov6F7/I/K++vk+K++ijjz4ex0gKm6LNqtHWMmz1qK/1wGyJo4uVoLfYPTL8fcEu47W7ACuViulNIrSKaIkxRa7FCRK2nQHk82fv4GPHv8BazfRjZ9tPCD5bbmh9bu+hzVqjVE9rVPsZ7XGevRou1hc7rMGZ+YT7a8/rnR8lTpZ1ARBS4QSW3sVKnWPL1Q5rbt5aZXDjEagtB1f016npNON+pYozK8tACRMI3p1W0XalS/AztHTt0KIllELquv+71UVWqS2jdUv+tnqMwXpbgiyl4MRn/H+pi3TWhA3hBQRMEzoD87chlk9RvO0h1kqLUQKj9q2dVoB034dRXGaSKDYD4u468ffNeP29hBXzfCyCjyrBVDsTa/sivBey1aYESYyrkiBGPXMxJdrfvXQ3ZbOcPh78PF05xZnyGZbqS22n91LmdT+stUzk+jpeIimf1vB/F7K90raKfuROnKO6MIPnSY4tVVmt+c+PXu9mJe/xrrNr0Cqh2Q5K+O+3thbxb/HLBYhdxYerJ/E2z3DHqf/gvqUHOL1aT7//06dF8BotCKz+yut8P2qOiza7zIZd5cxmZxgGQK0ZlBFTXfJIKKjavnJTnD3WeXIPPK4K9h5497vI7N6NViw+1kPp41FAf+KNvPCVn2fw32/mDcVV9lz4Dv79wdfxz9Ykv3TjK/nh/3w/82/6bQ687U8R7ckx+uijjz76+LZHu4W4ajoU87LTMttTePSPF5sLaK4Jo3HP6Z/+r3YXi2/Y4lRrBad8hicVphJC7fYupKE1zf8hQeip64ZCfabRwrA663x+/dw0AKObiqJbYXzzHPfaZ6L5KaFg9ThDAzWWMhoIrUNsbbeqxDG//s+W43H6C//M+N6LgEvoKXW3IUkWd5pZ2p/Z+RCZxFp5bVY0Fe+Ppu1/l6xJqwDds3xzTUCAu6tTOi3EIsjy46Fw3O3Hq85jT4Toqb6RHszczsS6B9s4LSqlULbdYZEShGRYptYphBtaKYWOUh7GRgPhFTl07HYW7DWenLkIZbt4lZisxhbinaxH8neJIG2VjZ6LNkNt1w62u9Z2A+j52T/mtSw0zwtKq3W/hnnsGIWnP51Np849tWmeXPUtyMqqA8OpcVTtakcohemZZKI2Imosg6Rf7d4pvaa/7e7qGdqR/JiOd19trgT95qOEddv2nfx99Rg0VxD27lS/3fsITw/WPoohFr6LvoAjy8vs0g8wnDe65CdI992452H0eT/jNNIhoqJBs+HFNcRGmaPz65zRhnnG7lGelji/1LQ5a1k8LaGsbJ9zuN9zazsPMXlcsY7cxRf3yfDjHZNP4Hmv+jLvFvuoscETnvB2fvn7xvn0Bd/FP1z1Quq33MJnf/nNrO7E3amPPvroo49vK7RbSU6u1LhneoNDc13i4qCny3TOXCXjJi0egTCWEkI7SUP7Z9tNWx9Dy8vhhTIbDQuZILSRBThFtlTbtzH2HD3LZDLLbhfBNl+dxp2/n7XmWqKZgtoSw9Xu1g/ozDAbzju8wnLFxLJaNJZPR22gjUgrhVKKM+XTmEGCqW4u0x3n+Qd6ji0Jr97AOn265/cdSTOlipJddbvEVpQq6QWQIt3RPQosxEg8JSk3e3ichQQvJNLJNek2gLY17d6n30fGrXW0aT/FnF6i9uWvpVzZU43bLJIhIgsxOgqFCIetQUv5c/Vml6nfdjui4VtEvYC8hUvmSRkrIKLuO5VNKnlvZMKTQcVPSYjwWtsSWnpOrQe696c8j/r9J2gdPpL+vm0/uRubmI8coeH574CaU4P6CqweId9aCa7g93n7/O2s1Je3GZxKfe0pBa5Ddm7GV3LsZEpb9AuAprFqznJ48yvpN04Xb5tmYPUOp909Xrz3qBQgVk7Gj5OCuVKT+8+VtjxPJglx6NaeXJPutu3E5+Sz68aE2zf3psrPWY5LteVE86tYZb9UWvqR7zKzLb7ugccVIe7jOwSFMb7rJz7DeyaezaZd5fPzr+FfXrWbH/rD3+C+p38fF//nx3nrz/4+r/3XB7hnevP8AvT76KOPPvp4zCAj6xYJOVumhKCza3UenA0yg+5AiA77sj2P+c0WNbN7CZRHFiqUW/aW1jDdqoHy61NWWg61uw4lLp0QeEMSoCRL3iZHq3d3veaWEIGNRKYJl+W62G58rG45mE67tbY9fjTNJMKPmhAImSD1KYsQVJ06y/Vljm0e6/x+CzjSxQziAjtjLuPP5uGHMY+fwKv3qMXcxWU6zLwsXZvh6hlEKv5Q4duW0vPfUhGSiCEG/CzhQMMO1rQXuY/2Z+ea9Ix77OQlPjZ9DwChJGPlw2wFd6PiE8sg3jmZeCyyyLatMyQtxJpPRLoRTtOmabuIejPuj5CEKGbWm9w5v8RnNg9jqnDfqFRbIJWgqeN5bm/bKzNzF2y1/Tq/a1cshIqMQDm2sZE6ses9UzIibRqa73WgQPc6Y0ubTiN1WakkWLWEIiY9WCkV+TMnyc2exdvY6FnzdrsnLn2aoOXVEbKHhXiLkAjVTdnVI4Y4nJNWriHOxuXSNuoW86UmrpQsVy0s1+uYQaQfEQT7EESSTnZMWNCUPZLceW50Qsd7u838v1CfZ7oy3TaDRALC1Lvm/HlDnxD38dhAN3jKi97D/3vCK2l6Jq/69Cu4sHiCn/jnd6B/74383OFPUv/qV/nRv7uL//mXt/GBu8/RtHfu3tVHH3300cd/PboRrqTGf92rcufMNDXLZXazideecGoLC1zoBtuKyKPvGmes1sB2WP7s5zhy/ymUlGihdTAhI9tuA2ftq2jLh9laYFJ+CSElUUpyzl3H6SXQbdVLEPoTZskN8chihbNrMYFcqZjUrK0T9LSXeAk/awL2LX6hhxIgdh0MhcadZh2+a+0QXyof3/YcESQ1ldXuWX5VO5lK3N9MfRHDrZFpdHNrTBP7I4sVFsuJOFCpokRnKkGIHOlRU62OLgBorKaIXugiK1A03Rpnymc6xx20iH/rsW/WTsRtQjflUHmxnXDuJTJPK/8MUPH4V47Ayc9FLu6a8C3EkftyoiBsSyqOLVXZqLS6zMOvB73m+feqKXt74qmlQ35m94TlM9lT2erh8ZHqZIt59wjkPVXq7W2Qsp4nR9Slq/W6yZm1OqGXBPiKhIVyi/lys6OL5HjD1XSrC7jz9yMa66nGorkO8/eAVUW4TvvpXcad+F1K313ZThDy5InBxdvj2pVSzJeaOIkQhI548eRz6nmYR4+iXDfOYq9UnPwqOFe4EjF9LgppCZVTlZZD03ZZKrc6XJK9xHpG10w9i+kTGk6DmjK7Gbn9slDhZ6ve+X1iXlYyPj8cf7ds2I/SiNYnxH08prjyu3+Tf7zuD1DK46e+9GqOH/kQl/3Fn1F40pN40wMf5B3PmSCja/zOxx/heW/7Ch+8ZzZdH7CPPvroo49vCxTufqTtSCigxO/s0+4yZ+sPgVKs1kyWKzvNAtrFVRPAdsjNlMg8chrNsjBm5zHW6hSOLPuWq4TVYNFZZMOtorWVVWnHtLWBV1kAq5qw7saCXm/Bt02IzfpJP52NNFnstOS0dahUh4VUejLVVsYSYU8oFQuTSxWLTzw4j7NdvdMAdSfODJ4StBW+VSdwRdcGBvw2re73MebBafIS2uw6x5wm8EnMlZp+Aq5266mM1+KBxizT7iptLaC5CZvTUE4kt4piECWnavdxYvMECoXmmRhHP0qhudA+uPMyPKmOX9r6ChHek9Nf9OvXtrdfPQZWDVe6COG7TMtoOyqSm8AJE4UtPugrdaREq1uRhRjCLOqgo6cGmEw2pwCsoMRZ0iQYEJ65WltG561XIEJoRQ2f5qZnRzG5oNho+eRTJHhVzXT88zq6a7coxutwbqMZucxHFmKhMb/Z7J1UK+rWb/DI+iPc35hFhMnclGKoegotqOcs6quMbB7xE6npek/PlNRxp+m/V+pdsnQrhRIaOWuDsdLR1BaptWyWqyYLCTIf15gOPSNicp5dOId1dhp7cSUixFWnzhdmvtCZDAyFbjvg2YyUjzFYm6YbKi0Hy/W4byaYvxCcszZJWWmlDKzK8bzthAeI7dmYXtKjJX63eCc/Rz2Rdd7fdrKr5VsE+zCpoAqVCL2UWduhT4j7eMxx6VU3877v+3sK6PzMfX/Ew/f8OQf+6p0Iw+Cav/tjPvGqp/DRV1/PxRMDvOljh/mff3kbXzlxfsXg++ijjz76+NZCOG6KPIWWhe5FhVTHdxWrwmpXa6HvZr1aa7doqTgOtJ6w+jieLyvLQFBrlWKLglJtFk+R7A3wBc2FsOyPaiMJ26DdZRlIJ5bquH6vntOWj45zglNW3QrT7grKdSne/hDaWprsKyXBaTK/YXK2/hArzXQJmu2gWiVke+mSzdNw/JZgmME4vS4utpAouxQck4qW7TG93sCM3MbjuXWzRicJRSuIf9204nn6e0CBEJRdfx9k7UqadIb9JmLK43sVXzNjbrJr8fM0PJtiwyfEm0075WwqVfo+1+4/QfWuR9r67KLCcVz0B48jLYf0PU/8Xl30x6r8fWOdPh1bmkMCJERsIfb9VRNWXP9+CKmgVSI7vUTh6Ao043m7hNmqg7ZbbeyEVda/XFtj14rLqu00/CEx569UTnC6fLpLe39upuOyVrdYq5nxfDtcuLd+MpOEeDCfSQxvm/FFllUZHbK8Jl4YA1+eJmuXyVobCE3b1jBpuR6fPrwYhz80N2HhgTYLsSDj1BCek9r3Siks5SCT77lgXDII+LZkF6uzktE8SqeOI5oma81QYRT3r9sOMlDM5KwNYuVfrJk4s1bnyGJCuScEM+Y6SUK8XjOZ3WxgOl5Xz4KTpZOcaMR5F1zXjaze5zYaKS8QT/l7c6U13aUnuhyL71O8pH1C3MfjDAcP3sD7fuRjTGh5fv70B3jgyF+y/y/ejnXmDEu/+7s87YIx/u0Xvou/f+Uz8JTip/7xXn75gw+yUT9/N7Y++uijjz6+Nehah7jtc9YuUWj5VgrNtSNSe8fCHTy89nDPnju7UlH8pUhkKhZeaPlTvgvgZihQCb+EkfRiEtAqRxawpIDsKZkiA8kLK0/2KFGk6BTqQXYkT5JsJz033AqtRGxwVCII5ddfDk4/bi2y4lUQloVwPYyz6SRf0mnCxhkGm/PU3VKHFWu7VEBOcx1v+mupGfkyciB8hmvXq75zZBH0IZSKsuLW7c5zUpbvnu7ziopdTX1uR6G50O5LEF2hI645cf7Q5mGOOnPcVo3rPT88X6bctBH4AvrMRoMTy7W4x5bVWW85ubLhL2YPeaXdAo/v5mvNzGEeP4GzWkr16CdwUj7ptWppST5UUIRh1WHCKydhieuIR+2yzil9THIl23ZMZR6zNN2jm85+oyvK2JW5lFBudLQO5mM50t9jZ77coy0gRFeSm3Sp15P50VC9H0MFaHpwfvz8PuTMsByU9FHSBamQeu/yr6KLZbtluSxXTLxGGAOdPCE+Lx0uLDm6epSJY/HzHTtG+BvA61oL2Cf2ypPIM7MUDp3qUIAoQLctpApDLNINMq3YpT9dVileTC0g3Y2WT6odL9F2i3fdzHotqMXuW6DT7RUoyZo1nzpHmDaZltkxThFul77LdB+Pd+wZv4x/etlnOWgM8kvzt3D/5geY+vVfo/bZWyn9878ghOD7nrSbW3/lufz69z+RWx9Z5sa3f5WPPzi/jaavjz766KOP/wp0jTdtez9n7Qq2clFS4t15N62HHurZth1+kirFwO1HGFzZRLiyo0HKIivjeONggJHVoyFNNtwGBAJ9pWWzVm0lLpQQphOxlPnpRbKn00Ja1/ErGY9n7u7IwtWRfKfHlKNY2EQjpRQPzJZohK6F2/zpU56NUJDxml3bd7XIJsbnKA9p9o4XjYhwL0IcjbsL+W1jjH7pm24kKhaQQxHck4qK6eB4MrA6u8xXKr2XI9wHSX/ZMDlTIm5SoGiqdMy3Ep1JzQSK6h2HaTycjjuOepduwkK8Fevqciy4huOYONKOxqkSRCFSHETxreEYwljQ9tj8WBHg4m3r/R3PQ0au1OctZbXfS7uJZtejvqI5JIjTmbW2ONJwzGGbICnWWt3i4fkSG3UrDqPrVsNZKUJbpUZnebOUFbb9l9BC3K70SeoRguut1UzshFLk8G1xBuw22kbdcvGkpBUpKRIdBtcUHa81he6kFWs7Um4pFa2LUiCq66DS/UjlgWN3ffdqtsPwUuDGLiUsJN57iULDITnWo0RYO9stfrx9eI/TShsFXe27Q6fnmDpxzp9P1153fv0k+oS4j28rTAxM8d6XfZbLM8P8yuqXuXfidoZuvJGVt72N1qFDAGQNjdd+7xP4zK98N0+YGuL1//YQv/KhQ9TMbtqxPvroo48+/mvRTh7ayZDgAfssy55vGXKXlztO3QoiEDyHlzbiTL2JvkMLMVJ1JKcRCmRgVV7ySn4MXCCInb3rEYr3zvnxum2WzVQfScFUbVFnNFwG1/P7i2rCnmcejAR76RTofczU4hJOvkuuf54MrNx5c4OMU+sg4/cs3RM0TRIDhR5Yx1wl8bIDXa6Y/uhVK9QfPNVRSiht5QIvYamUiS+W6kvcPn87q81Ol3kF5M01Bqsx+WxaLlXTpdrys9QeW9ngzsNfQyt1upT6FwsVIzKxlv4v55xFDLfO4vQxpGzfT8GnBPkJx6yUwq0mYq1lLNyTKieTxtxmM+4T2GiYURbtktOkFLh7373+MEfWfWK1WG4xvR6TyWR94NQFgt9Fe43cxP/tcbztz0iyy44kSVtwjW79pHDiM0wtfSXoV+IplSKREMdAB41S+ouj9UXWnTqgqJkOrqe4+7ZDLMz0DgO4e3qDxSDuVuuo953+VA0ThSnlJ80KY13bajk3bD/hlEIRBnPfO7PJA+dKUV/uRqxE6rkqCpYqLY6eWWXmwTM+4Q4s4prroc6cSpBwGSRPi9cr9uTuVLyk7oXQ/DlZFV+BshFnlQaYq03juaZ/awOGObvpr1m5rQSqduJYot8kHRXY0mTTXIrGshNKKoLwgIVyk5KMEw1Ouysde6+X4SvMLh79nVHJq+/8XdsnxH1822GkMM7f3/w5npKd4I2le/jidfNk9uxh/vVvwC3FL5zLpgb50M9/F2/8gcu55fASL3zn7RyaKz92A++jjz76+Abx7ne/m4suuoh8Ps91113HPffcs2X7D3/4w1xxxRXk83muvvpqPvOZz6S+V0rxe7/3e+zdu5dCocCNN97IqVOnUm0uuugihBCpf3/yJ3/yqMafdqmLDra18oWUmmyRFHikUh1Zp7tcoK2rNgIjBMLzE7ts1u1YmFV+KyFVkFQoJhNq8RA0NsivrKbnoNICZvd8u4m+UHgJQiiSxCPOgtQhKnZkLg5JTfRZRpmLozG1mUbC+EHRMKndewxp2ZxcrrFa9wVaDY2h2hlodCcPjUQSLaUUhvAJsaM8pBaLih18KBiXu7qG12ixurLJV9ZPYiUzJwdnrjcsFsotWra/RlLGMaw1pwa1ZRpBsibRJp4aboOsXfYtUSq54golFY5y0FyXwum14Pw0mQoJsePGHgMh+XVli+HqaXLWehsRjOccIrynos19FKBxKPFcKcV63eS+c5uxBTO0/MrYHd/xJEcWKpxd99f/cGOec81V/6JOC1ollFIsVmJCTGAhjqyIMpHHuosbeDDy1Ke0u7BKnppGMM752jxNt5GOFd8WXTsMulWc22wwX2rFJbU6BpAmQ+t2jfvq55JsnfzZk+jlcF0E9tk02XM8xWYQPy0WHyTbiBNKbUvY7EC5Euyd8H5X6i2Wq+H+Dp5/qVLl4HrNo/DIgwBo0sGVEsuVyPVNSudWkI1GRDIHVmowfQZnfj6aq9S11KDbs5d388IAP4ZYKRW9K0UX12rNUx17aKuZ7J+/BWP9eOA5oRBoTNcfYrp6tGMcvcpR+R2GSf9MzrlhQrXk+VuNpV0hFOzpvst0H99JGMgN8bc/+jn+Z/EgfyZP88kfdPA2Nlj8zd9MxSppmuCXvucyPvyL1yOV4mV/cyd//7WzfRfqPvro43GHf/u3f+MNb3gD//t//28eeOABrr32Wl7wghewuto9ieCdd97Jj/3Yj/EzP/MzPPjgg9x0003cdNNNPPJInO35T//0T3nnO9/J3/7t33L33XczMDDAC17wAkwzrfl/y1vewtLSUvTvda973aOagyfT1lMICJ/rQs0XMEN3Tl1paPXlqATJ0aUqJ852J2y2dP1yMWk2FpXRid75mgDp1xiumg4idA9MkFyV5sM+WZ3+Sse4U/0mqGCa9KuUpdNKWUgVIiCTvlXbZ3LdBdcEyjNoth+jakqb2dYpam45PY/2obZzasfDlZKG5bBZt2LSUZnb+tqAdB30QDx0VSx2j28eQmumXXRRipWqieX6tZ3v31jh8NpqVC80Wdu5aXkpohbHdipmq7NQPoexcYJ2pCxgiYzE6Wn7vyXLU2XqDcxzyyAE1vQ5eGCemY0mpuNweP0RjtRmANCCWG3hSoQVl2xKKSoE6TVWitWaRakRxwV7TStFqDcaFqLawA1iI8PvFt1NllYOM1dq+i7fKEzHA89Dr9uA4oFgbDidbvPIIOHSVjGaXvs+Uanxr9UsaNuHqemF/FlKPM9lvbXG3OYJ9GadluOxUbfbt1wKTa+7C27ySHN2hVyl1bWMcZhFOOLKgO+aS0rJEqLleLjlEs1jR1lqLCGVQioPTzrxPamtIBKKn07VVFu3oQW0rYxW/E4BpKLhVjFlY0tLcAi9mrYc12QTGbnze3EpMV0DFF657H/2gmcnGQOtFFlrnby5FvTXLVyFwEKcGIgEQq8PPQMoRKBU6VADtb9vEp4JLcdjdrPp170W4CkXAUjlpm90O3FP/G7KFg9YZ3ATbtyRJ7YQbeQY//nvtdDRkPuEuI/vMOSMPH/yslt4zfCT+cfxdT5zo0Hja7ex8Z73dLR92gVj3PLL380LrtrDH33mGK/94IP9usV99NHH4wpvf/vb+bmf+zle9apX8aQnPYm//du/pVgs8t73vrdr+7/8y7/kB37gB/iN3/gNrrzySv7P//k/PO1pT+Nd73oX4AsG73jHO3jzm9/Mj/zIj3DNNdfw/ve/n8XFRT7xiU+k+hoaGmLPnj3Rv4GBgS5X3B5KyU6BRSn0U3Pop0PrX+DyPL0Grg1rvhue6XiMnetSjgRYkiUqspE6pkm7q8UqdKn2S7cksl4TZpluI+2hxS4erg/PSgnf3cWstBh5LMzCKgPB0dD9b5Nu2Cl31y69KkWhfBYQmPgEabpxhDCZUrqpwmg5HTGjUdwgCjPhprydB6G+uEjt1s+hrVcYuGeW0nKJwwvl6HuvWcF2JW7FvxeeJ5kvNTm5UvWnHCgA1PQc9mYpPedwufCtQIObh6P52qVpcDy0VX/9REo0V+hBzLSQNqkNFqxlRJkTXw2dXsKaW8VrmpgnTiHrFiCwXYUnXdw2S9muo8t4DxyJrnm8cozswrmISwhiF3yBomG7lAKya7u+AiIcien4fgjamTmGj4Vu4P53TWUx21jjTGWT2c0mQgXrc3QeveInC7KT5bHa3PcHa9OBw0FyHdJtu7svx8cadhdLr1KYrozjpYNjXjCWZI8V0/FJfALCiknwVyonmKnOdBlD2K2C+VVGZzZ7Pgu+FTtWhgjlJ3LqIG3AZt1GeR4rjRVWGss03DJLrbNM1w+zJqtRH12m7PdTXehQtnjKV7DUWg5hOrGh+TJ7Dp2LWynFpjnH0spnehKx5FFHWpSC95gCqqrFahA6glSR+y+BRTcMQWh99S5GZkuphFgtp85AYw7dqcVrmp6Yf5W22GqR+B/87Nia58VrkRh1Zz1k/Hd2Am5pDt1poaGjKfCCqO12j5pu61/yyrhIWmHcfmrv+dmvJ87Mx71szpBpLscNkkNGdSTVOh9q3CfEfXxbQ2gav/jiD/Jnu57Lh57c4utP1ll95ztpfP3rHW1HChne9eNP5Xd+8Eo+e3iJF7/7TmbWG1167aOPPvr49oJt29x///3ceOON0TFN07jxxhu56667up5z1113pdoDvOAFL4jaT09Ps7y8nGozMjLCdddd19Hnn/zJnzAxMcFTn/pU3va2t+G6vRWKlmVRrVZT/yJI1anVR6Uy7IrAIpJp2FRMh6XyFu/pLkKm5yk8pSi0lqOEP650qTiBy13CRVUsr1O9+wh2ILwL6df0FQlhLexDD61HUvqCZzlZazXhImvFsW7tWWQbtkuuUufg/UcRrgt6aCFWCfKmUv22I39qnYlDYfIaETVrKLPDOJZfrTNxcpXi6nK6kzDZsJLBr72FUgA8B6qLyBMPcvTEcZj313J5ejWlXG7aLptNi8ZhP55XBgoJx5WpmL/SoZPc/sFPsxzVTVVkaiZGlOvDSwvMlXny0xvkz22iW0mB2x/95HGfVGZLp2DlCFFpIkjtkaR7pswZ/pUqtciTABHnxm3PtitUeu/mT58jN3MG4fpjHp1b6Uk458st5kuxNffEciW2KLYnfgtw2lnCkwqtUSdfqqBCa3OyuZTMbITPh9+fJk2UlOi1oH3SGhxcM1tuoSWqcHQlg8n1D1zAF8stFkrNeNtJhafcQDnUnqgr3V/uxCyVE/PRfimHMbkoSCTTCq8dGaGDn61HjlAo16JTRGKM4X3W6JI4KzEgLzFGVzkpR/G6tFgKPS1IEEinCZV5qMXx68ZandoXj7BSs+L9rxTFjUYifME/ZrgNcuZ6NK5Vr9I9uaDrsGyeY9WtpPZtaB1NxRB7CqO1Gt2HdbsUrVwIvTxDQ8aePr2TamlYTuJ97sRhAxHxlYnnKX2ZFJZbs9S+8o9AOiHf4OZRNKFDoLhI6Wt6ebWEc1b+2Itr/ntTC/725LUsI/NrDCfzAgAi8JqoOOu+kjO2KXcZ+84pcZ8Q9/G4wAt+8N186MKX8dnvdZgfV5z+5V+itbzQ0U4Iwc899xL+5WeuY61u8aJ33c6X+zWL++ijj29zrK+v43keu3fvTh3fvXs3y8vLXc9ZXl7esn34c7s+f/mXf5kPfehDfPnLX+YXfuEX+OM//mPe+MY39hzrW9/6VkZGRqJ/Bw8ejL5LW19Da5pMHQs/awhajkep1V6Opk2ISQhUY9MbmI7HYigkKb+Mz0ajRdlexZJWRBCEAk7PoxyPlXIzshAnS4soiGLrMk6p4/KRzJcQFrVKTJR9i3Ns4WpZLoVqTJhdIai0wkzB7Vllu0Mvt7rE0SlA4AQWo5DQZ4O6nfnSNLgt2DyTWjNTWeQqLbRA6dBhxWqs+7Vva8vgtGjaLoZbx970Xatr0rdYyh5DVtEXwboqhfAkS0G27tWAtClg7Ow6A0EW4ZxVjtybpfJjabV67Lpcs1yOBaWNkpfWAldco77kfyMV1kJQC1UlxqkUNccLslDL+EYmvQG6zineF1pgWW961YiYhMmqDKe7EifsUndbeG3eCx2p5ZTA9RSjR46zN4gtjVqGE/Es6lYYwxond1Ju7Jaam15maL7cMZbC0e41vfHifkIM1c6gL95LvtTEC/d6dQGO34JXnofyPEZbjfCuFr/5jTi+NkRlwVdi+CcFP1VCaaNoum2kR6lQfxSc5me7Fu2u6wFcpZjbrGMGygtNCHQ0ctZm1OacuYEVljJLKG+ijwHREgpy05tgOcFzlr5g+Gwm72eodGq5Nc66K6x6iczswelDd9+WuocxJFJJGmYVAg8LzfXI1Bb8mtNSstjy5VjNs+OY5sTIDLeJQlJ88B6E5ZPklZrJXKnJStXmyGIlrvtdqYOSqGIu6kF4yTh0D3PzTnJWKdrvteDdWHequAEJf8BOxGtrOprQU54gCoXZqqPc9vrxyZl7gMJVknypiVCSjOnfh1DB1kuJ56nAayQad5u2kC0UgF3QJ8R9PG5wyf94C/90zS/w4AssPLPFV171Io6tPNK17Q2XTfLJ1z6bCycG+Ol/upd3felUKraojz766KMPH294wxv4nu/5Hq655hp+8Rd/kT//8z/nr/7qr7Cs7nVT3/SmN1GpVKJ/c3NxXKpSsTAvAGyHSi3pFhkLlEKAJR3OuSvMVGaiPpJWvpgKxkha9pRSVFsO5UQNy6SFOHI33axEZosNp8qsOR33LxXSchKem6pdBg4cJrv9DUmntnESAZFKKdA0Nhu2L1hu48YaIZFNtt2a2ZGgJknUzFqcTVn57p6h9ckoJcil0/AtwuATaKcVXc9fs3hOZdmg4tV7WuVS8dBBmHS4/krTEvddpZoZbgMpFflSk+ZCidXpuIRWWOJqIVB69BJqhYLicuydkDdXU8MUSjFfavnHEusSj93z3VK7uFgqFce6rzSnoy+0YG6FVg+yGeDA4UOIB0+2X7INvnty1i5h2PXY0qV67xWfI8iObN7FwIosepwbusMK22XXI4sUNhose+XoS8OtoVCMzJbINOwUsfHW/GRhoo3YdB2hpnW2CKzD99ZmuNeKFTYxAVOc3OyMHQeZ2j4104kzdANDtbMUm75hxJOK2Y0GG/VwjBoDTo2stUmu3ILAQyS8ZqhQEi0Ly3aZ3mhguh6elMxsNHGkDKzRyTVsSxYl08o/260HBI8gcV84i+SVQ4VLOqnZnLfBHQv3pO5d+G7C8yg1Ehbe0jkcz987WrBn8uYqwmuhN+tkAm+R+c0mG3WTzZYbjC9IItcyebA2Qy2byMfjhe7+CqX8d4PhVqPx1twN2uEm5li38C3EUiIColozbRaP34213HZvk+9l5ZGrmji4IASF1jIDDd87xn/XJZMWdkP8XeT10+GFszP0CXEfjysUn/MGfvMFb8K6oc5F000++Zuv4C/u/4tUhswQB8aKfPgXr+elTzvAn33+JL/0gQciTWsfffTRx7cTJicn0XWdlZW0oL2yssKePXu6nrNnz54t24c/z6dPgOuuuw7XdZmZmen6fS6XY3h4OPUPwPIk1Y1VqMVxwObhI5SOPkhZxQK7UB5WbhylwA4EobJVjs6pttrqwPYcKZHlr9BaJmetI7w46YrvTpfOMg0w01qNXCtLDZtmpU7t3mNogUWvZbe58wY/FYrJo8tkNluxC26KKCuUlFEcoILIZTo7V0I0TaRUKHwrZVNalKxO67/M6dH4Q0ycm+7IEwyQERm/bXtmIqXw6BYnKmH5EVg53NE+hFCScsuhFbhWtqTZQbLWaqZfeiZUfig/pY9AxfHMmhYk2VGIRkymmsr/XeIxMltifHqNTKJsopCSVa+SiPENhWdFueXEFkx8a7IpHTacjaBlWkBWKB44V8K2Wr5iJaEYFxL0h052J5+J/ZK01ovQ6tvLbTe03NetOCHUFt0nk2NF7sHK89dVtJ8jEfUmmUqjjZzFFzhlL1FPuAUD1G03ylCtBSW58pUWtnJxlRcRiXCcQsoouZNXa+IGyhMlBJbXYtNaar9sBKnHg9baJrDm1HziAxxZrEaJ3ox13/rI0sMYbrpedvLpM0stxHojMm4I5ZIzV0kmvbJcj4VyK6hX7qF5ktFzm+RPx8ngBrM6F08UMNZXGbznKN6Kf33L8XCC0IaW4zGsD6HJeBRJxUlho4F27+nU/I7X7qZsr0YLOd88TlXGmcGTUKnfFY5ykY7bQYg5/SXUxkwHWZsrtWhabhBTHWrLAstxJovlNaOSayoi9oqm7XJifiOKfQ+hJ12qE8ojkdjEbpAsqz1coGF5SKGhKUVh9RCF1goKogSDViLWXKt0us4PL1RQjRaIOMFdcpW6Z/dPoyZbsXeSUh3Ki52gT4j7ePzhWT/H9b/8bgYuN3nR1z0e+vg/8MKPvZCPnvxoOsMpkM/ovO1l1/AHL7qKLxxb4SV/fUc/rriPPvr4tkM2m+XpT386X/ziF6NjUkq++MUvcv3113c95/rrr0+1B/jCF74Qtb/44ovZs2dPqk21WuXuu+/u2SfAoUOH0DSNqamp85rDUtnkzMN3xAdUbCmxZVoZqYSW/ICW+HxytZbuuF0OUqrjS90zyTh1FuwE+ZcKlfybkIqrjfuwQ6tS8H2pblE304mEQsub7gRkWTqg0nWOpVRYbgtdS8S06ToKhdZyKTx4GpWwjB115nBVmvwDQYbZ9KCH1npZJIMUOZ6EhAVPKdXx9zA1Idsie2KWril+g3sWroGDy+5DxxgPShrZyuWRxhKfO7LEYimObw1JnuZKCq1lxsuHqNhrzDWPpSxm8RgTg0rcUi1weZ+3EsmLEr84rhdcy7/mmdZagqyoeFVkeMMljWaQ4TyR9K2937Zfg7bSJwVBV4VAoG+PP45QbSSsX+kLqcQx/2dYdiq9Nk3LYaVq0hF67Hnk51fxzs2wZqfj9hX+vvaUR8lOJ6ZrWm5EjpIc1Z9DfKBbbLu9sol9di44IthonKDu9A5DSz7XSTpcMx0sV5IrtRi640vU683Im8K3envYrTp5czUYm78nQvLrCkmmaTMyW8IOiJYjXVwlKQTnID0atn+dkEppoddBaCFWUFiuklneQGv6e1dvJDN5J9dHYZg2lrSDRFHx+gwtVlhvWql7LBQ0vVq0nT0p2XA323qN7LApUgggXZfkDgz3uLf4CBlhRMeTycy63TNLOJxrHKFir/oKqSDuWgB1y0V3PUwviFeWboeHhIhckdPvt9XWNEgHTdrpc5RCCQ3dsnxrfNBPB42VksJd90QeAxD718jk34egb0e6FJvLiI4Sbml4SI44cyyZMwDU7TqO6iwttR36hLiPxyee9CIOvP0D5Hcp3vhJj2uqOX7/rt/n5Z9+OV+b/1rqYRVC8JM3XMS//Mx1rNdtXvSu2/lKP664jz76+DbDG97wBv7+7/+e973vfRw7doxXv/rVNBoNXvWqVwHwyle+kje96U1R+1/5lV/h1ltv5c///M85fvw4v//7v899993Ha1/7WsB/9/3qr/4qf/iHf8gnP/lJDh8+zCtf+Ur27dvHTTfdBPiJud7xjnfw0EMPcfbsWT7wgQ/w+te/np/4iZ9gbGzsUc2j3Ijj9EI30Kpq+e67SjGpDQFaJBgCKUKs2oTCrXT9qiMUJmHNUyQsuTGJiUoghX0Egrlhx0Q8rh0b93zGSVhzKwsMNGdTo5XA3PyX0sMJs0wDwvUQayfItZaD9kmxEfKbTd/dXG8XzVTi//ZvAgLoKaRn4wV/+2zHw8VLWB+D9gH5yqzVySytk1kKs2KH6yRASTL1uISQqxyE6ZBpxOTdUS62bFFJHAv/7mqeJGuXQdNoBNZKt4u1uiNjdnAstNSbnpkaeyicy6RLvoqT+0iRQSkYnithtOx08iPPAfykWaLN8to+KoDqRh1N2oxUjnckTgsmG/2aJCjGmYWIhEXCfgf1CbipSu6ceKKW6yd1i8K8gp9T99xPZrWE7kpsLw5ncIL1kqG1uQtxCGNy26aZQnS9mKsD4NViI0K+tchAY6F9CeJuk3s3oaRYq1ssr9QYmS0BoDcbqWZSKubL6TjinL2BZpZoSJNFVY6OhwnyZtxVZtwV9GCfCCmjvVCzl3HdeuQ5UbFdNoK9WlyuYpw8lbBGpt8wIlrCQDHjrrNkL6XfNYnvUwcDJVlY61zDrwHcrkDxy0K1KXFqzVSW5TDLtut6GOjR8arpJJQs8TuknVxa0k+OpgJCXAsztTsuSuB/VgqjmXivKUB1klMARznkGvPkzbVIwaWFNcXRGD19lvxyLTpPLG4mOoXiShUanZ4c0WUjBVG8RgCGU6UdQnnB863w6i1GZjaxPH//bLaS7t29NFed6BPiPh630C69gf3/8CF0Tef17z3NX2SuoOXUec0XX8OP3/LjHcT4+ksn+NTrnsPB8SKv+qd7+ZuvnOlMMNJHH3308Rjh5S9/OX/2Z3/G7/3e7/GUpzyFQ4cOceutt0ZJsWZnZ1laiq0/N9xwA//6r//Ke97zHq699lo+8pGP8IlPfIInP/nJUZs3vvGNvO51r+Pnf/7neeYzn0m9XufWW28ln88Dvvvzhz70IZ73vOdx1VVX8Ud/9Ee8/vWv5z1dytvtBFKpjnIsIRzlIhQURBZkHJUrUKwt3Z8y2dWlSTkss9T2mk4Jl1u+wxV0qW9ZmC+lW7nt1uC435Tlse1aYVbihmezZJVRUjF2bol8mCRMOm3WXj9OL2v7CXcyQo/mkq1bjMyVGFiMk/G0xw93LxsTWMA8yWbdYq1mYbseR5cqeO2lmBJz7JUlS3iBVTRsL8BR3e9nbn2+ra6w/1/kZqltyTxZiVx729Y1slq3u4H7nz2pIhNU0tKKEL4FcLPJ6MwGWkjQ3WZE+H1i6CdiizKPJ638wVhGjgdJjKRFxq6Tq56NLGeQdr1erIS1iwOxPhi/lCrwjIj3UmQNBLJVE/3B46Qyt0VzVfEGUAkFgGsiPC+VuXq1GlrlQuWHRAZrp2+GZEKhV1oUT7e76MdWwLDHsekNvHV/H55qrTITxkuLVGVmFDCVGfI/BKWZDC+RgT1dNNfPFK4U+eYCwnMTa+Gvy7wXW1OFUmStTYzN0zSVjZfxCaGjXKwubutCuQjHjNZQr59DU04U891w/drk4UoKz2ak7IcNaG3Jz8ZPr2E5HlrUm8JpK/cVJf0KewwIcsiTvUSxc981PEl0ie4PxI+isVRCL7dZlKWi+cgpOmsMd1MThi+KdBJDqXyX6fC9nKttoOFG2bOFayJUolZ2cp+3KdRCePhJsHYdW2b0xCqjj8xgtLonzwoVCYNL8Xu3IpucceK/ZR6yY7/Ht1fDdE2aidDIgcYcxeYirlRs1C3ylRZ64DlgJmp3n4+Mb2zfpI8+vn2Rvfwp7Hv7O5n/pdfypH+5l098j8Etz3oFf7dxP6/54mu4ZvIaXv2UV/Psfc9GCMH+0QIfffUNvOljh/m/tx7nkcUKb3vZNRSz/Uehjz76eOzx2te+NrLwtuMrX/lKx7Gbb76Zm2++uWd/Qgje8pa38Ja3vKXr90972tP4epcydo8WqsMlM0ZsKROpUhlCubQ2z5J1dqE0gVKK5bA2p5rCj4KLO/ZjVNuFpsQYkr8oryMWUzdtoBB9rlRbiLoVnZmtmWgNAaPgKtlhUU5CKI9z1ga6EIwEMa/5ah0LGK6egOFdiYH5JZ7CnjKBCKZbbkRwNNtD8xLxtMHKge+q3IEwo7YnfeOy8EsAiYnQKhsQhEoDDo50TqNtbXJlE8Fgl5l2zn/3fZ9GPOHGdAul0MIauk0T8oZPXLvQeVNaDBHczwRZDMlm02tSditkU6QDMusJS6Ly95UIFRYhN1YK4bnUZItBt0ml5WA6vvuzX17IpGC7KJG2nHYToHOmb3HSpIunG1H/ybUreXU2ZI0L9F1ort/HhqzTVCa5wPshtQYK8qUWMBARmBUn9lBIKmXiYy5GfQFXSVRK6RRfr/2Zi9Q5SuGeWsNoE/vTXgrxyWda6zyxsJuGZ3XskWTvOS3or3wORi+kaC7RGPJJshCAVQOzGlSm9ZFtLZMxy9FnrVUGXWEmwwdCKyG+0kdmNAj41qnGkr9DE3MdaMwzrmDd8Peu1uYyqwLljCvjck+6NH2FXIKAOakQgnDfeb41eSsFU6BYEK7D1JGlIJ4ePOVxrlkiO7g7PqPtvobkWKr0UxKpNxp19PYs3NG3RAZ9pRTLrWns1RNkXAFkEEg8RDDHoG9PovTAlRpQumCgsYCZ3w0oVFKJ2KY4Cz1npCfJBmW9jJaDMDxUNu0BEcJYLTHQ1s+GTIfFJJMFxnHLgVLHa1FtLJO64QRKEBWvX3h1J1FffOd0uG8h7uM7AEPf+z+YfN1rqZwtsPnwGD/y5b/ikxXJWy5/JRvmBq/+z1fzE5/9CW5fuB2lFPmMztt/9Fre/EK/XvFL/vpOZjea21+ojz766KOPrdEmgayEmWwJspIqvyQKqSqj7dbFrcWYlJCWtIaImGQDUbbi9sFJ5Wc5DnFiadp3QwxOH1iNrVxz66tMPbKEZrtdhxUK003b5fSaT+K1YBzrzjo+NQ4FPA/N9C1jIliHbK3B5PEVBoK46Wyl5dcsTl3Dn+Mpd4nTzhJOrYZY9S1JoYVYazvHtwxJNOVG5aYKGw2yC2XwJNKL6CeOlKzWTMrN0NW93SKsuhJFZYiEdTUQ9DsIma9M6HZHw5rEInSnDhqF91coRdmLM93mNpvolhtby8L7mzSIEfbhkbFrrHhllp3NSBkjpGS9Frsbn3GXUwl4ZJeR6p4ThFonhXbfyhWiEiSNU8jIZTokeCqxycOxp5ezm1YnXksVEjFpRedptodUfj3u0PV32SulOnakZGYtJB4K03QpyXqClKfvV3sG84YMYzejWaeHiK/acqWkatoo5aQnJj04+bmgbXzcQ6KZrVgB0tqAVoVeULRb5GtdRkNAWAOS1+YXr9q8FQRE7wthlkEqbE/SSigakp4DuteK70NiXO0fjGYrFZUNsO615UToASkVZvBe8vRcpECToWKvy9XDNdSFRs7aQKufwbPWKYZu0CpQJ66V4v2ECtYj6CP53hRtSqFeFtbNuCSTCNrJRFLu9rUZXO50e043kQwXgwSBibjsfLmFJm2stWM9Oo/zVOStNbL1RVyrTr46g+6ZiB7eLd3QJ8R9fEdg8pd+ifGffCWb99VZt1+GsTnLi2/9Qz5VFfzBhTex0Vzn1f/5al7+6ZfzhXNfQKH42e++hPf/9HUsV01e9O7buf3U+vYX6qOPPvrooyeU6/VMOOQpiVAKPbAQ+xw4QTK6ZAb16XEbQeyR+TU8I8nRIuffBM9u2m4qm2lTpctLJQVhOxCoMmZMbFt2LGRlnAqG0KhbLtP1Gf/8QMBsKJNT3nI0h42aiYwsUIEg6/jjyLTSVg3LDXM2Q5LxrcsaC8fuQ1vwXXqljMlhehl88uWrHvx47eH5MvnlKsZsmcVKi1LTBgFOQOBsT9J03E56phSi8ygyZ6RjHlWYDKldoPaz6LZj7KxveQ3ve0Rm22Irw4+Dy1WKa3GW2lCkTxS6ivaDUKAHrpNrni+MKyE6LF7Q5r7axRVVSL+ecSrbtFKsJWrNJsNv4xjiZEmqYBckSElyBO3QHQ+9GsRQy9BSZsfnL1ZYr1ts1C10r708mt/I9WRECGzpxq7c6RWL2rcvjdFGETpG6fMnqqaL6Ugcx0uXR2tu4EnJvFWKyn+B/8xm5ua6KqsSjaK2CpUiuA2z4d/n9j0vk/PSU18lCXHkWi78c4RV67ovOtBBiNv8HpREdEtkR/qd0gvKtVgJEkMpYfg9B7HG4XVsr3MMABoaQnno0m57/wo8JRDVOiAj13M0Ea+plszf0DnujFMjZ66n7q0+t5rKKeCfK1P3pAd/7QrfyyNQUAT3IpNQXK07DWis9TwXQHdt9PoinuW/Iwy3QaHZmcW/F/qEuI/vCAghmPqt32L05ptZ//idrDRfgfr+PyFTXeQlX3knnzp3jj8cv46WVeUNX3kDN/3HTXzyzCe57tIRPvXa57B3pMAr33s3f/2V0/16xX300UcfjxIDJ+fjD21CYJhYSQjQZFpQSpWfScWlKvzwsnQ8Ys4qdb1GsoYugIfidGOdRbe0/eBDC6Vqux5+oqhQUGsXSt02QTllnNI0FH5cdcuyaVi+hdiUDlXZYqCWzh5tuZK1WhiLp2hJK55rYpiOcqHW6BoLbEu/nI6nJAItOgcIEhj5RDnMIt1rHVKHuhyThpaq/RmuQlIgz1nrZJ1aHA++FcItkBisROJECbn8rMH+WHzrZq7SijKYp+6YimNj4/FoXRNkmQkXy3YLcVU2ExbrdGxmjylElu+4T9h9eBHqrbaWyb4SiqFwtC0H0/U4as8ipYfmtbZMMOePsV1BEd9j2bZv2y2Z3f0peiPOsBz+lKn9KEozLFplpmsl1hMusu1rbLsySniVHpuvQJBA9cAo9mAO8DM8m12ys6eeBZGmN4VS009al7xvjutbXlV3wqq1r0c3L4nUffPjx1OUMKEIcJWDJt2eRle9VSIqISU032Jtu90cLzpie/UEnYvJva8uajmxEk5pgSIyEQ8uk1nxSd8fTXrkrA0ybpXkjpFI9KTbvpLodrpkUvhGcHdQAsnYqKEFMcBFkQ8uklxJBXbohZGGmyi3lFT2mKMDaF73uOZu6BPiPr5jIIRgz1v+gImf+1lK//ohFj50HO9Vt8H/9xEye67hRx74KJ945C7e7o6St+r8zu2/ww997Ie4Y/WTfODnnsqLrt3Hn956gp95372UGl1etn300UcfffRExq6Acjtr4gaoSl8g1RBMHZkF0laE2FIYizxeh5iedp9sF1KThEcoxVK9wdlqiYrXZDsRPxIEk30GgvX4mWV2HetV+ijdb9I7M2mZyjiVqPWMu4LmeEzMnOs5HldJ6qpToFNCsOBtop+eQ7M7y4vMemucdpZoSDNy3+42ZOW5oInulZeSSMRsp7oIEnChFAVzmZZns+5Vo5rEnpLoTp2s7RP67Y1kIfFM/6wmXJNFop/CRgPhpgmImzDViogHKFrSRgUZtIGUxTFFIhOKGYBVrwLKJxKadMmb6yk3zIps0pBmHAeKJF9ppfoPk5tptSYrstyxFt3iq/02imrLQShfAWK4aULXfmeHp9cj63QILVFTthtSMas9YlsTDQBwCpm4/8Q8lWumlCECQVPatBwvVXbLd+KNP1sd9aVIkCFfWeBldRq74tj2bq7t4RHDbUYeICNakYsNP353ZK7E+On1qKG7vOJnH1eqq4VY99LlmNpdppOrF8XoerECotBcwQj62HDXWa08QM7aoBf8dQl71HA8ybmNGnXb6dgh4dhC0pkkxKGbtCVNGl4rKoWllIzeRyEhVpCK707PCkbKJ6KjSU1fcm+4Wtb/XvnKKnswhwKW3AplWe+IF+6GbKmBEXjJhDMxBxJl/4Ih+eW7OuPngeC9o0B6CKVwh5y2usZbo0+I+/iOghCCqV/7NXb/9m9T++IXmb75Zlr2Pvj//h3ecBz9+/+I77MV/3bsfv5mdZM9zQp/dPcf8ZJP/RBXX/UA//tFl3LHmQ1e+M7buP/cDiwKffTRRx99AJB1KlTczSizazcIFbgUizCGOCgDtFxDSwnBPmQX0TdJYNotO34ynfhYLbAQ+Ml00hQin0mLQF67RQIiQtzNZbgTAZFLJgBLEgbdz4JsKxfN8RiZ2/pvTPvMddMBqZCGhlSSZE3jJKnQhKAlLWzlW4pDaxv43NY3sCoKjTlatkfL6WEpDvtTsitlU0riSUXWLpG1y8xY61jSj7WuyAbTblqB4GSGe14jRaSC+1BoLWG4DQw9YeVWsZOv5vkCeDfLnVAqSL7m/77gbYDQYuKS3Aoqud8UmiM7+pKGjlf0MNx6ymK/5lVY8tL3cSyj4yZIYyIkEivM5pscslKRFTC5BxuWG33vBlmZU0bQNhE+W409C1xPUbfciLz7ScCSmhpCI3u09l5iUAqYt8psBQUM6Ll4Lq10e1d5nJs9C5BymQ+qJmOz9b7zWwXthUgpl7rVtQ4R1jL2IdAT1uJM04528opXBumi1+yuhLhd4eB56fGq6L8EEi7TycRepjSj8lC93iRJZYwM3JhnrGUeqs93PH85K8whEFwrWf9ZxaM/4yxEjQQKFXisEFiKK02bVnupp+S1erxrO9fff5dbw/nIkq+AmowVeo4rcbokJoPuoQojxi5GtIHUsZbjdcS6J4bgj91z0gd3iD4h7uM7EuOv/F9c+M//jLIdZn705Sy/5S24TgZueC28+nbEL97Bc675Kd63usk/La5wZWWVdzzwDv5++if5se8/hpGp8/K/u4t/uO3seaVt76OPPvrow0dxI1G/VGSj330B1c8mHYpB2dlSZBVKCmQbToOq3Rbj2424JhAdURpGKplOUriT5IxEnGEx32MWW5cO6n6Giq3doYuiAhUIuTJIvJSttcd+ptE+t8kTqxQ2G0EpJxF9H8UFBudE+XJCQTiR7EYiWU1cdyNIpNVuSY4tXwSlmLqMT3o4G6fYrNyPLV1s5XbEECfLxWS1bGcnAfKlZnzNyEU5+M5Ii6qqzcU4vlxvQRlACS1KWKaE6NpeKsXEqdXUsdDS3BwbDMbVm8hFtWCNTvG6XXkTldUK1r7StFmWksZuP0tzaO3ONG1c5QYcNr5PuuguwgsVnytSRLQb/F5X3DJnrXSMpqcUqzUTy/WCeG0RXFcgBEwV9mG0OxYn5ugqSa6LYUEBDbeaisHuNgcZMHYFjGrF1PfDhW6VQXrZ2juvH3/w0FoOWtdScelnYnP+TEc/0fWU/04RbqfHBqRJ6laI3fI1v1axly4J144ofrbNQgwESaUknudQ8uq+Ek0Lyt0Jf9/Znoy9GYKL1BMkNqmo0hKeEclEYU6Y00HJuMpApHCJO9C9Vof3pacX8PQ83Z4MkTjf6yGHJ+PnpZJ+O9fCEBrtZcK2Q7/WTB/fsSg+7alc8omPs/aud1P64Acpf+I/GHnhCxm9+WXkr74a8YI/ghv/gKef/TJPP/SvHDvzOf5hqMHHnX9E2yW4YNeV/MnXnsLXTtzAnzz3QkbKqzjzC3jlMrJeBxQil0cfGSFz8AC5Sy8ls2fPYz3tPvroo49vO+zTxzjr+nVINQEIn8QlBabJMwso8qljK3aVUsMhJ2JxJWXN2bIUSmiJ7o6U9dYwUteNrBCBgGq4abe/boJWVmRpAbnGPANhTc7gGlKB1AWqu7zcFd3cQjVP4WV0pOn4sXkKhKZBIs4W2smXiC1PEjw9iy4d8iJLLWg2VMxTaaTr2fofFJp0yLfSJBGAlon0TrF6YBA1NI44ucHwfJnG1FB8enLs6PTK+aolYi/9xEQxyRdtOo20u3H8m0b3+5IP6wQjGNioY+rDKd/rpNAfKisAnGKWTNP2s5ULImasyd43MSwR5mV0Oii36pIITCka+OOzPYlbKKAUJFUHhuXiBkRLokfuxloPghXWufbHmnCZ1kRUpisxJAbrZ1lWLXIqmVxJRSWILMdjOJtD4FF+4hSXVVrMNn1vBxKKBT9mOe67lxVXIVlzVsh1/TZs5Jde28+Qr+QhbSFudAkliGeURsHQoc1oGOtQ/DF62hDQ250ZfMWMmfDEUEriirYd3YMQK2LiOaTlqbS5Y/v9EVn0ldBxcKJ3XbekdNFkSO8Fv2SXpNBapjY2wun6w4zJOhmRRWmaX/dZiJi8htm2Uax4FVa9dXZH3cf3ttiY38Iu7ysjDMuFQqa79bwLWoXdZK0ySlYR0Ts+OFEKJrQhqrJJqWGza6hTaRm6oI9qA6xj+R4YrsUufZj5jtZbo0+I+/iOhj4ywp7f+W3GfvzH2Ph//4/KLbdQ/vCH0ScmKFx9NdlLLiGzewpR/EH2HHw+v33267z6/nuZLpWoNx9mpPowuyrvp/JnkNJlar72ibaC7pn9+yle/12MvPCFFJ/1LISeznTYRx999PHfDQMiH7n0CQV4flKnxsABis0lv5ECo2XhZPJYXrIMngIhaaVqlHazDvrxgiXRSnwnUgKc1tUxz8eSli4L0pA2i1YZVDjurUTBNCISApHgKZVE6Znz8jjqav3W4lJHq9L/q2QXx8lbvnuyVKBraYtPErYnkVpIiDOgFCOFTOSW3I5CqYk9mOueJdf1cJG4hQyuITCCJr0y9opACSINPUqg07XdNmvUTulU1+Pdz8s0bHRtETSPKBNxm8t09Hum7fs4KHnrsQnwsjrtjFihMIThk5ugTw+FronIoqtEd0VI6K4rNR09cAm1xwZgsxyPN1LexGXDdC92o+5q5Y8IlZaO5VVECUY1ofkKKeWCEYYQxP+H3VZNB4oZJrUhkB5yo3upHcn29ziE5cpIyeAWs5GSouEFJa2EoHLhGCOzgSU6YcWUAcEaKWQoegZNO0kqQ9LloYSOcDvH065uGCxkMBPeFVXVoiKdqKyZUBJcx/fIaOvOX2e/R62Hc26UBE0IlNCiJIRbIbInp9zh0wotJ6ij7btM+545ShO+vpC0UqkdhuqudHEGsmQaNvZADt0UIF0ydhlrJFblJOccwh7ModreD0oTSNVFd6kUutAYFgWqqlOBkEROGAhlYYbKIiHO27mnT4j7+G+B3MUXs+8P/5Ddv/Vb1L/0JRp33Il58iSNr38dZXZqGi+cmCIzrFOb3GDmYpuHJjM8MqGxOiqoFmFybD8Hhg+yNzvFQW+EAzWD3QtNho7NU/v856l85KMYU1OMvPjFjP+vn8CYnHwMZt1HH3308dhjWCtEvxstBzGsfIHPKPr1NqXvcROi6myQjhxLi23pOsTx77u0EU5dPkxmtAB3TEcud73koqQAtiaaTAS/u8YgtdwAq04FQx/peq7qJkYGbpNJ6uwLngLXizO8tsMcLZAvdwp83YiRkIEbqRbEEQNoiXjVgDyEpZL26xMRcY470bFy4wg2EEBG16LEO3Ev8bV7xTorpXDx3TBtvMim2yupmi50XMDLaFsT4jAOs8ti+bWlY0FbRc1E13utdC0aTz6bRZomSBup6V33RbI8UErxkhKwu5M5N58hpzRcAV7W6LAQ+zHfyTrEikJGJ48ek1ERl8NRQmCOFSlsNrA9K3BOFrTGisisjrZ3gkKCEEfupVkD3Xbx9EKUfGl4oZJOJBaY2nvRUkXsfKFpMGYUmaeJFpboaVs8JTSfECoY1PIMVCpwtrvF1VEuQhk4A1k0U0OTVkSQ8xkN05GRpXnBKlMf1AnvljWcJ9OMlWNSyxHvBYVIKKPs3JifmVhAUt+jAGcoB1VASTwE+WpvwlXMGAzmja7PY3XfCCML8Tz1HvvaUU5cVihBiD09h+5Z/jPkSTLmBlIIEFp6L3ZBmIUh/hT8puIyVVJkMQv7QSz67cN3UFgLXrAlcez2lDiFTGStl4aGDgjhsXn5GJ4mKKwHpdFU5xMpdS0VZ+1Di54Laeixs0v0SGigoNLqnSBLQ/PJv9DRiZUOO1c/9glxH//NoA8OMvKiFzHyohcBoKRENlvIZsN3DRsYRCsWAhc0QEqumbmNHzr0rywf+ySnTckD3ggnRY2qd467Oc2nrDKe8mAQeCYYT1V8z9wYz3vE5gnv+TtW3/sPlL/v6Rj/30vZc9k17B3cS07f0lmojz766OM7Bwl35+GFMtqukNCoFHkUSlFoLdMuoXVkku6SZfqg7isdla75FgddIIKymGFvoRu0p+cTlrOgn0TMpxI6DRcyjs34QHdyl3RRVEN70RpzaG4d3SlBJiFaCYG1bxz33KYvDAbQ0Tj3lKsY3FwgV+tUyhpCxxM6KDdF6nxLVJBYywnWwUg62PqmFqEgi0FBy4KEgbyBIEOl5TCwVqU+MRE11xIkLDjETkRJFw9XeUhdYCuXfLC+Wg8L8VA+h9Xy1zppRVPCt3orLQuYaN421uOYBcdTRnVYHZXQ8AwNIyToCZdbzfWQmh73GSBVzifZndBjl90eS1MsZhgnS8Nq+BbiaBx65AqbrFcMMDmUZamRyN6rx66sbjGDPZilsNmg6tQZCc6qHhwFIRhpiyGWKOyBHNWDowwtVsDKpzIlp9YnGodK/Yy/j5UiY/oAw9kBDDY5kJkE/PABzY09OVTgyh1ew2jaPZMfOcoj4zSwCnm8zDBKaMFzD/HT6p9bknXMkVGu3TXI+kqtQ9kiwrhVIWgqGyn9NTFzu3CNAVRQqieZ6M4zCniBtb9UN0F5ZKSJl9FTpYTaqWD7Z3OkQHN8IEGIJSNZ0X1/KCJymHx3OMYwurfG+hW7GZktka1bWMN5hKvhdPFKsQdyDNsOpuPXKXf1PMhmqo2Qyk/gh6A+dAmOPhiMzlde5TMaDGQYc8fZpLsVPx63Pxk3M4TuxGEjUT4Ewyez5vgAnqElyDaYrsRIah2F8PMfdMRri0jF5WV1PJWBlhldO1wvu1s28gBaUFLNFUSEuDZ8IXB46/kl0CfEffy3htA09MEB9MGB7g00DS55HuKS57HX+nNy93+UzNc/zU2zh7hQOwL4yqy14d0sjexjYXCMxUyWxQnFLddYWKtZnvnVDZ77uXvQbr2H/7hW8IkbdAYPXMSV41dyxcQVXDF+BVeOX8lYfuy/buJ99NFHH/9FaAwcZKC5FFnMhOsh0FJZkiWQtcsYQkvVrexW8CcUunXHQwTmhDDG+BJjN/tzOY5p5yiu11GJsLNI+BfpUBaBwNO16PuRgsGGI7BciddhzYDyheNMbSbIgDC4wJhk0athA4Yu4phFTcOZHGZldD/71+s4ZQOhXPLFIYzREVqiRrZhRaQwOSZbL2BIC8/QcIdyvhVZ+pY9qQukHZDkXI7RYpZykEFXAChFUeSCvnzkDJ3JQY1VS5Bp+AJ1dM0usdbFjIFEBsJ3JxrKCmI7NUxcBsOueliIc3qGPfoYpwc98nUrafMHFEroHMxOsClDl9/Q9puwfnlxlmkAu5ilYMtUPHgIJzMCRhMs1y+bhAais3Sz5obWUkFtYD/DjUU8ZCqzuELDyxnBeBTWcJ5c1fRd2IMODU1j1a76HgHFhOtoSIilTKiAVFcvZqVr1IYvY3jhfvbrk2wYGUY0l2nPwVYuG5deCMKMVi2+hkAaGqXLfMWQNHQ0q3feXCFj253XlkV8tz7KnlyeE7YfNy6UQNfzXJbdzZpewAqunS2fhZFAbgkztwXdaA2rzc8ghhNkl/YVDCLlnRCSn0Lq+RLpkIvEcaFktBBrXgVDhhbsUHnhe0ykPIq1HO7wPmAFoXyXaccYRshWurZu2LFIf95vTLLkbgYG1oSGQ/kW4m5zFqSf7fZLyIxO6ZIJdNsj07TJbfgKJy0I9MhnNCxH4RYyCNsDJAKBmR0HZ9Mnk6FHgArWSej+/ANTf2O8CJpfmkhogkIyQ7g/is6BB4ekMNDxlUwEYSCG0FC6xvK1Bxn1LBSxG7v/UyflkK0LMhkN2vR/YXsR/Fe5fC+Zh+rRc6X1SB6XhI7mlyeT+GWXNAPHGKRZ3LftuSH6hLiPPnaK3CDjN/wk33XDT3L32Q3+6LN3oi3cx7XFdb5nsMmTtXWeunwWasvgxk+8vBxWLs6wfmKM73vY4MaHXY4+c50PP/suPpv9bNRuqjjlk+SAIF8xcQX7BvZ1/UPfRx999PF4QdJVUCHRWg5hOaN2kbl8xV5Gjy9H7oKyWzmUxDHN9VLJdqb0ES7KDeLKSU5RwWjYWIM5snUrQYjToo+GYO/EAM68bwEZzOlUlE+a665vYcsZcYyl0tLv5AGjiCGakWCfD2JPq6aD0OO2WUPH0jLYw1myF19EMWtQR4vdFzsoYozKheNk60s+kVGB62FILHIDHXxWAKOimIh7DeYqBLuG81i5ARwXUOWofTFj0HSCbMYKCnkDKSWmY6es1CFc5fnCqiZwVFwxOrJmAxlhUC/qZBsWGU3g7hrDHGkwslxLzDAkHhqD5BGBi7fowizCex8K8vU9wwzPlrq6fSohophXJQRS0zGCeN3WeBHdhGzTZnymRPmAn2hLofl/c5WfVCvMBK40Pcju7aN8sW9hH53ZJBcm7dIEUim8iAyn76IrMtEnFcxPIdMRpULgGb4LvIHgwswUntZkZM7PAG0WxvGKgmJzgQEjy8YFY+i2x8BKPY553gGGcjoWvlW5vTyWgc6Q1pbASDNASeIETKKNnGqB27SvXNAaNtbuIRbLNTI1X1HlaIp5ezVKEKU0X0GRUlB1u49aTCGVJrhqbBdzrTKeXkT3moTZhAWwZ1CjJjVaCRKlUGQTHiDjg7noXgrlIjUDJQzswgiZ1nryyl3XTh8okqmGLuixRVsg0bt4N+RFNpXTK63I0LhA38UK+Pc+Z/iloYTG2FgOzclQG9DJNWxc10HpCXKvxZ4dnpbD1Qx0rxWFFchQiSD91WmO5chGe1VD89KL3X4/hZJxtnwhMAu7cTQdp5jDLhYZrhzzXbB1PSpVvlsfYXd2nBXK2NkRMlYcrpHNGTRIe/zktAJumPdBtKkNQgcYw2C7cGpN+JquhushHIfdA/7c3czQ1icm0CfEffTxKHDdJRM865d+iDtOX89ffekU//fsJvmMxguv3scPff8enn0wS7a5ArUltNoye+vL7H3OEs70Uda/cIon31Pi6nuheFmT1efu4uiBA5zI5DlWPsvtC7f7LtjAUHaIqyev5im7nsK1U9dyzeQ1DGYHtxldH3300ce3EZIWACCvZEQVusWYDYg8FdVIHS9kdFqB9SZddikgPglGKEM34NAC1yZkS80XfYb0PCVsv3xNxo/J1YNYtLHBIvUauJlhaLXIZ+I4z7yWYW9mlFVCN89A2E5YtvMZHTOIJ4yIoi5QQkdqOldNjfJQPkdN0+mRt6bjuBKCXWKIilr33cKDfmUhLfSJYGEMdNRgns19+xBLG4zoI9CqoAtBMavTEFrMLAXkshpNJ17X1pW7yZxeoyXHMESJTNOmWdjHoLuJg4PueEglMdBwhYxrogaZjC8x/KoL90/aZBsWmrTI7htH2U2EJijqepDoKLQoaSmLVjTvBJnR7XQZGiXC2OFuVmmBmzPIAU5mFE1CVtfAlUhDp3ZwhKtOG4yIIieXVqNzBAJnIEt9aoiBlVo0tj3DOdafOJWuh5tytQ9+STDciYE8ay1/bGU33tNKgRaVHUtYwHWBm/EJtXBlQAYDYiP8vWvmx3mGIxgeFCzYRXINC1b8UIGcMLjU2MOC3GyLC/dR3T9KpmkzEJTS2kiUz0lCE1rs0q7ACpZXT8QQp+liTA6F7SI8hVM0cDZBGINBYi4NQbxvlSbQgYnhAs1GeN3OsQwWDND8c8zdg+xdG2Bw5EoO1xSbjRMoZLSCwjUDi2Jiz0yN41pVJoL3gtB1vPCdpGREyGUiCep+fQJzMAOVmNBFGCgiqsKvNS38nANCQc4q+/cs0XSvPkZZhve90+OBNuu1vy6+osCcKjJy0QE8p4a4Z5bBTIZy4PLctIPFCrNSa1kIspULT/l+w0KPk30BUvNJpsyNgiY6jS3BDS9mdV8xRFxuTQkdkRlFyRZoOaRuoKEFez72rsmLLAUtiwCklqU4Mkm1shKMUeAaeSqteM9N5S9i0SkFK5FYJRETdE10KnqSnhnliybQ5gVOZhRdSt+SrcKySz3iG7rgcUOIXdflwx/+MAA333yzrzHYpo3ruvzGb/wGAG9961v51Kc+hW3b3HPPPWiaxlvf+lY+8YlPcPfdd3Pddddx00038aY3vQkpJc961rPIZrMd/bztbW8jn8+nrvmhD32Iu+66C4Drr7+eV7ziFZimyUtf+lIAPvCBD/AHf/AH0fmGYUTjfPGLX8xHPvIR7r77bp7xjGegJx5Iz/OisfY677bbbuPOO+9k7969fOxjH2NwcDA1trD9D//wD/OmN72p6xxM0+TXfu3XOH36NC9/+cvJZrPous6LX/xiPv7xj3esea970W0tXvayl3Xto9e9S96ft73tbQA9136re99+na3GnDwOnNc+e/GLX8xNwzN81xM11kav5NMPL/HRB+bJZzSeenCMp1+wh83pdSYyuxnP7iI//lRu/sjNjJ56hCO/+ybkkRkGTjd5wZOO8eOXrWHkJFZ2kNP7nsTxsX0cy2Z5uLHK3yz+TfRgT4kpfvDKH+T5Fzyfa3ddi649ukzWO3mm+uiO8127x3Kt+/e5j/9qJO1ijakhRmwNKz+Fo0s8t8ns6TPMzK6ijV/EZRPp95fUBJmkdSfoKGtoXQlxQ5koTaeR30d1+gHKA4KLxq8FqdjYLJFTJvmh3W3XyDAsChS1DGODOQa1LJuGX45kQOTIazqWblAfvIgBQ0ewgqFpTA7mWK9bXJbdT1bEVrVwOEIplFQcO34MTwryQyMsLGhYboXlTI1Lh8cZLhgc3djk1OHDqGc8HdAjC047UnG9SrFZLlNcctAnNF8YD9bnkXOLZFdW0AfGIs/Vyvoq65UWu/cdZGZlkZUz55jMH+DS/eNoRd/N9cKJIfRsA8x69+sPZmlcvY+1jSkK3lmmji1HiofmWAHvpF/YZFhczqaqR+Mpr2+ge5Jl13cEUPv963nZIntG8iwdXsKdnSejHOoH93EBg74AjeDY2VmcrMnwFRdwSWaMjC5Z3C0ZcDwalk+GB0UeU4WWW4H0FJvHVpGFNXbtPYjQfGXI6toaDUNxufJdYg2vjg6Uy2WqXpOF5XPkZyVPueQqNCkD5YxAZg02Lx1nc+KpDE1U/HraUpE3NOZKa1QqFUZGRtizd2+KHCshUEqytLjIkmywF0VB1wn9TpuyRWq3B0m2UmGWmsA1DKqVMkZZceCCgwgFpVKJcqnE122dp974QgZkjs//52dYLEiuuvQyEBqtsSIZpXP2zFkaa+uMDXYqz5Um0DSYe+Q0i6M5ripMIoI5KAXVSonW5ibm5F7MIX9sLcdjZqPFkFJIpVhYWGDRdLhyMg418xUTGkjF7PQMzsoy+UtGUAKczKDvzKDrKC0H0vTvz+Y62WqdfZNjLJbLAAzsnojGUqmUQSnMZZtH6jVG9+9iIF9ArUhOHj9BRRVxJgtY+TxjhRq6Ur67rIifHYni6InjzIlVLi6M+WRUaFhjg5SDa+YnR1heWiY3ZHLRQJZdYoT5mTXKFYleFKyvr1HTYPdu/z3ijg1xquyy4VTZLYewcmNAlWyrjO4WCdN6GUqntlKipDfQduUR3Vwe8F35B3M6NdPl/jWD5uo61CtcP2zzfC6IWl4+PE61uszyWpX9U+Nksjm+PrPCsFdinTFMfZ294xk/Pj6joYSO53p88XOf539UZtlz5XejpGR2ZQOlLA5OxGVCfSu2H4e/eyhPLUhkFXp7uEYBAyjoAzS1DF4mg8DPFyCVZG5xHhfJRft3oYSOApojgyycOYbnNBgZGQVDj6zW8exjBaUIEgsMiBw2fg4EgP1jgywtraX2hadrjA8O+8Vesjq1wcuYnbufoqqzb8hAKl/RWLa7lIvrgb5k1Ecf3wTsKUhe96In8fsvejJ3nFnn9lPr3Dezyd98bRpPxgXls5rir2e/xkghQ+XqX2Rg6hwvn7mbZz3yIMvHL2D5ykvRL9W5cGGWF808yEsDR5tZMcYduXHuzxU5VjD55yPv55+O/hMFijx54Jk8/+APc8NF13Ph5GDP8hl99NFHH99K5EP3VGJSLHM65v5LMBarYEpMvULZG0eqdb9ubCAjNi+dZM3xOJgZR0sUuYusq8kMuW2uuxnNwMxNMpu5hOn8tVwVCLqx9dn/mdW1oOyQ4VuFAXYPkd1wIKtH13I8Fz24nu1Kv15q0jtS+HGVIcJEPqNajpUgiZGLRl0b8V2RdcWA7pfXyWcNhrOCLBoNBFIINK8zUlogkEYG4iovKC1hRdH8xFS2MYRjFBBAIZ+nJnPkVI0hXTGZVcFYvNg1dXAqclfPGAZ6eN38GMLy4zZXZJnBvBZY0RSNXWPkNjRyGY3Q1mXvGkY/6f8+IooRIQbQU27uWkSip8YuRWUqvqUqnIcg2gStvbvIzlbYZcOkO4nQNaTwifJA1ogIMfEpKAEbl+/COD6H1+FXKZABAx0tZhhUWVTdv7ImFcqI1zPcGwhQ2Uw0ZnsoR3Gj0RZbmrgnejJBWOiS73+3cfkU+6emcO5ewnBqOMZQOpmbCkLC8wbU/Rv9jMKlLOUG0FC+pV3zyVJ4QsYc4Mrh66EWh1uprMHqUy4Ar8W4yCARQWKzTllgajiHoUMziDN19QI6HppyqB4YQTcrSCRn1V6GmQlW0XfNNR0vjuVFRbH+ObI44X1WKopPVhpROEB1+HIGixvUdMXgzFzqHnlDRZraIFlltVlPgxZCUMnt4qJiFk3TEEIhBIwZsIRvvc8I4RN7Fbx7EsRL6oKwXLB52QTy0mtwhUFzIIPhSHJB24EcjGeKjIsB5lkja7loQ1m8sKvIs1/HLuZAWEFZNR0pMmQaNhBn1A/fWQaQyWjYbrB/s5nQmMvGJftxhc7UUImW3cARWerNgzgDZRB+abSpzDANICcy7NOHOamZqIEpjIFBXDHHmr6bosox7I0wnsuxaZfjDQbozQJCuRhZHVf6/hRh/HYa/v285GiNQ1oGpI1mOTQGDqCAhSv2cvGJNQaMEUoZBx0NzfFAxBZigaAyeiVO5hHcTIFsMp+CoXUSYiFQwsDKjaPTAhST+jBZYwo7qFQ9nM8xXMhQMb3IC8dKJKb1nzcReB8EP3soGbdCnxD30cc3EVlD4/mXT/H8y6cAqLcs3vPBT7DchJKj0ZI6k/v3U2k5WFXF+sAI7/uum/n6s1/C8+/9NFcduQ/jYZe5qQv4z8t+htb+UcZHSkw1jnOFucr3movsqmzSEnBXIc8XBop8SX6Ze49/lYsfdvj+muS5rSGKxSnyY3vYtecgudG9MLQHhg/AyAFfIHqUVuU++uijj15IZk8NGXE+o/OkkSyzizBgjNBwqwiVixoo4cdqasN5nmVfCECLc1E33XI+ZVrJiDwYzQ775FdoGCLIRvrEC+Hrfj/ZTBDbm9WZe+JeBk/7VpmcZmDvH6R42S5wN6P+POVi6IKC4btpty6aYDirk1tKEPVgPApBXvMtZbuKo9jjRTaXZgCi6FBLtykaKnapFWD46gAQeldCrDI6q5cf4MIHYgtH6IoMcVylaxRBM2hkJxgYOYBbq4NT44nVPJrtRAunUml9wjX1E9GQKUC2GNUydZVHPpOnkVh3T4/L29QPjpE38hgqQ1YZmAdeCrN/QzdUtAn26sPs0jVyeoZMLgtCoCVKygjps5gzw6Mc3DPOyOwKomHCUNFPKiTayKiWQcnYQuzmjWh2xZzOxnCBwnoDJ6MjNf/c8WIWJR1kM3SVDUrTdNlf1uAUjYFd/lxHDjCkN1MKkCSkrjGhDyGUoBb5jAdxnfkMhcEBVq+9jLGjK+heizFtgIpsxm7DeQNnZBjWfVVDwxgCI4suwB3M+2uVCDkwg/jitYmno6tPAYKCodHAQNcEOZXBUj4hHixk8KzUcMllDZRpowVjlXoGgc5uVWBltIB54SAb9gAXKD3coSSJRbhOI94GgkGUUuzXxzmbMXFtN4g7VZh4ZIJat0VjxD9J1zAnhxmc8T9mgmRt9oEpyBSxnO4u09IQQDeZRaAh/GcAQMuBZwVeEoGFWMuS1QE3vtGqOIRstljdP4Rheww2/ee0OjmIaAjfE1nTaEwMcKAIVi28GkxoQ2Q0I3rXeXoBsLGzoww5JS4buITjG9OpVROAoQlsTbB+xW5G8wfgkG/xtPIDaJpgd9ZjlgYaOpqbAxQtfZicZvCEwm5WLrLIrjb9RK8IyA9hDO1GBe9KAQxreSbyY1StJoNigAYtLsw/Cb12HHL+s+JnPxeBIicxBxG7809RQGotGgMXoGkZlEpn3h7L7iGz/zK0o4ewB3N4Wi7azxoCT8tj5SbwjAzKSO8dt0eCLKllyGo2yhOY+T0MarPYQehEVs+Q0wymjHFW7RWcPXlqQwc4UDWRVi3x8PqZtQXn5yodok+I++jjW4h8RmdvQTKV9V8ouq5z88uuBuBDHzrJ3Xffx3XXXscrXvEKDOOleOUy1c9+lsIn/oO9d33K17YWCtR2TVLZ80RWR69DjgzynBufw3cbLs+lya801/hs6SFu5Th/N1HmfdLh+bUFXj53kqnpMgg3PSjNgKF96MP7uL7s0cyMI+6rwOgFPmEeOQCFsbSE0EcfffSxHbS4BmrkNq0JBvbtgWPrFI1h9heewGJ1KTpFAZULxphKvG9SxDpsNzAFjfmulxWDgyjXP+eyIZddQznWgPpAjny9ha4Jdg3l8RLJXHShMWYMcMPIZQhD52w1JsShD3Qxp9FyPayhHO6uQXJLQYkSESd8yQidvD6EBPZNDlG6TIc7oegYlEWGslYgq1UpBucRpBYOY5WV0BFuXK4mRPPAeBAXGMNw41jJ3WMFGhu+VdYTOhIDhMAL4vd02wN0tNAdNjhRFvNoYT1PTQ+IQiDMdnnnC2A4M0lz8ELQl5FCR2ZGyAuX4tBuyto4o23jDHEucyk5TXKZPo6uNdE0wUg2z2ROokVFRiG0TGWMSWQmEPBdN/A0EFG8p5MZIuPUGMjvo6SfIxNkeVYKdBQeoF2+i5qm42Z1liydIRHEJwpB4xlPRMy4FJZX0DWPnLIxusjNreELsHI+yWoM7aVVqJKz/GRLE1lJDcmF7hgWoHTBsF4AT1Bri3sHyAuDJ1w4ytpCHTZbTOjD1JSJVB4DWQMp0n9qyxNXI5hn8/IRdHMEJzOAFthN14Z1bN1fa1cvYOBSVA75rEbdhkJGI+9kqCPQPEUxq0HeQCmoh9Z1gR8/mthve4xJRjwb8Mt5mdkci7suZqp2FoWiPnQZBSeITyW0ejoMa/k4LVoiMZyQMKQyftInYDQzGWUn9pRLad8Bxhfm0V2JRCHzWYo6ZIQi0+bhVhnLo+d0HH2AjvTEgBA6dnbEl1tcExqWH+ccEC85tB/DXUR6Gio3hBrdD5pBmE9KCb8MGzSQwbOiCUH5kr3UtQatCwqYzRKNiTx7TMgK/zkTCFaM/ezadRmcPooSOrqryGUlOZHBUrHSTkOQ0QXKBS9nIAyd2sT+wKLsr+hl+SnuE0toSgdcP5wgs5/cFS9Cn72LfVc8Efe7LoKP/lPUr2HkGM16lGx/IkOGoljMccB+AjI/wKBepKrl4vepgPrUMAtukV35OHmYp+dQejPaE75HQHtt8vg+CwT6wBj2NZdhqg3c/B5aokheNf3vbRtdE3hZg8ruQYbqneWa2qH8oGc8oxDUYYYwL4Bm6FxR2Musp6H0VRoTeazigJ9sPdRWIPDzZ4ceDOePPiHuo49vI+ijo4z92I8x9mM/hlsq0bjzTpqHDlH76teYPPQQuu0LMvMf/ljqvBuAZ+dyqEKRmuGyqbWYy+SYzT8RS0xSkgPIos7ULoMn7NO4ZFgyqG8wYZ7hYP1B9Fs/lx5IfhR2XQFTV8CuK2H3k2DfUyG384x9ffTRx38vtC64EM8uM7hSiwRlTdPI7Zmi/vTrGbz/LnSRQQ9KGckgq6gSsFqzuDDgVaHQXRBZBkSWUkZD5IbIZzQMN0ddtVLXre+5huK8HZwLQ3mDtZqFlc9AHcaMAlj11DkC3zo4YhRoChemrqQ2ajJWWyckaNfuupYvNe7zhbOEhOVkRsDPC4vMZGjZLgUEugaD2VEAsnaWrCpiihwQE+lBo8CkGkZD8P17buCvN75Efe8wA0stsi3fZXnz0kn2jEziBeTn+Xsu5sORs3JgLYwysopESiHI6Hms4b1QOhesf1o0VLksmE5AxoOkWmESq6E9OOYm9QuyDO6J3/UXD16NHLiKytUKjp0DBjAHxhGTDWr6JKNAXmTICgMryCCsCRg0FLYUkXSqa3pMugVUB/XUwl448iwO51o8XV/2a5UqhSEEQwNZGs84wFJpjPHTa+wmS+vgLqqOxdWFSxjSDB7kFADu5ACULJq7BnHXbAp2jlFNZ6owRV3XURnfi8CQOrruoAVi8JQ+wpxbQgjIjB1gT2GE3YNDnN6cSa+7pmNIl2ED1vAF/KKh0/QUGS3OaB1CFxq6JhCZTnF7MK/7lrXgYXHzGbzBIWgKzPwIBVewNnUDF8yc8kmKtAI/ZBAp261gRB9E0mT3QIFNBG5GQ6CRmRhAmS7SlYEnAuzOjtC0DOZDpU5oAUx4E5jFwbDcMErPk2n4+91yYiKtAG/3Ndi1Y6icibJXfacHpSi6AyzbXtCnhtRyOJkhasUxnMuLsHeCjTOH0BpF5GAhmIVvnc0ZWlTqyyxm0PVBhNAhNwhOMzX/waxvMReGbx1GwN7sEA1tNyV7hZwx4CsrpgqYVz0DtW8qGLt/vq0VGMmPssJGtJ7hHpWAN1qgfCCIxTZhbGiYZkDapV7ggvE9tLSzNNHQpMQQMRGOs+sL8obggKtzafZSGsqiPrKbIWuTi/aNcrUOFraf8AudjHLRg9rCGT2hbNJ8V/79THLZyGXUMgJdQCb5iGczgMSUY+gZ34VdS7rZaNAYzLPb8RUUo9oA1dCF2outvN1KHUkjIK3DvsX/YG6Cq8cm+aQ3xXFjH0+Q/j4Vts2+kTyZqSHOOgXYP8lI3YWMjtI0DKFHVQSivvUsjF9C03RIx6fgW8WnrsL0SihvGoFHXhQgyE6drqEugpJpkUp2x+gT4j76+DaFMTbGyAtfyMALXsBXLrkEz3XRTZN8s8n3PuWpCNNENhrxv2YT2Wgw0mgwUd1kaX2a8uYSA2aZJzR0iq34BbQA1AtDlMefCHt28bQfeB6Dl+wiO6IQ9UXYOA1rx+HYp+H+fwrOEjD1JDjwDDjwTP/f5BMDF54++ujjvz3yeXAiX2IAhC4wdCOVOVjzXL/kjCAgcyJlvQ0tGnFYpu82OpzP0kzzWgCeeNGFLC+djj5nA4HVCurGXqyGmMM/cY8+Sp0aRmY8kLsEGaGDlmH8hdczecvnaRgGUmjkQhLTZjltFvfh7srB5hzW6ACmI5nMGwgheMKuq/l6bZKylw3m4ItmOhpokNezjDHkT0x52NkRVi54BoVdy+w/dATDckEIJvVhQKMo8gzoOaDB5q4i+wLjujD8LMAjmYmQI6EUrH/Xd1FwF9i9vEDGUugaLOoHGFJ1JglijwOXQku5QUKv4N5kB7ByYA86qHwmNWdNaKhBP6ml5npcsW+C1eOK0M50beYiDN3klPQzb+sCxrOSZdN3dVUjg2QmxlEH9jN496c5daHf1wRgZccZlSaunsEWOZSug+eBJzkwVmQp4yA1janxAYr5MtI2QPOz/GoB4docG0Rl/dGMFzNsNGxssuR0jQvy437ySRFbqDTpu0wbeDjF3Rx4UpHTxw+xes3lTIxMsju3n6umRjhTmg1mGFgPlcaCNxatizWUY6SRYdeAweaIhLrJ6uQ+SnqOA/iEGCFSJZtCeEqx5FRRGd/lvjVW4AUXT2CuDfHA/BSVsUt5/oUTDDxkMGhIlOMhgpvtabnYOgvsy+xhRMvx1F27OMUMq/sGufDaS/DkPJ5SVM9sMHpuEzU8wRNaQ8wFxBXw6zPjofQsItZfRKRREzoiGZ8dXFgiUHqexsBFCHnarwss/cRMLU+w0XIZ1gTFrMGBXUM8MnwlF44NsGLOkM/UcbI69cGR6PkKCWQxZ2A6dnQ50xhmEJ2x4YNUNo6luNL+0QEyuwdhdQWEwLpgjEwzz6XaPhYrQ4xkMyjzFI6Rx90zETteGwVq2ih1bYgnjezGXV3lrLAxhB6JNOH6usYkhuvvLbnrChBW5CK8d+AAS/ogm5pDVuoYysQZKmCbgwiRI8MyEonuNDg4souSMBDKpnxwD82JEZ4wXCRvW9Qdj1xGQ0NHqHiKI7mR1J5RmsBAYzA7iHXxFHwt/MZXEeTGBmDV12T470GFFihdchkDzVEMGGC4AqllMIoX4RomrV0uLPnnCSHYM1rEzRRYLsf3wctlWb/mSeQmLgPgKReM+1+U/R9FzXdU94oD5Joaw7uGYUFQKwqqY6MMHxhFrmtcZExx2vFfZO7oOOPOXgpGEfQKB6fyQdWA+A4ITaBnh3AyLlIPrcd6ZA3228bKHP+8vst0H31850IIvEIBc3CQgWffsG224EsB0zW55ewt/M2xf2Fu9RSXWqPcmHsWw+dGaB5dYGh5joseepjV++9hFWBggOLVV1O4+moK1/4A+R+8hsyABsuHYf4+mL8Xjn0KHniff5HcCOx/Ghy8Dg4+E/Y/Awqj3+KF6KOPPr4dIYaGUPWgxEZ4TIChGch8HlkcgHqdwSCMQ2oCKTQMBAcz+6J+ssJgUBQY1wYp2XVkLoMQgqzQaXUpr3NwcpTVOLMRmSC5l1Xwxd+sJQM3Z8WYNsD4wEGyhSxZ2xeuM8InS1kji3bpU3gSu3y3ym6VfAA0A6X5hLE2tg82/DhOAN3IY8oCCkl9eAgVZJQ5qIZQQpDVMhBYuKUXlBASQR3UwRxDAaGoT97Apa5ij37Md/ctHqQ2toxeMyhkXFRA9nX8xFPRWhSvYCgzSmbsXliuoEuFbeSwVfD3QhdcNHIR0+WziGweTBWtmyzk2XvJAOZY7D4eW6JB3zVKac8Ew0/cz9TgMBVdITzFDZeOM7ck8J50KV7VgkNlZFAqJYzlNK+4mpHvfg7u+lmulBOcYpY1bxgzd5BdegG9cA2upuGIHFLXEI4LUvoW7oBMTo4U0QsGtpgAkYj5lopWMUd9NMvlwGgxS2b/NTxcOcaEt8nu4Rwb+LGXKqgLHcYtaygue8IVsLtG2ZpAFHMRMZsazpHRNXKGxqSRwQYyARU6m7+aMc5QLGgUL9qDmN/kml2XcvRgFWt6DZpw1dAURui6G1QQGcwZRGmIJy7FlhsYk8OMXXIFo2ODjA/mGG8GZZc0wf6JQer45FQJIkL8XU/Yy2ecvRRyvgKiOvxELmkdAWB3XjGvg5gcgdV5dCGwRgusDu5lcDAPloEActLfm83Bi1BuC5mppu9ZdpSsW0cPqIJ3xcV+zK6WQ6OJd9FBjCuvgPm7gpJQWQyvCVJDoqH8RMUUc1l0zXfBHTBGuGTwWiq1BX8J5BgHBg+wCiiRVsIAFNQ+RsVFjIpxnjl5DUIKGjwSfa9rOtlseJ6GyhtoF+xnfD7LWi0Lms7GyMVUs6VUv4auUdInMaTBWH6UsACWLrSO0IFWdoqhgBBrAVv2AlVeTs+ja1k8TYAU6F6d+iW72LQm2D1fo8AqjpCgJIVsjrKAyuT1YJ3EHowTro4ZRZ40MslmfpKH5Ax1oCAKaUvt0B7QBLZWQGSyDO+9MPpKC+qmH9g/TvlMk2YwRxEkTwM/sdc1e0ZZbW4woAv27RrhRH2S4qTHwVyTueX7E+uqoetxsqyBIA5cFgY6FIRaoiyYhqC1/0KefcNP89Xy/b7LvCzSGi+yu5AJsuP777/NSycZuvbp7Lu7xuTYIKVmg0LOoFbYA4aOqxex8rtg9CCG5ZeJsnMjwIZ/sbCWfWI4Cg0tqL3eNan3FugT4j76+A5G3sjz0ie+lJc84SXcvXw3Hzj6Ad618EXkEyTXXn8tw2tX0yq/HLc6iHHiGJeXZnna9AL777sPLciIaExNkX/yk8k/+SoKT34t+R+4CoNyQJDvgbl74Gtvw6+HJ2DX5XDwWT453nuNb1U2cluOs48++nj8Qw0NY5pFlK4xPF8GQNM1DN0ATafx1Ot4zvwhvr7gp8MZyrqMDw6S0wd9i2iYQbSwhz1mSFygtm+cyewEByyLY+4qynOimMjc0DjZyQvRRCzMZTTBxGCGJxQm2S3WGH7yM2H+GNrGGQQ6nmGwezgP6/hEWQgMLePzlOuvY3TiyVQ/e2tU+1RFmXWDeWo6EkF98CJag7tRm35CRQAS2U9X9k2BXGCfHGRKK3LRwH7yrSzzyice+cBcdXCsSEPm4OLx/5+9846Po7ge+HevqnerWHKvuGBsY1xoBkwn9BoSaiAQHEhISCCEkpDEJBBCh0B+1EAgJvRiMC6AsXG3cZWrZPWuO12/253fH3t3upNOzZZ1sj3fz0eWtTs7+2a2zZv35j0s3gA+RcFrzWB4uik8IPZas3EryWQaXbgTTHiCkYfVtAxExHpFk8FCflIRzqASqbvJGsKDxgkDjiapwcGIjBGkZGST0lxGqdAD/PiGFaDlZmJBQNkqiqyZDDHnsDRYd6LFyJBZY5mSO4l8j5caMwxJCJCdYqUMIMHCKQMm8uYWB0lGgTAZ9bWv6VPw5wxtd79oKGhBBcMYkWtUTbCgOFwMd1tRFIWJaYNITk5hhVEPRYZiRjUkgHDokcxF+5BhCQlJ5Fk1DK7WdaHB2RmEUSE1ewBpNjcJwVzRxqBreUaiBUMwrHBagpkTRhTQ2FyEaNItZYmkA/WYDVYCCfkkmBsxDxiAOTGJ9LwsdjU7UVCYnDKa4wdkUxNoIRTESK/fzEB3FrsMwWtmNDE+qZDynJCW3JofViDAZNK/p7tWoRlaFeKsZAtoZuq0VALpQ1Es6XgNBUAzCUYwh41nujdAitWIajZwWmIRfrNuCTSKYKopYxIeawYWixc/hAOI+SzpJGUMwKAYCZhSURKtoAZwJaWQ7HDjtyaiDCxCUfR8wn5TGqrBjNVtBwIoBj2GudFg1Oc0otz3jUEZwBJ0C9YMVkRGUdjdH8y4lPHkGZIwKkYMBjMmxRiuJ5CSDBPHoqWG3FEMCEVDMRjCd4PvxFOwr1/KYJHNzIKZYIBVVavCVuAcbSQmgyl4f4BVMYb7PyH4/BsjAnoVpWexrmg0pRWVehljAommVBTRwNi0ARiEAUUJ4ElJAlooNw8jR9MV+EQlmKooqRC8O4L3ZbA3FAOTUwaz3ezHGHS7NoVUtMyh+hgqKZvSjOPIqNiKUAOkWdIASFdSCWDBnZKCIXcUlotOpaXJT9b2NRSkWTCqfoSi50/X1+Sb8BvTyTvhB5inGHBXNGKt/gpzwBsx3RicXDQa8Aa0sNKbmRzhwm20gOrDFJwc9JhS9ckkgxFjerpuOVYUMtUkbOjPmC85EXV8FjXB+9hkUJh245X4ystJW6eSkZ3IpsTBlB97Ncmb1+EyFcGA0RiC/e1Mzqc+IY00IiOJ69fOiAlNUTEoeiqnjvK7d4RUiCWSIwBFUZhRMIMZBTOoc9XxyZ5P+GDXB2xUPoPMz5gwcgJHzZlBc9PZPLcvg60lDoY2lTOhpZxpvlqGbd1J6tKlYbdH44AcrEOHYRk6FMuwGzBPy8Gk1WPy7sVo34ph68co617TT24w6euRCyZB/tG6kpw3AWbHmHUAAQAASURBVGFNhUAA4fcjfL6o35rPh6IoGJKTwz+KzJ8rkfRrxhdNYWXzLtzZyaSXN+tBkQyKvv4viMEU/L9QMBk1zGZj0EVaIWnsmexsUcja+UFUvS15OSS0WDEoCknjC/HuK0exuWnxBKg+8STMiUnhgaUARHoRg7PMDC+pIXXMUBKPnoC5ahd+IMFowmlozV8UTo1iMBNA6JGXg9a8kKWoKfNoSG4GZR+ZyRa8iiGY1kNfV+eaMBHTNj2yLBFr/kLZh0woOM1ZZBYcg8dvx21qRpgEpgGjONZfGSyUDg31BABzowtQmDQkG3tWMoZEXclWFSMiIwVwoyWY2Xf88eSkzYCNX4XbDkElKNGCSLRgLszG0uANR7w2mxKwDM4mtbSUxFFjUYqX0WSw0jggAzU3M1wDmUMxultIimhPujWNYRmDGZQ2iIBPb29IacgcfTzW6rUMSLMyOHcMfouV5pw8GipdZOUPZ3wwFzFmfb3oCHsilUl6P2ea85g0pIC08Xns+15je9YkstFQsnKhZgsDk7L093/Q8mNQFN0nO6hDCkFrkC5gYnIhzoyRrGQ1HnM2SccdT0vBCKhfBYpCzegMsn1J5FVbUXBhzMjEanQzaNAQTJkJ1NcbGJqtuzGnWFKoGjsE3KnQWIIh4Tiym1eSP9LMzMKx2DzbSTJZUPL0axRy91eMFkRaIcamHaAoYQsxgGLJwmpNAnzkJeeRb0mjnMbQDUlRSpHeVZhRQuuSUfBhiDKHJfoSsWNHS8oBFRS/G6zQaB2EQwmAKRGjYuCUjDEUW6txaj4sgN+kX9Nklz6JbVAMBJJTKMhKYVep7hYOkJZgIjvZQkvhBGqsx5Lv+A4FaBiYgSvRh5qaDqFnJfhMpVqLMLp2Al7GWIqwG8swGgyYIgJdATiTC/EoSQSMGWjh9E1WnDMmoux04iltApsTixoRUT6UHSMYnM4xZAimgnxwVbVuNygoxghLc7D/kpVkMqwZmEwm0q3pNLobg4cYMQ8bhmiYRK6pmXRTM4rVzCCDkxqlNciU25ROQlIyoDCiqABNSQVasJqsGBUTRxnGUii24DXrEyz+5CQUDAgUEtOzmZiUj1FAXcFsAAYnH4VRMXHa4NGw8xP9GqcXAXvDopsJtqPoWP13IBBujzErG6PRRKFhIMIMlUcfhddigIJjoMYJSgCrycig7CSSnRWkq0aOTxnO94E6QKHFOgglOYu8dBNqjRefJZ3BpgFoikrqcUfhDnhJ3FJOQbqV2hZQNAPZyRYmDszAqqWRZDFCxnmA4KS6vezapeEyDKA67xQGp1ijLNvGCB93k9Gkr3P2hiLtE26byWCiILWQwrH5aFoeKzav0/s/YlmeZjLpQdMALVRz8J9ULZdmQyWBpAwcScMIJFqwF+TQXeQIUyI5whiQNIDrJlzH1WOu5tn/PssusYsmpYm3d72EJjQMyQaOmjmcNOMgylzZbGiaSHntcRhcFoY32BjfUs14XwODauvIKl6I1d7c7hyKORXFmo1iMqAoKvjtCHUxqIsQAoSqILSeTd8Zs7Mx5+VhKijAUlSIZcQIrMEfY0ZG73SORCLZbwbnDOeLnGmk1K/WU75oAoPVjKIYmDwoU7fq7tMtbZpiRFN0C7KCgiJUTKlZ4LC3i24aMCVgMuhrdMlJxZ1WgLvajaumCRFUsLOClgujgr6EA1D4EowGFKOJURmj8LY0kJWXxQ5HIsmW6HOYDWY8mi8q3zFAUdIYLCmTQVkKioLJYMAT4U4tzFaEyRJWnoXJSktiIoZAAKs/n0RDM9mKiqqYUAaO171qVEFd0qhozxlD6yB+YGYip48fiMlqIW3icIxpSdDgQ6CgZSTiGD0Ag8HA8IFF2JpbU4wUJA2iCnSzk8lIYEgO1txMcmqTsKu6O63JZCZhwngSjhoLQujOiwYjamZa+Pxp1jTsgJozDkPWONiuW7RPGXxSa/+06acRo8eDdxuqquIfPBxV1RUDZ0aWHggoI5ifNXkAVUlj2Olx4k+wg0HBbLBiTbBiMRnITdCoyMghaepU2LtePyZ4jYXJjMloID3JEnZrDpGieMhrTuK09LEkWxLZGHQH9lmHYJxwOkZPDdS3WcdrUGjOTSJh+nEIM5jLlgJwxrgC8pN1F9GC5AJ2Nu2kMHciVYk5GErqMGkmFAWGpSZhNA2JqlJRFAxo+jUZOBmjyQCBJjRja1TfwsxETMmptPgbMFqTw9uNwUjNQ9KGMN44PqreFnMOO20OrNboNpgCejJlgcCdNgy07TgsA/BoDaDoQePMipEJyYX6AcNPAdui8PGhZ+3oUQWsVnTLrE9YSEB3BwaYefwkrGYjq7+rJ6AGEM07SbWm4NWMfLWjjqTUdMxuhfQkM5OyhlDTsg2nUXcDzjLloxgMmI2GqEltYbBSaxpIHiZUoVJflIWWWMQlY89nUdNmDC4/lDSiWSMskiZdnqQJw/DZAIOBAYkDqGqjEBuMlqi8uG1JNie3KsQoWMeORdu2jSSSsc6cgdm3l8DmYrLUAA4gXUmn0pyDMU1fM2s0KGRoRRgUDykWq/5eaG6EJBOWohzcfj0OQPX0KVQnOUgJGDEoAUzZWfhMyaAJMi35elvMEe+AomnAXqx+K6nOVHLJbSc7gH30KBKnTA7Kb0AYBInGVg8JLWrpiB5Uy+bTresWLXLdeCuaYmZkdqqew/qYS2GzPimZmpJB2cQcHC3ZmIw2jAYDY3Kjg6tmJCaRYNRjws8+qpCB6TmowaBZutLaGuBqeEEWiVV+JmqDsSimcKhAETS2KCYjVpMxqv7IODX+5AQUVY8HkWxJxwXBXNAGQnm3hSU1vKTFXjAgZh/GQirEEskRiqIo5BpyySWXy868DLfmZlP9JjbWbWRL/Rb22nZT7v0KLVHDEvzm7wOqlVSWaKn4/Va8voEkugeRaxOkuhQGeCHPrzDAD2mKkTTFSKrRRFJCEkkJiaSYFRIDDgzeJhRXDYqrGsVvQzEIFLMRJaMIJXcESu5oyB6BRhKaw4nqaCFQW0ugugZ/RQWuFSvQXK5wW4zZ2VhHjMAyYjjW4SOwjhiOZfhwTHl57Qa4Eonk4GAxmVAwYMsYhylTkNjSgNsABoOJwdn6wDa0kq8yMw3P4BxGFRaQYwqAF93qQHCdWjDCbYYhhTPGzGBg5jDMOz8DbxUYzZiOmUJFRRNjUvUB5eDjjiHL3oAaMc6zW/JIDDRDah4WoxWrKZEkq4mReemojugUOUaDETTISYy2KBgVI2mJFvAGc/9qAqPZgiYMZFrySE07BmE0YUxJJGHYQAJJOdRkpKNpGvlmA4neHFKsTuyKCcWi94FBbZNXF6JywxsVhYTgukhTpj74HJiRQENwcD8rdQR7fA3UWswkGJLCg//0tESqFYWirBS2BetKMOv1Wj0ZDEixYtKCVvGgcmIcMgnq9oYt5sMzhjMiYwRNniYyrBkYjRZCUbKj36VBS6iIWGg9YCxUb2nfNqJD3HiNqbiFrrQkZVkYl5KNOTkxvL8wSWPSmEJcZduiz2vU174OH5DCajW6YgOCgDBjTs4Hv42sBF15SSU1uN8Qtk7r0ut1qmajboGKWHBoNprC50yxpHDO8HMAGJ85nreWv9XapoR0cDfA6LNg71fgd6NkDMFrtOkFTFbMeeOh4lsSklMoTByFolSRkpyCM8FKix8Ipnc6ZlBG0NDV0fdKwW9QSNA6HrZ7U4oQg8cjts1nvHE80/KmkR3xnQQgKQsRzDk0wG0h2VIAQEZmKlmuJDKElR3CTAIwNG04OWlmslP0Z8yePgZN1RhXto1ErRTNoMviOnoqSoqRlOoGshosNDY78Zqz0TT9uoQmiyZMGMb6smby0hIoSB/Jyi3fkCjSUVBwZiSTaUjGaDAyO30Mn+Rt5tuREyiwpBJ2BUjJheQcjKqKq0BX8POT80mwJLAF3ZooFAXF2NpHsbpzbNZYyuxlZFo08iLvX8AyuBClvAJQSMDECRnjeacaPIqHwamD9b5Ksuj5gtVkLCZDODiZadRUAkXpuMoqg3nNdTf9moQhJE80YE5N1/P0RjwNpshgaxETgYneNuuHI9Cs1vDkgjc7C3daWtT+oswkNAE59QkEF7JR49OvoSn4njG1Uf80g5mEgix8tTaIsLCPzB2HpWgsq/btA2xha34kSebWtdAJZj2/sUkJrjs3WEkwtKb+HJU9mrTmHbj9+uRGblr0crrYnoD6RZwydTS2zBoaV9eToWRQkJQJphoGW0fSYtA9Umgs170R9gOpEEskEgBSLanMGjiLWQNnhbf5VB+l9lKqnFU0uBuoc9dR766n3l2Pw+fA4XfS7HHg8DlpCLjYobnRCHRyFkAYMGipmJU0EgzHkEYi+ZqfwYEWhnrrGOr6huy6L8io0bCY0glkHI0zbwruiccSyD8GS2IqCWaFxOYGkirLUEr34tu9G++ePbR8+hnNNlv4VIakJCzDh2MZPBhTXh7m/DxMefmY8nIxZWVhSEnBkJqKwRI7j2arzELPcRjwgN8DXiepXj0nJ/YKsCSByQLmZDDK16pk/3nmmWd45JFHqK6uZtKkSTz11FMcd9xxHZafP38+9913HyUlJYwaNYq//vWvnHPOOeH9QggeeOABXnzxRZqbmzn++ON57rnnGDVqVLhMY2MjP//5z/noo48wGAxccsklPPHEE6SkpPRIdkVRyE8cxj7nNkZPuoi9y/4Fmu6GHCLxuOOwV1fjLa4nYDHhGzGYY/wBMnKn4LLoz45n3NGkJtRh2FeFOTWViYVH6/lJB00hu3YjlYnJmIFjhrZaUCzDh6Nmro2Sx29Mojx1MpgSSDvzDNiiWxaM2Tm6Qpzcaj04JmcSNX4buUnRVpljJwzBPzybldsM4QV/RpMJ5/CxpPiNOK0paAhSjjsGcscRiFBsixID5Jg94Nct4iGFWAnEUIhNiZCQDh4bM9NGtBvJHz94PPu2rsPhTyHdlMix1iEw/FxKUlvYsSmN6uG5FMw5kzEZAwgEWt/BaYkmBiep7DUFsJCK5vVG1Zsw7STM37agJSeSl5zH2KyxAO36oR2xNI38CYicsbBtfkQfqKQnmUkyG9sVT29JZ7C1iIGzT8aSnh4VLk0xmzEkJaFlDoXMYaDApPR81PTg+te0gSTYW0OOK4BDJKANmgGGAAXmVMYZxoUVW30SwAqKEU0xtbMbRiofsayKMcmbADkj9HRAoXrSihBsDk9SpFnSGJo+lONPmIXNvgSzIQOsaZh8+tSQmpAMJiumgDfWGcJkkYWxvhJDcnQ/WgLBvNOKiTaprMlJzMFkTtLXtXsjcmin6AqUKyuJtMLRYPNhsFqZPuhi7GsraBQK6YB1yHCSWhrC9U0dkkkgoLJxi77mVjW2KkKmUPAzRaE+cQROv4LPnE6C0Y7RaMQ6cgSDs5MZkJpAosVITbOTfHUsuUkqozJGMUAZgL4yFDQEqiEBj9WEqW1kpOGzEY4GvNu+CG8KXy+DCRQVQ8YwjIMT0Gx7Yl7JBFMCxww4hmJLMQWGtgpeMG5AhAVVURQKlILwWmeryUBhokaCUWAxGcNB6SyjjkJNz0Qpr4qSS1XMGJPMKEYDo3NS2FJpjyHV/uEeODDsjREiK9lCVrKFlp0GVE1fLCGAwIjTEbatsGcR5ogAZgXpiRhciSTmDiJxzDAApmQfjT3FgTkxmYLUbGAfyVYTWoyghinmFIYbhmMX9vC6ZoDTBp1G06omklP3MagwCZIzGZc1Bq2hjNQEE5YRJ2DN1D0xLEOGIPx+LMOGhY8fmp1Mi9cffu8m5uZi0moByFQyMRsNOBPz8CUPouX4STSv/I6cBgtFaQNpKBgLFJNg6r5yLEduEomkQyxGC6MyRzEqc1TXhYP4VB9OvxOHz0G5vZGShkaqHM00uOw0um00uBuw+RpxBJpxB5ppUSopM7Sw2uIHC5CaDrSmGjCIXSTZd2KxvYVphwBhIiDM+IUZn2IkgAFtqBHDMFDmmEn3ZFPYEGBgg8rARpXC+h3krNxGpl0jwS9iyhwwKvgTDGgmRU9hogAGgaLoKUkMioqiCAyKwGAUGAyCkQaB0Sgonf939KwtGkaLhpJohqRERFIiWnIK/pRU/EmpZNndGElh8zvFeI0peJRE3EoiTpJwkoiLBFzCQotmwaGZcatGfKrAG9DwBTR8qv7br2q62zmC208bxXlHD4zZJsmhx9tvv82dd97J888/z/Tp03n88cc588wzKS4uJje3vYKyfPlyrrrqKubNm8d5553Hm2++yYUXXsi6deuYMGECAH/729948sknefXVVxk2bBj33XcfZ555Jlu3biUhQZ+lv/rqq6mqqmLhwoX4/X6uv/56br75Zt58880etyHTkk+mJZ8BYweQn5uNJd0UNUlkyslBTUrCoAUHKgYjWWPPxWw04w8GytKsCYjsdCxpSYwemKYrwwADRjNowGg27fk0XJ85cr1gJyhmc3i9Y8L4cfhKSyFrOJgBv5skcxLDkrLC5S1Dh2IakIM5Lw+b1wZmPR2IAiSardQkZMLUbBLNRiYPzoTUs/UDPZ5wHXpwF90C4jckhRXiSM1lzpA5fFn6pW4hHjAWylaSaWpVNBh2EvhdjE4tYpzpaBpMRCmjRZmJjEpKAaaQlJIZ3l6ZPI6Bzq3Ba6Kxw2zGVZBPwvhoV1zTgAEMOvsi9lV8S6oldp75osxEbG5/9MagEugxpcU4opUUs+CkUTnt8iGDrsxlKBmYcnIwmExogejJ1JTZsxGBAFj1PiwEbNZ0jKkpnHrMaaytyqPRPpz8yq+xCB/1Wrpu3UrQ41NEWrRDCq8omkpjeYAGUoG92DTdamwxtE6Kpli6ORGkGPRJDNCvXeV6clP097GF4OSHojAuexwAiTOm4tm6DREIkJyQhj85h4yJx0L2UNj0TlDQ2MPyBBIxus0YiP6GpbhSOLnwRNaXB9pZ2wA46gf67z1fgUtXbo1jZ9JYkIIwKPjyCjG6yjHl56OZTDQkDENQop9z/HjSc1rviaLMJAKBACtMmditg0lJG4UBmD06l2+rQfG13iPNQ4ZizTmOhIyx5CdasAYn4BKDXiDZKVaOSgtgNepR6HMNre+3xDHnorKU9J1NxDQYJqS32+QbWYR5Xw1i+BSU9CKM6QNwWnJJinE46K7whYbC9jtEKJBeSMm2QDBSfNIJJ2BOTEQDBiToiqHFGLE+NisTo9a6hGHCwEyqNrcQwAyJmVAwkSHJyeyscaAoUJgRlC4l7+Bk5witbhB6zncsyagJER4TQY4blgWJeVDXFH63ZCUPwJo0AFN2FgNSrZw4KpfdtkZyE2NPlCUqiSQqiVHPnMVowayYaUwaQU5+DgFCOcoV0lNTIXtwq6hGIwljxkTVmZ1iJTvFGlVnflI+RQZ9jX2i2UBdUiHe3Kng0+v2DTiGMWdcyFd1GpOVQmYMSuQBftKt7pIKsUQi6VUsRgsWo4XMhEwGpQ1iZlHXxwghcPqdNHmaaPI2Ue9qpsHVRIO7mQZPE053I2pLJcJZg+apA38zBs2HAT0QrAGBppjxY8EvzATSjTjSYdswI5sxYUTDQIAEn0qaSyXDESDJo2H0K+BTMPgVjF4NNNBEcH2zpkfANKoKBs2ESQOjJjAHwOQDSwBMKphVsPghyauXb8Ud/NEjuBYqYDZrGM2rSLdoGMwCo0XDYBK6y3iwMYoBFINAoBAQRlTFRAATGkbU4G8NE6piJGVNAtVWqz6IMpr03waTPigM/tYUI8MrqxEYqN20DoPJos9+B9er6SiRFwMR8CP8fvD7ED6vHvDMHwx8FvoJ+MHvR/gDDPzNdSQOK4CAF1Sf/tPh/32getv83x8sE/n/iGM1VY9AfN4/YMxZvXCX9k8ee+wxbrrpJq6//noAnn/+eT755BNeeukl7r777nbln3jiCc466yzuuusuAB566CEWLlzI008/zfPPP48Qgscff5zf//73XHDBBQC89tpr5OXl8f7773PllVeybds2FixYwOrVqzn2WD14y1NPPcU555zDo48+ysCBPZtwOXn0AEobXCRYzSgjxnZYzhzQI57mJOSEldoUq4lTx+ZiMeay/btdDMpOxjxgULtjjy88nkpHJSmWFKzGGEpAR4w4FewVKAYDlsGD8O0ra3VTbOMKmDihVXFMt6YzcegcBswZiti2gYrCIhqrdZfrU8fmRrs9tqHFPACvMRnVlBYODhNIbh2mW4wWpuRNIdGUiN1rRzSUR1eQEhyARiiLYuTpoHVuUfQbk6lLHI425ETYqgfd8mZnY0hqryKkW9PDbsGxmDokq/1GaxplKcegGbo3IbE/KEZjOMBZiJTZJ2OwWkkxm8myFLK0uA6/ORUzAWxaR+pPaz7XidkT2WfYh8ecwjrvEJSgRT9y0N2jeypE9gjIHkFhIMBYw9ioqNkhLIMHYx40CNd335GRn8/Jg89tndBJSAefU3frDnTsZZUXqOG0Ma2eDQoKuSnpnDneTILZGOUdEMXwk1v/b7TgUqwk4iN9wAASRo3DkJAQnpAwBXMOmzu6rxUFuzmPlGAb0xJNDEgaQNH4ozB8vxf7mNEEhBVhMONNHEDKmNx21xHA2n6TLl5iBueNOotNyz8iy9L5fQ7g1/z4i3LxF+UGxVPCj3PPl0y1mTQ3mgkpxMa0tHYTN+GI1KkpKGYziZpg2sCJZCQHGJKWy0pzKQMTNcSIU8FkwgycPbEg+hzDTtR/d3Ld9wtFIVBZRYYawBN894QsuOGAXSFC8QyCEzKmzEySZ83EmKlPso3MHMKA5IzwUoSecnLRyXqqUAFkDdMnkLog5cQT0JxOlMREAo1NGDMzmJw6iF2KnnM+M8lCi1dj9OgBWI3w3UqwZ+aQkjeAU7IFRkVB9bq6OEsrUiGWSCRxR1EUUiwppFhSGET7AXBMXI3QuAcadkFzGbjqwVkPzjrdtVkLINQAqhpANVjwGxLwJ1rxZCTiNGXiMmfiMmfhNmfiMGfhMum/VVNSONdgQAngxYsqvKjCR0B4UPHiU91s37kZTfEzfMQw3fohVEw+HxanG4vLhdXtI9Htw+r2YvF4se+rZKA3g+HZmWhOO1qLnYCjBeFyIfwBXQkNqIiACpEuUEG9VV9fFsBAAAMezAoEaMYeTkIf8SFv800P2Y0cWzYRy4dMafMfRREQVMyVyN+Kbh2P2mcSGD7/FaR19TEPuiwarbp7uTH4Y7Lqgw6jVf+/yQrWtIgyVt16ZjC2KgeHIT6fj7Vr13LPPfeEtxkMBubMmcOKFStiHrNixQruvPPOqG1nnnkm77//PgB79+6lurqaOXPmhPenp6czffp0VqxYwZVXXsmKFSvIyMgIK8MAc+bMwWAwsHLlSi666KJ25/V6vXgjXG/t9lYXwIwkCxlJXSxBQB/Ij1ZGMzVvatT21AR9oDbpxPM7PDbdmh5WcHpEUpb+AyQefTSJRx8N9kqoWBsO2NMRg9IGwbhBMO4URgIj8tLxBrROlWEAFAWfMTmcuCX51FNxtLREFclPzg+3i4IpujWpM6ypYOqiDOAyZ0e5hfc2B1MZ7ghjhBt/SGFryJ3JVv/X+DsZ0lqNVs4Zfg6BQIAsJQsfPgSGKPfoE4tOJKAduFISSxkOoSgKyTNntt8x4jTavbiDJJ10Ei1lZbBxAwZE2MoaSUIMl/TOqFNTGWxqYNroQhKSoi3iWWoThYkq2ckdP8fpFsGkQekUZaWgKArT8qcBEDhpENr8+Rh8EfLHkLcrkq0mJmUGiLXcvl1Zsx6YzGK04FN95CTm4AimbUswd/F8tqtMf15sloEEFCvaoJmweVGnh0z70UVYg5HgDQaFE4brY5hAIMDwlG404CBhLhgI9Q1Rn/xhacMYbhhOopIYXTg5GDshJS+8yZTVqvwaDcb9VoZB99AwKMHo/oVTuywPYExP19M3ASknHA8QNeGTPGsm4+x2rFYTgUCAgsTWSc204HfE3vV8ShipEEskkkOT0OC26NgOiyjoLzkT0JuZkAOBAPNr9DftZSdfps98dlV+/nwagdMu67r8fhFa5+xzgd8Z/q267Sxb8gUmzceMqUdjVD26FVaorZbX0I+mAkKPeGs0BX+bI6zOwb9jKbIx/x+h1Mq11Z1SX1+Pqqrk5eVFbc/Ly2P79u0xj6muro5Zvrq6Orw/tK2zMm3dsU0mE1lZWeEybZk3bx5/+MMfutmyjjEqxg4Dx/QZaQP1nx6iKEqPlRAAQ0JCVNTUdnTyPpNEk2QxcdywLBINGl+KA3/Dd+Qy3id0ck8YU1Lw93A9f1fUaWnU+dK4MoaLtgmVHKsW0809LJMCg7OSMHWwRjPFJBiSncSAtMSOLc29RKollXOGn4NP9eEOuEkwJZCQAlMGZ5KbYib227MDLMmICZfg3TYfrykVEjpfEgCQmt6716a3SBgzGl9mBiXPPovH0LqWvp0yDPok3MjToLvLBfoBpqwsTBHfrryE9uube1TfgQokkUgkkn6AoujuduZEIDu8WQQCVKbois30Yy4j9qIsiaT73HPPPVGWabvdzqBB3fTskEh6kYL0RDwR67Yl/QOTAY4uSj84k78dEFquFWJQVlLHLuRHCIakJBrN3bwGXXmmHObEeWpWIjkyefXVV/n1r3/Ns88+yy9/+ct4iyORSOJMTk4ORqORmpqaqO01NTXk5+fHPCY/P7/T8qHfXZWpra2N2h8IBGhsbOzwvFarlbS0tKgfiUQSm1deeYVRo0ZhNpsZOnRovMWRSCQxkAqxRNLH1NTUcMsttzB69GguvPBC7rjjjniLJJFI4ozFYmHq1KksWtS6Xk3TNBYtWsTMWGsOgZkzZ0aVB1i4cGG4/LBhw8jPz48qY7fbWblyZbjMzJkzaW5uZu3a1pRFixcvRtM0pk+f3mvtk0iORGpqarjppps44YQTWLJkCe+99168RZJIJDGQvnMSSR+za9cuAoEAxx9/PA6HI+aMsRACv9+Ppav8uBKJ5LDhzjvv5Nprr+XYY4/luOOO4/HHH8fpdIajTl9zzTUUFhYyb948AO644w5OPvlk/v73v3Puuefy1ltvsWbNGl544QVAXy/2i1/8gj/96U+MGjUqnHZp4MCBXHjhhQAcddRRnHXWWdx00008//zz+P1+5s6dy5VXXtnjCNMSiSSa0Pf+xz/+MSeccELMMvJ7L5HEH2khlkj6kOeff57Zs2cD8PDDD/P000/z7rvvMnLkSK677jpefPFFRo8ejdlsZvHixdjtdm6//XZ+/etfc+ONNzJ37lweffTRmEF29uzZw9VXX01eXh4JCQmMHDmSe++9t49bKJFI9pcrrriCRx99lPvvv59jjjmGDRs2sGDBgnBQrH379lFVVRUuP2vWLN58801eeOEFJk2axDvvvMP7778fzkEM8Jvf/Iaf//zn3HzzzUybNg2Hw8GCBQvCOYgB3njjDcaOHctpp53GOeecwwknnBBWqiUSyf5xww03hJXg0047DUVRePDBBxk6dGiH3/u5c+cyceJErr/+en72s59x0UUXxfze7927ly+++IL/+7//IyMjQ37vJZIDRFqIJZI+5KKLLuLSSy/l9ttv59prr8XpdHLiiSeybt06Fi5cyIYNG3jooYfIzs5m1KhRtLS0EAgEuPTSS0lJScHhcLBo0SJOPPFEtm3bFl7jt3fvXqZPn05KSgp/+tOfGDFiBCUlJXz77bdxbrFEIukJc+fOZe7cuTH3LV26tN22yy67jMsuu6zD+hRF4Y9//CN//OMfOyyTlZXFm2++2WNZJRJJx9x7773MmDGD2267jWeeeYYpU6ZQVFTEK6+80un3/v7772fbtm20tLTw/fffc+KJJ/Lggw+G6y0pKeGkk07C6/UyY8YMfvOb31BZWSm/9xLJASAVYomkD8nLywunOCksLMRut5MVzPVms9nYuHEjOTk5Ucc8++yzzJ8/H1VV0TSNyZMnM3fuXP7zn/+EA3I98MADeL1eNm3aFBUI54YbbuijlkkkEolEIgkxYsSIsEfHuHHjmDFjRnhfR9/7559/PpymT9M0/vCHPzBw4EBWrlwZLvPQQw/h9Xq59NJLSU5OZvbs2SQkJHDDDTcc8VGVJZL9RSrEEkk/4fjjj2/3cQSYP38+9913H1VVVbhcrvD24uLi8P+/+OILzj///A6jwkokEolEIukfdPS9/+9//8ujjz7Kli1bor73VVVV4TXGixYt4txzzyU5ObnP5JVIDnekQiyR9BNiKbMfffQRP/zhDznzzDO5+OKLSU5OxmQy8cQTT0TlXmxoaKCoqKgvxZVIJBKJRLIfdPS9v+KKK5g7dy6nnnoqycnJnH766Zx//vlRQbcaGhooLCzE6/X2tdgSyWHLQVWIhRCAnubhQAkEAuHZMrvdHjPZd9sygUAAn88X/tvlcuH3+/H5fBgMBux2O263G5/Ph9vtxm634/P50DQNt9tNIBCIWU/o/6FzhuoAwvV4PJ6w60pLS0vU8SaTKUrOSBmMRmO4blVVo2Tt6DhVVcOyaprWYX901AaPx4PP5wu3RVXV8Dlj9XlH16KjvujqukXW2fb6AB3K3dm1b3uezmSO3A70+D7rznlD18VgMOB0OgHwer3h665pWvgaRvL6669z4oknctlll4Xr0DSNxsZG/H5/uHx2djYlJSU9eta680xJYtPTvotnX8vr3J7QcxL6RkkOjJ586yO/E6FvRG/ck/vzLj8YhL6noXFE6Jse+U3bH7m6+w0zmUzttvVFf7eVJ/Kb151xQiy5uytnqM9Dx4XGM53J13as0dHYom2bu+rLtucNfe+dTmfUe6ej7/1JJ53EH/7wh3B6pqFDh9LY2Bge5/l8PrKysigtLQ0vt4qUvzt9GKu/9rd9Pd3fUbmO7uFY91FP7pPuPjedvTu6er6628bujBM6ejZi1ReSs6NnDcDhcIR1kdC17u33Yk/eTX19rp586xVxEEcE5eXlDBo06GBVL5FIJBLJflNWViY9K3qBPXv2MGLEiHiLIZFIJBJJO7rzrT+oCrGmaVRWVpKamoqiKPtdj91uZ9CgQZSVlZGWltaLEvYNUv740t/k/+abbzjvvPP4+OOPOfHEEwGYOHEiJ5xwAs8991xU2Zdeeok777wTIQT/+c9/2LJlC//6179wu92ce+654fKlpaXMnj2btLQ07rzzToYNG0ZFRQXLly/nqaee6vM2RtLf+r8nHMqyg5S/I4QQtLS0MHDgQAwGmX3wQGlubiYzM5N9+/aRnp4eb3EOCw71Z7c/Eo8+3Z/v/e9+9zuOO+44Vq9e3a+/9/Ie7X1kn/YuPfnWH1QfIoPB0Kuz72lpaYf0DSLljy/9Rf5QIIzk5OSwPIqiYDab28l3++23U1FRwaOPPsoNN9zAtGnT+PTTT7nooouiyk+cOJFVq1Zx77338uCDD+J0Ohk0aBBXXnllv2gz9J/+3x8OZdlByh8Lqbj1HqGBRnp6+iF9n/VHDvVntz/Sl33a0+99fX09L730Eo899tgh872X92jvI/u09+jut/6gWoh7C7vdTnp6Ojab7ZC8QaT88UXKH18OZfkPZdlByi/pG+R16n1kn/Y+sk97F9mfvY/s0/ghfcUkEolEIpFIJBKJRHJEckgoxFarlQceeACr1RpvUfYLKX98kfLHl0NZ/kNZdpDyS/oGeZ16H9mnvY/s095F9mfvI/s0fhwSLtMSiUQikUgkEolEIpH0NoeEhVgikUgkEolEIpFIJJLeRirEEkk/oby8nNtvv51Zs2aRlJSEoiiUlJRElbnuuutQFCXmz9ixY+MjuEQikUgkkm4hv/USSf9DKsQSST9h165dvP3222RkZHDyySfHLHPfffexYsWKqJ///Oc/AJx//vl9Ka5EIpFIJJIeIr/1Ekn/46DmIZZIJN3npJNOoqamBoBXXnmFBQsWtCszYsQIRowYEbVt4cKFAFx77bUHX0iJRCKRSCT7jfzWSyT9jz6zED/zzDMMHTqUhIQEpk+fzqpVqzotP3/+fMaOHUtCQgITJ07k008/jdovhOD++++noKCAxMRE5syZw86dO6PKNDY2cvXVV5OWlkZGRgY33ngjDoej38teUlLCjTfeyLBhw0hMTGTEiBE88MAD+Hy+HsseD/kj8Xq9HHPMMSiKwoYNGw4p+T/55BOmT59OYmIimZmZXHjhhQdVfoPBEJb/nnvuAeDMM8/sUv558+YxYcIExo8fHy6zY8cOLrjgAnJyckhLS+OEE05gyZIlB1X+EF31/7vvvssZZ5xBdnZ2h/eFx+PhtttuIzs7m5SUFC655JLwAKK/y9/Y2MjPf/5zxowZQ2JiIoMHD+b222/HZrP1e9kjEUJw9tlnoygK77//fo9lj6f8K1as4NRTTyU5OZm0tDROOukk3G73frVB0jU9vc5HKvPmzWPatGmkpqaSm5vLhRdeSHFxcVSZ7rz79u3bx7nnnktSUhK5ubncddddBAKBvmxKv+Thhx9GURR+8YtfhLf1x/4Mfet7ymuvvcbUqVOjvvUHg4qKCn70ox+RnZ1NYmIiEydOZM2aNeH9fTn+PhxQVZX77rsvakz/0EMPERnTWPZpP0D0AW+99ZawWCzipZdeElu2bBE33XSTyMjIEDU1NTHLf/vtt8JoNIq//e1vYuvWreL3v/+9MJvNYtOmTeEyDz/8sEhPTxfvv/++2Lhxozj//PPFsGHDhNvtDpc566yzxKRJk8R3330nvvnmGzFy5Ehx1VVX9XvZP/vsM3HdddeJzz//XOzevVt88MEHIjc3V/zqV7/qkezxkj+S22+/XZx99tkCEOvXrz9k5H/nnXdEZmameO6550RxcbHYsmWLePvtt/tM/ssvv1wAYu7cuZ3K/8orrwhAZGVlRck/atQocc4554iNGzeKHTt2iJ/97GciKSlJVFVV9Yn8nfX/a6+9Jv7whz+IF198scP74pZbbhGDBg0SixYtEmvWrBEzZswQs2bN6pHs8ZJ/06ZN4uKLLxYffvih2LVrl1i0aJEYNWqUuOSSS/q97JE89thj4Wf3vffe65Hs8ZR/+fLlIi0tTcybN09s3rxZbN++Xbz99tvC4/H0uA2SrunpdT6SOfPMM8XLL78sNm/eLDZs2CDOOeccMXjwYOFwOMJlunr3BQIBMWHCBDFnzhyxfv168emnn4qcnBxxzz33xKNJ/YZVq1aJoUOHiqOPPlrccccd4e39vT9ffvllAYi9e/d2Wm7ZsmUCEE8++eRBlaexsVEMGTJEXHfddWLlypViz5494vPPPxe7du0Kl+mr8ffhwp///GeRnZ0tPv74Y7F3714xf/58kZKSIp544olwGdmn8adPFOLjjjtO3HbbbeG/VVUVAwcOFPPmzYtZ/vLLLxfnnntu1Lbp06eLn/70p0IIITRNE/n5+eKRRx4J729ubhZWq1X85z//EUIIsXXrVgGI1atXh8t89tlnQlEUUVFR0a9lj8Xf/vY3MWzYsG7L3R/k//TTT8XYsWPFli1b9lshjof8fr9fFBYWin/96189lre35I/8SHYm/8033yzMZrOwWCxh+evq6gQgvv7663C9drtdAGLhwoV9In8kkfJHsnfv3pj3RXNzszCbzWL+/Pnhbdu2bROAWLFiRb+XPxb//e9/hcViEX6//5CQff369aKwsFBUVVXtt0IcL/mnT58ufv/73/dYXsn+0dPrLGmltrZWAOKrr74SQnTv3ffpp58Kg8Egqqurw2Wee+45kZaWJrxeb982oJ/Q0tIiRo0aJRYuXChOPvnksEJ8KPRndxXi0Le+rq7uoMrz29/+Vpxwwgkd7u/L8ffhwrnnnituuOGGqG0XX3yxuPrqq4UQsk/7CwfdZdrn87F27VrmzJkT3mYwGJgzZw4rVqyIecyKFSuiyoPuOhoqv3fvXqqrq6PKpKenM3369HCZFStWkJGRwbHHHhsuM2fOHAwGAytXruzXssfCZrORlZXVLbn7g/w1NTXcdNNNvP766yQlJfVI7njLv27dOioqKjAYDEyePJmCggLOPvtsNm/e3K/k93g8/Pe//+W8885jxowZ4TLZ2dmMGTOG1157DafTSSAQ4J///Ce5ublMnTo1rvJ3h7Vr1+L3+6PqGTt2LIMHD+5RPfGSPxY2m420tDRMpu6FbYin7C6Xix/+8Ic888wz5Ofn9+jYEPGSv7a2lpUrV5Kbm8usWbPIy8vj5JNPZtmyZfvVDknn7M91lrQSWkYR+rZ35923YsUKJk6cSF5eXrjMmWeeid1uZ8uWLX0off/htttu49xzz233/jhc+jPyW5+Tk3NQz/Xhhx9y7LHHctlll5Gbm8vkyZN58cUXw/v7avx9ODFr1iwWLVrEjh07ANi4cSPLli3j7LPPBmSf9hcOukJcX1+PqqpRLxuAvLw8qqurYx5TXV3dafnQ767K5ObmRu03mUxkZWV1eN7+Intbdu3axVNPPcVPf/rTbskdb/mFEFx33XXccsstUQ9vT4mX/Hv27AHgwQcf5Pe//z0ff/wxmZmZzJ49m8bGxn4j/4cffkhzczPXXnttVBlFUfjyyy9Zv349qampJCQk8Nhjj7FgwQIyMzPjKn93qK6uxmKxkJGRcUD1xEv+WHI89NBD3HzzzT06Jl6y//KXv2TWrFlccMEFPTouknjJH/ns3nTTTSxYsIApU6Zw2mmndRjnQLL/7M91luhomsYvfvELjj/+eCZMmAB0793X0XMS2nek8dZbb7Fu3TrmzZvXbt/h0p+R3/qDzZ49e3juuecYNWoUn3/+Obfeeiu33347r776KtB34+/Dibvvvpsrr7ySsWPHYjabmTx5Mr/4xS+4+uqrAdmn/QWZdqmfU1FRwVlnncVll13GTTfdFG9xusVTTz1FS0tLODDUoYamaQDce++9XHLJJUydOpWXX34ZRVGYP39+nKVr5dVXXyUnJ4dzzjknarsQgttuu43c3Fy++eYbVq1axYUXXsgPfvADqqqq4iTtkYndbufcc89l3LhxPPjgg/EWp0s+/PBDFi9ezOOPPx5vUfaL0LP705/+lOuvv57Jkyfzj3/8gzFjxvDSSy/FWTqJpJXbbruNzZs389Zbb8VblEOWsrIy7rjjDt544w0SEhLiLc5Bo6Nv/cFA0zSmTJnCX/7yFyZPnszNN9/MTTfdxPPPP3/Qz3248t///pc33niDN998k3Xr1vHqq6/y6KOPhicZJP2Dg64Q5+TkYDQa20X1q6mp6dAdLz8/v9Pyod9dlamtrY3aHwgEaGxs7LYbYLxkD1FZWckpp5zCrFmzeOGFF7olc3+Qf/HixaxYsQKr1YrJZGLkyJEAHHvssT2a4YyX/AUFBQCMGzcuvN9qtTJ8+HD27dvXL+TfunUrn3/+OT/84Q8xm83t+v/jjz/mrbfe4vjjj2fKlCk8++yzJCYm9ugFfDDk7w75+fn4fD6am5sPqJ54yR+ipaWFs846i9TUVN577z3MZnO/l33x4sXs3r2bjIwMTCZT2MX7kksuYfbs2f1e/ljPLsBRRx3Vo2dX0j325zpLYO7cuXz88ccsWbKEoqKi8PbuvPs6ek5C+44k1q5dS21tLVOmTAm/r7766iuefPJJTCYTeXl5h3x/1tTURH3rDzYFBQWdvj/7avx9OHHXXXeFrcQTJ07kxz/+Mb/85S/DXg2yT/sHB10htlgsTJ06lUWLFoW3aZrGokWLmDlzZsxjZs6cGVUe9PxrofLDhg0jPz8/qozdbmflypXhMjNnzqS5uZm1a9eGyyxevBhN05g+fXq/lh10y/Ds2bPD1sn9CdMfL/mffPJJNm7cyIYNG9iwYUM4dcrbb7/Nn//8534v/9SpU7FarVHpMPx+PyUlJQwZMuSgyl9UVMTrr78eTnHw2Wef8dZbb4UnFULyP/HEE6iqyrXXXttOfpfLBbRP7WAwGMIWtIMlf1f93x2mTp2K2WyOqqe4uJh9+/b1qJ54yQ/6PXXGGWdgsVj48MMPe2y9iJfsd999N99//3342Q2lNfrHP/7Byy+/3O/lHzp0KAMHDmyXymbHjh09enYl3WN/rvORjBCCuXPn8t5777F48WKGDRsWtb87776ZM2eyadOmqMHxwoULSUtLa6fIHO6cdtppbNq0Kep9deyxx3L11VeH/99f+/Odd97hnXfeifrWR/4d4o033gh/6/uC448/vtP3Z1+Nvw8nXC5Xu/GY0WgMj8dkn/YT+iJy11tvvSWsVqt45ZVXxNatW8XNN98sMjIywlH9fvzjH4u77747XP7bb78VJpNJPProo2Lbtm3igQceiJl6JiMjQ3zwwQfi+++/FxdccEHMEOWTJ08WK1euFMuWLROjRo3ar7RLfS17eXm5GDlypDjttNNEeXm5qKqqCv/0lHj1fSQ9icbbX+S/4447RGFhofj888/F9u3bxY033ihyc3NFY2PjQZUfiPlz/vnnR8lvMBjEkCFDYspfV1cnsrOzxcUXXyw2bNggiouLxa9//WthNpvFhg0bDqr83en/hoYGsX79evHJJ58IQLz11lti/fr1Uff3LbfcIgYPHiwWL14s1qxZI2bOnClmzpzZI9njJb/NZhPTp08XEydOFLt27Yp6fgOBQL+WPRYcQNqleMj/j3/8Q6SlpYn58+eLnTt3it///vciISEhKm2IpPfo6jpLWrn11ltFenq6WLp0adR7weVyhct09e4LpQk644wzxIYNG8SCBQvEgAEDjvi0SyEio0wL0X/7s6Nv/bXXXhtV7uijjxYTJkw4qLJEsmrVKmEymcSf//xnsXPnTvHGG2+IpKQk8e9//ztcpq/G34cL1157rSgsLAynXXr33XdFTk6O+M1vfhMuI/s0/vSJQiyEEE899ZQYPHiwsFgs4rjjjhPfffddeN/JJ5/c7iXw3//+V4wePVpYLBYxfvx48cknn0Tt1zRN3HfffSIvL09YrVZx2mmnieLi4qgyDQ0N4qqrrhIpKSkiLS1NXH/99aKlpaXfyx4Kwx/rZ3+IR99HciAKcbzk9/l84le/+pXIzc0VqampYs6cOWLz5s2HjPyrV68WZ5xxhsjKyhKpqalixowZ4tNPP+0X8nd0fz/wwAPhMm63W/zsZz8TmZmZIikpSVx00UX7NSEUD/mXLFnS4fPbVWqNeMsei/1ViOMp/7x580RRUZFISkoSM2fOFN98881+yS/pHp1dZ0krHb0XXn755XCZ7rz7SkpKxNlnny0SExNFTk6O+NWvftWjlG6HM20VYtmfPeejjz4SEyZMEFarVYwdO1a88MILUfv7cvx9OGC328Udd9whBg8eLBISEsTw4cPFvffeG5XWS/Zp/FGEEKK3rM0SiUQikUgkEolEIpEcKsgo0xKJRCKRSCQSiUQiOSKRCrFEIpFIJBKJRCKRSI5IpEIskUgkEolEIpFIJJIjEtPBrFzTNCorK0lNTUVRlIN5KolEIpFIuoUQgpaWFgYOHLhfKe0k0chvvUQikUj6Gz351h9UhbiyspJBgwYdzFNIJBKJRLJflJWVUVRUFG8xDnnkt14ikUgk/ZXufOsPqkKcmpoaFiQtLe1gnkoikUgkkm5ht9sZNGhQ+BslOTDkt14ikUgk/Y2efOsPqkIccp1KS0uTH0mJRCKR9Cuke2/vIL/1EolEIumvdOdbLxdPSSQSiUQikUgkEonkiEQqxBKJRCKRSCQSiUQiOSI5qC7TRxrC58O5ajXujRtQm22YsjJJGD+epOnTMVit8RZPIpFIJBKJRCKRHADVzmqSzEmkWeQSkcMFqRD3AjU2FzX//g/GN1/B0FAPioIhNRWtpQWEQElMJP28c8m59VbMAwfGW1yJRCKRSCQSiUSyH6yrWQfAOcPPibMkkt5CKsT7SVmji/9btpdla3Zx3dKXmFq7g405I3h3xvkUF45l2uh8zhqVxWn+SjxLF2N79z2a3/+ArB/9iJzbbsOYkhzvJkgkEolEIpFIJBLJEY1UiHuIqgmeW7qLJxftItvTzKPf/YsMez22n/+WgXPO4VK7ly2VNpYU1/HltlpyUixce8IPueyaH1H21F8Qr7xM5fv/xXnrZRz3w19iMVni3SSJRCKRSCQSiUQiOSKRCnEP8AZUbntjPV9uq+Hy0Wnc+NYT4LUz6NWXSZoyJaLkIB4UgtUlTfzz6508te55Xij9Bia5GZFr5Cefuxjxl1f45O3/kPzrn3PGKTfGrU0SiUQikUgkEolEcqQio0x3E49f5aevr2XR9hr+dN5Yblv6L0R1FYNeeKGNMqyjKArD8lR8A57GmvsFhdpALi0byp+0FE4/tRnnTCdDyj0U3PYoH/xoAt63fwrFn4HPFYfWSSQSiUQikUgkEsmRh7QQdwMhBL97dxNf7ajjb5cczcnfvkvDqlUMfOQRkqZMjnlMlaOKn3x+A/XOGh5xwFl1SwgYEljrH847yskcf+EEBl4GS/7zCSNXN7Fl61cMOepDssaCMvkqmPEzyBnZxy2VSCQSiUQikUgkkiMHaSHuBq9/V8q76yu468wxnKvU0vD8P8m47DLSf3BezPKNzlpu+PBSmu1l/Ku8jLNShsJlr2C6ew95P/+S1zNuZc7KybyT/WPOfH05G+b9kN05BmrXZrD7swJs781HPDkV/vcTaNzbt42VSCQSiUQikUgkkiMEaSHugpJ6J3/5dBunjc3lllmDKbnkUsxFReTdc3fM8p6933D7kp/ToPh52VDE+GtfhcKp4f1Dc+CdW2dxx3/W87v3NlFlc/PLC+7l4QID7y14k9+uzcH/rZuGgYUMqP2clM3voxx3I5z0G0jO7qtmSyQSiUQikUgkEslhj7QQd4KmCX7zzvdYjAb+cvFEmt58E+/OneT97h4MSUltC8M3f2feJ9fyvUHl4THXMv6aBVHKcIgUq4kXrjmWq6cP5qnFu/jr58X8+ti7MB43hZ9eaSPh4fsQCdmUL02hdPkonB+9Ak8fCxv+A0L0TeMlEolEIpFIJBKJ5DBHKsSd8O76ClaVNPLAD8aT5bFT/9TTpMyeTeopp0QX9LbAW1fx3sq/825qMrdMuJFTZ/0GFKXDuo0GhT9dOIHrZg3ln1/t4cVv9vHIyY9gUIz8KXERQz94j4I//xm/P5F9i7OoWpuD9r9b4PWLwF55kFsukUgkEolEIpFIJIc/UiHuALdP5dHPi5k8OIOLpxRS/9xzCJ+PvN/dE13QWQ+v/oDikiX8OTeXmQUz+emUn3frHIqi8MAPxnHJlCIe+byYb7b5uWvaXayqXsX/9rxPxiUXM2LBAnJ+divN3zsoXTcV/4618M+TYO/XB6HVEolEIpFIJBKJRHLkIBXiDvjXN3uotnv4/blHEaiqovmd/5Fx2aVYBg9uLeRuglfPx1tXzG9HHk16YjYPn/QwRoOx2+dRFIWHL5nISaMHcPe7m8gWxzNr4Cz+vubvVDmqMFgsDLj9doqefRZftZ19K8fg1zLhtQtg+VPShVoikUgkEolEIpFI9hOpEMfA7vHzwtd7OGt8PlOHZFH/zxdQFIXsm29uLeRzwRuXQ8Munph+ObvdNfz5hD+TlZDV4/OZjQaeu3oKo/NS+fl/NnDj2N8A8PCqh8NlUk89hUH/epFAYzNlX+eiDj8Xvvg9LPqjVIolEolEIpFIDiIiEEDI8ZZEclgiFeIY/Pu7Ulq8AW4/bRT+igqa332XjMsvx5yfrxcQAj65E8pXs+qM3/N6xWKuPupqZhTM2O9zJltNvHjNVIwGhd/NL+e6cT9hcdlivq34NlwmafJkip59Fu++Miq+SkBMvRGWPQaf3yuVYolEIpFIJJKDgPD7sS/4HO+OHfEWRSKRHASkQtwGj1/lpWUlzB4zgHED02h45VUUIPumm1oLrXsVNv6HlpPv4t6yjxiWPoxfTPnFAZ+7KDOJZ6+eQkm9k9XfT2BI2hAeXvUwftUfLpM8/Tjy778P57Jvaag6CmbOhe+ega8fPeDzSyQSiUQikUiiEYEAAP4KGdRUIjkckQpxG95ZW069w8vPZo9EbWnB9r//kXbeeZjzcvUCjXvgs7th5Ok8YvZQ76pn3gnzSDAl9Mr5ZwzP5oHzx7N4WyOjjD+mxF7C69tejyqTcemlpJ1zDnVPPomn6IdwzNWw5E+w8e1ekUEikUgkEolEIpFIjgSkQhyBEILXVpQwaVAG04Zm0jz/HTSXi6xrrwkVgA9vB6OFlTNv5L3d73P9hOsZnzO+V+X48Ywh/HD6YN5bnsK49Fn8c+M/qXPVhfcrikL+gw9gysyk6sE/IM55DIbPhg9ug30re1UWiUQikUgkEolEIjlckQpxBKv2NrKjxsGPZwwBVaXx36+TNGMGCWPH6gU2vAEl3+A5/UH+sPEphqYN5aeTfnpQZHnwB+OZNjST7zeejF8L8Pi6x6P2G9PSyPvdPXg2baLpnXfh8tcgvQj+d6Me/VoikUgkEolEIpFIJJ0iFeIIXv+ulIwkM+cdXUDLkiUEKqtarcPeFvjyDzB4Fs8rdspayrh/5v1YjdaDIovFZODZq6eSaclDsc3mw90fsqF2Q1SZ1LPOIvmEE6h77B8EWnxw6UvQUg0fzJVBtiQSiUQikUgkEomkC6RCHKSuxcvnW6q5/NhBJJiN2N59D1N+PiknnaQXWPY4OGspPv4WXtnyCpeMuoRp+dMOqkwDUq3888fH4qg5CZPIZN7Kh9GEFt6vKAr599+H5vVS99TTUDgFTv8jbP8Y1r5yUGWTSCQSiUQikUgkkkMdqRAH+WBDBX5VcNVxgwnU1+P4+mvSL7gAxWgEeyWseBr16Ct5cOdbZFgz+OXUX/aJXBOL0vnbJcfSUnkWWxu38P7O96P2WwYPJuuHV9H8v//h3bMHZtwKw0+BL+4DW3mfyCiRSCQSiUQikUgkhyJSIQ7y7roKJg/OYFhOMraPPwZVJf2CC/Sdyx4HTeU/QyawuWEz90y/h3Rrep/JdsExhdw0+SICrqHMW/l37D571P7sW27BkJRE7WOPgaLA+U8CAj76hXSdlkgkEolEIpFIJJIOkAoxUFzdwtYqOxdPLgTA9v4HJE6ahHX4MH1N7tpXqJx4MU9uf53ZRbM5Y8gZfS7jb84ay4lZN+FWW/jl549E7TNlZpJ90004vlyEa916yBgMp/8Bdi2EjW/1uawSiUQikUgkEolEciggFWLg3fXlmI0K5x09EM+2bXi3byf9oov0nd8+iRAqf04MoKBw74x7URSlz2VUFIVnLz2PPE5mZcOHPPft8qj9WT/+EcacHOqfeUbfMPUGGDwLvvi9jDotkUgkEolEIpFIJDE44hViVRN8sL6SU8bkkplswfb++ygWC2nnnA0eG6x7la/HnsbXNauZO3ku+cn5cZPVZDTwxiUPYCKBJzc8ytur9oX3GRITyf7JjTi//Va3EhsMcO6jujK86KG4ySyRSCQSiUQikUgk/ZUjXiFesbuBaruHi6cUIvx+bB99TMppp2JMS4P1/8brd/BXGhiZMZIrx14Zb3HJT83hzmm3Y0rZyb1fvMUbK0vD+zKvuCLaSpw3Xg+yteYlqFgXJ4klEolEIpFIJBKJpH9yxCvEH22sJDXBxCljc3F88w1qYyMZF10Emgorn+e1wRMpc9dy93F3YzaY4y0uAD886gpGZowiY9AC7n1/PU8u2okQQrcS3xi0Eq9frxeefTek5sMnv9LbJJFIJJJDmmeeeYahQ4eSkJDA9OnTWbVqVafl58+fz9ixY0lISGDixIl8+umn4X1+v5/f/va3TJw4keTkZAYOHMg111xDZWXlwW5GrxNoasK7e3e8xThi8fhVVE0G8pRIJIceR7RCHFA1vthazelH5WE1GbG99z7GATkkz5oFxZ9R3VLBiyYXpw85nekF0+MtbhiTwcQ9x92NlzqmTPyexxbu4Pfvb0bVBJlXXoExO5v6Z57VC1tT4cw/Q+U6WPdqfAWXSCQSyQHx9ttvc+edd/LAAw+wbt06Jk2axJlnnkltbW3M8suXL+eqq67ixhtvZP369Vx44YVceOGFbN68GQCXy8W6deu47777WLduHe+++y7FxcWcf/75fdmsXsH57XI827bHW4wjls+3VPPNzrp4i3FwkBk7JJJ2OL0BdtU64i1Gr3BEK8Qr9zbS5PJz9sQCAk1NtCxdSvr556OYTLDyeR7LL0QoRn597K/jLWo7jis4jjOGnEGZ+IjrT8rkjZX7uPXfa/GZLLqVeNmyVivx+Ith2Enw5R/AWR9fwSUSiUSy3zz22GPcdNNNXH/99YwbN47nn3+epKQkXnrppZjln3jiCc466yzuuusujjrqKB566CGmTJnC008/DUB6ejoLFy7k8ssvZ8yYMcyYMYOnn36atWvXsm/fvph1SiQdYXP74y2CRCLpI1bubWBLpQ1v4ND3QD2iFeLPNleRbDFy4qgc7J98Cn4/GRdeCPW7WFO9is8scMPEGxiYMjDeosbkV8f+CiEEzpT3eejCCSzcVsOP/rUS5YKLdCvx08G1xIoC5/wdfE748oH4Ci2RSCSS/cLn87F27VrmzJkT3mYwGJgzZw4rVqyIecyKFSuiygOceeaZHZYHsNlsKIpCRkZGr8gdQkgrm+RQRd67Ekk7/Orh81wcsQqxqgkWbK7hlLG5JJiN2N5/n4Tx47GOGoW2/t/8LSuTwqR8rh9/fbxF7ZCBKQO5ceKNfLb3M4YPKue5q6fyfYWNy1/diOnqa1sjTgMMGA2zfg7r/w2lyzuvWCKRSCT9jvr6elRVJS8vL2p7Xl4e1dXVMY+prq7uUXmPx8Nvf/tbrrrqKtLS0mKW8Xq92O32qJ+u2FK/hc/2ftZluT6jpVoGm5RIJJJe4HCYLzpiFeK1pU3UO7ycM7EA786deDZv1nMPqwE+KX6bbVYLdxx7JwmmhHiL2ik3TriRkRkjeXDFg5wwOoU3fjKdWruHa+sLITOL+qefai180l2QMQQ+/iUEfPETWiKRSCT9Dr/fz+WXX44Qgueee67DcvPmzSM9PT38M2jQoC7rLrWXdlmmTylZBo174i2FRCI5QMpayvCpckwrOTCOWIX4001VJJgNzB4zgOb33wezmbRzz8G783OeSoQJyUWcNfSseIvZJRajhYeOf4haVy2Pr3ucaUOz+N+ts1DNVl4ZchLO5StwrV0bLJwE5z4Gddth+ZPxFVwikUgkPSInJwej0UhNTU3U9pqaGvLz82Mek5+f363yIWW4tLSUhQsXdmgdBrjnnnuw2Wzhn7Kysv1skURyaHA4WMAOR1x+F5vqNrG+dn28RZEc4hyRCrEQgoVbazhp1AASDWD/8CNSZ5+MKTOTN9Y+QZXJxK9mPYCiKPEWtVtMyJnAteOv5e3it1ldvZpRean872ez2DL1NBoT0tg+7++thUfNgQmXwNePyNlxiUQiOYSwWCxMnTqVRYsWhbdpmsaiRYuYOXNmzGNmzpwZVR5g4cKFUeVDyvDOnTv58ssvyc7O7lQOq9VKWlpa1I9E0lNUTbC5woZf1eItiuQQRRP6veNVvX12ThkL4fDkiFSIi2taqGh2M+eoPJwrVhCoqyP9ootobtzNv3wVzLbmc+zAGfEWs0f8bNLPGJo2lPu/vR+n30lBeiJvzD2Z72acR+Lm9Xw9/4vWwmfOA6NVz00sH2yJRCI5ZLjzzjt58cUXefXVV9m2bRu33norTqeT66/X411cc8013HPPPeHyd9xxBwsWLODvf/8727dv58EHH2TNmjXMnTsX0JXhSy+9lDVr1vDGG2+gqirV1dVUV1fj8x2abohywHposK/Rxe46BztrDo+0LZKuUW22bpd1B9x9quhKjmyOSIV40bZaFAVOGZuL7b33MGZlkXLiibzwzf24FIVfTr+n60r6GQmmBB46/iGqnFX8ZeVfAEhPNPPTv92JLTmT6iefZNXeRr1wah6c/iDsXgzrXouf0BKJRCLpEVdccQWPPvoo999/P8cccwwbNmxgwYIF4cBZ+/bto6qqKlx+1qxZvPnmm7zwwgtMmjSJd955h/fff58JEyYAUFFRwYcffkh5eTnHHHMMBQUF4Z/lyw/RAIxSIe4QIQRNzv4x0aEFr5N2SFyvjmVUbTZsH3+C5nL1oTyHHv7qahzfLMNfUdGt8kv2LWFR6aJOy7T4WnpDNInkyFSIv9xWw6SiDLKEl5YvF5F23rnU+5r4b9P3XCiSGD7s1HiLuF8ck3sMt066lQ93f8jHez4GICUtmaK5tzCxbjeP/e1NtlYGo4FOvR5GnAoL7pGu0xKJRHIIMXfuXEpLS/F6vaxcuZLp06eH9y1dupRXXnklqvxll11GcXExXq+XzZs3c84554T3DR06FCFEzJ/Zs2f3uuzSehtfimta+HpnHc2u/qEUHw74ysoBCNTVxVmS/o3m0D0BVIez1+qMx9ph0cnkiOTQ5YhTiOsdXjaUNTPnqFzsny1A+HxkXHQRL618GBXBTWN/FG8RD4ifTPwJU/Om8qfv/hSO6jnw6itRcvO4ausCrn1pJfsaXHpu4gueAaMZ3rsFtEM/qbZEIpFIJNJC3DF2dwAAj1+u2+0R8p6SSA5rjjiFeMn2WoSAU8fmYXvvPaxjxmAfks1/yxZxgdNL4ZT+m3e4OxgNRh4+8WGsRis/X/xzWnwtGCwW8n52C6NrdjOhfCs/+r+V1LZ4IG0gnPcPKFsJyx6Lt+gSiUQiOczpE+uKVF4kkj7B5rXx6Z5PafI0xVsUieSAOOIU4kXbahmYnsAITwPuDRtIv/BC/m/jP9GEys0FJ4I1Nd4iHjD5yfk8Nvsxyuxl3P3N3aiaSsYll2AZOpS79n5Ok93FtS+txub2w4SL4egrYMk8KPk23qJLJBKJRHJgSIW4Sw6RJBqSfk69ux6AOveR4y4ul30cnhxRCrE3oPLNzjpOOyoP24cfgNGI77TpvLPzf1zU4mDg1J/EW8ReY2reVH4343d8Xf41j6x5BEwmcn/zG5TSvbycW8XuWgc3vbYGj1/VcxNnj4B3bgBHbbxFl0gkEslhSp8MJg+xAasQAhEIxFsMSWccYvdUXyGVQwkcHo/HEaUQr9zTiNOncuqYHGwffEjKiSfyctV7aELlJjJgcOw8jocql42+jOvGX8cb297g2Y3PknLKbJJmzCDtrZd5/AejWF3SyC/f3oBqTobLXwOvHf53o1xPLJFIJJJDlkNtbObduRP7gs8RfZXmSmgI7VDrJYkkmngo43aPnwqbu8/PKzn4HFEK8aJtNSRZjBxTv5tAVRWcPZt3dsznYnsLBcf8+LD0Ibpz6p1cMuoSnt/4PC9veZm83/4GtamJY7/9gAfOG8dnm6v5w0dbEAPG6uuJ934NXz4Yb7ElEolEchjS7yK09gPThr+yEgDh9/fJ+QorPsNc8V2fnOvwI/73y6FPz/rw6/KvafY0x6il76/Fku21rClp7PPz9nf63Xt9PzhiFGIhBIu213LCyBzcH3+IIT2df2cVIzSNn9gcMOmqeIt4UFAUhftm3Mc5w87hH2v/wZOOj0i/+GIaXnmVq/I1fjZ7BK+tKOWZJbtg0pVw3E9h+ZOw/o14iy6RSCQSSc/pB0puf8foqOq6kKSV/binVE1Qa/ccBGGOLBw+B8VNxe22a0JGSu8PKD4fzi++QLXZ4i3KAXHEKMQ7ax2UN7k5fWgK9i8WYj5jNvNL3ucSj0rBsFP0iMuHKUaDkXknzuOacdfw+tbXeWpmM4bkJKoeeIBfnz6KS6cW8egXO/jv6jI48y96fuKP7oDSFfEWXSKRSCSHEYdjlGm/5sfmPbQHg5Lu0n1Pwi2VNlbsacDm6qHlX07odIv4WSXl9QmhAKamekQggK+0NN7iHBBHjEK8aJseLGr6vvUIt5vPjvKA0PhJbSVMPrRzD3cHg2Lgrml3cfdxd/Np4ze8fUYS7jVrsb//PvMunsgpYwZwz3ubWLSjAS59GbKGwdtXQ+PeeIsukUgkEkn36YlC0QvKx+rq1XxbceBZGg5lPeiwD660H+1zePVAaT61B5bMXV/C5v/1+FxHIof1PeduhuIFoPbeMgrN7UZtbu61+lor1vQpAqOx9+vuQ44YhXjJ9lomFqajffIRhhHD+L/AV1xsyCTfmgmjz463eH3G1UddzYunv8iicQG2DjFQNu9PiKYGnrl6ChMK07ntzXWsrdXgh2/rH4A3Lwe3zC8nkUgkkl6gL8awfTxQjrW+USLZL9zNB/0UNrefRmfvBnBTemA574yeuN0eDutWO6R2K/gc4Oy9dFYtixfjWHYQ0qtq+oSPIhXi/o/N5WftvibOy/DhXr+e9cdlgqLwk9ItcMxVYLLEW8Q+5biC43j3gvf4/rpZCLeHT267gFp3OS9fN42BGYlc//Jqin0D4Mo3oakE/nsNBPoo+qVEIpFIJAdCjxTi/jOoPpTjeh7OxrpDGZvXxtflX+PXWi2NS4tr+WZnHPIGd3GDB+rrcXyzDF9JSbesv/FaQ9y3lulefCkcJLEVTdVfAIZDW6U8tKXvJl/trEPVBMfvXA4mE8/mbeGS1FHk+70w+Zp4ixcXshOzefDKF7Bfey5jNzbxyF/O55XtT/PPayaQZDFxzUsrKU+bBBc8q0ee/uSX8osnkUgkkgPicLbq9AsXTkdt+L8tnr6JWn2gHAoTAa3Xth9c4x6wo2kHDp/jkFjjrrlcAKgtjm4pu/3ieYsnmgY+V7ylkBbiQ4nF22rISzJhWbSA8mMKcCQbuLFiNwyeBQNGx1u8uKEoCsf/6q+YJx/NzQvhw+Uvc/OSy7jhrAbc/gDX/N8qGoafD7N/B+v/Dcv+EW+RJRKJRCLplJ4ZiHtvUB13Zb+5TJ/AbthNeZOLxdtrqemjKMdHuGrSKYeCwt/bNLgbqHfX7/fx3XmW4v68HUy6816qXA/Fn4Ia6OVTC5aWLaWqm5HoldAa4oNgIba5/djcfTOxd9grxKom+GpHHVdTjtrQwJsjqrm04ATy63bClCPTOhyJYjQy+G+PYsXMs6vGUZg0kKc2PcTwo1+myrOT619ZjWPGnXD0lbDoD7DlvXiLLJFIJBJJJxzGA+XO8LuDv13Y3fogucUTPVg+EpWz3mBHYzE2b3O8xThkWFm1klVVq/b7+O5Yf+NnIT7A8woB9bvCltVO6eyBtVcE61MPTB4g0NSE6nDq/xcBXH4Xmxs2d+9gTT//wbAQLy2uZWlxbdcFe4HDXiHeUNZEk8vPrB3LcWUmsmm4iRttDrCmw7gL4i1ev8AyaBB599yNsvp7Hq86hXknzqPFX49p0JPs1P6PG/69BO85/4Ahx8N7t0DZ6niLLJFIJJJDkP6XdqkXLcRHsAvn4d72ffZ97LXJrBt9xeFiIVY1FVVro7A27oGqDVC/48AqD7mVt61/P3B+uxzH0qX7dayiavorV64h7t8s3l5LgaeZ5HXf8fk4H5eMuoC8bZ/C0ZeBJSne4vUbMi69lLRzzqHu8cc5tamAjy76iBsn3Ig1YyNbDb/jsvmP4bnkJUgrhLeuAltFvEWWSCQSyRGC5vXGW4QuOdABep/olIe54nrw6T0Te5PTxwcbKvD4D1yhORgIvx/7ggUEGhr6/NzdWUPcK0G1Nr0De7468Ho6YOG+hSwsXRi9MaTAap25AnfjOQ0rxL3jMq0JlRWVK3D6nF2W3VS3iU/3fBo8sH/evz3lCFCI67ihaQMagiVTzNxIOgTc0l26DYqikP/HP2IpKqLizl9hafHwi6m/4MML32dE6iT2am9zygfX8M2c30LAG4w83f8HKBKJRCLpP3TXkujyu1hUugiX34WvpISWhV+itrR09yQ9Eaj7Zbuq6hCwWB0sDvWWuwNuAr2kWHSXPfUOABq6mQIp0NSE5nb36BwHYrlX7XZEQMW7c2fH9e/Ple+OO3SoXk0jYf0OFJuj5+fpLj1MbdSp9EJA5YZwsCtN0w5Qce9sAiYoSS+4TAM4/U6aPE1sb9qO4vV3ep0+3raJ2hZdB1BCrt99PdnWUgP+3ouRcFgrxFU2N7vKG5m25StWj1KYM+0Kctf/BwZOgYJJ8Rav32FMSabwicdRm5up/M1vEZrG4LTBfHDZ/zEn815s7gA/W/0nfj5uJmU1G2DB3fEWWSKRSCT9BM3Xe+n5Kh2VeFUvFY4KPMW6a6EIdFNhCQ3MejnYzOHBoa66Hhhlja6YOXiX7FvSzTWv8es/57fLaVm8uE/OpWqi13MV92QBe0iRV9xejDYHxq27WndqKrib45Z2qVNcjdCwC8pjLC0MeKF6E92z/vagTHfWIvcEWwtJKzZhquh4osCvauxrbGNJ7muFuOQb2LOk16o7rBXixdtrOaFyI1ZHC4uPs/KT1KOgbjvMuDXeovVbEsaOJe/e3+FctoyGF14Mb3/sB1fwg+y/46k5h+X2Ei4YVMQTu/+Ha83LcZRWIpFIJP2FlsVL8O7pfJ3lflmUeqrYCgEeO2x9H5pKuircc3kOWlX9bX113Kvtddbta+owB29zZ0Gz+ksD+0iM78ubWbW3AW8gPu6w4fdEaF2qK8ISWLYSdn2JiLDoO3wH0YLcI1rTc7VbO1y5AeqKwVHTu6fsNc8GfcJCqWvUf3tjT4j0q3gB3XDv7i6HtUK8ZHstl5R9TVkOTDv7OrLXvQEp+TDuwniL1q/JuOwy0n7wA+qefBLnKn3GVFEU/nLRMZxWcDlNxXcyMfM0/pWRzgUbH2H5lrfiLLFEIpFI+gOB2oMYEbSbAzEhBHjt+h8t1b10akGtq/O2xVL2hc+HZ+tWRG9bcfabfjSY7ce41q3D+d3Kdtu77aVwiNPiCYCioGrxuV/C1t9Yz3ww17bW5pmqdFQebLHaUdxYjF/zY3P5qW2JdN9V8KptlhV21qaO6I5VvZdcpsMEFWHRQdToduKHNvSlonwQznXYKsQev0rV6g2MqK3g62lJXDvwZNj5OUy7EUyWeIvXr1EUhYIHH8AydCgVd/4Kf7U+oDAaFB6/8himDx7K8pVzuHv0n0lG4adr/syDy36PO9CztS0SiUQiObLoO+tCN90zuylPqb2UNdVrup2bM4SnuBjvnr0EqrpxXB/0jXKQFOLeWD9d7/D2Wc7RrvBXVhGob59HV/j8+Gt62cLXCZ7iHfgrDn4QU19ZGe7NWw76eVo8fr7b3dClot35/STa/A7W7etmjIEDRoTl2928mx1NO1i6o5YVuxuinuEDc+nuwfPU20GtPCFFPrYMkVvdwYBwfW40lgpx91m2s55zd36CywIjr7yRtHX/BqMFpl4fb9EOCQzJyRQ9/RTC7ab857eHI3wmmI28cM1UxuSn8ufPLPxtwsP8pNnOe7s/4Ief/JASW0l8BZdIJBLJ4Umc0ikB4Qlfj9pxEJeYFuKeWBT7YlQZPEd/tBN/u6u+z3KO9piIDoulKAPU2D29HjHau3MnrvUbDrgepYsJIvfG7/GVlBzwebqiosmNO6DS4ul84qOjiTN/ZSW+Gt2lt7+sIW5rqQZAUfouyN4BuExvrt/czvNF8QRdpTsSP+AlwRPjGehTC3HvX/vDViH+9qv1nLyvmG+OS+by0efAutdg0pWQMiDeoh0yWIcPZ+Ajj+DZtInqBx4Mv6BSE8y8dN00MpMs/OjLRK4f8xOer6qh0VHJlZ9cybcV38ZZcolEIpH0B/ba9rKhdkPvVNbdAVd/ykMc2tSDgEL9Bb/mZ0/znm5Z9fvTssLu4PapuH29p7wKIdhUYdOthOGNvVZ9n+EpLm6/MQ4Xd599X8xzu9atx72jNLirvVLkU33tXZUPBh12SfiB1xXilqoIC+7+9GN3XKb3XzncZ9/Hmuo1barT61M6uO5i33ckucoxqt7wu0HQDe+fTe9A6fL22zVN3+6x9UByaSHuFgFVI2vBcwSMMPynd5C0+l+g+uGEO+Mt2iFH6qmnkHP7z7G9/z5Nr/87vD03NYFXb5iGx69yxdYTmJZ7LG+XVTA4MY+5i+a25ieTSCQSyRHLtoZtfb+2r19pZ0FZurUWsE8SEUf96owdjTvY3ri9y7XTB5uyRhc2V++6Un+xtZovtu7n+vJO5j3c/SCnsOpwojr2L9iQd+euzgtoqq7Y1O2I2tyVBbotnZWvsttYunebXi7WfRoKrixUXD4VY70NU5Vusfyy9EsWlS7qnhBtnrcqm5tF22q6VOw6tfwGj3Vu3I5v/Upo3teNwH5dy9Ypve0yHU6jFHu3CLS6VCtuB6bmxu7XbY/xLfA069sr1nV42Iay5ujlFKFJgF6caDwsFeJvv9vAyTt3sPLYLM476kxY/X9w9BWQNSzeoh2S5NxyC6mnn07NX/8aFWRiZG4qL1xzLLsa3Nzhv408g5WXquuYmnsMv/3mt/y3+L9xlFoikUgk/YKAF9RgoJYezuxHld8vC3HvDJiUbgy8YrZNdK4QB7QAam8HxemM7uvD4fb41F5Ov9ND1u1rYumO+CrlHVnLwvT1JMy2j6Bma8xdjqVLcSxdGnPfhrLmHp1G1VT8kS65alApaeg4N/GBsrmymaZupHzaXd/C1opmDBt3Yi3e1/MTtbGsbixrxuENEOhGILGuSgSa7Pj3lOh/uOqhdjstATeOSOt1t+6Z7qRfam8hPpBYDa2W947qaN2euGVj6KD9N9qG7i9D7CBeAKUNTlbvbcRTXoHqcEQH8tr+yX6eOJrDUiHe+9z9KMDkOx7A8N1zEPDAib+Kt1iHLIrBQMG8eViHD6PiF7/AV14e3jdjeDaPXDqJT/bCCzl3k1KzhWd9qZw66FQe+u4hPtj1QRwll0gkEkncqdoAlesPuJqDEpCrJ5Gr96dMFwrx4n2LWV+zvkeyHBjdP4fZYAbAL7pnnTVXV2Jw2PdLKom+JtbX3fWgAS/UxlaIO6O0oWeW4231G1lX+V2Pz9MRPVvMIDp9JhodPgyqyn4Hwj4oa5AFFc0uAm2rrtnMNw2b+Nq2I+ZRnbGjpoWS+k5y/tZsBn9rbINAXR32Tz7Fv78R/4N1B1Q/dp89uEmEvQ4iT630RsqnkIXbYOq0mNMXYPkHi2n8cglRd5K/dwL6HnYK8fb1Szh27W6WTRnItBETYOXzMOFSyBkZb9EOaYwpyRQ9/TQIQdlPb0G1t370LpxcyK/PGM28HQNZVXQdlnWv8kjOLI4vPJ77l9/P5yWfx1FyiUQikfQZXVhSo5TGwEGyPHZTsaz3O6h2HuSIwd2wELfFE/Bg8/ZgPV3V91ATO0JwWAHytkDAG44y3R1LvSk4QPWrEQqx6tddG2Pkhk7YvZ3kjRHrEQM+KF/TalXsI2pbPPjV7is7PZ5oiVG+N6YyttRv4cvmbTHliUfuV4GCYiuBht1sKrfx2aYq9qulmrZ/6c+6OFUgoIIQEetYe3od91Mh7kRPb3b5qLJ5qLa5O4+T3eX1bLWAbquys7G8uc3uNrLXbA7/11uuRyUXLldUkSpHJdsbt3dx3tZTI/Qo2gDeHTtxLF3azhU/cg3xfj8FIQ8ZpWMLcSRer6vXrMKRHFYKsV/zs/Gh3+I1w8Cb58GiP+ozD6fdF2/RDgssQ4ZQ9PRT+Pbto/yOOxD+1o/cbaeM5Mppg7hq12nUZ03B8vGv+MfRtzMldwr3fHMPa2vWxlFyiUQikfQrbBWw7UNwNnRdNkS3Paa7V3BVy17W1W3o/vkj0bR2ayljRpkOyhLL5dq3bx+K092u7JKyJT0LTlm/A2q3xdzl8AZw+QKw43PYsaD7ddJqIY5S2uuKoXGP/hNBzC6v36Gvn2xTtjO8qotq5/7njvb4VVbsbmBdaVN4W8uXX+Jas6aTozqn7f3kKy0NZ94Il+n0+O6dp85dB4Ctuhbbx59EjbHoYf5jTQjsHn+vRTreU+/A14NJhiiqv4eSZeDuSdCkrvFrKgrt+9dUUaf3X1d91lHQqB52WVlLGQ1efW1s6FCNjqNMqy1O7N9uItDY3Gm9ame5y4MKcdt7s6TeybJddfhVrd2+GlcNnoC7k/djaHF2a77k0LOvNunrhIXXE92qSBnb1qupULWx6zXOwXPUOv18sKGiy8ksg6s1wrUt4KYp4OqkdPc5rBTi/8x/gKO3tvDBhKmcPQTY+B+Y9XPIGBxv0Q4bkqZNY+Cf/4RrxXdU/eEPUR/7hy6cwPGj87mw+gb8ionE927hiZMeYXDqYO5Ycgel9tI4Sy+RSCSSg0p3A9I4g+58nubWnR5bF5ak7mrE3SsWKryzqev1kIqiYC6rQdQGB2NaUFmp78IFshNZ3N9vIml1e0W2t62BYZdS1R+x9q7r40KBj/zBtgqfD9uib/A3tegVVG/qFVf4SHa1rGNdzbpO+6C8pTxsuWpLKL+t09eqDGkeL/7qNp4AQg1bpvZHafRs6bm7clekWlIBsJfrOas1d4QraA/vib31TpZsr0VrrgBnrZ45t4d1GNXOXFG7tzZfCAE+J9V2D3Zne3ftamc1nkDsVGYCohWuNmiaAE2gtWmXuVx/t0RNKMQ8QXTd3Q5REON+KXcVx6gkdoWBZj1fcmcKcY3dy/qyZpy+1jbYPdFBpYSmYf92E57S1ndmRbMbUPAGtK7fxW32h9oVXkMsWp/9jq93JzEe6ndA/U5o6EagNqC0SZ9k8gY0nN5At3KSf2vfxQp77HfBsp31PVoicNgoxF/vWUTeU+9Rn2LBcN4tWD6+HdIK4YRfxlu0w470888n57bbsL3zPxr++c/wdrPRwDM/nExK7hDu8PwUqjaStvSvPH3a0xgVIz/78mc0Rw5+JBKJRHJkEitK6M6FuiWpw2O6O6Dv2cB/Z9PODgflkVh2V6Ct39zh/tAAM9DQgO3jT1BtNl1mRw1i28dR7p09xRfQaHb68Nd04uLt787gr+fnD+V7VVv0gbyvQrdkUleMPeiqHVup3J9z6YPjzvI9f1/3PcWNxWyvttPsina77+4ZCysWMLDyC/2Y7kzitCmjuaOtUh1WoWlo3q7vLQCL0QJAIEaQtQ4lLF+LcLv0QEMROLy6MrFz+3o8tbEVhq4YULui/cYe3r+he6e8ycXGct1CrAgBCghNY13lSlZVr9KVIl9nfdr+vEaDQEGEJ3zCBpoulim0Vhlb2e7OBElHJTyB0LVTuu6qTuRrcurKodPTOrGzZHvEmmBNDc90+aobYl+XjiYTOrOMi8h7XbRf0iFEG52/k0YKresyELYQB4SukhoVha931PHt4jUo7vbW3+7egQ1OL5sruu+VcFgoxDuadvDdvF8zuB7+cfTV3Gz+AOq2wQVPgzUl3uIdluTMvY30Cy+k7vEnaHzzzfD21AQzL18/jXXW43jDeAGseoGisrU8depT1LhquGPJHXGPWCmRSCSSg4d3z16cK2IMpiMJjWqUGMOQA7WQimgFxldW1s7Fta0g3Yki3eVpg3UFgkproKFRr99WpsujBfhs72cd52XupN3LdtWxYskaXKvX4K/pIFhOQ3cUn+6v9gtbjEK/gy6oitEAKJR6Glhm30mDu6EXLplegcWYAICzG8p9cXULX+2oi7mvyVvbpaKrdHMNacw1vZ72Sq4x4GpdDxkkcfsmfEsWx6zXsGkjids2tcoTtMLFlDpShsj/N+3F+cX/cCz9qs0BrfezI6hU9fQaxQqYFCv3b2dodFxeVG+EynW4vHYoXw17v45SUtuKK9ooeAYECNDaKn7dnjfrQCGOpVsKjX32fV3eU9+XNcXcLjq6fvtLd2Tv6DwdrrnW35si4s+wQhzxfozlMt1VALROCZ4jMjiaz+8noWQXSZt71wOlMw55hbjUXsoTz17Pucs8rJk4nZEjBQVbXoRpP4ERp8ZbvMMWRVEo+NNDpJ4+h5o/PoTtww/D+wrSE3n5+mk8EriCbcYxiA/mcrQpjXknzmNd7TruX35/XAJESCQSyeHAM888w9ChQ0lISGD69OmsWrWq0/Lz589n7NixJCQkMHHiRD79NDpP/LvvvssZZ5xBdnY2iqKwYcOGA5LPs3VrUBlsT3i4JTT2eOqpcbdfQ7x471LWVsRws4v4bmyo3cAXJV90KYsIBHBv/B7Xd51Hyu2NwEpt0YTAH2h1P6TkG6jf0b28zKpfX38XPE+LJ4CxJ/k+21YnNByqF2tLWcfyut3YPv4Ef1VVUOSQC2WwrWGFWA9+0xK04rps5V32X5WjCrWTtYRC6OuHQ4pcRxPnXQVQEkLQ7Ktlr2MLe+17Yx7b7phupbaJ/lOLUIj9VZUgNHLqV5HZED2ANzV1vEZeqashsbrVXX+/FGJAdbS3osUa3HfWSiEE5U2uTtetJroqUGMEU4vE7vHjiczF3O6krS77IpSTVrQG3dpSv5lS5xYMWkA3bAUi3GaDsqlh7xIBiPYqd2RKns7ogXK/17aXzfWbafJVo98xnSubwT/C/wvEOle3JuE6Ok9bl+jocjtrWhBdhN+O9TyYy+vCdSmivYXYF/Dhjng2e2WNevC9oGkRz3bIyK+23ktKNz0t9pdDWiH+ruo77nr5Cq57pwl12FDeG3Y0f1IfRymcAmf8Od7iHfYoJhMD//53kmfNovKe32H7uDXq21EFaTx59XHc7L4Nl19DzL+e0wtP5hdTfsEnez7hxU0vxlFyiUQiOTR5++23ufPOO3nggQdYt24dkyZN4swzz6S2gxQby5cv56qrruLGG29k/fr1XHjhhVx44YVs3tzq+ut0OjnhhBP461//elBkdvtjKUKC7a4q1jZs0SMR+92gKFTYnXy3exfFdfUxDmkdfFU6KmNGaG5bLjSwUlscscuGix34wC7Q2EjL4sWIYFCYDWXNrN4baodAddaDO7YFSS8SIUNzib7+ztHqIm3whNZ09lzW753lfG3bgaWpOFhD+zpC2SP8FRW4/C621EdHrg4HKTK2GTqWr+pUIa73NrO+dj27mjteS6gJwXb7Sjyqs0P5ADbVBy2qHekJQEDoA3ZvoE3gqw6P6YbLdKwTAYGmJoTXF67b6ml/37azwwnBp3s+xdW8jRTHXhKL3wdavRRi9mWUotr19Y/2eNBd9Tu7Rg1OLzV2D1U2T9RxIayeerIaNyCqNuHTAjg1b6jmqHqWbK/li601ETW07m+by1nEcA33a34URcHqbQCPvTXWAFDnrGVbw1Y2OSuwBzwIoaGIGHrtQVha4Q3mD+7M4g2Eo7iH/gpR63Dj70Z+qHp3PUv2fU29I3gdItuiabjWrcO7Zy8ILepMLQFX6ySSCK6r7kDh31ndxLyv32RTTfTzKITAsqciqlva5kj/pvxrvmraHCFbxATHfhi6NE2E74PQhFnYdTsCo62JlDXLe1x/TzgkFeIKRwUPLn+QP7/2E379uoPU1Gy2nncOLyc+ijE1F658E8wJ8RbziMBgsVD09FMkTZtG5V130fTWW+F9J40ewM8vOpVfem5CqVyH+PIBbphwA+ePOJ+n1j/Vrdl9iUQikbTy2GOPcdNNN3H99dczbtw4nn/+eZKSknjppZdiln/iiSc466yzuOuuuzjqqKN46KGHmDJlCk8//XS4zI9//GPuv/9+5syZc+ACtrF62Nx+qmyecECY8KApNFjz2PRIxJUbwGiluKEZRRxgbsuIwVSXgzTRzXIdHRiBb3sxmsuN5tDX2ja5fK3FRLSVqGu5YuwP9m2FvaxbLsWRNNp0RTw0jA6o7RUkERrgKgoNnlbLZthSHLTWaE4PqjPSKik6DX7U4tfLth1cR9JWV4hct5y8fmXYOv3dvh2sKW3UJYrlyhyxqa0bfIc9Htzh8ql8sKGiXTAfvf0dWJfDgZt0eRURQCtdji8yN2oHbav3VLUKrWlhC7EW41xCE+Bz6sHcgo30+FU2lDXhb6mHQLQiG8v42LmFOPq33pZWnUcJBVbzu1hm38VXTdHB4HY07Wi13kdUorc1RnsQnVowRbABiZv3haRhbdXqsGLaonooc+0m0sVXRChn+sm7sAB3sD/WoxdenxxSciPLOOsxBtpPVoWuoyoEexocVDS1seTHuEbFjcWUNTfg0CLKCoFB9WBsseGvrMSzdWu0hVgTfFO7ka/KvqbB6Y3YHrt9G8sb8KsaS/ZEx0MISR5+TqNuhvb1tNvUweV0Bdwdeod8vKmKVXtCni+i3b8hDK6eve/2h0NGIf6q7Ct+ueSXXPLBxfz4/87E+q93ePg1QUZSJoXXHc2lNffjSsjFeP0nkJofb3GPKAxJSQz65/OknHoq1Q/+gfrn/xl+eVw+bRBjZl/FS4GzUL57FqX4Mx6Y+QBTcqdw77J7281ASyQSiSQ2Pp+PtWvXRimuBoOBOXPmsKKDNbsrVqxop+ieeeaZHZbvDl6vF7vdHvUDoMZQZL1Bl2FfIDiIX/o1rtWrWwdbhuAwRGigGPAJf3htZzvLXLfDwHbsSthZPZrLhfB1HuPC41f1tCDdkMWnunH5mwmtaQ4FSzIoBn2b6oNAx5GEA00taK6I/UElYUf9dr6rDLqAl3edTsi/bx8Jmysx2FuVpopmN9urWyIKuSneupG1oXRFsbrNHwx+Y3fiWLGmVTmATpUPd1CJSTB1bKhof631X57iYgwuJ6agQl8dbIOwV1NY8SmK1iaoVtAS2pE3amdul81uHwhBjT1GGVuFvkbb1Yiv9FvUkAIaQ5HcVLWKL3f8L0oxjDUBohBt9W27Zju6YZqea7ZiXfikDU4vAU3gdLaE89A6vAHWljZFuy2Hau/BnI9P9eCPoRhpQuAJKseRSk7y0nU0fN8+vWZ0WyL7A+jC2hoqbvcEdFfuCAW6xm9HiDZW57LKqAPbttfus7OrKdIq2sEkRwcKPOgKcbv9jbtJt4eiTEf8Eq1/aGgE1PYTBm1JtaQiBDjDCrEgtWUXBVWLMPpcrVVG9L1QNZLW7qXcZg/tDP4KdWAlbHkvvFZXET5MASd+0fZdp5fXIoJhdZY2Lup6Rm7WVP2cQZbWrmVNTez3lBACT3BSKclVRWH5JwjVj8XQ5nxtJ5W8frxlHQcY3B9r9SGjEDd6Gimxl3DDG3U885zKhSs0Mob4GXH8JpL3vcl/tFNxXfM5pBfFW9QjEoPVStHj/yD9gguoe/xxKn99VzhlwJ2nj2brhF+zURuO738/xdJSzT9O+QfZidncvvj2A8o5KJFIJEcK9fX1qKpKXl5e1Pa8vDyqq2O/R6urq3tUvjvMmzeP9PT08M+gQYP0HW0GIcWNxe2O1dwePShU2FoaUohVUNoMNmPow77y8rClsnu0DqxUmx5x1Fdair8hFH20dRDYsngJjkWf6/mFHa3Bmlq+/BJRWgHArjoHq/Y2duiOCLoboCYEexzfU+3eS3AcHLYQG1H0xtRsAlvH64mdW/bSsixi4kJR9KBGmoYvpAg2lWALuLG3jZKt+cPKourU3cWNLl9UYKJqm6d14Fi6HF/lZgxqe1fYcJlO1o8KteMUKWp5NQnriju0IDU5/Xj8bVLgtFVq2g7InXV8591BtWN71Oa2RsfIgbG3vJyUNcsx2pujyvhUFVUTmOxOUpcvQTQHJwWqN+meCwII5T51VLPVVcWuhm2tFvWQvEKgAFU+G0QoTpHKkb+mFm9lBa07QoK25o0VgE/1RlvVopYBaFFtVRQlvA6zo1Q1QnSy7hVQAl5Mfke4zPdN3/K9r0Q/T0Q5LcKS7QxEW+08uyLzTet90/G67chr04HSjMCnCuodXmrs3qg+MOgZiKMr3b47qgpNqFQ5qsK7l1csZ0dTRJq0GM9wevNWxI4FUcfpdQU9AEL3obMOvC1tD28zyRGrVa1ssu2mvKW8TTn9CqiowfNBgkd/Fxk0b6s13OuJqlQJRrc2qD6SnPr9JYSmy1i6XL8/gpNv2fXrSbPvbOPe3fGkVPS2tlMcUTMA+v8rN1C783NcEe7uDRGxIjRNUGWLTOklwu0DEH63vjy8E9w79uEprUHp8H7v/PhYHDIK8UWjLuK9C97jpJsfIP/BBxj5wr0U3vYDWk5/kNPVJ1g17veMKMzruiLJQUMxmyl4eB65d/0a+2efUXLVD/GVlqIoCn++dAqvFT2I1+en+ZUryDJYefrUp3EH3Ny88Oaoh0UikUgk/Zd77rkHm80W/ikr0wM1tXX13GvbE/W3JkQ4Imw4Wm1ogBm2Crf9Vx/cNDi87C4uwb1hI57tEUqQEGgtLdgXfB65KXq/phHQtHAgJPeGdbi2lUbJ5tN8qFoArTlodWjRFdVlFcvYW1sMxXvC8jQ6fcQeLeqsLW1i/T5dqVKECBqIRdjiZgi5O7ZVMNuM4hzeAJ6IfLpCCaZyUaPLfWvfxTJ7dC7l1JIvGFi5UP/DaMIb0GiqttOyegNKMA9qvaeSz/Z+pqecCgfKUUBRCJRXoHjaWF9VlTpPU7u0QLpMHU9SGHaVY7Q727lMh5rb4PSytDh6DbzWRcCj0EC8zhc9odDq2hqqqLUetakJg+rB4Ip2XV2wuYpNFTYsLS6MARdKddBN1++Chl1hZRfAE5wwcKvusOU/KHB0wxRdYUtwV6P4WsLlXKtX41m3HmODDUXEVngFgq0NW6OjkUda4EOKcoxbsONssZ1rCNa6TaS2xMjHHWOCwWowAbRLVaZG3r+V66FiHVqEoh/5QOsKeoy0PG2e3dDfAS3aK8OgKHq9MRR9JdhXe2x7WF+7nlqXfm+F7ql2yzYiSHHsZXvzTtbXrsfm1SfNKh2VYcVVCapNSuNeqN3avoNCf7eJyhyr/5v9Dr6v+z5qm7+pFGvVaqr8tXiEr03fRN5vsV3RM5u+J9lRijHgQlM1iFpHr8tuDuiW5LZR1ju9Q5QYruKI2Af5HKxxlPBN3YaYEyLbq1tYtbeReoc3KIfuddDqcq9fI4u3CUV0oPCGghWGJ85C1zT629ETDhmFOETqnDlkXnkl5hOvRpzzKL8uO54qJZffnTM23qJJ0GfPsm+8kUEvvkCgqoo9F11M09v/xWI08KfrzuOprN+R0rSduld+zMj0YTw751mqndXc8uUt2H32eIsvkUgk/ZacnByMRiM1bXLR1tTUkJ8fe6lQfn5+j8p3B6vVSlpaWtQPAELQ5G7EFQgqHBGKmwJsqbTzfTAXabPLExy7hAZ4kcpStHWwzuGlpMFJWa0dX0BDeCMUtcp12L96iQ27v8AbOm/kQE/AtuoWNpY1t1ZYtYFyb1OUEvNd5Xd6wKagHPtsARqdPuxeO02epkixogg020leug78gfBuXzColjE4iAwIDUSrhdgU2bhO2GNrprgmwgqlKGgIlE6iNQPsqXdS09x6nGIyY3P7EM0eqvzNKHbdstfk0xUFh98R0f8C4fOjbd5OwuY9oS16OVczFe469oX6IwKtE/fg0F+qw4nWhUt66zFtBrrt9scmUi9VNQGqit1nw+V3ImyVpNu2YfFGR+sW6AqXZjKQZi8mcd+3Hcq13VmuW/A00eYaRkvU4lWpdXipadlIU9Vq2iq8CZt2twkyJYIWUY3SRgd+VaPR2eqlEJ22J3pJgSFWGX1D1J9uv5tqd8QklbMeAtHXQ0EJe2Aoor0iJzQRtBAr7ZQQNarz/aAF6MxVO3S8pmkR162NchwVGyyiD5tdrS7Tot2RAHiC67j9Wqw14cRUiAEcwejpQggI+NhQHekK3mbKoc1SgdZrGm1/jZJNE7h8ATz+9h4X/qY9wXoCVKqh56y1n0P1VDkqoz0IvA4UwKB6WpVCTYtKa1fn8LOn3hnR/rb3S1tpOn/2MvbVxPSCCBGOBt6mHldDIykrv8bn1vvZp3lZ3LydcrUhXFyoAZKdJaTZY0zSQPgyhCzJmtDAVg6b/wfelsPbZToWTy/exZfbarnrzDEUpCfGWxxJBCnHH8+wDz8gacoUqh94gLKf/hRTXTW33/IzXky9lQGVi6h4+06OyT2GJ055gt3Nu7n5i5tbBx4SiUQiicJisTB16lQWLVoU3qZpGosWLWLmzJkxj5k5c2ZUeYCFCxd2WP5A2dG0gx0hV2mvE5OtJLzPG3Trc/sDbKxooNHlax2UCo2wm6mARHc1Imi19IbWQ8Zap9q4l3p/C8LVSFXtFv0b4vdFrGET4fWUjQ4vbp/+/3q/I+xmGEVwnd2Oeg/f7Iyd41avVh9w+Sr0MsYWXRmvd9dR7tIt2AaDXi6g6TYid9CF2Wwwt1OmKhxtUxcJqtW230NFH/hFKB6xBn6lDdGurKEyBjWi/1QNg6KnTwpogSjlQKi6IhOy+jo8ft0NPBjYSg1Z9oKDUrvPh9sTcc52CnFQ8fl2JY7FS1q379pBYgd5RqMG2rQfmnelZDm8Ab7ZWY/LG2BP8x7dVdbXQovmpti2IkqBB0H+5l1Y65r1vwJtLWfRSprd7aO6rg7qdkBLbUz5dte7UDxuAkKlJmBrpxDjaiAqZ7HQEAgcngBCgMvbqiwFtADflH2FS/WyxVlJrUuf4ArdBk0uH3vqHTEUnEivC9hYv5EaTyluNVh2z1Ioba/8O5cta21sm8ZpQTmj+qWNQmwytKoWdo+f5XsawuUir2fIS2RzhY31ZU1RFuFQmZD6qQlQIu57ZVuFPokTy0gZqRASEQgrvFuwx7YnbAFuS8iTQ1EU2Pahbu22V0DTXqzeRgyqrxOlOvI6ByfAalpIWL8ToQmcQY+ParuHiub2udEDwUkIRWitbuEREw8CcPodfF+/leLQcsPgfmvVGt1lWwiEYghHuw/h8ofSG4V7NXy8JlTa9WTkn5GePMHtKbVN0YVC78SaepJX7UPx+WOq1ErZPpRAANGo3xdq0ApsC66bXrarnkBQ2Q+5UXeGyxeg2eXR1/kDeGxHhoXY4Q2wuqSRu+Zv5O8Ld3DxlEKumzU03mJJYmDOy2PQiy+Q/8D9uNasZfd5P8D7+itcddPvecd6MYXFr1D28TxmDpzJk6c+ye7m3Vy74Fq5plgikUg64M477+TFF1/k1VdfZdu2bdx66604nU6uv/56AK655hruueeecPk77riDBQsW8Pe//53t27fz4IMPsmbNGubOnRsu09jYyIYNG9i6dSsAxcXFbNiwocfrjNtak5I+X4jJ3VapFARUgSY0fIHWwVXk4N2kukl0V0PDTsTXK2Na4lx+NbxeMrSur9lnp9ReAlUbwKa7cUcqjGv2NrB4e22bqtpYNTS/7r6nmIJlgvu9doS3BYMWILFkU/g40UbRKW8px6d5wnIZVE0f3AlwBt1tzYpRH9gG/0ZAnasO4fGgNjdjrG1VhNWI1FLGgAvhdUQpBt5uROTWIlyzBaA0NGP8fgemYBtVodIatbZVEcZgIKAJNpY36wpLUCH2aD7KXNXhsfrS6hLe2Nzqsm5zeHFEKHSR0YfDqZsAUbInHCwrEt2qGDomdpsi+z0ygFTbNcTuSG8CDDRodhAaq3w7sQcH4ErAj9ntxWILpuZSVQI126lqdhNQtbBrbghvQMPsdyAqN0DZqnbyhP6XsnZF699t97ubo9obciPWQgqRobUxDl8LXr+Xfd5G/EJlR9POYFv1/YEIBXB1SYT1u01nqBFu7UZ7I6rbC57mqDIC0S5FWdR6cm/rPiEEvoCG16nf7yGXaWNEQKRGR6RbdYRiJ1oVYr+mEohQ3kJWP79fDS5PANpcA4EIRuZulc4f0JV1VROomoZf1ShtcLWPYI7G9obtfFuzOnjC6PzPfqGCoyYiuJSqWx8dtWQ2rie35quIJrX2aWbjRgyqr1XxDymqFbrirQUC1DR7aNxZ2uGN7Ud/JypC1RViTYRtzTn1emCqUEold9DyHan2KpqKEIIabxkOn6ONwh49kRF2mRaCspYyql3R7/u2abJCVcSSPLK9/hpd0VXcfgQCc0Ujhshc2aH7I2xAbj+poHSyLKDttmq7lyXFVRE7lMN7DXGILRU2Lnt+Be+ur+D2U0fyyKWTOoh+JukPKIpC5lVXMeKTj0k54QRqH/07jT+6kuNPuIkvTSczaM3DlHz2BCcUnsALZ7xAvaueH336IzbVbYq36BKJRNLvuOKKK3j00Ue5//77OeaYY9iwYQMLFiwIB87at28fVVWtAWFmzZrFm2++yQsvvMCkSZN45513eP/995kwYUK4zIcffsjkyZM599xzAbjyyiuZPHkyzz//fI9kE5EmHUB0lCeY1sFweDCkqUGLTlApAxSvH+HxogktYk2pPhjcWmljZ63uFmxsM5SJHLRH+y0KfS1ilMDRbLeVsLh5OwIFg93G1o2lugt0Uyk4akhp2UXO919Q2ezm+/LmGB3Qek6joqBomq6wCIEjHLBKVz53ukPKuX5AyXdfsvPzd0jYuheCCkKA1j7MbNqkr1vUdCXN5rXhbdPHQtUw2KOXH0UpoRHbDcF+i7IQC4EIqPpVMBoIBWMqaWwI16MKQYO3GZfWaikLRFjbv9pRy6Jt7SPARuZw1TyeqO4PWb6NHh9rS5siFOIIy3WEe29kOzaWNUdsj76msVL7hAIf1ao2au0eFHebdDiqhq2xFndA1VNnRVUYKXOb7UGZk9aVk7GvOmwhbCtvzNF6hBu0QB+cW0r051hRFBQh8AaVr0SjNUal7dsaqfC0DaqVtGkt1cs3U9LQpu2x2hrlDh+5W/DtrjqaP18b2YQohVh0YIUNHR+qtFKtp9bXEtVn9S1eAsHJHAGYqmPEmglalV2+ALtqHVTbPJQ2uvimZAfbqqtwltZQ/+mSNi7nbX63sSD7hQpNJR2mCYtaexvx/yRXOaktu8P1+lQ1wugtMAiBIaBS0eTSt8VKjaUAmiC1woYS0KLv5+BEgqIoILRwzIawgquAQah4NR+egJOS5t0xlM0ItTFin8vvwt9JYLzQpEGki3r7p61NWU2X0VJSS+LaiACLIQ+CDpZ+GDR/WBlvG/grUv7oje2jqgOYe7AU09Ttkv2EcQPT+PeN0xmTn8qAVGu8xZF0E3NBAUVPPUnL0qXUPPQnmm+6keE/OJ9vE1wcv/J+dhqsTD7zFl45+xXuWHwH1y64lt9N/x2XjLpETnhIJBJJBHPnzo2y8EaydOnSdtsuu+wyLrvssg7ru+6667juuusOWC6tqzQqEZj2lpLuqoOCQnwBjb11zeTu2otZa4FBGQAkryuFojz2Nm+h0e1mYMbJULEWEdgL2Tnhulq/EdEKafs/9EAtUbvaKCf+oFuzgiB501qynWW0JJpbzxVs45aKZjICrZYtEfWdCg1QdQuxatAHayFXzLYWx1D5Kkdl201BV8bQNoFACbuOf7HnK4bWN4Ol1S3Us6cSy24vDEuCBH2MJDqYBDD7Ncx7q1CzxoYHzgoCtzsY0Tc4cHUGbGxpXsnA+oZ29YSqi7QmKUIDbz12t400WgenmhBoDbtp2bQWrbQ63BchZS21pp6M8lqqJoxoN9S2+O2IrR9g8dkxaD6EuTUtTWTJdvqvFq2U6mK2bluxpwGDu01wqEAgOme03uvhv0LxjTVVY5OjnAH+RMwRw2kloJJS24RIKWyt1OcGY3BNufb/7L15nBxHfff/rupj7p3Ze7WrlVanZcmS5VM2PrCJg8GcCZhAOEJICMkDAcLvRYAEwh0TyEWIgx9IAslDiMEJ4TQQ4hACxhjfli8d1i3tvTuzO3cf9fujj+mZXcmyLV+4P3qtZqa7urrq29Xd9anv5YbuA2HDfCqslMJFoQuBVipDd9Xzx1UyJHVJzcRtWDgdJrHf3XkUNCNSr1d+seGw/76bUUP9XvvwCPbUYgNrsclYh8jqtkOlYZMLRBjZ10mI22WvGDnyHbTcAMGSXG3/94C1iIUy0imEldTsGneV9vrtUdRUk/+ZHMeZTcNQLqzfsBZpmnmUUhjHZjpEphDKay91kCgaDYsUMFefIXd3kd66jViRDq0bvP644TevAe0Laq6/srecO8LSSMwdPsTBgp6C8QMPMtWTZ6XfXsNahLaRtFz9EqNYxZgpkxTBwlCEwfum1MJ1cV21pJ7b6vdzVjBGXdXWvmRtytOoi2G0mtUWnC3I79wGx1lKWn2ZdB2aB3KRttFaxAoWRFTk2eO6uI0m9twiSnj3RRD8rFOG/dM/ZTJ/ApeeZRixq5zIw8jTEGt2lfzMyacXfMZpiHNJg4s39MVk+BmK3GWXsfbb36L3LW+h8b3v0vufZe46eDprb34ve779V2zs3sj1L76eHSt28OFbPszbf/h2pqsn8OOKESNGjBhPC9w3vatjEtm+mCmD4DaugzE9iVFugHI5UqxSWihTaTro8wsY1SapGV/LqxRaaT+ZyhFQiiNzZfZMtWudlvgIHocACqXon/4pi37QnDaTwCVasPbfddemvWeKh+yj3LboBcFxXUXddvxAP97kMNDAuj7ps5SD7Xrfp0pVphbrnpZnOZWHG6TW6STECn1yHtGwmH7oZiarNRylMP3Iv07VJ3dRP+PlfKWB3N59mAfHsSbGKd+1G7dpMVE/yJ37j3q+jpps87XdNznL8o2lXUPjOswc/Qo/3P8D7j1S9PI2A65jcezoIXb/z3cIJHy0tpuD099Fs0roTW98pIqL4SQ/OL3RLHlE0S57/uURv0pjYT9MPgBKhSSh1a4IsQ0C8XT6ondo2fdb0+xutMxHp6pTkfHRqt8FZq0y+0v7208Z7PfPbbuKyr3fhIe+7dU/U6FUszo0zP7CgAoIuL9zYidM3d82PnUkiz9/AHdXe6T05OJBDlUe4GDlgbDOAAuTB0KZmbXpJRGGAziu4v6jpSXa5vzCbr/Pkf4rl2KzZQkQmEwn6q2Fk33NaRacMtae/egzwVxOcXjx4JJo5UHO8vA6+aeSrr3UPVr511F5bQ58c4W9fL/qiy2rmYkO39vOlF41y6HWdB4x0rlXxzJlIosuVT9mgeq4zzvvonKzzFR1Cle0qnRxPSuUiOVJmH/YjUTpjp7aCYih8p4BkfYFY0pZFn27psgfCq6d4sBslYmFDlI8swvj5zdR+vZ3oFr0fKl9s/vUfLXVr05ENMSR3GDU9x2j9vBRRNWPNxAuwi0nwxPIXkDFadJ07VaxZXygpV0/uWsYlD/pkjFinCLIVIqBP3gna//ja6Q2bCB5S4n7fzTGqps+xsPXv4e82cW1v3Qt7znvPfzs2M942Tdexr8+9K9LIgXGiBEjRoynDyZKdabLx48iXJi7zzMHndsVmfB4RCBMQaMEfbuO0OX73R0t1qn60VgFijmnzLTdIsRKKaRsn9BGNdV3Hyq2dvjzpYcDv2YFTN4fVNRWKEoYlFIcrSyyEMl5KVBeEBj/uAfHF7j3SJHD81UC3VlAuG3fP/fwfJVDc1Ua84fZNeWZ8jmuQlajOTmDTnjHLpeqSDgOyXv2IJTDQXuKifkacqbaKrBkgWB503Xha82qt99LtVihNjdFw60xXt3LsfIESrZPERsRv+BOZbyMECizUaSqmiw2bJqOG/oTu7jeb7fG3VN3YblNHOWgLe5iYPLHoR5Ws+w2whuKxHVJlMpojdbEXQBTEz/0TMlLh5daI7elQ4qYfbYJqP13EGU4wP0z97eX98Vr2U7ov9xZpVAwWfeIcrVhs2tigWq9wWy5EUYXFlEZBrmFXU9DjN2AeqlVIELiHy7t58HaBGqx3dw5WZthPkJQO9N6uUqh2TV6p28jUznMcgh8doVSbXLS7fKSfu4c/3noLw+toFrR+1EBuxoPc9iZgQ5SSFupQB7LscblDgrqat/nLtG8Q702zQ/v/Bxq0ZPN/TP3o5Ti8FyFmmXTeb/MVyzGSzWad92LU26/N309Po7yZeG6JHdPkZppBZWbdRZRTn1Jq0OZ+oRVa9oUHzjE3jv+m/898r/c/+0vkbjrIAO6F7U/WIwKWme5Ng8X93pzYeWEKeyCkaFVGgzuPIao+q4Zqp0Qh/DHX2IxIKbeuarNjueEUpjH/DE4uwdlN8CuoZWPE+gqGM/BAoOrmK80OFqs4SqXKeU/LxcWaLp1LLvOZP0ArnJI7pqi+34vKJaYmiNxcN/y5/CaxQPVYzxQHcfpTOMH1KwqC40FjtR2c0fz+PV0IibEMZ4yJNavZ9X/+2dWXHMNiUaKh78/SO6r/8Lha38V2Sjzus2v499f+u9s6d3Cn976p7zim6/gf4/877JmLDFixIgR46lHIxLgKDBdC38qhW4tIhrlFmn1TUSlnwpIESFXdoNyueUDZrsWc+4i406EEHc2wGnQHJ/AKdeoWXaooVm29HE0xG5g9uij6bjULNvXdHaQTf9TWyjTdOteRGkFTbeO7rRrOauWR6idxYkwtY1lu8u/03ytqqNs3EowcW0FmxLNlm+lebiIdf8x7IVKSBJsWv1u8yGOnsqX88NTZY6Wam2ERCnla4hbxYWvgfUm6i7Umi0BRMrpttfeQFKiUQTHotxcxFYuRccjV/tKrXzSLgrNJzPCddkzvzckogcrD3C4cQhHuQw9tIfePVMRbZZiwbK8a9OMpJTxz+9M7cayPbm3zNo7NcTtiw5avZ0Y6BOzvkbOIw5BLYdmKkwtNrAdtcQM3mzMkaq2TOD3WRM8ML7AgdnKknzdQT8CnZ9CIcvjXlqkoC/tF26J7ziAdFrkzVXuEi2w6zgIHFzHQTp1Ft0q4/UpjpaPtpfrNOlX8LDlaeX31aeoORbzCwvM7rkdLbp40PR8+o8/RWsR36VlWqsDQrVvS9Um0ZpLfZGVchEKpNskWz6AcOpLzMgB6s1FKjWbXQfGsfznTKVpU6o1OTRbXaIhFgi0poMzMUF116HwXoy0kmPFmrd4oBy0Yp2uo0UAam6DvdY4U432vNoKSM15hDAIBJadXsC59wFm7/05VGeQ5SqibqEriSF0HBSOsrD8wHnTTolyc5G56fuhdBSlFLPlBg2f4GqVZvsZOzTE4Z6Im0fy7t3oQRC/aFkpaXsMug4HG7OgJMn93rgUPrFXSjFVncAOfJDDPGBwrFhF2nXsyhx3VyeZt6tg24zX9nHXxM+ZXbiXvZWdyFKdpuVpdOXRKXoO/DS4GEvbH9neijVgh4Pqh+M/5eZjP2GuuTSOwYkQE+IYTymEEBR+5eWs++6N5F78UmYfyNH44n1MvPdiGL+XVV2r+Nwvf45rf+laAN5601t50/ffxF1Tdz3FLY8RI0aMGJ0IUg8HvrgBSnULFKRrET9Zz9HNI8SHjrW2BaQMyJQPtOpexkooGpEYgMo0907upXjPbsr1VrAopRTuCYJ8tXGUUDnpfWm0mWG2M0Db9j7zx6aZbXh9EEoxWT+AdByk28RVFkopnKBfriKx6Jm7lhtevuMl/MBnoi4Oh77zn+EpjxSrTC/WQbbCzWiNIE2SR6dsZXN38wA/a+zGntiHc7RFeNrOE0aobi1OiEgBJSVUpuievzdsz0SpxoyvIdLvORwSUKFcLLdJ2Soi3ECj75Mrp+GlrVF4k/tlCJOLQvqLBNJ2UTO7OfjQf4San6I1S9OPWCw7rkfTcbnvWAlcJ4zSDKBbZY48dBsz44dpOm4oZ+n3W9YtjKOHEEoh3SayGcn57MOZXyDx0EHMoyXmKw2mFloEcLHZRChFzbKQlWlQnnm0dw4LGbkHZp1W3fnZe9uuhUIxWZ3yzDv9BaJgZzHIrb0QmdwfJxhRlAC7ymnLV+1FX/b3Ow4z9jyTTomjjSnuOdKZeqmlHVZ498G0U8KZmORgbYZK02a+alGqW0jX8nxjZx/GmNvtLdpEapqLkrSww50DoH0Ro9Wf1nfdar82tlIo10W3Kph+4CTdXsSJLMgFpvoKl3LDovvAJIlbHwjPFM0ZHIUAlPRyfru1Bpk7joQLUFGU6hbFhfZ2KZ9FWk49JLKBj3xmapFsJK+4dJsk69Mw9zDMPuwFFvSbIhGIpsWBgz/hzvpD4Lgkjs6gcBG1IiiF5bhMVivsLs4v2w+lFIfLR7lt8UD79iDPtOugFcskdh/CsEpkK4e8+9Tvfxsci6Jd88dYu/WMZReZH7+Fhyfv5PaJ27m1tCfYiVAKzalRW5ihWLFYbFrhMzl54Ah9h+8DYL7iPVMmnKLfk9Z1HDnyHZRV5Eh1F1ZHGqbAtH/emoxuJHh6PhrEhDjG0wJ6dzejn/wEw//4jxSNfua/Z3H0TS/F+ub7EU6TS1deyr+/9N/5wAUf4ODCQd7w3Tfw1pveykNzDz1y5TFixIgR48mBUuA0GZ/1ooqmDs3T50ccFhETvtZcV7X5eS3DS6Mll5yuLQ5rrQhWAwUUnRqVhqc1SFcOM1vdw+7Sbe2uN4H6U7k0G56J40y5QaVpYztN6m57Pt8oAvIxW2ks2RZM+IWrMJsLuErhRMkKLUIMsFhvsn+mwmyEPERNhvdNB1Gzvb6W602UpkXO6xMoKTzFUEROtfv+q8OPrqWeCwlH20JDu9ZcFg8ilBuSq2gmWTeoy/U+J+sHmG0ea/lwC08X5iqFFpI9NzyHisiqqWySVU/zlJ5fgOIM0rGp1T359uwbp3r3HpaH65nrKrfN51koN9RiHZmvcbTkkVnN9jSp2X2TJA/sBdsiVRtHr820V6sU+ARLWJ7/t290DcARx/OVLc1NIyLpImvLkKco7A4f5qlGiR8fuYP7Jw/TcNoJ5YH6LPN2BSI+sDjLE+Ko73yYSsuHeXCKzI9vpmthLzgOJeWNKWG7qIl2k/BW9OfWNnOxgTg2g35gLjSNDhBYBLgKxORceE1rVsvfFTw3A1Gfp/POjmq/U7Vj6M0SmcUjyKi1SQeJnl6oIxRkywdCc25PNK0+1wOfZOUiHJfEQs1TBkfcIzxto2C23GjPTa0UTbt1b0vfXUKhmHNb55uYLbb3BYFQ0HCbFN2WSXIgU2l5Y1JB24JFpCAo4WmpF6v07roXzWlAvRFaIQihgwJHuRxxZikG7WnFsgIUwmqwc/9/MW0t8uB4JNqyP350PyWZa+gYlt9Wy7tHlKGHcrIcl0bTfzb5ftsAmlOj6dQQ1iJKKRYXjnj+9j6ZlvUmaqcXOC3IIx26bSsHWTpIlx+p3w5cRI5DYiuNSRzlsGjNM1lv3adBzIC5xjgNt5Wiy7vtj2uqsCxiQhzjaYX8cy5k+3//Nw9d/hKKB1Lsf/9XKf7+Oah7b8BA41WnvYrv/Op3+P/O+f+4Z/oerv7W1bz7R+/mQOnAU930GDFixHjWw1EKiocRpSMAJKbLaAFBUHir95EJoqg2Q2J1oD7FjLuwfP5LWpqN9o3LKhxBCuq2i+Y0SDRmoHIAqewwd2cUjWP3c+z+n1KqNrEcxUy5yZ76Q0zVD52gp0tJg3CCIDFeALFkZQJ8Qui2kRXV7tfr17FQj7StGUzAOwKEeSySPTPtqaVc8E3UW0RaNh0st8lExHRXRZscaoqiWhf/uggoVZssNnytrWtjWIsYVjksVnYaGIeLDO48hua4OIHG2W3JIdDg60g8qu71ISD/AkV2fAHbsUlVAlNMG/NIEeVIHjxWDFsWakvb0ApApVynfQ6svMm75tSJ+laHCwHB5NxqLjvm2rZ0RjIHz5ddKS9YnH9dUGoJ4fUOU9jKyxE77bangqm7TXZPLXJoLghU5JvLuy6W61K0ax5Bc1wW6s02f+JIA3GVjfCvqYvdRrj0+UXEvEfa99SPhP2VrkKfWmS+Fk1pFfEfjtxfDi71SqNt4SY4N3i+8rOlCRzHpVRuMO4vQATEXC/vI1F6mGR1Yvl71j9nsjZB30OT9DzcIj511X5Ox5d123VzPb/aZH0Gw2rJWCmX7oemwnYSLGwoz4KhtPcId3/payHRFwj0hs1kZZJiww/AZ7UW8o46c2HdssPfPAwG17Et/B1awKg2LWjrIP+6IKj5fRahtYgvI91AKIXjX99waIq2ihDFg2HAuEol0s7gvvddKVxDb2tvY9NqrIQRatjvOzzHfj/mQbgAhhc1u17Zw3RznMW6zWS5ykLdCmMP6OMzHLCied8Dt4OWllk6LpmI1nx5dwLCSOCWW2e6LVOA3x5X0Tgyzu4De7zuN0pkKweXr+s4iAlxjKcd9FSSl//dn/GT932Gfblhxn/ocOht76F5zQ64619IofHGM97Id3/1u/zumb/L/x75X17+jZfzoZ9+qBU9MEaMGDFiPOmw/WjLFadJpwmfZjlIFXjoehOf9N0HUa7DtLtI2fcTDAhOZ8RgUbpvyfluWdzH7uoE1jIkwXEVwgmIpaeJarot8+Qw6FV9AVQrIqywHerO8vlZWxqOpeeTrovZLJJdPEiiMYtZm0W3K7i4HG0U/b75E0LVHqArqDswOU895Kcl8ieOol6DwMdWKdyIf2+gBfXtW1HKQSg8jZiy2Td/pDXRjBAcvT7rHxMsWLTk3bBdxos1SjXfvNh1SDRa0YOL1SYL9Sa6r3mSlkcKhXJwlYUQ3kRdoahaDgs1B4qHsZWDVA4LQTRs35RUzJfC6M+ZyhGULryUVspFKBvNaXLffLtfZth3v9kPTy2yNE2NP3m3F9uPAZQmW21fBk1lL0s+Q/6hvL9AQxrIcFm+CtzefJhSZRcN1RqT/iHtQdzw5FaqWcxXmt4ik/JkXrfcMHBUO+mS4NqsvNOzmnOViz7XrvFWrkI4LsJpHSltF33/bKihi0YoFkp5VhY+HDztpmw6ISmKphubai4y5S5Q3PUg2TtbQbtM39z5sO1ZikT9jqOLQNGnhbTdtg6qDusLWC44mo1yXHS7TKLRIq0N2/FyiQdncV2EALNaQ93xALWD4wjHDvNRCwHd+2apTuzi53OHvcBp4fEdz6SOiPad0aTTU4v+Qln7cd6iQ+tYWW4ALrWmTbVYbZdGRKPttd3z740uvDQj8Q3C51tkAbF57wPh9yDYWiT2FdHUU242xf6ZMrN+gMSsH2G8WG2inPaYBzKywFgtzrD7WCm0SAnurwBCwXy1ycJiCaFUGKQwO9FavGioZlj/glsNU9V5xzuYjdm2caJcxeDOYww9uIfazp1M7toDuIiyN9b0+skH440JcYynJYQQvOUNV3D0mn/g09tfQamYY9+Xy8z86R+i/nIb/O+fk7OavHX7W/nuK77La09/Ld96+Ftc9bWr+LOf/xmztWUSuMeIESNGjCcM0m2SW3yYhZrFTK3GYqPddLRn7zQQ5J31TPFs18W1bRZdPyBQZILdOd8tN8bpxKJTp9a0ma80vXykPizX4SfVh3COPOxvEaAcGq4V0aKGe0IzRoCB+yfonMCGbQKmnCLGzf+D1tE/z0S65UMbBK+xXIfD/gRdQ6KAQ20BX1rnmpufB6sKPmmo2lVq1YPkb/9h6zyqI7hX0PYwGJKvPXMVG+s15lYLrLQROZP3f6J8DLc23+aTGpCMUs3yvtsuRrmB7PC/rjRt6pbLoh+ASjoOieasF73Y15gGXNVVCsv22jjrLgKenGRjAemfu1FZCDVhAI6u0VA2TadMpnKknXQCuArdn1AHaVsOzs1zz9GZVuAx1SJumlNHNGc9k+3g8vumncJaPjL6YWeGouVrbTu0b53yWnBq4YJEc5nATslSHbPcwKlEot76VbkdDDowGw1I6my50RYt220ss1gjJMppN31PHDkUmnwrQLk2WtNBRtqnWZbf7Fb9SikSlSpdR4o4SqFVmkjbxcFFWi79D06Q86MPm81FNMdL/dV0HRAgyscjdK3fwZaZcjPiarC0W2H3Iv3y/leR8e6XUW5b3wI0Q2IoiJ4kNb+Ii8JxlOf7Xm4P3BVER7ddhbAd0ncfJXGgPVBTVAt/d2M/dWURLGkA5MYX/EWoyGKTW6eiWosCtqtIPTAJxcMs1CzMmcU2cuYFIfOtK4KlLaUo1Zvh8cVqk2YkL7FQCupWuIh21InMie2IxQ6RxQYfqlkGpxnKVnNq4HoR4m2nPQaAFgnklpqrsObndzA7722LpsBSvql6U9nMzv8UoZbXBc+5FSacIq5STDkljtqzvgwUyfoMZnMenFrbYhJAolxpBbxTLqAhmw49e2eWOcvyiAlxjKc1fuvSdbz4j/4Pv/38P+bW1ecyvbOLfd9MUP3Kn8FfbYZvvI2e4jHefd67+c6vfoeXrfdSNL3way/kM3d9hoXmwiOfJEaMGDFiPG7oViWcoVSbNpXGUhNnnzPgEWOYXWzg1pvISETqQCvqtmn7aM1+/Nmx2ZgHBfPl1sQwQMX1fALr5elQYyGUoqmaKOW179h8O7Ho1Ox5prbtG2uqQcmtMtucIj1TwYz6ELvRCaAE30zRDvxmlSJZc3CUotjxbhLK8bQtC8dgYbxF5Nw6VnkXXfMPAuDkkoDCMVo+xFJBxbL439m9vphcBDAguzCF7q0FLGcSrBSqOkvdKfupoWiTt+ZU6d03Rc/Dnj9ve3sjxAQvVVLgyymcRqjlDP5JRCtNjFJIp4FWn/XM2YF5u4xwFY1sCoBm06HpOByp7l3SboCuoyV6d0+hNVok8J7qTh4o3Ry2ybBKzPuaYd2uMlc7EHTc+/AJsba4iJIyJEBRVJ06jXq1bRi2rKdb2sBpXws6YReXbW92YoGefR0aW/9zSe7kVhNDOBGtrr3QTsoc5bLHOkYpiMSsgkBzCtm0kWFEcoW0HG/hQQjspIFZrmM7bsRUVSGdOr0PH2lrZ3q2gq1spE+wEoveuE/WvbbULYeGbxngotq0eKKjL8JfFDvi33/mYpXGQjHcn549vu9+9EJ4aYyiexzSlQ7C2hEEqlL3+u8qj6S5rmLBrjPbPMZ0ZT8AXfuXKlSE5SKaDnqx3L49QogbbpNJt4hQ7dm+IHI9BRyxp5mJBFmbXKyF8leq3U/dO4cXg0ChmCzVfAsTqHREQ7fDIGKtk6bvObbUlTZcIHDBquJ2LgjN7CZTOYxR8xZLqm4jlPP4XLXNagBosxwRykX47hzzC7XwmayE8J+/lnfe46x+CMelouqhFYVrW1CptSJae7Y+Yfnk4WLYhnAMLxzFXpxednHkRIgJcYynPV68bZjPveP5fOY5v8HHn/sWalovB2/qY3zvmTh3fA2uuwi++GKGDt3OB3e8n2++/JtcPno5n7/387zw31/I9Q9d/6iSc8eIESNGjFOByOS1I3VJNDhT9cE92GqplrJzPtM5sc5WDlKL5qztgKtAQ3kaNyGQrktDeRGZyw0bO5oWSfnBvfx3Rf+ug6RqEyQjppfQ0t7J+gzpmc7JcaCZhMA0E8B2HRxHkZkq07tnBmuhRvuEUJGqjpOuHo3olgJSt9imXXKTCeyETrLRIlfSV1/unS9iO34wJaUokEIEtstRy85oo5UXBXbKKS1ZEciUj4Ra2Nxkp6YlCFjk/dIi+VyF7S0EuKrdJzC4nrZre5GeW6sjYeToencGJQSlapO5aqBtWwrDX4ho11y3xlT3/H2kq0c5aLfMrIOgU5mpsheZW5Mkq+MU5ne2RdV1XdfPTwu7FieZnpunYi8ly1EBBBHEy8cxtV8OtnJwVZCHe/k5SpgoKrJ/slijYXv+yE1lM+HMA4KZxqyXgqhy0Iv8jEJrWPTu8a6d7bgIV5Es1lBC0MwmMCsNFut2GPRNc+p0lXaRaEbGvQKj2qSqmsjgnvEbFmgBA5IkhGgPTgXoHQQqVT4K3/seasHz7e7ffZjMwyd2dxPKgmorYJfvjdpWRtpVUtUWIdatCpnKIWS9RdhKdQvXccDXorooLH8MOU6DRbeGXlp6DYW/EBAlskoIZDRP+PFiH9A5ipf+aj2LvMWsKDlLzVZQxQWPCirXK+MqUrPt7bScqGy8P+GoJddDOB4BNhpFWBhHzu8nGGnVpo2jFImF4B5WHHPmwmdDs2lh2yeaTyuEb5UQXaCkbfHi+ON94D7PCijQaCugOH6QmrMIqi2EIgCyEViJeAtDTdvFatpMHS9X8gkQE+IYzwhsHy3wjbddxOzmc3jVjrdz6MpXUrztGA/ftIZS/jdQ8wfgK6+FvzmLVfd9kz/b8QFueMkNnNF3Bh+/9eO88XtvZF9x3yOeJ0aMGDFiPDZobnuAGalaE+FgomPjTeRVZHI03YxOMgknlgEpae1cqi1udvgaBnD99Dea9CboSghQLk236R1DRMupPBIrrQqaH6k0seiZ/UmnfWIV+LS5EVPBJVAKoVoBnizlMFGqo9ctNCQL89WOVE7tslqst2tsbOWw6AaTX4XuVOmaGidR9Nvo7/F8pC2UckCBdEFIjU60aKOniw/8AD1C366BC5CdapEKJXT0jgBXnh+uN6nWZzxSUm1EFytaRMmtVsMJsfLbF2gelcSLUhsuLiw/cdabLVNgo1iFar0VKMr2fKfn3ZbFgh9eOOxX30OTGKUaqbpnHh8QYlu51K2Ib2bdRigVmdwrb5GBlg8xgOV0RuE+GShm3AUUimxpX5vPZ8vj1bu6UwvRaOZg+eN7nz3pBV8SAuk4YQoizSpiNuaRloO0HaadEgvNJka1iV63EK6LndTDRZyWVn0BKfEJtd+W4F5TVqt3QmBUmgzc3+7GIMN0YK1r2B0JjjXtlFClBbTZ/eSOLaDXj7PQ0AGhFKo2H0ZEV8DAg4dJLLaeOQ7tJtPJxrT3pYMQWrbjk0uv10E6KtexuN86vOw1FM2l1i4g26xCPNNmtSwxXi5yd2tfyy831A5HXEcy02Xk1LxvCu3gKpfEvlmSpfZnkBtqiBV2wsBxFZbrcnCu/V5VHSuNUQuFcsNmMkImQzLta641y1ouNXBbb467tcO8/WQxYc2zYM2EBu+u61Jp2J0GLbjKZb5qcWzmRBYGx0dMiGM8YzBSSPFvv3shz9u+irekLuDzr/sQYsUIx/7vDzh8/4U0L/sMFFbBf/4xfOZsTtt3M9dd/rdcc8k17C/t55XfeiXX3XMdlnPyTvYxYsSIEePkEBArx9TDbZWOFDRTTom5hhPoLwBF0/WMLNt1yJ3f2jXEKd9Us+m44UQrOlFzlAuuQglPCySUwnQlyYPTbaaxKqLFTNSnw+2Bz6pUFum2KM1eWTsSIbZzCiiUp2kLtjeV45mxCoHm2S+39aVT8123lvrXTTolv70K3fE004WDc34bWw05slDGC0Tl/RZS+H51ES0zLg9b4yz4fttCOSB1P6dnx5mDvKjRnLZi6dRRb0QI8ZSnlbVrNsaDB1B4k81ulV9yXAAtiOIrPDkFRC0q+zYE5Fc5ZA7MwEP7MKwFuiYm6Tv8EwBqqtkmW+MEprgtQtw+Xj3z3XYT4FJfJjgqbMdCw6LTp/U4TW79xpvEu67D4H3HWHH/rnBfQFJkSL7bF4MknlYxSLGlhCR3ZC40WzetBY/sd5xTjxA7x4wulnhtd60SnYwnMrzC8+l1y48J0A7NckMtZ3q2gtERkbrkVim6VVylMKpNevZMk6xP+8HRTryY4LoKGhW/Ld4Tw1xskTdL2W1+q0vb73XMKpfCUxWdMod9k183EuxL66BHwupYwGo6pGbLbbEHjtt+RZiTWCxnHo8X+Mtx/SBy/r+2vvsJ5gxrAbtZY2qxvqSe1uIGNLMpitUm80sigrPE9EZF2iSAhh15/qr2L6n5cpu1z5I2KBVkXcIQemRHJO+zavc9PhEUygtW2Fjwc7q7VCuLLDZsak27bXhbyqGVj51HHE+diAlxjGcUMgmdz7zmLD75im18t5rlFZt/k0NveCu1u+9m3zv/ipnmy1C/8Z/QuwG+/QeI657Di5uSb7zs61w5diXX3n0tr/r2q7h/9v5HPlmMGDFixHhcWG5O4mmalKcICbRPiYKnFhMijLoMRIIZtVeWqnkmlpbtLiGU4BFi4SqqqkFdeYF7+iYOh6a2Xn0gK02Un6/4eJBu+6Syc7KM66V3CprdIi/Kb0tLS+lFiO0knu3nNjV5fD2jckGAFmiQlEJzWuc9WJ8BPAIulXdOiWyTkauC8DwRCA3PlDGyqU2j403oG4neZQmxZrUmpxPWBMJxSRWriHozXERw7Y5eKb8/tDTEw91JlBTLEoflIFyXqqqz349gPLT7fjK7WyS6NQlfhuxHdeW+OK3OVDhBucglrWcTAGTHF1spcYJFmROMI9FBNKs9GY/mlD1yk5/dT/99gca1vV46rku5YeMSpLNarsXLtyfhaxUXh/NYKSPc7uIFPDtWPxim+wnrcvF80U8CiVozlGDuWGlZ0uz1q9WXANI58TWfrTRwa0WvTceRc2Jxqals1H/XsMrIqV2I2hygKPnkXEjp50j2kBaJtjraciID3ftnyR+e8039WxYDFk6HX7N3Lcp+EK1OK4wAdctlttIMlwU7r2pUa910HFxpUksNtZUJFgcULo4pqAeBCjtkNWe3xy9wI1GwBbJtQaRY9cZCsV70+3gCMiwgZXjPLtt128ZmoM1VeD7kUQsTJSS2numsrlWvo8KFnmhP3A45H67PexYvEQsgVyy1kDkeYkIc4xkHIQSvOm+U777jEs5c3cNbFtbw0Vd+kPrZO5j+y79k3+99iPK698BrvgJCwvWvoef613PN2lfy2Ss+y2Jzkdd+57Vce/e1sbY4RowYMU41lpmsOloq/O5pSzrLyMikL0KII76drYmm8LQUStFwlmqWLNdlwY+SLIWgoWyEskk1Iman+JFLHxgnv3P8hESmEwlhtP1WC0dI1caXTGaDGl0pPHNK4e0LguJEamhJQXjRt2vN5U1JlVJIy0X6cuneN4uMZIRRLliBCbRPiJ0OX8uoRqtFFjz5G80iicacl+JksdHyiw4iZwu5LCH2KwHAkNCrCxxdI/RnFCI0/207okPuZs70CHHndm35c0aDGuGTjZIbTYMU/br8NVYQslWX5Sb8CuFvFv5CDoBZaZDyI+qGmtoTDCOtgxE7poaLYmqu5fcqHRfZbJnbt0xtWxUniy3toGwZzHdoFZceF0W9kELpGlbaDLeVXM/UvN6xKOAR73Zi0Unuo9tdf9HmeBC0AkBF0emTv1zLrbbAUUtLaMvcN9FSmlNDmy2TvWMPZtm/dkqhGRqpxf1hOb1zjHemgAtyjjtuK/WUUn6U6XbUIlp54arlOxbsDwlnp4Y48kxE4WgJHC3ZViYwH3dVe2qrzFS5zcZBdMQKUI4Kyws6FiF9zDgLJ2q2f6zAkF6e+blKs+1+V3j3umUuvY+bZvcJCbFet0J5R/Oye9Y9LSzWbRASw3HRa5YfYfrEBt5RxIQ4xjMWY30Z/vlN5/PpV2/ngEjz8oGX8Pcv+wMWmw6Hf+ctHP6bb9N88VfgJZ+GmT3w+edx8S1f4GvP/TQvWfcSrrvnOn79xl9n19yuRz5ZjBgxYsQ4KSynsXVla+Ltuh596CQ9yxHi6IQ9NI12XQbuGyczVW47X0LoLGRWM19pUm00Ea5C0wSaP5c3IpNc4SXJbVm9PgrrunYNsQI70Kj5gYkiJN4Uemsu7ZPzwB9vOQT68bq1vCZGKIVw3dAs0Sw3kH5tPYdLuI5L0fHyfEpXgfTb2mEyDV7QGyecHEu8WNCeWWaq2h7kqOXjvHzLU7VJZIQMJBea5Ma9SbTyOaQUSyf50WMcQ0OaEiUgWTw5k0otEuxK2k4bEYD2MXa8S+wRYr9NHWMyJUw/mnF0+/IphSw/YNvx0MlNbVPHxsGI9FVDolktQqz7Gq7oPdVJHIGQlAWLFcHxSd9MvHNBwQ1+B1yOlvl1wzDbyjquQiKZ3TgQbgvGXK0n3VZWINtSWy2HRVVryy97MqhkVtJI9OC4iunFemuhhXYXjeUQTbOmOTUSU2W0cpl0ydMIu65Cl3aHVYKgID2S5mrt8jDcliyl4xLk8F3uuQftwaWEq9otYI5zP8mO7dGqbaU4EX1TuG2a3OzEQtuQ7bS+cCOLE55//MmTSDvRkr3AI+KB60xbCxXgKmx9+bptPU0tNRj+1pCMaL3hb9M3/W69IQQ1y25bOGw6LgqJdFyyfn70zkWoEyEmxDGe0RBC8LLtI/z3/3cZf/orW9k5dBqvPPetfPmslzH/45vZ++KXMfWTBdw33wLPfS/supGu/3sZHy27/O3Fn2CmNsOrv/NqPnfv57DdkwvuECNGjBgxTgTV0pr4aKYT1AspGl1JX2OpItotfyLv2dO1kQ8nMpEPtgf5fwPzz2D2P2L0UPW1Ma5vMg2QS3uaFD1i9ukRSuW7fao2/VcwyeuWWVKifTIM4PR1tfqVTVAf68HVWgF2tJbCCBPdNxdUrDNXkJEJj6hG0Gaa3EGmO6FUS1sZ9sWfwIaaa6XIH5pHK5bbVHlSeCbPJRXxuww0XUiUjEz0OzRdYRAssVR72wkhID1VQdoODSyfaIklk/xO1uQmdAzhYviRrc2In+Tx5rXpcou4y2X8Rw3VurJR7W8zl1hS1isTuRYIf4x2LNxEyUVEFk11YtP7NlKjp3ESumfaHwkeF1zzoOyQzPsHe1tSkXRbKBVq/w3NW6ZxEkbb8YFmLWV2mI7648wUQfnoPdc+5i3HJaVrrOzLhAsxgYVC530ugKWxgNvRVHZoQpxL6m2k6njwTF8lLQVra5EienxaJCgP5patQyorHMeyUWzVjSJVO7rk2gVaYqW1j5XcTCUckMJxUdKTYUg0T2Q23+kKsIy1RTW9gsWu09q2RSVabtjHJdIA9d5c23lsLcWJSK7rto95BDS6kscp3dl+geuPISFAOFboXhG935XwFgzsE1gwRxdNDaG3Pf+M6vK5wpeIWghE3Q615ZmksfSg4yAmxDF+IWDqkl/fsYrvv/NS/t9bLmb+Ja/id5//Xm4a2srsZz/L3c9/Kffc3Y392z+FM18DP/s7nnvD/+HrK67iytHn8Zm7PsPrbnwdDxcffqq7EiNGjBjPbChAClabrRV+K21SWt2DlTJwXC/SdLvGUCwxVlVCoISikegGPLIwoOXDwECuEWjPfM2xAuW26pWO6+k8/QmrEaG9Ughfo6No2i6mJltatOB4f0KX7ZiwOz0tQixcF6svS6MrGfZAj2rjurtwgaQwSMsEeZkh7eodM7mIyTRgGd6EPolBr8xhGS1SpFxFUhOkjGibBEKAEWgTQ3/Alsm5Y+pIIXC0JGVsckk9qLIl66g2VR5vAt2K1tyJNkLtT/QDU0tP7+S3xb9unZNZx9QQrhOeW/cjPANoxzOZjvidpmeXpssxIuy1GQmY5ZlzL9uLVt3BP9VB8I7DzvdZEyycIO2SQtGnBWNH4GoSRxNtcgisDxQwovWS8ElCoH3Utda5bRROEPUczzS/2uOlreqkpAJB0l/cWRgphNv79DxK6Nj5lsmqkkt9Ok1NQ+qSgFgtNzzyvk/ykvzhx0FC9/pa704/Qknoy6cRUgvHaGCCC63gYElh0i0zuHo762r5K7dkpYBBLc+wr4UUUvNIZBDMDEFeeDJQHQsE2YlWBG5pu9TwCXPkOdSJYOFgqVXM0nHtCg06osMH19PRUliOi6sZaEIPA1dFTbyLI1kCa5Vaaoh6cgBNtp8nupDhdATVUkJQHOsh15Vsf5b5LelELb2idXx0sUgIrLSJnTQ8iwSlsCPj1/HHtvT7GrViMNHQggWJ4z6Lloe50FpIW9r+4yMmxDF+oSCE4MJ1vfztr5/Nf/3pKxj780/yld/4ILuS/Zj/99PcfuWv8a//M8Q9l30VtfJ88jd9jE/89Hr+Onsm44uHedW3XsUX7vtCrC2OESNGjMeIYFKV0lukbWG4h2JhC41ELy4KBxUSpLn1/bi6tjQKrxS4AhS6X69AQ+KIVLg/UayFczQNzydT9ydQwnYREhz/txEJsCKlH3QFL+hV2nXpSht0Z8xQAxgQ67Spt5FiPVJPkMvU83t1WZ/pDU2mG4lunDUjoYY4yOVpKtk2r4yaN0rR0pT0aDkSwgi1QXvtCUpOmXzSwPTJhBKaH0Xa67+HwOFVhDPU4lg3tdFCmNbK1FukVCJ9ghGJJC0FGBlqqcElwXscmaS0qhsr004UbD3taZAFSybgAu/9vFYfDAlD5/UWAnAttPNX0ZU2SSzWwyjFCV2Gfa6ev6qlqfQ1oK40Sc155sFORIuqq/Z2zJw2wMxpAyhNLiGNnuQiixNCYPflsFMGJ2tTfzyzWfCqSJPwSa+niXN1ubxC0d/Yn0nQmzHD80f9hA/Yk7jjU0gkPdkkrlS+yXT7ooWhSTQJvTLr9TEiHyEkrtTb/cylRiPR09YczbuoYb3hYlaEAXk5r730R4+UfkoJjWxCRyBw9UemIrm06fsnL3PNdIkSgpV6L7aRR2mdBEqhpGyZ0/t8PSUSpKWJVAKheWa5bdYaQtAl07h6moLeioEgEOEzwpE55moBEW4Z9K7QuunToprqiNlItGVyOUKso2sRQixaRtZNM4+tmThaipXpjayQ3mJhVrTaV1Q1pAruC93Tmkbqd6SJK0104fn4R2UaaIi9m3gpERUdZdcbK+hJrAzlJSLjQQaLPgkdUAhX4RiRxY9gAS9YAIuQ12iE6uj9vBz69FyrvFLoDRvLyC15bj0STi5s3NMQtm1zww03AHD11Vej6/qy206mnuuvv55bbrkFgAsvvJBXv/rV2LbNu9/9blzX5ZxzzuGOO+7AjTiiSym58MILefnLX8573vMe9u7dyytf+UruvvtugPCY6HfXdXFdl/3797Nu3TrOO+88brvtNvbt28ev//qv89rXvhaAG264AcfPR6dpGldffTUA119/Pbfeeis7duzgla98Jf/xH/8R9jXa3u3bt/Nv//ZvrF+/nr/4i79A1/Xw2HPPPReA22+/nR07dvDqV78aXdcpl8u84hWvQCnFq1/9alKpVHje5WQayLqznUE7AD71qU+RTCYf8boE+5vNJj//+c+RUobHnsz1f8lLXsL73ve+8Jy6rred7yVnvpr53385//Bn17L+5h+x/cb/R/N7/8rfr95O5jnv4/Lh3TzvwRs5y23wJwMr+cs7/pKv7/oq777gj7l45OLj9vVkxtejxWMZw082TtTGZ0L7TwWeLf2MEeMxQYHSROi/5Zg6StdwpUHN7GZ8difF6gLpdJrenm6UFEydtoquuybaNBdKCiwclGwRYsvswVZldLtCslgLfU2baYP7mxVKRwvker1558z4BLm5CoOjnoZVR2NMH6DkVmnIest/GEiU6kiEZwqqWmbEAZKGFqZrippeC9c3u5YCU+joLuzZuxcLnUwqSTV1CLs4T7O+yLrhYTRXMXt0iqm8S0HpHmeNRm4Vnvl4XmbQhYYuNNI6WM0ipVKReWVz3sh65OIE2YTOvG0yOzODpTXozvsTcKUoFotM2NC/ZozS0RnGF6ZZ0dvFiJsOTgN4BEMXmi/3SMAaKUklDMoqBcrzOV0cyZMpJ6k3kuhdSWYevoNUxSKfL3i8yExCs8rs7Cyl+SJ121v2yOcLVDJj9NbnkEowPz9HfbGMQJFOZ8j3dOPKFLZm8NA9tyGVzbZMBrdiAi3zbl2TXg5pEQSQUkjbRbmKBw7P0iUrjK7wCHfd6GHu0IMkJi3yUlBPD9JtTyN1yaHpKQozFcqHSiw0pxjdMIYSAsvIouzWooBEIKSGdOthRqVScZ7du4ucPq/IF7o9kiaM0MRcKZdisQjgyUWKcJApPP9y3dWoC8+MVGkS2ky9PY3x3Pw8wrZYV+hC2jAzNU3ugRJTPU1SZ25GL2vM79sFR2H9ug0ozcD1vEeZL5ZwnQpGr86CkWZlou6THu+q2yhuvG+OtdoEW1NbUELzrTa8/h09NI9ZGGR9zuNFjpby7gspSOiS2akSh1cmyQ4PYFZbpvWaFOREgt3zRwHoCsZFBJaRQyiXutFNubgPo1bB6R1rl5kvslKpGMpudvcuslnPhzjYVxNNhrpMlCYj2uICjaQC5oNbgflikXpCYyCZ8+qWOq6ymZqYRAmT0f4+Hjz0MJbjoFULKAVHZis0nEVkb4oDh4/iSJe+PomVNklWFcXZOXTbxVmxHlP4QdxafJiEMMmoBHOzs8xpVbh0KwMHpmkutPu4p2Sapp/rPJD/ngfvQsoavQN1kqtXYCfT9M1aKAVHpzw5DQ1JXFcxNzlNUrnsN7MIdZR8vuC3wRtTg9oY37ntG6zUS6xZM4YQktn5EgKXTE++zVy6NQSDAAU60fuvrY8+dCRpLY+cUUwZs6xYvQlqfpA4JZguziEUDGa7kK6iaWYBLy+1Kw00p4Z0bdBAKUFamNRUMyS4eZlh2rDBf/YG177e0Bk0sx5v15JIu06xWMTSdPqyWWw94wUdc2MNcYwYbcgldUY2D1N782sYuOHfqF/5Us4bf4Cz/uWfOPrnd/GlH13CXceez/+3V/C341O4c/v5vf/6PX7vX3+J/Tu/hO4uzfkWI0aMGDGWg8IwJNLXfthJT0MAgJA0sQkm52lTRwmw0ikqmUS7SaEQZDKtIC8STwPRGQU1nzJwdY19XesRyND3TPPNaa3AlFEIBs5YT/q8dRg+UVF+gCsj4q9q+/5zq09bwUDO+x5oxJSfxmh+bZ/fVU/DoqSgIFvmsIajkVQZ0srEFYK00/JlM9xOzYsbaoGrfVkMmSCdPT3c25/xNHuWMLlv+DQwPG1Q0tBC2SQlZEyNob7VrNb7GLYLANTMflZag4ws5hDAYFeCnqwRanKC+XCnTs8xNC9FlNcdUkmDFev7vXMKMMwkzkiSWtqgNFpgdkM/iXNeyZDWS0aZDJAlo7VykpqmEZpRV7OeLEo+Oc9lezm2+QwWVq4Ig3cpTaKU2RZJt23CusbTYIpI1GHXLyFcRTU9zGFjLce0MSqZUT/KuYgEn6K1KgAkTN9HNXIKgZcmy+jQ4iqgz2lp/6q+yahQSzXEnf6sCdPkwoGVno5YgW2kaCRbrgXR/NYi/M/TzAX5pt2IubzEpSthIqSnJUVIpO9ne1RzUP69IETLh9tbaPK2SylRQmvLv6wQmCodmm9b6QRihaeJzCR0NmkZ6nmTRj7FWsPTwiVNEy3ZhSZlJNyVN56jaCR6qSf7UVKjYfj3ixAcXN/N8TCr9Xt90xI40cWoZbTQQkuF9tz1ZD/1ZD8LMs/UiHcdlNDCe62k9VOWOXQhoNtrp+4TLxfpjScBdac1LhxTo5Za0Yo67ji4Mgiq1W56HEU6l6QrZSxZIJCy3coiqQzSbhMNF1MLlNmtWAcBgrs1ZyhyOtS3nu73z3/mpvxnoF//EvcETaN9CcyTjW20xqs11LXkwPLKNOn1faF5cz3pPQc1BEl0GqN9rb4hUNJ7Xmt1G+kqHN0MrRyaZheu0Kl3t44J3FqCz3xqFflEy0UlCsPXYNczI9TSg8ykeiN7Hz29jQlxjGcd8qefxo6/+jjbbv0pg3/3WXjeL3N66RjD/3Mv9W9bZP5lmD/8Ui9/dqNG5rZx3vWfn+K22Y+xbuLPOXP2W/RXd4OzvIN/jBgxYjybIVCkdI18PhWSg9KqyGTXnxHq2GgS+s2Mv00scU/VdNHmO9qbTiBdh87pZkLXMAVM6J7pHnqCfEon42tJdL0V3qVnqJvB/rxHEBzlR0CWLYKYNek+fYDUxWsx0+kweFAAVyY9EuH74Ap/ojpkdNPrNFv+ywjKIodAMOJ2M2hlwBVICXk7QcFJkfZ9OjWnEXbJEQJdmDRTrYi+pm+B0tQNlIyauwpUxHxbl4LU2BhpabRSPwmNhkiiKU8GSVPDlN73ZlfS8+X2iWDTyLMwUqA81EVSiraAP9mU7l+m0J4ckdCYXpmj3pNmTddqjNwoaZmmz81govt+zd4FXdPbxXAhhbNykLn+NNNuFxVSzGs9dCeGKff24Zge0R9QadYObMbRUkuCB3nm4YrUSJ6BXJJsRPvqIKn0ZRCuiwpXTURIEgQtf8TAz3bc6caWJq6Z8cp2+hBLHaHJdlPdSJNqqaE2OXVytDXmirbfmp4ile/CGezC1SWOngiJfDahh+f3TufZKCgzQ6s3nva+VvAIXCWlofkacyVASQ3pG35besZLk2VIKueOovzgcgFhnHK7qA2sBgTNRKsPLgKJRjo9BsDsxiHEam88Nld3467uC9uTkX6dmhFIDCcyJhOn9bM47FlolNb1M751fUtU0iOcSopl/URrad8nOUJVrI4gd8FhjUQvtp7FMXJ0d/kkUOjYepr71q/D0SVKF1TTI+ElchHe+FJQ6OpFIjCsYK/gqLGaxexary2mV6erSVxp4vqETbNclDBoJAfYro8FrVpCiDVdb3O8Dr7pnSnchKRhGGiuhi4USIGjZ0JT/pmeHNMDecZ6M6zqSZEQkNYgb7QWHAHsfIpadxoQaAvZJfEZrA4/fv+uIJOI5KbuTiHP2NB2XFehi63rN/jB6xXlnCefkuymIjPUx1rjXeIt0ui2H3VcKVzNwBCaR5aFTjWzMozirQThczhwb6lkVoV51gFWab2YSgcVsdY3TI6es4MH1q4LFyUWhnr9Hp08YkIc41kLmUjQ87zLOPdvPsk5t/6E1d+9kXuvejn7Nm6jafSy4n7Fb92o+OQXXF73f01mvt1g50/uxvjpP1J530bU/3sV3Po5mI0DccWIESNGAEMTCEOjK+lPXiOkNuApGg695krGUr2cl9gACAyht0VHdcZ6vUmkP8kzhIZUSwkxgOOnSKlku2hmx0jokow/DRSyFaDFGdqCrRzPzNJxcZXyfN/8emqnD6JJiUzonh+s1jFhxfe71ARSCKy0geOCoZloTo2kMOhpSNx6ASUkk9oKpNTo0136siYru9NoLvQ7hTDKtuZ6vovdGRNXwOyZW3DTraBGCUOnXkhyYIWnjXPyHhlKbVqNradZkAUgCGQlwomiY+o0V44wr/X6boGB2ayitmWIhbEeqj0Zymv7ySY1Sslujm64iNqKAj26DH38AER20L9+y08bNSFRZgJr3Sqa/fnQ3NyUkDl3pUfqpQRdQ2iehlIBuuqj2HcWCEk9EpzH6PK+BwHRzPxqqmOD6OvWeHPrYOIcmhsLDicKlLsHcFPDmDXP1FNzolNiwUqzj4rMeeQRqEoo5dbSyHuyVChf8+6Zgw50pRGaWNZ3VaO1IBESd6XaIltLw2t/Qhis1YdQXavRhtZRPut8GsleapmBkKxo0iPk7XGtBZiZ9kRfUqO0spe9qzPYugg12UIIlGaEC1GOlsCVOkpKz3Tb9Nri+IsqVTeBfvYLGD9zDc2O9DkgUXpLMxf4xVsDOVQ6ASiqqRFm+86lnhzAzgyFMlno8hY2jJ4eNnX1U+3PwpYNbOvZwvBwu28ytK5lwUm1bZ8daPmbzg8W/CjphbZoxE7K8II16Rkq+Y1kkwm6fQsEJTxiavka9ZmNAyjfX765Ik9AgezT15DRTIbtPIlmS/IuGvjnemhgkIX+rB+dvBVpXa97ypHe7JbINYqaH3ifmiZRUoS+9YHbheyIJO+iMZfJIHxTX2m7WIlBQLEwWmBqoBs1nKNy2Xb6c4mWBUHHM/EcYw2bcms8n35Xw1FQHmhp65uG77/tt1r6durRBUAp2hfF6sl+JIL+iBbZzXjfi1ovFS1Lymw9L5NCR7NdNDsiU01i9XaRk961XpneGGm1QM9kSQoTKSS5pAFI3KxXViJJCAMdSbJuIxAUV/fgXnoBrr9gIVEMyC4WVvR7cj9uzvSliAlxjBh4q1Lm6CjuedtwXvkCnvu9r3HmPXeS+ep/cOTtf8wtZ1xETetj/R6NgZvTHLsxx/3X7OTed3+S8Tc/l4U/PAf3+x+FqQef6q7EiBEjxlMGU0oSmqeVSuk6utBYo7fyS4qIRkRo3f6kCzZ1nctaYyg0ga2uLJAb6kJ2DYGWppoaRpcaUrXMi0NoOqVRb2I1NTJG+YxNqEQuDLiEbAVQ0nTdy4FqSEzLD6plJHDzK1HdI21BgswVvVBYDYVR8CfXCIlEYAnBwumDlEa7cZQir3mTTZFOUrG6qdk6tVSaheRK+pIKQyh6MwZSCHp0h5LMh5PZnmyCbELHkBIHAclUW7AdfetZTJ11MbM5T+tR27qOylkjbO1ayVByDU0/WJKMKNoBFlYN4hYKzGie/Ft6UnAzJo4QLIwWsLvSqDMGMZ6zGjxXUS+FUTTgT6oAo+czlFkNtIix5rOvMDpyoYAyNDQ01rh5UuhIBZrUPb2ZUpS0niUaT0+0kaA6vrbYTQ6yonABGwbO4ez1F1Do9gPl+BP3nBDkkho5p06COvP969ASg2wQ6+h3NqBH8hQnpM5KrYdZbZAj5mqOkWMxWWHemkTqGo6WoGFkGclk2djVy5bCAH3ZFEJKlnO19DRg7fl8BdDtRgIw6UHkb28BRUkN1bMeTdepZFbh6Aa4LiOaRxTdMCa3B9V/GgiJFkTbVqB0DYSnVbXCHF+Ot9gkTUDgCtf/1JGBGfCqIdauO5uZobM8Gds6F46tYO1woS2olvAD3iW1dNipVEecDAFeXmAjg62nMXTdGztIZoayHNjQTf+WtWxMDXqm+ql+pBDoEqrd7SawrqaFYzQK2/CDgSVcqvk0xY2rUMII89VKXIqbBnC0NEpI+nMJNg11ofrW4mhJXKFTHGlZWri6DK1QtmfW4AqJq2mQMBGaZ04fpPxKhWsaAlcKlKZxMJf0IliLIFt45MIjQv8Dpbx7Gbx0c4fXFjB0A5XQSRnecyTMZZ7rkIXQKCeTCCCrDFbV0kgVRBGHlK7IaIruRLuJuZQpDJWm4Uf21wHNFeHzzFURdwE8DbHtW8gA9GtdCBTZ7lWozACmv+AXHYvTG1bjStMn9d72xuq14X4DDanr9Ifm4RLbkEi3PTZB79aVdJ9zPv1bXkzaSJDPt+6XQrLA8KiXckoOn0VPNkF9xbAnS7NAwtBIux75reYSNAoperMptg2NevWnTiMv02S6snSv7CX5KOK7xJFgYsQ4DqSmsWrbJoY3r2emW6PpXMY9tsvDM3vQFneRO7iL0w6DeMig+EAV9a1/Qev7IunhFIkdF9H70jehrTufJU4jMWLEiPELit60gSw3sXUNIQRnZIaZlVlc6QW/CjR3lbRGs7sXc8fFVC2NhMygSS3M0ev60YplYZjuRBnXqNGr5qmrRpvWQiKpnD1CRe+DKW+bEAZkBxCTB8JSwWNYZQdpKgdlaBhVy4s9YxoIPQmmRkIqMtJkzq4gpMAZG4aH65DsgsVqUBs7zA1MZ2c4UGuwffj51KZ/hqlJ8mmDe/tGabgauZVrSSvQNIFoKvC1lSaKKW2EldYRKv1ZBuo2adMPIpMysKRGdySCs5bPs67b4p49h/wNEgwNUzc4fWSE8dJebEtDrOxf8r4JFg8sdAzR7upzurGSpDA4YE9hDxRwUjmolRBC0FjTg33IO3YoOcaGDaezcu2lPHjbN4A94Ty5y1QM5hJojcCP0gYpkMrT4AS0QZM69G+kZtcpNRbJqIO+aW1r0t6wXAKPYTORoS+bYL7i0Ez0oBSkk3ngGFoyB35fUtLA7SqAXUIJcHQdITSSrknKEiQaTUAnpWUYE32UA+NQAQ6eH6WjbMwgMrnbRAqdtX0rcGsNaoVVyGN7aWoppB3kvfY++rQuigiGU+soVQ559qeuIhqMTWmBBtk/SE+BctF8IrsqtQkhF5D6oqfhVa3lnlKiF5HMYwjd12tCrpolOfAyFu0fA2DrEswcEseTo2ZQl2kqOGSAnsQw6E3o34RcmEf1tnyyk7UcQgiShkEFB40OzbSWot/IkVmzBrNe5XnpTdiOw73cyQbVTSWzjWxXluHxJEldg4qnVVQITA36uxKkNZMdiZYWsD/dx+ymszhSm6Tvp9PUtC4y/VeQOTgBHAjLza3rhfJ8m641cEfQhMDUFE3Xc5dYyPSSKy7QF+SWTnWFEYYXh/rh4ZIn6540ewZOJ7O7gT7QzZF1GZJulfV4i0WupqM1PC/urK6Yt2DmrO3sTi8w7DNHV/MWdTQgIb0gZo1sCmET2h8LJXxrDM9ypGQm0VJduKaOrkn6tTwl0QAbNCNBPmVQbTo0bZej+ZUw543tAZUhoaU9twwUSkCv6ZHLldmVwFwoL4TEMdegJ0zAOz4g5ZaQOEqE1jeaEFimhqhBxU9hV9DSZEUaVzdZt/E0OHyrV6/PZR1Tp9w7CJUJpBRUR/IUTYMVkefNKqOHlbnVLIDntrFhDcWZGbrm6/TIHCVVwdUkqXU7mJheiTY5wxkjeWZFiYWhXlIzRcq5dTBSgEKV7kteiFOsUJrbh57aj6tnWCxsIXnkKMN2Hkt5z8yeTJKzRtfzXzft4cCIYsWZZ2IYOzHP2wTzRzhZxIQ4RoxHgZQuOXNkM1df/UGUVPzs6K188d5vU7zjR6w5UGLzIZMNOx30e/6X2c/9L04BxNgo2Uuez8DlV5FYuxZ5gujZMWLEiPFMhlb2JmPu2m1w1wEGckn29J5Dvb4bgGpfD5ommSkYDAyPkNh+ARdLjUq5yJ5bW0GSnIDASslZI/1kjAzV8V1UMFHNw0yfPsjpu6vo6Cx2RDISvplzl6XR8IlCt+bnFE124yRyKENiNlxqykb5KV0QGutWX8TK4jjjzSIFPY2zdpBqXwrVnIGvT3hmmH56kQsLa7AGLsXJuMDPGOhKoI9uQ919U0hEQ82M5WBXfWc41w2TTmWSBtRturQkKSNNI6m4aMMwK7Umex8ULJ75HLKDA+izsxgksfCDfyW6EEaOXEpHoJhZ04Uc6YVy5xURpLRAi+vDn7iPZrPo6Bh6FzNukJ3VTzfUn6Usu2DvDFs2bWTknEsA6M16ssolDWbwiETa1NCavimoU/P8HoWBriwUCqcrgd7IgyWYGzwLtbAfHcenYGJJzlUAI5lhVb6PoVSWxSrIbIbenm5Oq+SpJDSozbPCzFN1m1RSBaSrYzYNj4xLHeE4jO57CIe0p7U1h0iN5qkIQb+zHtx9wAFs35y/1l9AHZ2h7mSRSRe9kKVZa9DduxH6J6mXjpAuHwYESnoK6qxIsDp7BklDo+S3e6sYYVrNtjoSMUEtZ9fQIyXKcejL9nGYQ+i9K0nOL2L1TdJIplg4ukDuiFdbcbAfKeC0wjps9TAH7EkqTo5Usge56Gl9bU2iulcjmvNQW6CeGaIhD1LKmqzH90JO90IyT6kwjNCzULnPHxk+gTNS2MrFS+4kfUNaz1d2/enP475MF33OHElp4PhprFbIJIXRMQYLGX7etZ36QgVVTjK8IOHo/UgBjur0XIXzhnZQX5zm7uY0KLBkir7MWpLKi9SsSU/RGvgUR5d3En7qI6lpCE2jW9TJZUxmU7109/TQd8nzcCtVqNweHpOJzLc0KZCGhrZ6FWgajtTbfPCVFy8ONxJzQCUSXg5d2yGhSZoJnVpfH2Ic3JQXoGt27UrG9roUs6ezkM3TW9wbehHraGzNXsJlQ6dz9+HDuLJE1jDQRZIJu4kpU7i6RkXmKJOFSsuiQQDO+lG0RQuUIpnQw3tYW+ae6UkoCt1Jij4h3nruWvZMbeDo//yErCtxdUmPzDIjmlSSSUStTlMk0IRDELW996LnMcn+VqWGiRKC7KWXgQNIA01IGoM5Zs31DPmEeDTtIoVGb3YFJVMjmeiCbBo159WclWkS6BwUAkfTcbUkui/k/nQ/u2uO5y7Qs4rS4GnY/S6rdZ0Vg93sLKUY37yJgV0HAegyfM12yqSZS2D6bgkCz2rCTWe8pS5N4q4fWyKn4yEmxDFiPEYY0uCS0Yu5ZPRi1FWKI4tHuHX85/zf3T9mYefPWHVokdOOKE7bdRh59z9w4DP/4Pmu9BRIrN1I18gKjIF+tJ5eZCqJMEyUoZN/8CFcXaP6s5+hp9MIw0SYJsI0kIkEWm8vMpF4qrsfI0aMGMeF0zdAYlUNLZemkRqChkeIm11ZFsbWMDt/OAygIqUg4fuYukInrbvo+VYAIEPTkVKSHdnE4HwZuzLDbEGnICWmlCwSyYsK5FLexFl3FJWkRvmSrQx/41ZwwXZdtmz6VXbffpgZMU5dNXGTWU+nJwRaYQy9UmTU10InjBQqlYDUMNXCMNS9yeO2TadRG34O7J5ioe6QVJ62WgyvA24K4xW7eCRfCQG9G+DoHeAq+ieOQAEKWROKNbJaAlVYBf1JZCKH1IrM92ynmj+NQRzPlVRlsIRHiC8/9/8gGi4cvQnpO2abQguTpDSzKSxhUk2vYF32GHV7gbzqZW1+DQdKnqZ5TV8OQ2g4tSozysWJROMG6M1nsLKL9Pbkwm1JQ+Olp12AOTLM3+//WShzQWSCLgVlo5ey6IPmAyAE6V+6jKxMk941TY/pInDRmylMlQpNOfOpljm9TKYYy69BKUXjgksY6Mki5vexIpdhBJ1j3WsQD/wPZrVFuoIMK0I32DyQ5hCgYbA+fxqWo8gO9jFebmIgqBsGOh4pPHTuZtZ2d3Fw6wY0JTn77PPgtp8Bs4BLd9cg8xzz2oXA1gXG+m6c7AA0YeNgjvFx7+SN5FoQ97ZkIVpBvdxMjlq+l+TmLZxjC+zqGLbQKPcNohpzmPK/6RtajXXkJwBYySS5F1xJ5fvfx0RDOpbn8ykla2Uf+4AjshtTM0Ez6B7dwP7uXg6vHKSU0VhfarYihQPV7Bo0oUUIsb9ooydDk2lXSFypGEkItq3MkzB0rlp7Fez8NzqxcagLXddRpoHTVwCtiCFSFA7nEFotJMSGlFi+2azRkdtW4K8uoNClF/W66bih1UBxMIVe98ZFsm+UOg+iSYEtTHStjhBw+soCmFm0rPfHPq/ulJbhJRsv4O777wvPt77rDMZsA6XK3nVR4ZAl0dVPhSLNnKLa1UVuPkFXIc2KlEN33UGToKU3UhwYZb56KznDob76NDJdaZTRREyVWLH/IE7OJpdKMbvooIQgYwhSZo5thdXs1mbpkWmKjqC/52Jcs8CWzDA/qTfBEmTcPFDncG8v543pdHVnEAvz1JK9VAqroOilNNKERvqii3Dv/DpWr7fYZ2W8IFqhbDUN0d3NZDJDKZ+je2Aj6ysO1cUmjYSX0kwJDTc3gmj4muKuQczqUUJbEimZ2jbMqqE+umbrLOibECyglMLWk+H5pIDymjFcIaluHyElupBFL5VxM22ghIauJEKBoxwuXt+Hka6jds+wpXcTd80tUkgnOGdNH3u6U+yf8RZIhgspdKHT6Gr5P5sSVMrAWdVLNkF7ULug2cG7ZWzLkn3HQ0yIY8Q4BRBCMNo1ymjXKK887RWoF3sE+d6Ze/n6vp8ydd9P0CZmGJyDlbMlho79nO49gnwFDLtdu7HG/zz65X897vm0nh70oUHM1atJbjqd5OmbSG3fjta1fHj6GDFixHiikfMD8wyvOo+VY79EsvYd6Brh7Ewvhxsm1aaN6wim9UtJzP2k7VjT8CbWIOjqHqSWNLwpuhTehB8AwYpCipmmTldK0J+FhCZZM3o523vO4PpdN1EwXNYO5BnH1/ZoEoQktXGUWkOia5J0qpcNF78C99++6AWWKWxH1nahNElST8L6K+DgzdCssK3/TCaqE+yc3oltdKHXS2RMHTPXh57UvVzAlRpD3TlSg1nE2nV+S1vRgieNdZjJBmecsRWtMAt79wKe9ihq4uwiwEh5pEUIThvqYq4nTc1eAMBQqXC+K4X0ZptAgTxZ1aDXyLJIDXnOJuYf2M+DibM4T0uhCdhrD/JcYy0rXvArPPAz7/za+l+G6hypAz8EVQvzRhtmgvWpPg7UDbqServHtu8PHM29virRg2okmPZ/Wwg0oeHFr/YnpkikrnP5af388A4/1ZWVoZ7O0xgdg+oxRntSHAaaOGg9vVgPH0EIwWC/F6UYP7DXoJbmGJBeOUh6NgHJDIa9E+kHszL0DL26R8BmBkfYcsm5TN99H7mzXsDMnjnYczO1pEkCMF2bDf1ZenIJDs5VcICknkRbsQ72PYzM5kgkDBCCptlNxq0BFslkAgwNmmBoktMKfUxoOg2ZZzy5ivHeKZyeYYaTAwiZoo8E1ZWrmFu9GS2bwSw3kBHtpGt2QX4Dsl7C6skwr9c8/bmUIASzapgj9b2kMwZK0xgSGbYUU9xrZelOdDNvzaNpGgJBOZsCrHCcVC/c6o/JdjKaUr61gZ6gnugnRxGFwJGQkBrp9Wsx/JRfrL0c6kU4fDudOK3nNHbN7QIEpi4xVQIpVUiITV1iNQNC3B56aqUcwhISFw3paqFCPQi+t3dwE12GZ4ReyPRw/9qVrDoyTlNIciMjfkXt/dKkRiFlUNBG6Um1z4l6kv1I9nomyL63dABLpGgaikauhqFlkEPr2DiY41YJedPludnTOWSs4x6qlMx+0kzjmiamLjl34wp27Z7GlEksq0w+ZTBZk0zoeQoAmkE2mWFjahDbUSxaik1jI3RfuIPqrSlOX7Q5MlfFrY4DUDcMVNJgw0CW/9Ly1KVDs9AXEmIpJFo+j7OiAP5iw8Ka1aTOH0S758dhn567oZe/WzhEuc9AmH04SYmQD6FJSaM3SymXZ6Qi6DMN5qtNskkTUY0sLhoaWKBpGhsGsox1jSEWjtFIt0dPV5qGnc3i+gsruhS4gCGgtCqDpQ2QnDyKq2nYrk1vNkHDkNT98fFbZ19G/f4H2iwqWtfTe9a4/tgpJkaojo0ykK+DW0OIpdryVdkNbO7vZs/4niX7joeYEMeI8QQgSpBftPZFcAVYrsWe8Tu5854buPPozxi3J3nY0CkqDdPG+7MkGStLn9PF9pGNDCf6GNC7KYgMOZEk4xqo2XnsyQms8QnqDzzA4ne/F5yUxOmbyJy/g8zFF5M+79xYkxwjRownDb3JNCTSaF39pPQUbH0lAKuB9QvexPqegxWWTYZhpCj3rKc+MwvpAkjP9vei0Uuw5+4Pi0nhEVwhHC8K6crzSK95LqbjsCLlTcaSfkAmC1gYTJMXgtXrh3FsSZevhcyMjbKykEYtJpnKDnF2LkUtLehPe9FJWX+F1yxgNDfKzumdCBSOlmDdeS+CgTVIIdgynOfnD1dBCFIremgEAaL8PqY0RWVkBLdcxhwbQ5RzoEn6DZfNhT6OpbNUKfqaRC8ilpQSmU6TTegMruzmIcfzXdZVy6/YSwnkm5UaJikjEtzG0HD84GV6kJNVmRQTI8h0mp5snllrEZnoAqdJTkuCVSFt6mwcyJHTz2Bj7zYO3udNrEWyPUiUsqw2rcyW9DDHXBV6gEpN+LGSobBmNSPZlWTNloZnnVjHXHkXZQkTI6tZq3ttDXwes5jIfDfGiiGM0dHWGEl2wej5rEh1kxWQW3sVTrGIPHAQuJGElWRD9hwS5m7cqiczV9PoOm093RvXIYxIShkp2N+bQ9NgR7J9KpzQEpjbLkYOrUEfGCE76akclZBk3ARrS1nMXo2ZoR2YD3va9tFUD03LZW5xgYqRpzySZPjC85krbmFV8iBmc45as8qaPk+bFyWGADLQsAtBbayf0tEKBUcgpER2dQGSRdsgDSAllpElpero7hBIjwjjj8fx/S4zzaBeiTKDiMaRoGXKQqqWPBzfHFkhqSQ1JBoykyWx1l+iz/R6f8sQ4nWFdR4hzvQyoLn05lcy48yS1bz5x8ruFLsmF4HWeBxKriXLnehScvnpA9y6UzKhb2Jzl8bhxn4wPXl46Y28+7orkWNz+hyE+T9M9OZZk8ziLRW1kyhd6vRkTM7oy5M1UyRFAtNP4mxIPYwY7umlgwUbcJUnRzuhI+wgU5D/rFJe25UQCCWoal0UE1lSCAZyCTQ7yYp8grq1mi05CVULlVvBrNA9QiwNhH8ddE1w+ra1VBc19J4etHw3K+QivRmDxcWj7eNCCC7esoVvaw3MSHAqbRkSGPip98jWvZbQJZpTR58cZm1mO4idFNx+RhNDuINlyokM2kSdZL3BqvUr0HPZNtfk9Ru2UTpYDC0N+tIFRP9plCcnoWEvjVmgFPSsIdU1RsGYJz8B01ovjRUrSWU0ml0p8glvgSsMoidlSOpFZKEtEH0QkXty62lsPSSwZZJasgd8q41oMD6Ake4kG4c2UUibPDxx8llgYkIcI8aTBEMabB7ZweaRHd6Gegn2/IBjD32f/UduYcqZ47ChczhRZq++wD87x6g2FKENnI98LktvXze95/bSndpCn9rByHiTFXvn6XnwGPUv/wtzX/wiJBIkzjub/KWXkb3kEm8yFgf4ihEjxhOEvktfwsyu+zBrzglKHf8ZtOX8SylPeuR39carqJgOppHEjpTRMlmc3jww41cnl0zKupIFAIpmN810CvQUpl3H0NsnkQlDY/1Qng3r+1H7F+nO9p2wf4sjg2w+mkLvWRmecyif5HlbRmk0M23PVwGsz1qkDIkrEtTTXsReNXIuc+m7SNuQv/CFLGZdqru8SZsrPFKjCY3k5tPRe3vQu7s5zc2SN/LsNG4ho9azobDBN5OF5PbtlEsllK5jO55WUJetXLDPO62fb3YkPzgnt4qa0/RkJ3XyeoorurbRXHk+hxcPe4sCqT6U4ZlEG8MtbZA+NERz/wFwHTa5vVT0Lkj3sHLtFrr0frRmjsYREfrUTvTs4KJtr2yXu0hwqK+fkuph0J9ov2bzi1iRN+h2b0JDIjSD9DnnLL0IhVUABIlftEIB1fTM8R2pkdSyKE3HrdcxJPSng0UDo6Mil7lskrzVGqtnjhZA4S3mAPqAp4Fc17ue2/gRSkgSa7tJjU9yMPvLZAorMfEDnelJ9NIc0qxSzuVRTCGkRxCC3NGqkGPDoNfytNk+FqNjpz9rspvWslFi0ya48bvhfiU1pnvO4QHrvwFB+uKL4MaHcbpzdKeTdJlOSIi3jnRzb8f9sTKf4n5VRXhUjeeteh4P//ROAEqFNG7Rd0R3l97HauML4NZbl2wHwMzC+ueTevAG+tVFjGW7QdnkBlbTVXyIA5kz0P2FgIHkKtyhjXD4CFoqyVjGIbFtPfUzNrGv/AD9C/ezuTnEzanW4tlANs1io85oboyFRgM9HGXt/dvcs5k94lak0NA0yfNya5gs7wQ894y65TBRbQBmy1dYSOxMFqwyToQQNxxvAmZqfUjfSoCGv0Al4OzVBbb0bSE/OoDRvJ2+bBJZmsdlnjUrRxibm/dOoJlhxHEA48xfJp/38qbrg4M4i+VwsaATK7u8SNlOJNT5coQ4Q4ZN3ZuY04+yIt8Rq0YZIak1RBInMcTpo6t4aGE/IjcLjSZGX2GJOLMrzyEhmkgp6TK66El50dClEGT0/JI2DGeHme8/g3X9W9GGJXN77sFSttf/QhcvGD2LM/q3ee0YHcWtVEisW0djv++3vMwc9aJ1Azx4J2AmUHhjUmkajn+H5BOFtvJnr+oOLViS+snH7IkJcYwYTxWSedj6Soa3vpJhgNIRnCN3cud/fZXkwlH6RAnHmqGkVZnVNGY0zf9cZEabZFbTeFiT3KHpFKXAGRMwBsYVitMPS7bva7L9wVtY+ZNbmOIa5goaBzblmdg2wuK2NXQVBulP9zOYHmQgPcBgepC+dB+G7Jw4xIgRI8YjY3TbLzFgZekaXXPcMidalOsd7CGb0NGlzmkj5yLTaaypqbYymQsvpH6sBs4ozDaXrSeT8EmHzKOSZ3N63xaMo3e3F4rklU31FKjubyd+nUjoCZoD3VTWXLIkCFQ2oZPd9kKw21cvU5pC6+xu92psmURioQ2tRjWOQtcK0LNoWgKEwJQmQtMwhr10I4Y0WJFZwZqsA+isL6wPqzOGh1H+5K+QNpgsN+nLJliRlpB0MPWl/nU60tMKC+EFXOpdj9m3AdPMcHrv6WG5Ldueh9zYRO9p5Y5Nnn46WlcXIu3QhYlGCrX2coSukwfsLS9kcleFpO/I6UoDNLOzCbiaxoKeJki2s2GwG9u2W+loHkX+ULfsEbiGYWBqkhU9WbDLDKdcFjPL15NwPVPahN1qW6Chzpm5trKaboQ5ns20R6KU0FCGiZP1TXL7NjKSLlEuSWpKovyQ5yqRpLLhTHQOYCdbBKJTQwwwkB5gRWaUdKXOMWM/XQk/H3JfHwtjq3F++lOvTuktZNSUp4GVmQzORWdjqTJSSFzlEiTZSkQ0bt1pk5SpQSMRRq0GjzT05jOYumCD2U/1iA5pUM4yC1tmZum2ZZAUyRavGjmXNSsvYMhqr69ZKNAsFBCaRsFUYJqkelbiVvfQlTLI6E1yequdo4UChR1b0G5fYKc7RsPyzWFlO5VZkV1Buv/Mtm11PYfK9JMyNA7mzyDn7qIq6qxLLyAlOFqS6vAwja4BVPNe6gJMYE3XGobkEAnZQ2X9L9OcaSKax0LSmNASrC141hmZ885j8Yf/g5tbg+haQ/asc9F+7JsvJ7sQQqDnsxh9efDJMEDitNOQ6TSVu++OxGWPyNIwWdWTJm1I7vWDJkt/rJbMIZJNT6UrhGBNfg0bxpYu7All4yZSoGnU8gUMIdl4xg5W7ZpBNxTMzIfmytv6tnHbgZ+AcknraRCCldmVnNF3Rljf67Zdiesa3LJnjpQhqaU84mlIg3OHzgXAVjZSSHTgnM0b6J7fg1i1Bvw5ppCS5ObNAJhjY7ilEubYGKttwf6ZCgNd3vjuzaZZP5DjyKyLdtpqOPAASMnW9Ahl1SRrZrHt6LJpC5t7Ny+7fTnEhDhGjKcL8itRmSH23usFE7j66qvRdZ0Rq870+EEOHT2GMTVFcn6OnsV56gvzONUSObVIF2VSchGpVxBaDZVuYG+rM3WW4mBFJ3VUp+ewxpY7Zzn7Z3M4cif7h+Bgv+C+PsHRXihmBQsZ0DNJ+hJd9CfyDCZ7WRGQ5uwKBnOj9GZXIlwL9SwgzrbjMldtMlv2/mbKDWbKDc5YkXvkg2PEeIJw7bXX8qlPfYqJiQnOPPNMPvOZz3D++ecft/wNN9zABz7wAQ4cOMCGDRv4sz/7M6666qpwv1KKD37wg3z+85+nWCxy0UUX8dnPfpYNGzY86rb1X/7LJ9zf6cfYts8w2OZPZKWvUdWyfn5fXcMYGWlF6ddMMpdduqxGQeoG2/u3c8vB27FFgrGuMegkxEBy9SCOk8RYsYKu5/8ywlxK3AJcPno55/VbjJeaHqnoRNonjfX6cesI4CQSyKaFSCQYMVZSTBbo7t6AJnSShQFWZI9PzE8EQ5OcubKA4zikNZucsYxpOsDYJTC3ryW74e3LFhvJjbRUsT6ElJijo9hzh5avO5GjqWdJ4hGeEyHvLCzZZskEhttYpvTxkTj9dCrJBA1d5/mbB3DdKRrHPJLsduQhHfRT8/RrOY7Mr8LUJtrr0hNtpsUAynG5aNVmDkzuQhclFt0kgVFq9cxz4cjdIHX0bC8Fq4Jly7aFkPLYmVyw/hK0RHrZ9m8ZzrN+IAuMQLOKM/Egm+lhOtEin3Ymw7hpMAycu7YXTUp+FKlDpJJQqyBFK+f21GljZLZtZyA1R1+qj7G85w7wjV1L2zC6/RwqBpQne6gcvhXX0DFWLD8OJ9Kb0Je5RusK69o3JAtQmwGpYUgZLgJsHclTSGp8f/fSuld0eQMuoUv6Eu0LSrrU6R/ux77qKtQNNzBhbiE7nARt6Vwks+N8nGIx/F02BqBnDRsHcyzWbSZkhpFjN5OVGmeuzHPz1DGkJrngnBdy4JjOzG5vsc3UTHqFl9vXi1jd5HhPsdAKQRoowBgaiuyUsPFKMnx/6XFCoPd716ZRKMDRltm06hrBlCYDuSRORGMfaIiLyVEcY7i9wnXPg8n7oHss3JSsTHDaSJ59qUtx7rsZUJi6ZDifwc4lyEjQu7zx1p/u54UXvBtl15B6kotGLiJrZNtO0ZcpAPDCbSnskefzjR/85zISaUlK61uD6Bvz8pkvA2mapM87D4C8CS/bPhLuS2gJzh/ewiUjvQyms/z7EW8AZ7ND5JtLnyGPFTEhjhHjaQ5hJBlYdRoDq05bss91FdPlBofnqkws1JlZbDBdbjCz2GRmsU55sYjSp0mtmCPVN0/3tnnWzx1l9cQEK+YXGdvVQL+nMzVCBUeWceQxLE1gaeBoYAk4JOCggEG8udRPPvMRr43C/08IhgBHF9z0xU/gGDqOqeGYBq5p4JoJ7ISJnUzgJhO4CRNlen+uIXAMgYWLciyUbUf+vN/4v3EcsB2E43jfXYemVDQMRV1XNHWwDR3L1LATOo6p4yQ0XFPDTUg0TWAoRcIB05VYWi+z+jrqTYNaQ6NS01msaizWNFwnAW4C5SZAeUF/fvfSNax+gq/7o4VyHNxKBbdc9j4rFZxKBbdcCX+79Ro4LvmXvBhjZOSRK32SYLkWVatKza5RtavULP/TrlG1qlTtKpZj8Zzh5zDaNfrIFf4C4ytf+Qrvete7uO6669ixYwd//dd/zZVXXsmuXbsYGBhYUv6nP/0pr3nNa7jmmmt48YtfzJe//GVe/vKXc+edd3LGGd6K/yc/+Un+5m/+hn/6p39izZo1fOADH+DKK6/kgQceIHmK0sSN5EY4uniUDQNZ8tlp7j9Ouez557f5hMl0mq4rn7+MySttmssohBAkztjK4vx8dCNo0ZgKisToIGS8ieiJyDB4/pddqQRdqccfl6EyOopZLKL19JAqldjc24qEurJ/3QmOPDHU2svh4P967VUnMFvPDXp/jwe+Fr6+jNkkwPwWTzOzzNJBiKyfaieKicxmpGs9qqZo3d2Md3eHv0XCG7NK11Ad4+aM4S525m1cy+KwM4cmW+fqS/WxfWD7kvplNkN/pkD/GZfxvwfu4IhjE1BFs0PTOzw6wIZDRzns+6xqUrC2L0smu3QR9ZIN3tjrieScxkyj1v8yR+6r4cj2MTllGOwZGmIon6ITAYmXQtIluoAK9ORIjo1xrljbVnYg7T0nNKd1dS5aeTGNwfP496/+O7amUfK1lsuhoedodKyUXLXWW2CLaurU6A5wakssKtb2H1+jt7o3zW+cfTnTuxZosjfcXhCFZcvrehKFatNeAuj9/ej9/UvOY+qSC9f1Ytt5btitqKpuyAxQMosAbBzsYePgr3HD3huWnGtFPsmDk5U2OtxmurzMM6oNiZxHUv1nThQylSJ31VVY118fbjuQPYcLRneElgtt5U9kQZHugTWXet996wmpHNb1Z9g43M3Xd7cWyi4auYhSo4Re+WlbFcJMI0zv+gc+v8vB1CWytwe05e/0HtHDuBrHlCYklo7bk8X6bs8qpm18jV0CojV/3ZA7kavOIyMmxDFiPIMhpWCwK8lg18lNWhu2Q7luU2k4lBs2DduhOjePfeggzuwsan4eNT+LqC1CvYpoVFHNGrZVxnZq2G4d221i2Q1QDkIqlHJxlfeJUkgXNMfFsB2MWpOkDYYNpgUJCxLLvwefVFiaomFC0/AiIToClPCi3ioBQnkWUUKBdEEqf5sCDYH8fuv3/Z/4GEIBCpQmcTWBq0uUlChdojSJ0jRvn//b1QRK07xP3d+nBWX94wQI20U6LsJx/e+O92m76HULvdbEqFnoNQu9cfKCvcG4h+nNQ6EmQUXMRzu3RX+rDnOuJWVQyx5Xd+rUbf/PqVOza9TsGnXb+26d5AT4z5/75896QvyXf/mXvPnNb+Y3f/M3Abjuuuv4zne+wz/+4z/y3ve+d0n5T3/607zgBS/g3e9+NwAf/ehH+cEPfsDf/u3fct1116GU4q//+q95//vfz8te9jIA/vmf/5nBwUG+/vWv8+pXv/qUtHtzz2aOLh7lrBUbuFmfOm45Y3ApUeskw0OZIXpTvSc8n7lqFDdKcjf/SnuBVA8UVsPA6Tzp0DSavb0ITUPmcmiFAubqVRhDQ8sS/5NGugdGz0fNH2EmVT117V0OiRyHcme35XFtw0nGq+g1XdYPtDShrtBxtcc3NTVGhqnv30dzmawLUgpMCU0BSdVEREymt/RtiUQ0j9Q3MEDXC67EAUrHjuH6fsPP3zyAaRpUvfSopLZvRw4Nkv3qV8D1zEdfsG14SX0B2ohwFIncEjL8SCgkCszV5+hN9jIiRjAy87zu7BcuS5y29Gyhr9iHplrXTgp56t2lNOMxkaDV+RFGzvpt/m3vDWB7S2cjcvkF3AuHL6TYLLKqa9UJ6+wX/Wzs3rh0h5C4qy+mduf00n2dRYXggrW97J3XSfoLHpt6NrXt17oLSNMkcfrm5UIHwspzH/E8kQq9mAKRBYVBOYiJSUJ7bAtznab6GSNDxsjAqgvhUfjbnix6RA89Wg/GMlr8xw3NgIgFSEY/jkXMSSImxDFiPIuQ0DUSWY3eqPXLqm7Yvva4x3TCtm1uuMFbPQ3Mujv32cBL/X3KbmLVytQr81Qrs1jleZyFOdzSHKpchOoiqlJC1svIehnNqqLRROCgYSOFgyZsJLYXVVXXvOAUWusTqaO0DK5I44oUSiRQJHBdA8fWsS2JY4PbBKep0BoOyaaD7rromoYmNRzlYjsWtmvjKAcLBxsHWzlYwqGpHCxlYymHprKYW5jHFi5G2sTGSyqP7bSTWMdFOjbSUWiuQjqguQrNAs0FzVFtn3qw30s7iiPB0YT/CZYUOBrYmqCWENR7BfWEoJ4wqCVM/7ukkRTUTf+7KWgkJPWkxNL9xPXyQcRh325OBB8i9O8MVsDDz7ZgQe3bjvc72CYQJLQEKT1F2kjTm+olqSdJaklSeoqkniRjZLz9epqU4X2m9TRpI01KT5HSU5iaucRs69mGZrPJHXfcwfve975wm5SSK664gltuuWXZY2655Rbe9a53tW278sor+frXvw7A/v37mZiY4Iorrgj35/N5duzYwS233LIsIW40GjQaLZPJhYVHNlszNIOr1l51XM3Qo8HZg2c/+oM6tSxSwuh5j7stjxcylSJ78UWnrsLCKsgOY8uDp67O4+C4ZPhRYGXa4fQVpzZdoN7TQ+byy6n52rETQSB43srnMefMecTgeOV0HTrGbsLQ0DVJ7vLLUEqhZT3NpxSS9XI9Fw2fwuv6CNjQvYEN3RvC8w9pvXQnl5erqZlo7uO/dk8ohEQJyVqxlhq14xbLGlkKxzHDjWJADrAu/9itLwLkUwa/duZ5fPngTvpEH4Pp9gW87EWta34qnnUBtvZt5aHZh0iTJi2W19w/LuSfPhZjTxViQhwjRownFEI3MXM9mLkeunj8L6SnA060KBAjxhOFmZkZHMdhsEOLOjg4yEMPPbTsMRMTE8uWn5iYCPcH245XphPXXHMNH/7whx9TH2LEeDIgU6mT1lIbmsHqzGN3gpGZpUQ6IRJhtOoYjx1JkSTJqddcPh4UUkn65VKz5ycSo12jrEiv4IafLTXljnFqcPJh/GLEiHHK8MUvfpENGzZgGAZjY2NPdXNixIgR46Txvve9j1KpFP4dPnz4qW5SjBhPW8Tv+xgxnv6I1RoxYjzJmJyc5M1vfjOve93r+MIXvkBmmdXlGDFixOhEX18fmqYxOTnZtn1ycpKhaETTCIaGhk5YPvicnJxkRSSq7OTkJNu3b1+2zkQiQSLx+INLxYjxi474fR8jxjMDsYY4RownGXv37sW2bV7/+tdz8cUXc9ZZZy0po5Si2Vw+x2aMGDGenTBNk3POOYebbrop3Oa6LjfddBMXXnjhssdceOGFbeUBfvCDH4Tl16xZw9DQUFuZhYUFbr311uPWGSNGjJND/L6PEeOZgZgQx4jxJOKNb3wjF198MQC/9Eu/hBCCD33oQ4yNjfHGN76Rv//7v+dd73oXr3/96/nhD3/IwsICb3vb2zj99NPJZDKsWLGCl770pcv6C+7bt4/Xvva1DA4OkkwmWb9+PX/8x3/8ZHcxRowYTyDe9a538fnPf55/+qd/4sEHH+T3fu/3qFQqYdTpN7zhDW1Bt97xjnfwve99j7/4i7/goYce4kMf+hC33347b3vb2wAv8Nk73/lOPvaxj/HNb36TnTt38oY3vIHh4WFe/vKXPxVdjBHjFwJvetObTvi+//znP8/GjRsxDIP//u//Dt/3W7du5Td/8zf5P//n//Arv/Iry77v9+/fz3/+53/yD//wDxQKhfh9HyPG40RsMh0jxpOID3zgA5x//vm89a1v5dprr+Xss89m5cqVfPGLX+QHP/gBd911F1dffTXZbJZNmzaxuLiIbdt8+MMfZnBwkNnZWf7u7/6OCy+8kAcffDA0d9y/fz87duwgm83ysY99jHXr1nHgwAFuvvnmp7jHMWLEOJX4tV/7Naanp/mTP/kTJiYm2L59O9/73vfCoFiHDh1CRiIqP+c5z+HLX/4y73//+/mjP/ojNmzYwNe//vUwBzHAH/7hH1KpVPid3/kdisUiF198Md/73vdOWQ7iGDGejfjjP/5jLrjgguO+7++++24++tGP0tvby4YNG8L3/Z/8yZ/w4IMPsri4yL333ssll1zChz70obDeAwcOcOmll9JoNLjgggv4wz/8Q44dOxa/72PEeByICXGMGE8i1q1bx+bNmwHYvHkzF1xwQbivVCpxxx138MMf/hCA1atXo+s61113XVjGcRxe8IIXMDAwwL/+67/yB3/wBwB88IMfpNFosHPnzjZfwje96U1PRrdixIjxJOJtb3tbqOHtxP/8z/8s2Xb11Vdz9dVXH7c+IQQf+chH+MhHPnKqmhgjxrMe69atY3x8HFj+fX/PPffQ19fXdsx1110XZjFwXZcPf/jDDA8Pc+utt4ZlPvrRj9JoNHjlK19JJpPhsssuI5lM8qY3vemUpvqJEePZhJgQx4jxNMFFF1205OUI8NWvfpW/+Iu/YNeuXZRKpXD7rl27wu//+Z//yUtf+tLjBtaJESNGjBgxYjw9cKL3/Z//+Z9z//33U61Ww+3j4+OYpgnATTfdxIte9KI4QFeMGKcQsQ9xjBhPEyxHZr/1rW/xa7/2a1xwwQVcf/313Hrrrdx222309/dTr9fDcrOzs6xcufLJbG6MGDFixIgR4zHgRO/7HTt28Pu///t85CMf4ZZbbqG/vx/LssJys7OzjIyMPJnNjRHjFx6xhjhGjKcJhBBLtl1//fU873nP49Of/nS4rdlsMjc311aur6+Po0ePPuFtjBEjRowYMWI8Ppzoff9Xf/VX3HDDDQBs27Zt2ff9sWPH6O3tfVLaGiPGswFPKCFWSgFeCodTDdu2Q3OShYUFdF1fdtvJ1FOr1cKQ97VajYWFBWzbptls4rpuuN913fA4KWVYttlsLltP53fXdXFdN6w72B4cG8ipWq2G55JShtuD8kHZaF872xv8DuQQPRZoq0fXdcrlMrZto5SiVquhlGprT6dMA1l3tjM4b1A+6N+Jrkuw37Isms1mWNeJ0hB01hk9p67rj2lsHK/M8fp6MuNrOVQqlfAzkLFSCsuyllzXhYUFhBBt99AXv/hFHMcJywNcfvnlfOMb3+Dhhx+mv7//MbXrZHEiWT6We/CZiGdLP39REb3vYjx+PJp3ffRdGX0HPV503pOw/LvriUa9Xm97F2uaBrS/yx9Lux7p/RTd3rntyZD3yb4vjzfneqxzOGjJPDjuRPOOxzLfiPb5kWTZed5Het9HEX3fB3V87nOfw3EcHMcJ51eXXnop3/rWt/iVX/kVUqlUW/tPRobLyeux9u/R7j9eueON4eXG0aMZJyd735zo2fFYucajHc8nujeWqy9o54nmpsHcPjim2Wye8ufio3k2PdnnejTveqGewBnBkSNHGB0dfaKqjxEjRowYMR4zDh8+HLsanALs27ePdevWPdXNiBEjRowYMZbgZN71Tyghdl2XY8eOkcvlljUPOREWFhYYHR3l8OHDdHV1PUEtfGYils3x8UyQzY9//GNe/OIX8+1vf5tLLrkEgK1bt3LxxRfz2c9+tq2s67p8/OMf50tf+hKlUomzzz6ba665hte97nVLyu/bt4+PfvSj/PCHP6RarTIyMsIrXvEK3v/+9wPPDNk8VYhlszx+UeWilGJxcZHh4eG2FEUxHhuKxSLd3d0cOnSIfD7/VDfnFwK/qPfeU4mnQqZP1fv+yUA8Rk89YpmeWjyad/0TSogfDxYWFsjn85RKpXhQdCCWzfERy+b4iGVzfMSyWR6xXGKcDOJxcuoRy/TUI5bpqUUsz1OPWKZPHeKl8RgxYsSIESNGjBgxYsSI8axETIhjxIgRI0aMGDFixIgRI8azEk9bQpxIJPjgBz9IIpF4qpvytEMsm+Mjls3xEcvm+IhlszxiucQ4GcTj5NQjlumpRyzTU4tYnqcesUyfOjxtfYhjxIgRI0aMGDFixIgRI0aMJxJPWw1xjBgxYsSIESNGjBgxYsSI8UQiJsQxYjxNcOTIEd7+9rfznOc8h3Q6jRCCAwcOLCm3c+dOXvaylzE0NEQ2m2X79u187nOfe/IbHCNGjBgxYsR4VIjf9TFiPP0QE+IYMZ4m2Lt3L1/5ylcoFAo897nPXbbM0aNHueyyyzhy5AjXXnstX//617nkkkt4y1vewrXXXvsktzhGjBgxYsSI8WgQv+tjxHj64QkjxNdeey1jY2Mkk0l27NjBz3/+8xOWv+GGG9i0aRPJZJKtW7dy4403tu1XSvEnf/InrFixglQqxRVXXMGePXvayszNzfHa176Wrq4uCoUCv/Vbv0W5XD7lfXu8eCpkMzY2hhCi7e8Tn/jEKe/b48Wpls3XvvY1nv/859Pb24sQgrvvvntJHfV6nbe+9a309vaSzWZ5xSteweTk5Kns1knh0ksvZXJykhtvvJFf+7VfW7L/2muvZdu2bczNzWHbNqOjo1xxxRV85jOf4eKLL+ZLX/pSW/lTIZvLLrtsybj53d/93VPa71OBUzluLMviPe95D1u3biWTyTA8PMwb3vAGjh071lbHs/F5c7KyeaY8b2KcGjzaMfZsxTXXXMN5551HLpdjYGCAl7/85ezatautzMm8jw4dOsSLXvQi0uk0AwMDvPvd78a27SezK09LfOITn0AIwTvf+c5w29NRno/0rgf4zne+w9zcHDfccAOveMUrTviuP9U4evQor3vd6+jt7SWVSrF161Zuv/32cP8v0nz8yYDjOHzgAx9gzZo1pFIp1q1bx0c/+lGiIZximT4NoJ4AXH/99co0TfWP//iP6v7771dvfvObVaFQUJOTk8uWv/nmm5WmaeqTn/ykeuCBB9T73/9+ZRiG2rlzZ1jmE5/4hMrn8+rrX/+6uueee9RLX/pStWbNGlWr1cIyL3jBC9SZZ56pfvazn6kf//jHav369eo1r3nNE9HFx4ynSjarV69WH/nIR9T4+Hj4Vy6Xn/D+Pho8EbL553/+Z/XhD39Yff7zn1eAuuuuu5bU87u/+7tqdHRU3XTTTer2229XF1xwgXrOc57zRHXzpPCFL3xBAWr//v1KqZZsXvva1ypAvf71r2+TzYte9CJ13nnnhcefKtk897nPVW9+85vbxk2pVHpC+/5ocarHTbFYVFdccYX6yle+oh566CF1yy23qPPPP1+dc845bfU8G583JyubZ8LzJsapwaMdY89mXHnlleoLX/iCuu+++9Tdd9+trrrqKrVq1aq2e+OR3ke2baszzjhDXXHFFequu+5SN954o+rr61Pve9/7noouPW3w85//XI2Njalt27apd7zjHeH2p7s8O9/1AT7zmc8oQE1PT7dt73zXn2rMzc2p1atXqze+8Y3q1ltvVfv27VPf//731d69e8Myvyjz8ScLH//4x1Vvb6/69re/rfbv369uuOEGlc1m1ac//emwTCzTpx5PCCE+//zz1Vvf+tbwt+M4anh4WF1zzTXLln/Vq16lXvSiF7Vt27Fjh3rLW96ilFLKdV01NDSkPvWpT4X7i8WiSiQS6l//9V+VUko98MADClC33XZbWOa73/2uEkKoo0ePnrK+PV48FbJRypug/tVf/dUp7Mmpx6mWTRT79+9flvQVi0VlGIa64YYbwm0PPvigAtQtt9zyOHrz+ND5kgxkMzExofr6+tTVV1+tBgYG1Ac/+EH1xS9+URlRr2JuAAEAAElEQVSGob70pS+Fx58K2SjlEeLo5OLpiCdy3AT4+c9/rgB18OBBpdSz93mzHDplo9Qz43kT49Tg0Y6xGC1MTU0pQP3oRz9SSp3c++jGG29UUko1MTERlvnsZz+rurq6VKPReHI78DTB4uKi2rBhg/rBD37Q9s56JsjzeIQ4eNe/6lWvUgcOHFDFYnHZd/2pxnve8x518cUXH3f/L9J8/MnCi170IvWmN72pbduv/uqvqte+9rVKqVimTxeccpPpZrPJHXfcwRVXXBFuk1JyxRVXcMsttyx7zC233NJWHuDKK68My+/fv5+JiYm2Mvl8nh07doRlbrnlFgqFAueee25Y5oorrkBKya233nrK+vd48FTJJsAnPvEJent7Oeuss/jUpz71tDKxeiJkczK44447sCyrrZ5NmzaxatWqR1XPE4mobAYHB7n55pu59957mZqa4sMf/jC//du/zd/8zd/w2te+NjzmVMgmwL/8y7/Q19fHGWecwfve9z6q1erj7tOpwpM1bkqlEkIICoVCWMez8XmzHDplE+Dp/LyJcWrwWMZYjBZKpRIAPT09wMm9j2655Ra2bt3K4OBgWObKK69kYWGB+++//0ls/dMHb33rW3nRi1605Nn1TJZn8K6/5557GBsbo1AoLPuuP9X45je/ybnnnsvVV1/NwMAAZ511Fp///OfD/b8o8/EnE895znO46aab2L17NwD33HMPP/nJT3jhC18IxDJ9ukA/1RXOzMzgOE7bwwW8m/uhhx5a9piJiYlly09MTIT7g20nKjMwMNC2X9d1enp6wjJPNZ4q2QC8/e1v5+yzz6anp4ef/vSnvO9972N8fJy//Mu/fNz9OhV4ImRzMpiYmMA0zSWT+UdbzxOJqGymp6d5xSteQW9vLy9/+ct56KGHuOqqq/j93/99crlc+KI8FbIB+PVf/3VWr17N8PAw9957L+95z3vYtWsXX/va105Z/x4PnoxxU6/Xec973sNrXvMaurq6wjqejc+bTiwnG3j6P29inBo8ljEWw4Prurzzne/koosu4owzzgBO7n10vHs02Pdsw/XXX8+dd97JbbfdtmTfM1me0Xf9f/zHf5DP5/n2t7+95F1/qrFv3z4++9nP8q53vYs/+qM/4rbbbuPtb387pmnyG7/xG78w8/EnE+9973tZWFhg06ZNaJqG4zh8/OMfb5uvQSzTpxqnnBDHeHriXe96V/h927ZtmKbJW97yFq655hoSicRT2LIYjwaf/OQnOXLkCAcPHuRjH/sYx44d4y/+4i+Ym5vjHe94B695zWuQ8tQZfvzO7/xO+H3r1q2sWLGCX/qlX+Lhhx9m3bp1p+w8T1dYlsWrXvUqlFJ89rOffaqb87TCiWQTP29ixDgx3vrWt3Lffffxk5/85KluyjMWhw8f5h3veAc/+MEPSCaTT3VzTimi7/pgsfHyyy9/wt71AVzX5dxzz+VP//RPATjrrLO47777uO666/iN3/iNU36+ZwO++tWv8i//8i98+ctfZsuWLdx99928853vZHh4OJbp0win/G7q6+tD07QlUfwmJycZGhpa9pihoaETlg8+H6nM1NRU237btpmbmzvueZ9sPFWyWQ47duzAtu1lc989FXgiZHMyGBoaotlsUiwWH1c9TySistm5cycbNmygq6urrY3nnnsus7Oz4T1wKmSzHHbs2AF4aSOeDngix01A+A4ePMgPfvCDNg3os/V5E+BEslkOT7fnTYxTg8cyxmLA2972Nr797W/zwx/+kJUrV4bbT+Z9dLx7NNj3bMIdd9zB1NQUZ599Nrquo+s6P/rRj/ibv/kbdF1ncHDwGSvP6Ls+is53/anGihUr2Lx5c9u2008/nUOHDgG/OPPxJxPvfve7ee9738urX/1qtm7dyutf/3r+4A/+gGv+f/bOO8COqmzjv5lbt6f3hITeUVoMgoggTVFEEREFEUFQFEVRLJ8FRVRQQQWRJiBVUEQBgRBCKElIJyF9k2y2t7t7e52Z8/0x/ZYtIckGMo+GvXfmzCnT7vu89aabAO+c7inY6YQ4GAxyzDHHMG/ePGubpmnMmzePOXPmlD1mzpw5rvYAc+fOtdrPmjWLSZMmudrE43HefPNNq82cOXOIRqMsX77cavPyyy+jaZolxI80RurclMOqVauQZbnEBWOksCvOzVBwzDHHEAgEXP1s3LiR5ubmYfWzK+E8N5MmTWLz5s1Eo1HXuVm6dCnhcNiKRdsZ56YczNJMkydPfkf97CzsqvvGJHybN2/mpZdeYuzYsSV97I3vGxj83JTDnva+8bBzsCP32N4MIQRXX301Tz31FC+//DKzZs1y7R/K79GcOXNYs2aNSzg2lVLFROa9jlNPPZU1a9awatUq69+xxx7LRRddZH1+t55P87c+Ho+7thf/1u9sfPCDHywpBbZp0yb22Wcf4L0jj+9OpNPpEmu+z+dD0zTAO6d7DHZFpq7HHntMhEIhcf/994t169aJK664QowaNcrK4vfFL35RXH/99Vb7N954Q/j9fnHLLbeI9evXi5/+9KdlSwuNGjVKPP3002L16tXik5/8ZNmU5O9///vFm2++KV5//XVxwAEH7HEpyUfi3CxcuFD84Q9/EKtWrRJbtmwRDz30kBg/fry4+OKLd+/iB8GuODeRSESsXLlSPPvsswIQjz32mFi5cqXo6Oiw2lx55ZVixowZ4uWXXxbLli0Tc+bMEXPmzNl9C3fgiSeeEE888YT4+te/LgBxxx13iCeeeELceOONIhQKiR//+MfC7/eLiRMniurqavH444+Lb33rWwIQxx57rNXPzjg3jY2N4oYbbhDLli0T27ZtE08//bTYd999xYc+9KHdfl4Gws6+b/L5vPjEJz4hpk2bJlatWuUqHeTMOro3vm+Gcm7eLe8bDzsHg91jHmxcddVVoqGhQbzyyiuuZyedTlttBvs9MssEnX766WLVqlXi+eefF+PHj9/ryy6ZKK6MsKeez0q/9WYW4YULFwq/3y/mzJkjnnzySfHiiy+Kb33rW0KSpF1a+WHJkiXC7/eLG2+8UWzevFk8/PDDorq62pXZ+r0ij+8uXHLJJWLq1KlW2aV//etfYty4ceJ73/ue1cY7pyOPXUKIhdBrqM2YMUMEg0Fx/PHHi8WLF1v7Tj75ZHHJJZe42v/jH/8QBx54oAgGg+Kwww4Tzz77rGu/pmni//7v/8TEiRNFKBQSp556qti4caOrTSQSERdeeKGora0V9fX14tJLLxWJRGJXLXGHsbvPzfLly8Xs2bNFQ0ODCIfD4pBDDhG/+tWvRDab3aXr3BHs7HNjljQo/vfTn/7UapPJZMTXvvY1MXr0aFFdXS0+9alPuQjz7kS5uQLikksusc6N3+8X9fX1YvTo0aKmpkYcccQRYr/99hNf/OIXXX2903PT3NwsPvShD4kxY8aIUCgk9t9/f3HdddftcXWIhdi5941Zhqrcv/nz51vt9sb3zVDOzbvpfeNh52Cge8yDjUrPzt/+9jerzVB+j5qamsRZZ50lqqqqxLhx48R3vvMdUSgUdvNq9kwUE+I99XwO9Ftv4vXXXxenn366mDBhgvVbf9ttt+3yuf33v/8Vhx9+uAiFQuLggw8Wd911l2v/e0ke3x2Ix+PimmuuETNmzBDhcFjsu+++4kc/+pFLwe6d05GHJIQQu8T07MGDBw8ePHjw4MGDBw8ePOzB2Pkp6jx48ODBgwcPHjx48ODBg4d3ATxC7MGDBw8ePHjw4MGDBw8e9kp4hNiDBw8ePHjw4MGDBw8ePOyV8AixBw8ePHjw4MGDBw8ePHjYK+HflZ1rmkZ7ezt1dXVIkrQrh/LgwYMHDx6GBCEEiUSCKVOmlNSH9DB8eL/1Hjx48OBhT8Nwfut3KSFub29n+vTpu3IIDx48ePDgYYfQ0tLCtGnTRnoa73p4v/UePHjw4GFPxVB+63cpIa6rq7MmUl9fvyuH8uDBgwcPHoaEeDzO9OnTrd8oD+8M3m+9Bw8ePHjY0zCc3/pdSohN16n6+nrvR9KDBw8ePOxR8Nx7dw6833oPHjx48LCnYii/9V7wlAcPHjx48ODBgwcPHjx42CuxSy3EHjzsKggh6Ex10p5qJ6fmCPlCTKyeyMSaiQTkwEhPz4MHDx48ePDgwYOHEYOWSiGFw0g+30hPZY+HR4g9vGsQz8d5ftvzLGhdwOqe1URz0ZI2QTnIkeOP5PjJx/PxWR9ner2X6MWDBw8ePHjw4MHD3oXE/Ffwjx9PzezjR3oqezw8Quxhj0dbso27V9/Nf7f8l7yWZ1bDLE6dcSqHjzucaXXTqPJXkVEydKW62BLbwrLOZdz51p3cseoOZk+ezeVHXM7sybNHehkePHjw4MGDBw8ePOw2KL09Iz2FdwU8Quxhj0Uin+BPK//EExufwCf7OO+A8zjvgPM4eMzBgwbI96R7eHrL0zy+8XG+8uJX+MDkD3Ddcddx4OgDd9PsPXjw4MGDBw8ePHjY/RBCjPQU3lXwCLGHPRIvNr3ITUtuoi/bx2cP/CxXHHkF46vHD/n48dXj+coRX+HiQy/miU1PcNfqu7jgvxdw6eGX8tWjvkrIF9qFs/fgwYMHDx48ePDgYYSgaYBXTWGo8Aixhz0K6UKa3yz9Df/a/C8OH3s4d5x6B4eMPWSH+wv6glx0yEV8fN+Pc8uyW7h7zd281vYavzv5d8yon7ETZ+7BgwcPHjx48ODBwx4A00LsEeIhwSu75GGPQUuihYueu4inNj/FlUddyd/P/vs7IsNONIQa+MUHf8Edp95BZ6qTzz7zWV5senGn9O3BgwcPHjx48ODBwx4Dz2V6WPAIsYc9Aqu6V3HRsxfRm+nl7tPv5uvv+zp+eec7MJw07SSeOOcJDhh1AN9Z8B3+uOKPXpyFBw8ePHjw4GFQtCRa6Ex1jvQ0PAwVSg7i7SM9i5GBZyEeFjxC7GHE8fy257nshctoCDXw8NkP7/KM0JNqJnHfmfdxwUEXcPeau7n+tevJq/ldOqYHDx48ePDg4d2NNT1rWNG1YqSn4WGo2P4GbF8IqjLSM9ntsE09HiEeCrwYYg8jiqc2P8VPF/6UYycdyx8+/AcaQg1DPzjRqb/oejZC3xbob4J8StcIhmqhehyM3R8mHwX7nABjZlmHBuQAP5r9I6bWTuX3y39PV7qL2065bXjje/DgwYMHDx48vAeg5fPktzUROvCA904ipnxa/ytU9jrKsxd7P3bGsvhkieGkz93L7g4PexKe2PQENyy6gZOmnsQfTvnD4JmfhYCWJfD2k9A4TyfBAJIMo2bA6FlQPwV8IcglINUNqx6BJX/V2004FA77FBzzJaidgCRJXHr4pUyuncyPXvsRF//vYu45/Z5hZbP24MGDBw8ePHh4tyO7Zg2Fjk78Y8fgHzdupKezcyAZjrBCG9l5jAT2YpfpN7dFADhl37ohH+MRYg8jgsc3PM4v3/wlp0w/hVtOvoWgL1i5cbQZlt0Ha/4JsWbwV8F+p8BxX4GZH4Txh4C/wvGaphPnLS/Dhmdg/q/g1ZvhiM/Cyd+D0ftw5swzGV81nq/P+zpffuHL3HP6PUysmbhrFu7BgwcPHjx48LCHQaiq8eE9ZFn0CLHnMT1EeITYw27HM1uf4Zdv/pJTZ5zKzSffTEAOlG/YtQ7euE23CAPsfxqc+hM46CzdJXookGUYd4D+b/ZXIbIFltwNy++HNf+A46+AD1/PMROP4a8f/StXzr2SS1+4lHtPv5fJtZN3yno9ePDgwYOHnYF4tkBAlqkK+kZ6Kh487PkwCbGmjuw8RgLaEJQASh7W/wdmfAAapu36Oe3B8JJqediteKXlFX78+o/5wOQP8NsP/bY8Ge7eAI9dBH+Zo1t1P3AVfGsNfP5xOPL8oZPhchi7H5z1a/jmSjjqQlh8B9z+Adg8l6PGH8U9p99DNBfl0hcupTXRuuPjePDgwcMO4Pbbb2fmzJmEw2Fmz57NkiVLBmz/xBNPcPDBBxMOhzniiCN47rnnXPslSSr77+abb7bazJw5s2T/r3/9612yPg/vDPM3dPPiOi/LsQcPQ8JebCG2DP0DuUznk/rf3k27fD4DYttrsP6ZEZ2CZyH2sNuwpGMp33nlO0ytOoDDfN/k5//ZSDyrkCuohAI+JogI5/Q/wJE9z6AFalBO+gHhE74KVaMr9qnlcig9Paj9/fq/aFT/m0y62snhMHJ9Pb76BnyjRhGcMR3/ObchHX0J/OdqePgzcOxlHHbGjdx7+r1cMfcKy1I8o37Grj41Hjx48MDjjz/Otddey5133sns2bO59dZbOeOMM9i4cSMTJkwoab9w4UIuvPBCbrrpJj7+8Y/zyCOPcO6557JixQoOP/xwADo6OlzH/O9//+Oyyy7j05/+tGv7DTfcwOWXX259r6sbeuyVBw8e3j3oTmQZVxNClvcCX1qTDO6FhNiZZ3pnYHskxdbeFKccVPpb9I6R7Nr5fQ4THiH2sEuRLai8tL6Lp9cuY3H2BtT8aNau/yxrtWbG1YZoqPJT49M4N/0kn88/gSw07lHP4vbsJ0m8VMth69Yye9YYPjBrDMeFM0ibN5Jdu47sunXktm1F6ejc4XgXubqa4L77Epp1IuHQLGpefoBg0+sc8rmHuef0e3RS/Pyl3HPGPcxqmDV4hx48ePDwDvD73/+eyy+/nEsvvRSAO++8k2effZb77ruP66+/vqT9bbfdxplnnsl1110HwC9+8Qvmzp3Ln//8Z+68804AJk2a5Drm6aef5pRTTmHfffd1ba+rqytpu7cjmo1SH6pHljxnOg/vDcQyBRZtibDvuFqOmLYXVNXYiy3EpmwsCQ0618CEw/Qwwh3EqpboTprYngmPEHvYJWiPZrjntW38c0Ur8XwftfveQchfw9eP+h2zz5nFzHHVVAf9sHUBPHsd5Bvh8E+jfeSnnCNP4Mi1jTS/9iapxXOp+UcjDf1ttCtZAIQ/QPjAA6k57niCM/fBP3ky/jFj8I0ahW/0aHyjRyPX1FhlA4QQiGwWNR5HjcVQ+/rJNzWR27qF/JatpJYuI9bZCUzAXxOndu5ZTLvkO9x72t185aUrrERb+43abwTPqAcPHt7LyOfzLF++nB/84AfWNlmWOe2001i0aFHZYxYtWsS1117r2nbGGWfw73//u2z7rq4unn32WR544IGSfb/+9a/5xS9+wYwZM/j85z/Pt7/9bfz+vVdEyKt5FrYvZErtFN434X0jPR0POxOaphMk3953f+cVnRgmcoURnsluwt4cQ2wai2LN0JOAUD2M3mdk57QHY+97G3jYpWjtT3P7/C08ubwFgDMPH8v20D10ZrL8/ay/c9CYg/SGuST898ew/G+IUfuS++CfSXfLZH75R9IrVtDQ2ckRgBQOEzzoYBKzz+bN8ESeTtWxJjCG+rpqLjhuOhfNnsG00dUDzkmSJKSqKuSqKgIT9ezRNR+Y7WpTaG8ntXAhyflzib/6KtEf/hH/mPu468Lz+Xb9c3z5hS9z7+n3sv/o/Xf6OfPgwYOH3t5eVFVl4kR3hvuJEyeyYcOGssd0dnaWbd/ZWT7G9IEHHqCuro7zzjvPtf2b3/wmRx99NGPGjGHhwoX84Ac/oKOjg9///vdl+8nlcuRyOet7PB4fdH3vNgjD3bArPfKufB52Mra9Auk+OOIzIz0TD7sKSh58Ac9CDI7kWu+h7OG7AB4h9rBTkC2o3PXqVm6f34gAPn/8DC7/0CxuXf1Tmpo28MeP/NEiw6JpEZk7v0p6ax9p5RgyLQm0xK8A8E+ZTPVxx1F9zNFUvf9oQvvvh+TTs2keBXxB1Xi9sZfHl7Zw16tb+euCLXzk4IlcftIsjp81ZoeLyQemTGHUZz7DqM98Bi0eIfm7S4i+spbU7X/jluoqnjvex9ezl3LHJ+/3LMUePHh4V+K+++7joosuIhwOu7Y7rcxHHnkkwWCQr371q9x0002EQqX14W+66SZ+/vOf7/L57i4UurtR+6OEDzrQ2iYMYVLdGy1L73Wk+0Z6Bh52Ndb/B0bPdBDivfA5tsIJzfJLXujHQPAIsYd3jLfbYlzz2Eq29KT4xFFT+OHZhzCpIcztq27nhaYX+O6x3+XEqsOJ/utfJP95F6nV29AKMkj1hA6oo+GcD1N19DFUH/1+AlOmDDiW3yfz4YMm8OGDJtARy/Dom808sqSZC+7q4v0zRvHVD+3H6YdOfEfJIuT6sdT/9D/Un/wrsv/5A5GWAzn7lSgnLUlzz/rP85XvP8J+oz1S7MGDh52HcePG4fP56OpyWyS7uroqxvZOmjRpyO1fe+01Nm7cyOOPPz7oXGbPno2iKDQ1NXHQQQeV7P/BD37gItHxeJzp06db38sRzD0Z6SVLAdyEeA+0pmjanjcnD+9OSO/l4rQmEYxuhzpDptwLLcSiJL/Oe/iaO7Cj70mPEHvYYWia4O7XtnLLixsZVxvi4a/M5oP7jwP0WsNPvfIX/q/zEI575lk2r9FLePirVOrfP52az11DzQdPxtew40kdJjdUce3pB/G1U/bnnytaufvVrVz50HL2HV/D1afszyeOmoLft4MaMVmGj/yYcP1Upj57LWOOPoLm1eO4+N/rWfPWpxC/vZ39jzhph+fuwYMHD04Eg0GOOeYY5s2bx7nnnguApmnMmzePq6++uuwxc+bMYd68eXzrW9+yts2dO5c5c+aUtL333ns55phjOOqoowady6pVq5BluWxma4BQKFTWcmyiHMHc6Wh6HRKde5Xbq7qDCSQ9eNhrsRfFEKuaQNUEQX+R3Gvy4L3EQqzt4HvSI8QedgjxbIFvPbaKlzd087EjJvOrTx1BQ3UALZPh7YdvR330b/ypTQN5HdKh+zH+OEHthAShL/wW6f0X7dS5hAM+Lpq9D587bgYvrO3kjlcaufYfb/Hnlxv55qkHcM5RU/DtqMX42EuhdiJVT17KgR9M0Xjal5h2xwOkL7yCzd+6iv0v+8YOu2l78ODBgxPXXnstl1xyCcceeyzHH388t956K6lUyso6ffHFFzN16lRuuukmAK655hpOPvlkfve73/Gxj32Mxx57jGXLlnHXXXe5+o3H4zzxxBP87ne/Kxlz0aJFvPnmm5xyyinU1dWxaNEivv3tb/OFL3yB0aMrl7zbZYi2QMO0gWtngk6GdyFKrSsjD7XI8qFlMkh+P1IgMEIz8uBhD4Tz2d2LYojnb+gmlVf45Pum6hvM82D+fQey6p74PqyEHXWk8Qixh2FjW2+Kyx5YSktfmhs/dTifP34GajRK91/+RuTxxwjEE9RODlJ/7VeZMDVBYNlvYMws+Ow/YeJhu2xePlni7CMmc9bhk3hpfTe3vrSJbz2+ij++vJlrTj2Ajx+5g8T44LPh4v8gPXoBB+TvZctdN7Lslzdy5C1/YdOyt9j/t3/AV1+/8xfkwYOHvQoXXHABPT09/OQnP6Gzs5P3ve99PP/881birObmZmRH2YwTTjiBRx55hB//+Mf88Ic/5IADDuDf//63VYPYxGOPPYYQggsvvLBkzFAoxGOPPcbPfvYzcrkcs2bN4tvf/nZJ9urdgS0tb9Dfsphj9/8YTDh4t4+/p6NYJk3Mexk5HKLutNNGZkIedj2UPKR7oX7gcDIPFWAS4vaVEKyFuokDt38XI5VX3BuKXxjvwEK8tr184sRIMsey7f0cNW0UkxrCZdu8YxSyeoI02Tek5p6F2MNuwVstUS69fymyBI9e/gGOHh+i9y9/oe++v6Gl06w+vIZnj6vnl5f9nanzfgVLn4JDz4VP/AnCu4c0SpLERw+dyGmHTODFdV3c+tJmrnlsFX8yLMYfO2Ly8InxjNnw5RfhofPYb+634Zc389B9f+BTLy5k82fOY9+77iE4c+YuWY8HDx72Hlx99dUVXaRfeeWVkm3nn38+559//oB9XnHFFVxxxRVl9x199NEsXrx42PPcFdjYvwkKcVAyu3XcSDJHXdhtZbViiDN9kOyB2vG7dU7lUM5lWsvmyrT0sKcgms4TDvgIB4YmzJegZTEku+GQc8BfOUyhEl5c20ko4OPkA0f+/t0VEEKQUzTWtMU4cloDIb8PVzZlp6gXb93thLigamztSXHgxNrd701ovS9067gS6UftyRDad9awu4qk8o5uhbWWvlSebEElmsnvOkK84RkIj4IDhqb4603u2Dtx73Ao97BT8OqmHi68ezF1YT//vOoEDty4jMYzz6T3j3+i+oQ5PPiDo/n1OQW+8ZkbmfGvr8Haf8PpN8L59+82MuyEJEmccdgknv3Gidz5haPxyxLffHQlZ976Ks+sbh9+4P34A+GyuTB6H/Z76ht88cJLufVLo4lHOtjy2fNJ7SFCpQcPHjzsCdhxN7vdJzgKIWiKpNjYlSjZDkDvZti2YLfNZyCYLtNSPk/smWdHeDZ7OPLpnd6lGaM5HCzY1MOrm3p2fNBcUv+7gy6/mYJKNO0gM7s5WVwyn+S5rc8RyUR2Sf+rW2O8sLaT9miGrT2pXTLGcPBC0ws09jda3zd0JNjQGactOnQln9LTQ27r1nc8F2GUWzLfpqllq8iuW7dDfY14Qr9sdMhNl2/v36EhPELsYUh4cW0nlz2wlFnjavjH5w7B97PrabvmGgITJzHziX/w0EWTeUZbxU8Ou4Ljnr4WutbC5x6GE65+R3ELOwOyLHHm4ZN57psn8ZeLjkaWJK5+ZCVn//E1nn+7c3hCW/1kuPQ5mPEB9n3uen507JncdMVo2qqyNF/2FaL/emrXLcSDBw8e3k0YLiEeQZlLUTWEYrsc7olZps3fKjn9DgX//MgTh12KZDdsfA5ibTu121c39bCyZfjCdqbw3k/oVAl9Wb3EVWdq18T8N0XK3MvWe2f3y56qprKpf5P1XTFI6XBehak3l5Bdt/6dT0aUfNhhKA5CPJy1DFsp2rsZsrHhHbOT4BFiD4Ni7rouvv7ICo6cNooH5lQTv/jzJF99jQnf+x4zH3uU/wTW8ciGR7h02kf51Is3gZLVSePBHxvpqbsgyxJnHTGZ/11zEn/+/PspqBpXPrScc/78Oi9v6Br6gxtugC/8Ew7/NPst+B03T30/v/1yA2v39dPxwx8SuffeXbsQDx48eHg3QN3ziYDztR9//gVEoTBykxkEpnVS+N9BtFvvZtj4vxETOssiG4PIlp3XXzpi97sTEcvkB2+0q2DcqIqqsXx7Hzllz3+2XNit3NR+qLsTOdI5pXjzbp/JiNiF1MJOewZUrbyHwkCnVIlEiD/7HEr/MJRIHW9B40vDm9xOgkeIPQyIeeu7+NrDyzliSj1/rtpCz5cvRfL7mfnYo4z98qUs7l7KTUtu4sP1B3DNGw9C/VT4yjyY8v6RnnpFyLLEx4+cwovfPpk/XHAUyazCl+9fxnl/Wchrm3uGRoz9ITjvHphzNfsve5A7wtO444I6lh5ZRffNt9B1883vqqx8Hjx48LCzscPvwEGkx7blzxHP7BriqmV018Y90UJsxRDvaNUEgJThvrsLrcT51jZizzyLlhtiLN/muXrSo50F1SCuvp2bfXu498RL219iU3zpTp1DS3+G1v4MmzqTKH19xJ55dniEY3dCyY14uaP1HXHWdZZPCLU7MKJiYPsq6NmgG6neIVwW4qEe06srptTIMN3l3+FJG1+rx9pXB4enOPQIsYeKWLQlwlUPr+CwyXXc2juf6K9/Re2HPsSsfz5J+JBD2BbbxncWfIf9/HX8ZvXL+GadBF9+AUZNH+mpDwk+WeJT75/GS9eezG8/fSTd8RxfvHcJF9y1mMVbh/AAyzKccSOcfiP7r/8ff80FuO/cal75QA19995H1y9+4ZFiDx487L0Y9vtvaK6OHR2tbOpODNhmuCPaGwwrrPfu1pGNQc+mwds5UGhtAUBLjZBrtmZYBOXBBeJsQSWRHZpyRVazNETXD5lg5NU8GTU5pLaDooySSOnpBXaAcAwTqcIOXsf1/0U0L9q5kxkA1iO7m5/drlTXoOdoRMpzWvHnplJix8/LcGPnRxIBow5zqLge8yDwCLGHsni7LcblDy5j/1FB/rDxn6QefYSxX7mMaX/6I776emK5GN+YdzWBQoY/b1lL9fsvhs//Y0SSZ71T+H0ynz1uOvO/+2F+ee7hNEfSfO6uxVx0z+KhBeefcDV89u8c0LmBu3r6ePSjAV78UB39jzzqkWIPHjzsvajgZlcZe8C7cijv62xsZEw/oujvDmGYgvmW+dC5esfGGKnfPtUgxEOwEL+wtpOXN3QPqdtwpgOfloNk1zuZ3Y6h7Ll85/VlB0Nbso0FLQvozfTuWAc5XXEl7Vaf6d173y3vWs6ClkqJ90bynbbrxx7SIz5C74H+dJ7O2NCTmXmE2EMJtvWmuOS+JUwIaNy26kGyc19g4g+uZ8J3v4skyxS0At95+Zt0xJv5Y1srkz/yUzjntp3unrS7EfTLfOED+/DKdR/mJx8/lI2dST79l4V86W9LWNM6SBzGoZ+Ay17kQOHj7tbtPHmSYK5Fin/pkWIPHjzsdRBqESHWVN01VlXKH2BiN1pThv1uzvTrLr69w7OaDgVboltcCXmK8Y5/RVIRiBuJpoa6btO6tCO/Ybvpdy+3ZQuxZ55FmDHrmmnxHdmEnrsCrhWZCqd3UF92MMRzurtxMr9jlm4BtPSl2db7Hk/kNgh2+E5MRSDWumPH7sSkWq5uHc/1QGEE6XyBVM79rheqSnrZMis0ZVfA+doZTsZpjxB7cKE7nuWL975JUMnzl3WPoKxczpRbbmHMJZcA+oNw4yvf583uFdzQF+OoT9wNH7xmxDNJ70yEAz6+fOIsXvveKfzw7INZ3RrjnD+/zuUPLmN9xwCxKJMOh8tf4aApH+Ce5m08cUKeuSfV0v/IIx4p9uDBw94D8+eguFRM72Y9eVJk804fUlE1uuPvPFZODOYybZbzyez8uM2NfRtdJVuK8Y5dQrfO34GDKlt7C1qBglbG3diUB7a+Cm//cwfGtNGX7Rv0tzO/bZs+RTNLuLqLEqNZ9/MeIu+Y50UC4u3DIk67U2TrSmRpjuxYGSwhhK3oGPpBzi87NO7OgnWJdvR8b50PzcMr6dkWzZDMKcNeeXLBAvKtg99DZX0Vymx8c1sfG4rit5XOTgqdXeQ2bhzm7IaOHZW1PULswUImr/KVB5eRjKe4p/EfaKtWMOW3v6Hh43a26NsX/IB/tszla8k8Hzv/n3DYuSM34V2MqqCPKz60H69+7xSuO+Mg3twa4azbXuPrj6ygsVL8Ws1YuOhJDvrw/3FPRwf/mJPhpROrdVL8yxs9UuzBg4f3PCTZEC1KXKaN91/xe1DJQcFJZocvPb7VGmPR1gjJ3CDW5/IzKrO98p6Rwsgm+iode27TXOY2zbW+Z5UsiqYgGUm/RDnX8kQX9LiF4c58nLRamsE5komwuH0xW2OD1GQtZhvaO4+ZLI8ROP8DMClh1qUG2L5w2MRpT4AoFEguWICaKC9TZdesIf6/53fWaDupnz15RFjW1Mf8Dd3W+9eOXx54NmoiSWbVW8Maa0gireMe3pNFYI8QewD0otvffnwV61v6+Nv2fyGvWMqUm35Fw8dsMvz4y9/nr9uf5fy8jysvfB6mHzeCM959qA35+fop+/P69R/hmlMPYMHGHk7/w6t8+/FVNJVzA5Jl+OA1HPTFZ7knJfH4nAwvnRCi/+GH6brxVx4p9uDBw3sbhgAkiglxpXff+v/Chmcq7m+OpCkUu18XwSTCqrpz3q+Dk8+RtBIKNnbunKRig8IUZout/WXwcvPLLO4YhJQ1vQada1ybViS382q81Gsgq+pKkiEndSq+f3byb614x+a+8uhKdVGoZNW23QIq79PeWTkoVRNouyhp0mDPkRKJoCaS5DaVDxUoGBZLkR/OGu0xpd0obw0k2+3eGGrQhHjnbLzpDdg+tKRowz7N5jOU2/nvsR29lT1C7AGA37ywgeff7uCeyDzCyxYz6Yaf0/DJT+o7hWDuc1dzY/OzfERU8aPPv4Q0ZtbITngEUB8O8O2PHshr3zuFr568H8+/3cmpv1/A9558i5a+Mu5A047l4K+8xt21R/LYB3PMmy3T/9BDdP/mtx4p9uDBw3sXZkxjpffcYITCsT+WLrCypZ/VrdEhjj20ZiZKlJpCIIRAjfSVbHf93cXoSnWV/E44vyZz79QteKjrGF6CrHgubl+/Ysk0X9ltVhPanm0+Ysct9FI5t3IDeTXP8q7lrOheMWAfzX1pV6bfrb1JdlKWNZ5Z3c6iASprSPkCWnvnOxqjXJblxPz5pJct179UuPZSVRV0ryP7wr2DjlFyfYaguCioGt2Jdx5qUQl7xC1d5jQs2hLhP2+1D3xcosPOOeCAc01DWZ8S6UMrp9BIdMGmF6B/++Cd7AZ4hNgDjy1p5q8LtvKbzHImvP4i475xNaPPP1/fqeRZ+s+L+H73K7zf38BvPvcSvppxIzvhEcbomiDfP/NgXvv+KVx6wkyeXtXOKbe8wo+eWkNHcUa7qlEccsFj3HPkNTx6Miw4Bvruv58er06xBw8e3qswBbCdkGVaM96TmbzeV07NURClbtE7+j5dV5wXQghyGzeSe3MZcsJB4IrdcMsI22809g6duA+A7nQ3y7uWsyW6xT01xxz1P7vzN2QYY1Vy0Wx6fafNpvx4JnYOUayE4fQqawpT2l+E7g1l96tG0rJ0oYKyQJKIZfKsaYmU5DCJpXJWm+HCv2QhmbVrre+9yco1o0Nrt6Gt2YCWHT5xHOhcaSnHmivcy3JVNeQS5Fs77I3Ni/VcBBUHLe2r0rOysjnKoi0RsoWhxykLVaXQ0VG6vcxqzXF3hlNBetkyEq+8MowjKntMdCey7uRYQtCbzJJVyp8HKT/EmuJloPT0kFq4sHSHaR3ORne473LYUcWVR4j3crzR2MuP//02Xy9s4sgXH6PhU59i3Ne+pu/M9LPmoY/xjcRb7BMczR8/8xzhd2FZpV2FcbUhfvzxQ3n1e6dw0ewZPLGslZNvfoWf/WdticbxkOOu5C8f/Sv3fTTA4vdrRO77Gz03/sgjxR48eHjPwYwhtlymC1k9TngHBBXZkCRV4105b/s8lucrx5QOJHi2JFpY0DSf7MaNAybq0Yx4RqmgkMor+ntaqGiaGPCd3ZvMlc2mm3z1VbIbyhOicsipuvCZUQbOxKo4LIbxbIFcBWHWRH8qT34Q1/MSSLaFWGgaWm4IgnHxRUgZ1kd1kGPf6e/hOzh+U9fgrpsCzfwwtOkgkE3rcHzgZEUD1alVNZjY9WrJ9TXdnIdV49bU56RT5Lc1DekQKW+s4R1dn4HnWOm5kmtr9aP9PntjrFXPVj8kCPu/ZcYwPS2GU2c3vWQJ6eUrUOMDJFktws5wmC50dqElBw4fCLQ1E+jSLb9Wln95CFRP09geSbOxTOJYpa+P2qVv4O/Vy5M5Caewzq+gNdHKS9tfKu1bzRPt6ePpVW0kc+/Mvd9Ec7yZ57Y+p4cabHsNutbZOz2XaQ/DRWN3gisfWs6ZhTY+/sJ91JxwApNv+Ln+cu1vYv3fTuOrop2xVeP467n/pCHcMNJT3iMxsT7Mzz95OPOv+zCfPnoaDy3ezod+O59fPbeeiEPreuT0E/n9R+/gj2eGWHUURB56it7vfg6UnfOC8ODBg4c9AlKRm+2GZ/Q4YbuB9UnL5Yi9vholliy73/S+1gYRxociA63pWUN+2zZymxvJNzeXbaPG4yg9PQD0p3N0xXP0JHMgNP67up2lTWZ26aGLuGo8Qa5xAIvWEGGRBuOP6rDAz9/QzYKNPRWPVVSNLb1JGk3iN2xyI0gvXUZibhmBtwTm9YetPUnaVzxXtlW6kNZdpd8x3PdbTyKrx5wXrTG1ZAnJN94o28OAFSTMUYSDXA2AvDL8Ne2QcnzYHhgGTGVQPgl92wZsuq4jTlu/YcndlQr8QbqWAv6d15mBwRRITsTzcZ7b+hzpQhrFCKewspqbo5azTJsfdmEIcebttWTWrwcg3NRIuFFXvpmE2ExyNxDMeSplFAOaQfx98WjpcQKCuT4C0SbWRdaRV/OlmefbV5Lp0BPpxdLGPqcSp9J91b8dCuWVgs0J/f2dVbN6XfDudWXbDQceId5LEUnm+PL9y5iWi3L1gnsJzZrF1NtuRQoEoG05m/72Ua6oylJfPZ57z3mcCdUTRnrKezymjqripvOO4OXvfJiPHzmFe17bykm/nc/NL2wgmtZJ74lTT+SGE2/kprN8bDy6it5nV9P7ldnD0HZ68ODBwx4OqVKW6VKo0SgA+fZIWTnWcr4dgjAuaXkC65+CZHflNoaFQvL5yu7Prl1nZO8VltUoV7DJlfkuL7aCDonQCPGOyjUVD1Fs7M0Mwe0zO2yyZpNNU1EwZAhBXzpPeyxDVsmSUWwFcV7N80rLK6yPrHceMMy5lY6XLag09iTZ2uOMsdWhdPfQ19nES91vU0gNvw6qZQ0bYJrNkTT/e7uDeLZQNPyuYEQ75hpuub92rYW25QO27UnkyCiabt1f+2+IFcWU5hKQ7it7rD61wefWn+2nJ13hmbUSh+n3raJVziJftixZhfCCTF7l+bc7Ea/OJ7zBneStHJrjOgGLZCI2wRxCOaji5Rfa21ETCXKKypaeHavtXIx8UxPZMgo3UexRIDSaYtvIKqWu70LTlY59uY5SzxTTwmwor4rXNL5nEVU9b+GT9HdquQRx/lx0iKsxJ6tB61LYumDAZv3Zfp6NrCGat+e8o28RjxDvhcgWVL769+VEo3FueftRJATT7rgdX10dbHiOLX//BJePDhOqHs89Zz/EpJpJIz3ldxVmjK3mlvOP4qVrT+ajh07kjle2cNJv5nPrS5uIZwucs985fOe46/jJ6Xm2z55Ez+Isvd8+B176eVHpEQ8ePHh4F2MoWX+LrcnObdjCzaDcWkAwH9OFtp7KNS6lvC5QS6HQIN0JKzNsVyLLRsOyKlUQtwpDyW7dsgQa5w0c/0hRRlolB/lU0X59LHUYFsJyXKEcCm1t5FtaBuhhCCjD/V5ufpn50fVoRtIyRVMg1kakeefFFQthexIUVFF2sa3JNvyrW4ivGLoLu9U/g5/vnqT+G96diA2r76G5PRe12VHXUIMQS4HySqGyKGT08xlr1V1U1zwJQP+6p3hu6W30ZR2kWIiSZ3Cg1W2PN7G1v9IzYRBaTZAqpHix6UVackNTKglFxdfWrrv7O/oCrJhhqVAgEBlc0ZNXspDoIiD7LYJYkkV/CEivWElywau81RLj7baYrWDbQaztXUtaSZdXyBUR9lguRjQXZVO/I6O35fUgkdfSJJR+1vaudR1nrlcaxK1cNhShz22ZVzkmfsheBka7Cv2Y78jWrs30JXMsbO20KhHsqCODR4j3Mggh+P4/V7N8ex/39s1HbtzE1FtuJjh9Oiy5m7VPfYkvTRqLv3oc9571ANPqpo30lN+12Hd8Lbd97v288K0PcdKB47j1pc2c9Jv53D6/kc/sfxFfOvzLfO/DPXSfdBA9b9URueev8NcPQcvSkZ66Bw8ePAwf6/6jW2dts+6gh5iWWl24LG0vdbzF1NZnB3WZBpBM91u5sqCvx0Pq7r/ZCqVeQJ+609Nwa3tX0XrcIv5gZaEAiBlEczgeQev/Cxv/V3aXycG1XA5pkLI0hd4IcmMLYhAX5fTKVWTeWm1vKKewGAQmuSvNki1Y0dxPa39Gt7bGWyEdcTYY8hjuAa0OAPA1tcKaxsrNTSv5MMcTophWlYcqFBZ3vV5CwoaKvJqnJV5OKVEEk5ANl5iZ9WmHElsKSEIFZyK7ZBd5TaGxv5GeaC9yPEskE3HtN0trDX31g7QUgmRet6j2FAaL99b7yjZ14u/oRIomSrqXh5nlKt+3DaJNBBIdtgdMEeF0xtaaVtJKCZ5Mt3qTY77Z8SadqeFl8i6oBbbHt7M1ugUBSBk3ebRiiAc4tfb8NEBCkigJY1D7DGVH2WRl9mef7COeKbCuI8bilg1WA/O5qUk22Y2HfP4rT15KZwksfgvR0o+MNGDIyFDgEeK9DLe+tJmnV7VzW/U2al95gfHf/Aa1J54IL/4fS1/+EZdNmUxt3RQeOPvv7FO/z0hP9z2BAyfWccdFx/DsN0/kuJljuPmFjXzot/OpTX2Ss/Y9h2+c0Ejiw++je1UDfStScN/p8MKPKsZOePDgwcMeCaFB19v21wqyjCZg2YY2EtmCZX1QoknklOkhYwtLvkijdcxgkIyMvUgDEGKHW3FuU2ntW3dj++P4nsXUJRqxsxK5myo7qf6xBcMy0lNIUDDWVewSagqaibkvUbt0YEtrduUKpETK4WdtzzeajZaN5dVSKRzaDWv7oO7hFYRdc4RIqtTqXTzGDsEgenIkaik+dgUG69V9fsz7ZegE7K2et1jTu8YigAMMNOQ+nRisNm/x9a1Jbi9xlV6bbmdT/yYSKzdRtaHI3bmsW3NRiEFJjfKKk3H/pTLJLDnUJKzlmg/Tgz1vuhFrqqUpK07M55zX6t7Vrn3+ztWw8fmK/UcyEVZ273jonBBQv3QBCEEgF8WnpAZMHGji9c06iRSasIsDODwhtHyBfLOhnCl6RyhFSsDw66uQN+ttUzn7HjDPyqhokeVZksg2dZDbXlraybzeeUWlqTdZViEq5QpoQsOfLiAhkTK8f7ws0x4GxVMrW7lt3ma+MSHNAU/cRe1HPsLYL18C//wyr668i6smT2ZywywePOvvnmV4F+CwKQ3cc8mxPP31D3L41AZ+9b8NzHv9ZKbXvI+r5qyncMrxdC3U6MueCov+DH/54JCLonvw4MHDSEMrKKAWSsru2AK2/jcSiRGf9zLrFr3lOr5q1baKfVckYZbVzuEiO4CFWG85FIFJIBe1C+UiVJLcFdPqNlTiMxApyfRD5xoyfVtYmmhidarVmFGxxbX00EJnJ0pvb+lw5ZLl5PNEN6xhYftC1vetd+1T+vtJzH+FfEdv6WBDJcQDNds8d+A+hoNiK/ZQa0YP10I8pPvG4e4vHF4Lw4CZZVwbxEVbOO/9dwpNQ+ke2MLmHEUx1qUZW6UKDLPi3EoI8SBrGEYWaPv6G9/l0kCH4ZZBMhNFia619kpVVVfqlUFezbvm4Otv1JOYlZ3u4GsrruObfO01UvNfAU1DQkKoBRpi66hOt1Kb2sakzlesGOKBPBuSBnHVm+iUUHNeGwfpdbpMp3IKz67poCmSsvqWCypV7cX3kLAGXpLbTGPU8Z4RglxrD9nGJnudQhgKQP2g1r40vam8nYyruHehh5DIRc/djsAjxHsJlmzr4/tPruH0yX7OeepPBKdMZcrPfoD08Kf5R/NcvjlpIgeMPZS/nXk/46vHj/R039M4avooHvjy8Tx55RwOnDCKtas+hVKYyOWz1yNOnkPXU2uJ1HxT18b97Sx4+ZeOGpgePHjwsIdCE6A6BDchyCpZ/tf/NmtSthVAGImt/LHysYAC24JkyjZWvGyn2/LCRjuDsYSqt5cqizaSEEMWmAZLzro9tp1kPu2a53Dk7NZEK6+2vlq6IxMFQM3p2V1TapE79ADzTy9bTmrxm6U7yhCzzIqVZNavR05miOfcWZbNGrFq0nTDdAw6mItuhTrEimKSpwpL2Alll4baxQ6NNESX6XIt8l0RYs88iyiUF+zJJmD9M7pCyYBJMp2k0kXkhkr8ATWRQOnrc5UfejvVRpsRjxvoGcBdV5JKSJta5BExrNJPUHIPSdhuxs+sbmddu3E/VkiKNTAEMSWDoiol1yy3dSuZ1auHfau5mgt9nvHOJlYseonuWBpa3iybG2Bn+Cik80pJHV81FkdNpy3CapLYQMERu14SxlF5Nlk1h4ZOjisqYhxJtdJ5XSZ1Wm6lsu9dO/JeQ9CXLVXWObE8uZ25/etKn7UKt5c5V6lM3onhwiPEewGaelN89e/LmDk6xPcXP4CWSjHttz9H+ucF/D61gV+MG8OJ0z7EvWfcy6jwqJGe7l6DY2eO4ZHLP8Ajl53MTOWbJJUgFx27ke7ZJ9B975N0q19AHH0xvHozPHz+wJkcPXjw4GHEoRNiyWGxyypZpLxCa0J3q4wrWUtAKpahhVFrNLNuE/Hn/mf2CMDklud0y2lxKInx3WWNG4AQD3klFcjVyvibNGa6KWgq/1q7mDsWvzBoX4qmkMgXlfURgnWRdSTzSXcCGqEhWQmJ7AmommBVS3T4CynpyR5fy2bQhKB1Yyu5ze6YVesSam7SFcn0upPyFCG4pZX89mbXoKY7dmu0NEHOjgqvWiZTEgO+Q6WLhgGTmG7tSZW4i7rbYZ0v857Mt+iEU8u4719rztEmULKQHUYyrmHEECcXvEpq4SJ9WkZcZ05TWG0qqlweAM4j9RtBE3abRLbAlt4kfSlHbfFBLLjFFuSSayUE87YvQNP07O6bu8vECVvkeMChAHgj3siGjH7OpVSGlk1tKKpKdt160k1b2R7bRijbSyAf1fscvMsSqG2rqE42k8kYlt/2t6BvK4lcgb6UW4nlmrOmUtv7FpI2cJwxQCyTZ11HnJ7OUvlPoCGpKkhgOjw73eGLz3F5K77e5pX+t+nO6s9txVJoLvJb2k/F/ARllyeVNdPb8eHua+1sWejqBrPkldEgI+zzvaPvAY8Qv8cRTef58v1LkSWJO2KvkV+5kik/+ja5BV/lW1Ivf6uv5aJDLuK2U26jOlA90tPdK3HCfuP491fP5v+O/T1aoMDX5mxn3oEfIHLXvbSsGI8458/Q9Dr89WR38XEPHjx42JOgiSLBWqChUb2qnepV7bSnu3k9vplIVrdKSUYb/VCBCOm1RgvtXfq2XI5Cu25REAhI9w0oDOvJf6jsMt2zwSAcArJRtzW7CIJSOc4U+DZluhASJHIFVOF0OSyPtZG1bIlusdxMzRFGhUYhEGzq0ddLolPP4msPaH2MZRyWQ3UHYuXKCauKQrag4tvWSf9bRUmoSspKaeTVHC2JFrb0FbWNbLFiggMt3c6DAFCdMYnGts5YhnS+ONa0yCU8nUGOlk+g1LNoKSteWUZbW09l69AAF0VAqQAf2WIlg6p8FCgCoqmMnhxNrVwGyDWjwSyoO6TMca+vKx9nfvP8IdR2rkya+rIRkmWSVpkZvHvzMcs6mMqr9imuEK9a8QoY7VUj3ljTBEu2d/JWa7R0YAOSKiDRobcXwpXILqMkeLtvOZrQEJrG1t4UHck4EiB19xHf2ML2iK6QaU40sym6garuBdQmt5Wch2xB5a2WKJomLMWHHEtRs6QZNelQaPjCejKrvOk2LCDVw8bOBBs648XTt5HqJpzcTl1ii3EOyp07QW8yR9Yo+VaupJrAThBn1yjX/8rtPWhpu2qJJgT5geouO26Z4nsilouiCdVSvAjEANQaq439aQcIalGYjfn4aPk86aVLCSxebUxbd8nervSgDPA+Hwo8QvweRl7R+Orfl9MazXDv1F4KTzzGmM9/mrbWm7igpsBr1VX8cPYPuf746/ENGHPlYVdDkiQ+977jueuMPxGojvDIp5I8ccDJpB57hOf/sIjuTz+lJ6q47wzYMn+kp+vBgwcPJbDd22wLsVO4akn1sbU3RTSrCy6y0QZgW7YHEfS7+smuXk2+qQPSg5ejsyzEAndSrS3zoduIW8vGINGlC2g9G10JwCp2Wm595ZpW2Lsttg2RjYKSK2njl/30JHKsbInQHEkj+rdbAj+gZ+wuqCXzqKpUN3UgAmjtcpAhRbHdcosPtTIQ6/sbY1tZF9EVsq6kTJoK7SspLHuGmldWkMwrVjy1ee2digDTxbE9lqEznhvQmqO8uoiqVeUTnzV2RMkWVFZs73ctUghbWO9J5ljW5LasSY62JYtuX2mVC3p5Qxf/W9Ph3u84d76+Rp1ARxoh2qx/ziUYvfVpwoZlssjp092TEGiaIJrO0dKXtucyiCwm+vsIdLXrX0z3a+PY9Wm9hqwZg1wOufkvEWxvdc0ulO3BZySNao43s6R9ib3OdBp/toBA0JHrZ0n/RjoMq6osOWJzlcEUA0XrMCzKpreBqSjpiLmfddf9ITSINiMQbOiI85zj+rRlNhPL95HIJ6x7LJlxz0lVVdAKKJpO5CvdeatbYzRFUmzoTPDsmg6641l8fboVWCTSmEfKFgcdyFtggLeGsba520vj6dujGd5o7CXxViO+VRvt9cdabI8Axz1snifJdCHucmdv3x5JsaU3WfYVIYTAH7Hjm1VhE+eCUNkW20Z3drv13AvhztLdrcbIqAXKlSWThH0Own0VSjEZ6CuUJtorcTzQNDShkUnFjP1OJm9a3HcMHiF+j0IIwQ/+tYY3t/Xxp+NqCP/xt1QffSSvjnmKLzRIKLXjeeCsB7nw4AtHeqoeHJg9eTY3nvhLEvIGuq6uZclHPsvMZfP5z9V/5Bdjf0e2dho8/BlY+dBIT9WDBw8e3CjxgnRbB7qSutAVz5paf8myFKW1PMJn1PdEI5aL0h433DnLWJ+SWrbI4lrBZTodgS53dlPVbKdWiOe0FqPhzxQQGZ1ghHJOcjW0mrCJfAKSPbrl12VCMciipp+jlS39bIu4BUJRUKhZ2YavNWqP5rQmqQW7bJFQmbbqYZ1El1tNGaFdKKq1jBLBvShRVW/aEftXZq35ljYUVdAdz7GhK8Km/k2s74jqa0S1DtSKDlY0h6VvEFfH9NKlZNa4lQHCaXkV7lWsbumnLVq5WoMSixNoby27L5FVyBe5RTt7d2VJblkC7Svp7elE1YRFiMGpPHDfL4u39vHf1e283thLVyKLZl3XgS3J6rIlhBv1kjYibxJiPTmSZVMb6DzmC/gSMVfbcb1LGNfrjjsXQqBls1T1GB4awphbLs7arP5c6jH2ek+NPRvKjmuds6JlFQwCbZJ3yfE8VILk2JUuYzE1oVpu/vb8APypdmhbgXsrZb8D9Bs1giOpvMXMhCTZ96nuf45ruAqotM8dEm63Mq3wStzxToi36//6dMtyTlGN8yU5nm/HSI5QjGjaQRadVnchyHdECG+3CbRzHqaiIqdlXe8ekxBrQmWr0sXqbLPxvncuzsgWYGwMO5/FMh4T69JOBZTbQhxTMnrtciHoyfSUaef4vIOM2CPE71HcPr+Rf65o5foPTma/P/0Cub6W+49fyw11MsePfx9PfPLfHDn+yJGepocy+Ni+H+Oao6/h1c4XiH1lLOHvfI8Ptq9m//vv4oTt3+Ct4Pvh6a8j5t80qADhwYMHD7sPpvBrZxl2Cldm5lVzmwwONzx3N9ti22hOtugG3zJC8tuFZt5KtTgPQRJqWatcPFNAabbru6/bvoCsNhAZNgiPkmfspm7867daowTzOyuXg+McFCGlGRY+w8XR128LxZJDOZBuW8fWjasQqoKqpKClQ3e7LgO5fblzWOtDUQlfB4oyRTuvQbnfHVW1yE9Xup1YNkHMEMidLtMqGgVHX02RFC39mSHVcS50ddvxya6pGlZuTXNNzd/cXPE3UiBILnyD8LZNQ/8dFWWEb2NcVVVZ0dxvuLZLhsu9oOTEGn10JwxLqFbAr6SgHKEZDAX9eUrm8mzojNOXHNxltGLvRWvLbdpM4qV5yEZ2Y4HAhwRq3rKuypJkKSSEohAvjpOvgExeZe7bHfQkSj0/hKYQTnfYFkjXtIaWsduylkq6x0BjoYN+NVnykimXn2yATvU/smQ/CyZJHpJnRikkhB43rhjPu/FsF1SNjOEqXdSb8Uc/D2vbY2zsiA0+f6Enx9PpaRmlRUFxZQt3lV1ytC9XrsvsryDUMtMVzj+DonzCOL3vpeltrO5ZDUK4rMLOc/9Os617hPg9iKdXtXHLi5v4zPumcPZ//kKhq5M/ntHPv0bBN/Y/n9vPftBLnrWH47LDL+OCgy7g7jV3s+zkWibfdBPv697MX9b+g+tSV/GocgrSgl/T+PC3UAaKC/HgwYOH3YUSecRtITaJkRCG5CNBUfCaqyMhy/pHgyxl1m+iZqlNiNZ095J1WYrcAmNq8ZvE32pkU3eCrZsclsVszKrtW3Ep/dsI9G22epUMkiOZNVaLY2wH7E1HNJPjP1sbWd3bY61VkqUSQa4xY1p57TGs4RyWyUJeJxQ5RaU9u40W1eEmOQCEoqL0R62Zh7O9JfHUkllr1RJq3fHPxZ81xVYw+CQ/EpKVGVx1ukwbn9Nqhgmr2wkaiba0Imue/s34ns2hCc06tqAV0IoUGlklw8vb59Gd7rK2BTo6kBNmLGdx36ANxTKdT9tKG2sdjmsvSSSXbyS+8O2yBqpiErGqpZ/FW+3rNDaygvr4Ztv6ZrZXMhBtqVDT1z3nvGFtzasapCOIQqlrqrMuLNjXoRLF7GtpI1tQkA23bOHg9sK4VpIkWanYnUqrVS1R4hn39XEmdErmFNA0y2oJsK1H9x4ZFV3P2L4VhAtRc6FWm8KK1dQsaYZ0eZfwTF41knLZ2ZBNN96olkIzLeqZfv2fOTdNIbDuX5CyvSCkXBbhcAOXzOdO0q2x2YKCKlS2Kd0IRaFmWQuFSGlCNFHyQT8bJgKbn4OOVUjpLLWvrybf0sLa9pgV7ztY6PlQvCuUWBLfpu22wTwdYWyP6RY/8JvL9dyYCgDsZ9Pa7/AWcEISgnhO97YoLX5V1NatorD+axL0/lw/rlCHonMjWc/fjhFjjxC/x7B4a4TrnljNnH3H8t3OV0m99jr3naaxZrLg7uN+xBUf/AnyTsjA6WHXQpIkrj/+ej487cP8cvEvWX3cGKb96Y80dGznjjfvovoD3+dfwU+wf+P9PPvrz/Ov5c0DZr304MGDh12OYvdQTXMJVIGU7hKnmhZiSUI4XYCNpp2xDFt7U2C4UJuEJN/qjunMKRrdiZwxtNBLKgF0r6c3lqBtWytqTLeuZvJuAlzOqpPIJ9jUvwmBhpKJlYhVejKZ8lYhh0FD3xfZAmuetJIu5RSVDd1xmpVeXu/bagltUlERosGsKaaFOK9maSy0oQiNtR066SuIynGcTgtscuUmUktW6v0V0viVJOGsSSQFqULSJYk3didY6YzFLWOxFw7FrIyMQFiu0rbLtC2sbsu0IwlBjZF8aCBPYen1ZSxa/jSre/S61S83v8y2hOEGL0kQ7yCV0uffW+xOadbOKpv0qfzJLnSto63pLlKFPrJv/5c333qCDX0big7Vj82s3YSWK7hzybmYsWNHNkaieQ1dcdsy6s8bFr5i4tuxGtpX2NZDY0zTHVhSSj0cJIBII6LpjZJ9ZpInAEUU2J4041KNqWl5VnWvtNr8Z9NrrG3rR9bM58tWCJjrkyUQRYoaRdXoimfZ0pu0jnOiL9uHJgRVm9YiO+qaBXMxxvStwqfqbrX+ons5qeTo6dC9H3yrWyDpJv0CQTxboLEnaT9bLushaBuajM468UUarSujW+gF9OoKMElVqF22kP635rE9ZdxnFgmTiKULrG2Psy3eR48WR8oroAnyzbYyZiiQNVsJJRskX+nqcrh821bsskmsDHIoUVmxUXoMSO2rCed6KLppXeP0ZSI0Z/vcFthyYReO+9tluXV8SmQLelIwwYAvOJMQSwWVviWL2JLs0pWQXX344tnK3L3Cu3i48JjRewiN3QmueHAZM8dVc/PUPvrvvJO575PoOVjhiRNv5vjDvHjhdxP8sp/ffOg3HDrmUL674LtsP2oi+zxwP1oyySE3foczzvoOWw+5ik8qzyP+/TXO/P18nlrZ6hFjDx48jAjKlVJxa+t1gce0GEqIIulF3x4xSpYIWSdW7rIygjGbupn4Vhvh3iRu2O1WrVlNa1+6rMdvTlHJFErJY1e6i3QhxbZILx2xjPtdqgnknqhtLVRyelZra1b6AP72Flatb7GEa9PyqmqChNCF/bAUYHOXnsl3wFrH5fyZjfGTim7hyoise7/TpJTogk0vgKbRaZIwIdByBpnSVKvmsSYgl00RyfSxuX8zPWmDWGoQzRTcigsXDAWB41zJso/OWNa6zorQSOcUXOJzkZXHmXG8HJTVdhy4qumWQNAtd2rLWl0BoYnS0jKSrN+XRaWJ3Dm13OPG25aiqSl6Upt4oXkri5veYmt0K+b95c8WEMb9E9nWiqLqJbqcFjApnzRKJdpEip4NVlZjq515zzrmksor9CSyJc9Ta3+a1v6MvQAT5rkwE6Tl9Xuru4xLcl7N0Za2E5WZVySJo63QfSLq4o3URze6N2NkhDeWpJnXz7j+iqYrjWRJIqeo9DmsuR3JDha3L6Yt2Yacy7qulBmKYOYBkC1zn/53SV8rKzoarZhWKV+gbG3tvGrV5C0mUFrWViKIIu8V85MQgu4mPUY6Gt1GNN9tLtpooKEYuQeShhW8uGa6E5aHhfG5N5m1MkZL5az/UrGVtNILQp//6OjbpOJ9pe9eB8xs7pK56uYepFgSXyZGXd/G0gMEvNG2kLfTbW73aeN9Z5Wk0zQCna0gBIWyLt4DoMyyTDf5QHuMTZveZEvrFpS3NyO3dVOzqYecmnPVPe5JZMm55F3bM6A93Uh3dvvQ54NHiN8z6E5kueS+pYQDPn79QYmeH13H5smgHZ/inhN/zYQDzx7pKXrYAVQHqvnzqX9mXNU4rnzpSlpnVDPzsUfx1dfTcumljB97GuIjP+HTvtf4aeH3fPfxFZx+66u8tK5r4MQaHjx42CNx++23M3PmTMLhMLNnz2bJkiUDtn/iiSc4+OCDCYfDHHHEETz33HOu/V/60peQJMn178wzz3S16evr46KLLqK+vp5Ro0Zx2WWXkUwWk80hwDIQ2+62Zd9Dxqa8mmWTQyBLZPKGJdMQIn22pdl5aMAQRKu74ySydrIYSQi0dM5VGqWEEAtBLFOgK1Hqdtnaq9CbzNOdTCIcwwr00i1yaxfVZqbUWAv1sU0Ui8HhrZvon7/AsVZ7v+mmHZD8tBuuwr5Cigmdr+A3St04Bb5y504qR0wrJSJqW04+HSOWSJRv278NKalbtTJankVP/pmcqhOjWM50/zQt4uVc2/XdoqCgORQMMj4KqmolilJR2dDeZzQvsuaY90r5FZRFPFOgYFycYNt2R78mgRA4TWs6+XWTRoBINkJOTVuDb8n0sDbVjs+ck5qhRY0g5IBrjhPWNZN/ex2JbIHmSJr2WNpNriTwpXqQYs2ORG+DLMrcn+5j/ZbtJHKqK9Ya1wzQvS/Ma5PNQipjl6Yx1rpoS6kLfW4IpWnklK5k8atFVlinG4S5TbYGBbASkfkkibc7o3RaWaMlUkYW4VQhhTJqjIv7FbuWy0WaIlM55Y6qENQkm6xawuZ+NyF23LfuPHHE1BRJTV+r2W1bNGM10Px++1hjfclkgvU9K8jmum2ya1nHha3Mc7j8OrG9N8XWLn2+oWUryW83Y/6Nlop9feoWLaASNE3ohFpAordzQHnPUoYZs5I6Y8hbW5m44B9UL3+zpH17LMPK5n5UIWjPRu0xcb+Hgy1N1G1YzsTV7dCVoD9jv1MlAEmyPAycS9Q/Cz2ruwPWFZck8lpBb5/Ju+KYOxJt9jyjWdodibqc76ieXAsdma0MBx4hfg8glVP48v1LiabzfPO0JH3f+Rp5WWPUiVG+deKP8R/2qZGeood3gLFVY7n79LsJ+UJcMfcKukZJ7PPYo4QPPpjWb3yT/uZJcOavOSn/Oq8f+DgBNL7y4DIuvm8JGzvL13D04MHDnofHH3+ca6+9lp/+9KesWLGCo446ijPOOIPu7vKZgxcuXMiFF17IZZddxsqVKzn33HM599xzefttdzmhM888k46ODuvfo48+6tp/0UUXsXbtWubOncszzzzDq6++yhVXXDHs+adzTjdOYfxfuLc5/m5PbqY10YIiVBQE/cmcy53UlJjLJdUykSmoRI1ssAiNzKpNJFdtxmJC1ohFRKzouyYEqoB4tmCVDXLN2yB3kqonj1me3I7PIeyVyKNFSYEEtkDpFPXlXD8gCGd7nM1dnWbUAlGjdnOxpdPY6Pq2fHsfq1ujoCls6IjzaqNNjHyOBGEU3BmYpXzBIoxZxSYy4CYskgD6t0NkM2iKZXE2WyQKfYYbpxmnKqhJNRtthN2Hc73CvfpXW1+lI1lc9sjoP+uI7czlDE8EylwE8x6k1EKMoCXRSme2yTpuY6aT7bkIsiEaC+P6alYZL2FZQrVYgo2GG7KiakSVNFU9Wx1r0nQLpkMRUw4lxKl9JfXxMlY7dytXfxvXvEJqw3okc95F97acTpHXsujxtAOoHgydQrCpg5ChVDLvVSHccy3JHm2ERxSMurg9aowlmc20qYbl13HXm1OXLcWZY1pGiIHsaOyrqUIxapRrjtVJQjAqupYJ3bqL+PSla5G3bbNCMiRERS8AgFYlQqfa79qmqKKYdevWf+MdFNvehi/RhT++3mpnrqw7nnXVCzcRyvbosxaCmtR2wpkO1qc6EUKj0GZ4YvRshFwSti/EXxhYGSmEoL0/hVkPWEilyrOcliehlkla5piv5HBLdx7dnyogIVA0wfacI/u0plhthRDUxJqoSej3fF17tCQsJZTttWotWzDeOa39W+g11inQWNS0mnhrlx5fjkFuhe6GraFZylVNOOmxcD1W7ZlG8mp+WMo1JzxC/C6Homp849GVrO+IcdZJK8n++odM7lWZeEIfHzr5Sjj+8pGeooedgKm1U7n79LtRNZXL515ObzDHjPv/Rt1pp9H1y1/SNT+KOPXnTG5+hv/t909u+MQhrGmLcdZtr/KLZ9ZZLjMePHjYc/H73/+eyy+/nEsvvZRDDz2UO++8k+rqau67776y7W+77TbOPPNMrrvuOg455BB+8YtfcPTRR/PnP//Z1S4UCjFp0iTr3+jRo61969ev5/nnn+eee+5h9uzZnHjiifzpT3/iscceo729fVjz39KtCziZvMLy7f30xDMlwjkAQtCZ2UZByzsslhKSEITb4zgFUctUa8aAluluwaYexIZ1+Dsd5W5SKb1xRctJZbGpJ9tJjxorsvq5iWFMcZNJAfTnu9ieWofqin+01+IQ5RGaQNE02vqzVpIivZ0oPhSAZd26p4BUJhZWs6yjNrb1pkArGBa7Cmstl7W3kIbIFgpJnci0Z/tYnNtkWzqNxWxdNZ90tBs6V5ec44JWwHnuBcKuYerowzgVrn5NJPNJox/cY2tKUe1RYQnoqCqyVFTH1xCkRdkYYquR65udwEwnFE4LsWy6u/p8SD39CEmiX0vRlIvAW69Z96kkdCHedoku71I6AF+zavWa+4Lbt1Cb2MLovpVIQiOaKtCdyJJVs3SrMZubFo0TXLWQjsxW2hLt1v2Vyiukc4pbldK3BaJNFc6QsC5pKm+6zoIZ5WomnVI0XbkTE+4SYj4lrddrBjv21TQuG/eHP1MguPJtpGjCvi+iRiZ5SSrWFrlPmrEu3/Yml9LFReId3giVLKpFd2lJ/wWDFPqQS67npnwZBY6Acb1LrM/BfJS4yNCm9hFVYyiqprv9FtIIJU8hEiNQGNiQ0d8fId+8hGChH4RAFiqS5dGho0WNsMUVT+9aoGtNxZm7/D4ZEGiqYHtfml4je7nmygUA4axbUet6LhH4i+oKSwgC/bq7/vZkM2+2ryejFsioefIbWkit76A7kbNiqLsTWfKqfgVjmQLLm/sJygHMq1rsVRBX+tkS3QLJBOHY8I1BHiF+F0MIwU//s5b5m7dy6Psfw//vh/jgesG49yWYeeJp8JH/G+kpetiJ2LdhX/760b8Sz8W5Yu4VRLQEU2/9A2MuvZS+Bx6k5e/rUD9wHfKqh7i4/3YWfOfDfOED+3DfG9s4/Q+v8trmMi9HDx487BHI5/MsX76c0047zdomyzKnnXYaixYtKnvMokWLXO0BzjjjjJL2r7zyChMmTOCggw7iqquuIhKJuPoYNWoUxx57rLXttNNOQ5Zl3nyz1J1uYBjCtmEx7EnkUMu5+ApBTssYhk3bpTQcS1HTZQsywmEZlre105/KW9YfC5ogvHEtwc42fC1tlrwXWvs2pbYya4oOw51AEW4LpynX+Z1u1aY8LkQJ4TARyeo1bRUtT15TaM3161mK9cMcpU30cVM5FTNNV0NMT9rkFintyUr5PL54FDlbmkHYaYlUNMWK9bMsn/FlbC2UlmPKK4rlemx5w2b6yRZUWuYtAgStGf1e0VzJzwR9qTydcYeFHAGZGD41W0LyBKD4w8ahNlkBrKRMApjX+gpA6T3TvV6vvwooLctQujeWkBEBSNHtlPomG4Q5X+wqXKpEcCzPWLNxX0gyZGPIyS34CqpO0PNp5DadEOQNBYimm7SsTtxKBFAFJfMeCMU1m0Ot2wkU4lZ/Pckc67psF1K5oODvSZasShgxrynFvS+eU+xrZC266Ny7CJSGJgRyXsGXNuP8zcnq8an5gkp1uhWyeUat70IyLMZjI8ugZ4PZVJ+vVS5LHyhg9CkZtXeFEGgdG/Rnz8hiPJTKS8KVsdt6qt2Nivqxs6nbyhs12YtsZjN3kHeE7v1gx4ybcc+uDl395wqlE9eESncyR1t/xtC2yLRn4rqbsVD1f2XuUSmuE29fPmHt9sVaStqVg7M393TtPX6fhCT0vAdC05OVSUIlYHixyJHN+Lrfxq+kXEo+rciTR3Ik8NWc3hIGcktbWNJj37+mZ46puMgr+hPgjmO2XyrVqU58atbaG0okkV96A7F0HuM3lSnPNgg8Qvwuxp0LtvLoW68z4eA7GLVxLRfPF9TNVJhw4jT41J0ge5f3vYZDxh7CHafdQXe6my89/yU6M91M/P73mPzLX5BatJimPy0if9DlsPQeGl7/OTd84jCevHIO4YCPL967hJ//dy05r0yTBw97HHp7e1FVlYkTJ7q2T5w4kc7OUjID0NnZOWj7M888kwcffJB58+bxm9/8hgULFnDWWWehGpaszs5OJkyY4OrD7/czZsyYiuPmcjni8bjrH2BYkHQ3tpQSJ1Hos0omAY4YPocdppyVwtym2O5vUi5PWzRNf8pNbHxvbSTQ22V0Xyzu6d/l7aWWG3PsjkwjbenNqA7h07TqhbucVga9P7mCRF5QNIvkASyPb2V1qpVc2wpjPP1/poXRalpcrsRl9LK/1KzYRPWaFYSailwQAdAs4XZNspm2zGbX3qyWQilmAEBLJEmPmaXb7EmSSOYUhNCtfTZTto8Pr260aiQ75ylleqnKdJonF4QgreXoVmOEsz16jLfNwJwnACEEOVWfi/nXBcPVsiOaQRiJwPSjhSE0C0jHjHkZ110rgHE/FhNinSrp7WK5nqJ9Jjky1yhB7yZa1QhyQSOY70dylO0R6GPISAYxxKiJ7LTO24qUqrRNAiybpJOYau5tZWFcj758h60E6kkS2taH0hOFvq1MbX2uTCfu75WUOyaKUzwJYNzGboIbbRf4bEElaZBZk9RobX34cwohI7GXZF753o368oSgK56loGqW9Rkgo9mu2rlNG1GTGUS+YLwfHImwhPWfktW51lT+o4v4OvdpAqqTLVSn2wjlItQmt7lfTVY7zT6+6J0QzvZa19icb3ssYyh6BDJQ1xotVdcJjeZ4nGC+n7q+leR6FlgKwFReIa3kyWkFJONZ0HxB17y61RjNSpHho8z1t926y1x7CfySbiFWHOsK5foIplsI5KMoS+YiNix1rQ+wyl1ZcHCQrUpxBm6BKoSrRrmbT9vPjXOMwhuL2R5J0RRJEcoa7xsDNT1R/JKfrszwkmlZ092hozyMOJ5e1cbvFj5G3ay72U8J88NngoRGyUw5UUH6/GMQqhvpKXrYRXjfhPdx90fvpj/Xz5ee/xItiRZGfeYz7HPfvaiRPppue4PUuM/Coj/Dy7/kmH3G8Ow3T+QrJ87ib2808em/LKSpNzX4QB48eHjX43Of+xyf+MQnOOKIIzj33HN55plnWLp0Ka+88soO93nTTTfR0NBg/Zs+fToAQmgomp6FtTfXyvb4JtKpBD2JrGWJ1GELOJJpOHAQQ0sAquC+WQmSEC4ZTy/DJJD6Ym5i7phDvKBbQIVWIJTtdVmVXLYlR/Igp9wmK1myBZW3WqOuuNiMVVLF7iXQHWP8uk58WXeG3IzQ247e0kv1el1wFAKyjkRVUr40NtHsW3MQL8367iTUZQRfw4JZxv6k/9cxPzmvMm5to31oQdXP6aAQbFbKxwFLwo5/9KfzSGY96b6t5DNGiadkl5492upOs++j4qUJQagpQmDBQqucTSjXi0/RE14V2t3zcBpru7N28p2CqtHab1so3UeAr+BWKAcKcTQEiqrphFho4CiEI2sFcqLAxlQbBU0FIRjTt6qoVxup1VsYu0b3NNia62Fj2qmUcj43ZZ4no0yZms5Cp+4hIWvl7hsb3Y6ES6qmEU3niabzrvhSfa9uLRRCWPG0QtUsC2JLRC93ZCa0shUf+p8eNc7mTBe+zg7Cry5EMmKFUznFNqpLEu1KL1Ikyqi2RaQa1xFJ5qyEbe4CZbgUUObFbEk22km1is6ZALoLCbJaAUkVjGnsxQVJQghBXaKRQMZQsmkqcj6JpbgxzoWKQ1lkHa//qU63Up1us5SDJkyvfQmZ6kjKiJN1MnZ73r1qnKTIEsmlSWlZ4pk8r7VtYH2606WkkoTtcRLX0uSF4qr7vckop9aqRIgW+nRlpRWDX6xALILQz3FVpgtJqGgI5ESCQms3+W1trh4UoVLQVFTVcY8WF1EWAkmAoqmkN7fbgxSdxk5HHgmB2yNHQ+g1tYVWNreE/fYePjxC/C7Eoi29XP/yLVRNfYzjxhzJDc/WImdSTPtAB/KF98LomSM9RQ+7GEeMP4J7T7+XtJLmkv9dwsa+jVQfdxwzn/gHvnFjab5zMVH1dHjtFnj1ZkJ+Hz/++KHce8mxtPZn+NgfX+O5NeUFFQ8ePOx+jBs3Dp/PR1eXW5Pe1dXFpEmTyh4zadKkYbUH2HfffRk3bhyNjY1WH8VJuxRFoa+vr2I/P/jBD4jFYta/lhbdXW9joZUXouvs2E8gvX4uAsjmNUeuGiebMSJgJckWCM39+axlyS2Oc3P3Y21wfJaKNomilsISbgGC2S4C2W4CStIig67uy5mJgFHRtUS6240RrRRExXl5dAuikahIzqsIBL6uHnzZPL1agqiWIpjMQSJLOq+Q6E6QWrq9SJHgnr+J+vhmx0B2m9b+DCRSNLSVsRpFt5ecE7A9SSXHtQjH3LHgosL5sL0ZDbFU00mvpGoOy7jeSDJ5IzB2cw81G7r1ftpWkN86X3fdzRUlF6pkzTRlagH+mG657FD66VHj+BQ9RrtQLh5emGvVReFkVqErnqXHiJmU0EAT1Lf2gpGHw1xHLK3f4yYhTuYU+151kKVgPkqz0ktMSZHQytdS9WULVC3dhhJLoiZsl/iuQpwt2fKhTrWxRjv5krkO45qsTbfTbdQ3VpU48YztPmqVLTIIb3VrDKlDJ4bRtB5z3pcuUJNqNfrW23cXErjvOvBHO6wtspEd2cz0a5ZjCsezSIpK2lD6BNtiCFVDTqeM+ejTL3m6Mzm6t6whli2Qd5AsIew55LUcWwud+pocrrROApUWWccpkmjPRfUdqh+/kaFeExrLk00klYzLLgng03LUNr8EpmLBdKd2WDZNS7EsSS4zp+VlYcAuN2c2KFJIlfE+iWgJOtR+kkqfnWnbUQIKBHmhEFfdJNJav+EunxV5FKG4778Kz5OuUDPnJvCpGSShoQkVSVWJpPLE0+WzlUcN63NSSehKAwcCmQJyTqE5kiJqePpoArvusrnB1HwI603imLOt+tMVno7YckmixOo+DHiE+F2Gt9t7ueL5b+Mf+xLnzDyXn702nsLadUw5vpvQOd+F/T4y0lP0sJtwyNhDuP/M+/HLfi55/hIWtS8iOH06Mx99lJoT5tDxxNt0tR6PeOmXsPBPAJx6yET+d81JHDK5nq89vILfz91UEvfhwYOH3Y9gMMgxxxzDvHnzrG2apjFv3jzmzJlT9pg5c+a42gPMnTu3YnuA1tZWIpEIkydPtvqIRqMsX77cavPyyy+jaRqzZ88u20coFKK+vt71DyCvKaiaZsebCoHUZsYrOy0hTgFIMwQfyRAshUNg1Nv1qgmX1cPaXWaLUyDyKxmXBdHV0tquW+3aC53ERQZZUyzX61K6LaxEPXIyR8N23ZKZ73jbamHCFJjN+DenYCcZAnxg3RYmbNAtLRmhuwnHMwU64zmUligAsXTemI8hiNfWl6wahzWvkMuix2iniWcL+BpbGNXa7jKJOtel4LZ4OguruEMwXZI0xfVSiwmz5Dh29NYI49d1IhdUl8u0M/OwlC1YB2hqgU0dEVLFySCFhoSEkGSHu6pDaJYklKxOEhNahpiWQupuJ791C7S8CY44S+d8zVjH7mSuaJ+uDKjtjhFs0wmmz4iJ7c2nLEu8fY0FUl4xHNg15EyB0Vt6San6fegXMsV3lQCCyRxZTaG321Zu+dN5hOK+550W0bpYI3WJzQQKCavUD0KQzisoqkZ7Tr83o90vIiUbkdU85FLW8DWpViRNUN2bRO7sNRJklZEFjE2q0EgpOT0W3q8nLgv22Jb1+vgWKGRtd15jsqFYhkkbN7r60zO6G3HXAiPJVtGAQIcSoV9NOhLaKa7bsCOzhW4tTkxLWUdpCCuGXhIQU22liku/5XifZLUMTckob3Q0ouULaJqqP79ORY/mzjOQFwp2mR+DPGcUJq5pt5QmmhAuslei29JyVn/hxl6DIJvUXbLGAVAcln43IdbR5HD7H4gUus6B+bcoX5kmzIRk9gGS0Iz4aY1MQSWVNcIR3Azb+pTMx2gsCt0APS+DIlQ7Fh5QHBd14pp2K+7cdBqylC75ArF8DJ+atu5fd+0u/V4KSiG9/TAprkeI30Vo7O3iC89eCjVvcflh13Dt5n1I/OcZxh+Voe6kOXDy90Z6ih52M/YbtR8Pnf0Q02qn8bWXvsZ/t/wXX10d0//yF8Zccgl9r7fSsupQ1Gf/D968C4DJDVU8cvkHuODY6fxx3ma+/sgKLwu1Bw97AK699lruvvtuHnjgAdavX89VV11FKpXi0ksvBeDiiy/mBz/4gdX+mmuu4fnnn+d3v/sdGzZs4Gc/+xnLli3j6quvBiCZTHLdddexePFimpqamDdvHp/85CfZf//9OeOMMwA45JBDOPPMM7n88stZsmQJb7zxBldffTWf+9znmDJlyrDXILAtNP5cFqnHdq21bQ7630gyh2L5EZbYAlAUlZSaI9bdSk+6yL2R0iyjxahNbrEJXlFT8+uYvhXUprZb7Xxqhup0u6tNRI0b1gcsYhje1EM4mkFSNXypboK5PmTLSCUsYXhrT1K38hYRjryaJ16IDWD1FEY/RROWJBCqHtsodNuaU86OZwsECzHa2x6ztoWzPciqVpKkqVPpo0uNuraZlj1ZcSTvEgJEAdJ99lzKWcxdf4VFGMxkSePXderU2RG/6XT99W/bblgABf7ut3XXSCeUDBICfzZPQ3+jkcVWP6sFoYAQRNO6pcy0zHU2LyK1dr1xctpBMeOT7ashC3stzsshCQ3JsE4GupNIiopsxE53qP10q7pQb9/XIG+1Lauh5n6CyRy+dE4v10WRm69xlLntbUdssWU1L2prwYjvDhQSlmt3QsmQzCl0xXPkDFImK/ocg4U4xFqRsvZzJKuaq+fyt6K90XTt14z64JJqk0ZJEwglR1WTrqBznFJqixI+9Wa7aU1vQhEFh1uxQSqN+HGxuZnOXIyIlrAIsf1cGveOMUZUpMgqdh4Dd+I9JyF1PCkFh4VTCHyNvWgvLkTMf5E1+e0VY3HN86ShJxjz5RTGNHa65uMzSwcBwuHloBaFbZiqHLOUF5p+jzQrPaRFrkxb91wkVFthoZXsLkEoF0GONTkaOj1h7IOcZefsy6jqcdNlypcVw6fmCMa2oVJertQ0Db9ihu2JEqOMrBRrDvT9ByycT7xnHVohqs/NsdDxazup6ovrczQUXD7Jz3DgEeJ3CbZF2/jsf76I4m/lO0f9ii+nDqDnd7+n/gAfY48Nw3n3gOwbvCMP7zlMqJ7A/Wfez3GTjuOHr/+QP638E5oEE39wPZN+cQOprUmaFswi99gPYNnfAAj6ZX796SP46TmH8sLaTs6/cxHdidKadR48eNh9uOCCC7jlllv4yU9+wvve9z5WrVrF888/byXOam5upqPDDnU44YQTeOSRR7jrrrs46qijePLJJ/n3v//N4YcfDoDP52P16tV84hOf4MADD+Syyy7jmGOO4bXXXiMUCln9PPzwwxx88MGceuqpnH322Zx44oncddddw1+AMIRFtYAkFHL5vEVMdEHSJkEBOUQwlSWeTNFbSKJJOCyz+t++ZN5hGdbJnwtFgpSmKaxJt7pKItmGJ/2TmVTQtG0EonrbkFFvU9bcgjJAXGR0l0/DcqI59iFA0wSj+tfgKxjumYalJ6eoFFSNtCEgaxYbEjSlN7hP3QDc3szCayKX7SCpmIoG4fiHtYZAwdjvs+UCJ3EDSIoydUqFbt+UtRxCU61Y30CuDzL9oOR0hUeZJGjmdVOLYrldyBUsy5MsYRFOgNCat9m+fSvxopJWadW4JkmdpNQa9X/9StIg64KocUymJGZWsK49pit9JSC6nVgmr393uroaKGiCtQWdwElCWARAAMFk3jVf07pu3qNOy7JwWO+CiSxypkCfw800kmsnp2bc568oLEDO5Am0x1Aj7njtlJYloabJFcX5OjNcb+1JkBX282O6SEtKtuLNVm6rGaeZzCmklYLr2uv7jGda6CTYPAeak/kb7TMF3RvDHD6X70PO9pVN7JVX7SR1wkHCbAWX0EsfAV1qzJq8BqxY8yIT32rTSbpTCaXZHgqSI5t2oBCjql9XAPm611hrNt9HTpfsnkTWqpWr5dOM29CFzzQoSO5zxrqnmdg53xonW5TQ1Dx79j2lkRMFPQ64JA22/d1MiCgca1A1UTaqRD9VTkWKWkJiXRZ6gRHbbIS4GMf6hISKhqQVx5aXoibVjC/bZyk3SuDoQ0PQZXgzmAjHMoCgtiPumqssCohC1r5fNP03wZfXFVWyoloKN3Cfn6FgePTZw4hga/9WPvufL5MnxbcOv5kL62fRdPnnCE+uZvL7tiKd/yzUjh/paXoYQdQGa7n9tNu56c2buGv1XayNrOU3J/2G0eefT2jWLFqv+RZN8yYxOX499VcH4f0XIUkSl35wFvuOr+Wqh5Zz/p2LeOiy2UwfUz3Sy/HgYa/F1VdfbVl4i1EuEdb555/P+eefX7Z9VVUVL7zwwqBjjhkzhkceeWRY8ywHSeiWUX9kHTWpVvrqDyCesQmK03IjGbFf6qYNvJ3M0TC+Blvctcmms6xHufEAhM+HpKpW+aSOfAykafo+k4RHYgiRJJYuONLjQENThBKxyYhhc8vpjvhmlwFKoAGBTJQGtQ/T8dffEoFRfhcBcGbX9iVbkbIx3a2b6gr80d4qBMQKvfhVP9F8J2HXzNxHmyQWAL9NiFWh4S+u01sEzZqjYGu00aWH0D+6x1JUQSSfKxEmJeMESkXXLZlPoIV8NunQ7NlrCDYlOsgWuYUXk1y/lRRIMtZlkDQhSImsI6GZjkA+Qk7TqAlJaEKQUzR6kjmoqtV7EZVsQ2US9xSRtzYl4iLCgJ6d10FgAuk8SLoypsrwHmhNbyQkVzEWx50tlSYiEk19bMmvo++o6dSp+nw71H7ieUG9GgU5aI0bjqTIo5NTFY1V+SZquhN254CU7iWcK1O6qxIcy00pOaSUjDAsxJqiWZboYCJHbOM2Qg5ianUhgaRodPRnGIP9TIdSTWhaFKobyuq7zHNfqVyVrGhURVJkxtbY7wIhCLf0kjT2O81+mgTRVJ4xNSGXMi1ouO8KYH2qCaprrX3+TAFl43Y7S7Zz/Jx9n8WzeZe1HLDKXZlo6Uvjw8k9DYWMqvctaVopEbZgj74kuYUp6M+YuW5NCPyyhCIEUc3tJm5a9s0NGoKclick60rRbLORQEwo1KTaSGT2QUJ2XXufJKMBCSXKWCGs+9R28dYtw4rfTziaxB8W5FxvKRta0Rs3XkiVaWkPrqcbsOODc+QJYZ5nyVJISICm5u16yJpWxk+9MjwL8R6OLdEtfO6ZS8goeb64z2+49IBjafna15B8gmnHbkE+82ewT+V4MQ97DwJygJ/M+Qk/P+HnLOlYwgXPXMCGvg1UH3sss/71L0KHHkHbG2Po+vn1iJW2O93JB47nkcs/QDxT4NN/WciGzvgAo3jw4MFDBQiD9Bm1d2WHRQYEUjpruHrqmnwJzXIvxIghdgqdeiSmITSaA5SD4R1lytOKcAtcilDZ2rKGkCOrrGmlrGTIDEtB976cW7g1rVeSEGipLL63G6lp1S2YQmhkt/QSjLqTUWkOC1Iw0YaU7sWnVvDMcRBys49ovtsoqeQ+SwJ3TKRrv9P6aQiiHbkYq5ItLnLsUzOQ7rPiYXOiQDwXM2K8zVOgEu3Y5rIzd8YztPalXW6W9jRKt0XVFNuVXp20S5JNHoDeRI7uRJaIEcsrUZRwB0CyXUy35raiqQXDCmqv0xkXXZXpojq5nR41TrqIKFdWtdgtZGfWXCFKCLKTbJh7Nmc362s3lTHCLBmEQUj0+ZsKHAT0p/LkVYGoDbuoVyqn0KpG2J7tpC5hZ9wuFy4gOf1mczkkRaO2w/49F8YsbHfVocBBHDviqMtb8ZuJk9J5+o3kYpKmsfmNlfbT7jypssSEtR2MborQGcuSK+gJkVShuwjLmQjlYFrnNed95Fh2Q0sb9a1RAinbEqlooqJlUCBQNEGmoBgs2w3NuDLmuQ2k8oxq6kPEE8jxREl7y7KvaWQLGlkz9lUIfJm87gqcSCFFopDKlB5u/E93XRdlnxcTtkcI5AwFkaxlaTByDTgRF/ZYsXSedtVtgU2KLC1qxFDW2Qown+GJIef6rNmZ51tGQkGhJbWJTjPMougeDBsJ4MZs7aZ+c4+e0VrL0lgoyvCuFVvKK72F9b3gTlhoPrGyaiTVMuBX4tC1HjTj/aEo1CxfNEDfbniEeA9GY38jX3j2S6RyGh+u+ynXfegk2q69FqW9g+mzWwm8/yw44RsjPU0PexjOO+A8HjzrQVShctGzF/HQuofwTRjHPg8+yOjPf46+DbU0X/MjlIUPWce8b/oonrhyDj5Z4rN3LmJlc/8IrsCDBw/vTpgWHUOIUd3udXUbuqlrN+NmheGaa1g4ivsxrEKmwKYhSKplhFJ0CzHYgrOzfqYQlMTjgZ50KadVzp0wQW5ggs+2VPq79HeiJARyV9yyMIX7UqhrdaISiiaN2QvSOQXNSPIirDOj/7d6ey+j1zpr0dr7yi9w4P3CYSnSN2hownBRxSZ8BcNttsuwiJW4qmb6SecV+/rFmpHyNmGPZ/UsxPlc3lp/XhUsz21lXbq4aoG75IyVwMeML88q+vUvIiYFVZDK27WaI6mcTmCsjpxMS0JFdy8tOBiYFvCh+WzxViDoLiTYmO22zmK/lnQ4Igjk3g5GbXMTMzcBNsmta4VFK9avt6SJovJculXY3CKyOepbuw0h39Z8pAsqaxLNLoWOZTEuulaVSs6YbUet72D8BncG+kxeKVUwlFuLoOxnOWOSX2H9dZ4PTSs4atE64rKNNQSNmtd5g7ir6M93oZArr5QwulLKEWIh8OVshQJCJ3SSUElny5eaMt8lmbzqOp/mp4zI69sd58iXV0osuoMhHM0walMX6S1t+BpbkJs78W2ya+Na94HxWVJM9+SBrJn6Mb3JHL1xR+1w10NWehbzZeOWdfRpSbYonfr95njHqKJ0tTISitCQhEbKDLVQSt2vdZhJsQQRrfSdrYnBXZkdESmYvxX2doMQF7mg+wspfWTjvS7n9dj9ocIjxHsoGvsbueR/l5LICvZXv8sfzvso3TffTGrhIiafqFK17wQ4946yD4AHD4ePO5x/fPwfnDj1RH6z9DdcOfdKepQok37yU6b86gYyfSG2XX0DmafvsI7Zf0IdT151AmNrQ1x87xKPFHvw4GFYkAxZ0iRaslChSNAOpvJWTKCEbe0rFgUlo6yG6UKYFFl6Cl2Ug7DyZ2hGMisNW5RyWGg1ezwVzarRWX4xgHCSKiyLSX5DN1mDbFZ3JSw51ialAiSJZEFDOGbgtPw5rS+V4KJiFYOMRdFfrCzW7sXYhNieT6kA3u+wZAlNtzCVtIlFdeKnatR0xo1YzYHm5piJMaQZsyncki+1nXFCUbc1Le9IspMR+ZL6s92JHJFUwT6/mkAN207cmuHm7jznWVQwEzhpKqxdRMiofyqpGuPWdVLVn3TFEIPbMlu6asE2pcu2+FnHQE8ih0l+5dYuGtq7mLxqA+QKtrJAlsg7BPhcQbP3FRHZsgnlhE0+BW6LsU/NEM8qRDPly+VkHEojM01btxIlrTmUSUVDSkXKjN5CJws7VhHTUm6zewUxVUFD0QS5XA5XKIL5/jAsiQXHOXEqljD2h5I5ZFWjKtNOVaYLTTGTRamuWGHXM1FSl9zoUpQmPnM+1uXh3hGKZxEIcu1FiQCLrpn5bhjV3D/IM+6cX/GzvePoM8hqXpgJ3wxCjKTXKBe2wkNGNgvkWcfnY9GS8ASfmsHMdq6WsdQLUWrBL7scR3iJwKY6Aj0HDhhJ4RwcSEIPXzHfA+Fo3B0/PQg8QrwHoiXewldevJxEVlDX903uvehsUv96kv4H/86YOeNpmNINn30AqkaN9FQ97MEYHR7Nrafcys9P+DmrelZx3n/O48WmF2k473xmPvJ3pECQ7T/4I/2/+5710pg6qopHL/8A4+o8UuzBg4dhwoghtmqdahr9msM905BNDp1cpxMDh7Didvg1xCDhtmKWCKrmX7/fGF4jkVWMMjRuogUQy7gtR6rQypJCIXSLSLmSIqbQmFOKhXRb7jf7TOdVssIsT+Jeo2YSNAMtapF1skiRIKVs8u50jzbFRjMpmHnsqG19+NZvc7UqjYIshZays+tGM3krRtSJUC4C+QL1LVFquxJUR1LWGl2TLrZqgsP0404C5LzOo7a7XTyd3XSo/TgvqiQ0soqCkGS7naq6ElRZjvuOOqXCLyMnOwnlIgihku5barWXCyq+gsqoph58eUOpI6CuPe4imaV0WKAhkFWFnKJZF1zShOtuyvk0JAS+QgF/T8wilrLmPmfpvGJZ+EqyU1csl+iO7XQiJwoVLHYacc2phNCPjYsMeSVbst2VVMv1fArqGnvoibRWmFvRuMUzd5IgR7+KUB3rt5UeJtmt6UoweY1e4kfW8q4kXJJwJ3AyEU/b74K0VrTGMsTVMbKz5YAoFCkM0lqOFqXXmodefspwrR+UuAkwQgEkzfSGqcTcB+ilTJP2aJpYpkAwHwVA1Rzs0xhDNq2yjnPbovaSEG7lVVWmy3p3lWZUh0wsSzJb6rEz4LtJCJyJDMyWcqH03R3P5vV6yUjUd0ZIqkOXYT1CvIehO93N5XMvJ5rJorRdwX1fOJPwW8vo/PkN1B45gwnT34Izb4Ip7x/pqXp4F0CSJM474DyePOdJ9qnbh+8s+A7feeU7JA/Yh1nPvEjNrBo67/4v7Zeeh5rQfygnNYQ9UuzBg4dhQwIKirBcl2v7i2LH0DMLB3N5JC2HX7WFKbVEUtMIJnOoZUhpMXJTphHL96D4XQxLP0JUjhEdWHyUXJ/s7LSlR1kKAKtjB3k2k2oJ2zqdFjnDljFUCKu+KwIX+S2/Do1QIgvZHJ1qv8MiXPEAx+YyO8slNOqKGNlgIZApUJQI2zishCLrbsgmySu9XBZ8DrdX5y4ZW9AOFBLUJhrtFtYf90XXC05puruwyaeMxFCBQgJ/rhfZiud1KiI05IJNxopdNIuvoXloVTRJKq9a1nUn0UMItvijVg++nn6qex1JkCqQmuL7LpjMETDLyrh2SSDksoS4EjSEHsrgWFn5dtYkjTmVlscRArRsrvLDZViCJaG4mmhy0DqmT0u4whwKmlsJYT5POCyNzuJjQpQqq5zz1q3ADnLsIHVClBK5pnyv6/iyfZdBocgK3ZfqICcKZAyru4ZGm6EIM/sqBBsQZcoFVWW6CRSS1jyalJ5hXeOBkFNVJMxrIqw4agcftlz3zWteUhe+rMdChXec5ibE/ek8vYkikpw3nwnz3aqPr2gaBcMDwOfIFG8imVMI5mNUZ7sJ5fqI5opLl1WGR4j3IESzUa548Qq6kn3Emy7l9586nVmJTtqu+RahWVOZeuAypCM/A8deNtJT9fAuw4z6GTxw1gN86+hvsaB1AZ/49yd4OrqYqf98lQmnTSb+5nq2nXUamdWrgVJS/FaZxA0ePHjw4IQ/W0BRVboKsdKdhnQlqwKtrYvqdCshwyIBerkbExkt48ie6rT2lBcAs6l1dFf1EcG2fpmZTGNqRi/LMkw4SfSomiD9WgoFtXzspoOPBfMxooUee4MDgXhpYp2BYROpvGIKhm5S1q3GSGrFibnsgaNqyrFVMwhXeVFa0UprFYO7LmimTBUCqYz7aanbtj21YldbKEqcBIzbaAuyJSRRMy2qeVozW12J28z2Tgtxh9pPtqDRm8rZecz9snVUONHonp9JAoRwk9mSObu/d1TpBLi+LcK4dZ0oVn1ZJ8ku+WChTClux3HuHYFMoeQqWmoZUZwLfGAUx5KHs+WTXBXzG9lRGsmcgBC6JdqVLbn4OVAS1KRa0RT7eRWSnX+5X0sZngA61KKEcVZ3LtdbZ1bv0prlAEI2rOdCIOdVVF+F3MZF56NgEGwt7C+6/80HvzzxixfFMlc16fMqzrzu6AnNFyIfbCjZP0Gyy+TpoSSiRIno9w1O6colv4tpadw1ifXYdimvWEm7zDkHjRJJ25QBwk0Aze+zknQVoyo9uAeByNmZv52rjGUKJQpB13EIfGqGoJojUIjjK3k3VoZHiPcQpAoprnrpKpriLcSbLubaD53CqRNkWq68ErmmmunHNyNPnAnn3OrFDXvYIfhlP5cdcRn/+sS/OGTMIfx04U/5yoJvkPzF3cy8/HDI9NH0uc8Rue8+hKZZpHhsbZCL71vCxs7yCW08ePDgASAUy+Jvj6OUix0z/smGC65uubV/y8wMrQjoK/RZRKRvCBlx61LbCGc7KbjqW+rjNOcrC08DQcKeX0CWwa/QqfaXJX/OTK3BfL+eOdogU+4kTG5LV6UERxPfaiOYyNk0T2AllpLKCN/FScMqKQ40RNnawyb6U+UF2OqIfQ2Sk+qN+bvH6E/lSyxi5VxBJc3Mquu+/hU9gLG7UIUgr2oEHCKQXhfaUJ6Y7aGCnCTpmX8BYZAHGdmdxEq4M0mXU4BYcy62EMt2JlxfQbUUCWbiOIGwysDIWgFF0sg7XHrlAVxnK3kmCEmy63cbVj1JVFJ5lEexpdunllfcFPcZTORcVnOzNFGxK3Uw6b4/yxEaTfaXdbEFSBdKk9/pCheHssxM9KX75ZftR0Og+WVUv49wNEMl35FKz49SHSRfGyrZPlSJ3OWJXAmmJbZoc53kIOJCD4soLtEU9MnIg0zGVKw5kRY5l4UdIxK3pqnfsgibZLE6OtQqJDoxLbfW4vtNLpfc0DiwXe3DnUvajWLVj3lOTBfvcNazEL+rUFALXDP/Gtb1rSfV/HnOPvCDXDV7Cq1f+zpaNMb0c2oIyH1w/gMQqhvp6Xp4l2NG/QzuOf0ebjjhBjb0beC8Zz7Lw6edwbTrTqFuapru395My1evROnrY1JDmIe+MpvqoI8v3PsmTb3DKdfgwYOHvQ1SMuey9rqhCzZ5VbcgOYUcUURgfEo5obx8v7Ih/jjJoiZUBAPX3B1EMi3bXHK4YoNOijqUfhcBGKfpLrhOEuPMGWQiaZScCvenXaVjiifotJBWEtYrrsLRXEOQ0IZrpS6akSyBJJEoQ6z7a4LOlsiZPDVrtrvaOF2mneLsQMsS6OTPLMdUbBkrtmr3aQl32R+zHwl60vr6C5JEPFNAloos0A4/UQmTHIuysdTFcCVVA3zmMQ6rsNzSSVUkRVWmCyFL7hh7Rat4T8qKVmopR+gxCMZBilGXNZjIDyuZ0GDO+1UB/Tkyu/T75Ip2GTPLtiRKn2koH1eqQ654E+ScmYIFetI8IaxswmC7TEsMcC8VFNSQHzXk012Ch2pckqAg9GtT9pgyAypCo19NEnRmOzetsGUusv3qKk/LfJLMWFmX/837rCCKiKRk/ceCX7L7k6UBFCVF7xifJDlK4oGEjC+vlCg3KkHSKl/rkvCICgqYoWFgQhwcpO66Ex4hHmEIIbhh8Q282fEmWtcFHNwwm9+cexjt3/s+2XXrmHrZBwkn34Czb4ZJh4/0dD28RyBJEp864FP859z/cMqMU7ht5R/5QnUf/d/8GJOOjZJe9DrbPvlJkq+/wbTR1Tz0ldlomuCie96kI/bOBCoPHjy8N+E3yJLT8lkIlCpxe3NRfV+t7bIoikwbPq0yQSyGilxCgFShokqDCfuVSYNU9NfaXobsx7QMjUqnZX31lRGaB6InDc39jGks7+YJtktrVaZr+MKjQ9AtCIW0yOGThhdj6upOknRiWcYNPe8ixLrrrKRpFAJ2+SpJOC3EtpV1MAJXXD7GCVVoKP4aw+3WnueA63BYiJ1wWvWdCZmSucolukwUqgL6cUVuqbLpWWv89RVU3RIo6xY9YZCWYCSFlC8/TkNLf8k2QSVSN0yX6UGeEp/xbJr3YU2wEskwywcZFuIhkkcATZYrEii1KCY4mVNBUZFztkeDrYwoXrtDKWXYGu1zVslCXDxnx0ffICTa6FtDI6IlqKt1lp8S1j4TatBvzQ1Ak+SK87KGMN5BhaLwCanMkUECjv1SRWWB86yFchGq1ARSwWn9Hx4GUtwNJX+CKPpczs28tKWtJKgyXMyHkkjQhEeIRxj3rLmHfzf+m6rk2VTlj+Pui48lcevvSc6bx6SrPkdt79/hyM/B+7840lP18B7EuKpx3HLyLfzpI38imotyUd9r3PnZjzDh9B58WpSWr3yF9h/+iJlBlQcvO554tsAX7nnT0tR78ODBgwkZyRJ4gz7ZiGmTCDqSxLhcGp0xb5JTHNGtckJyiyg+pYy7b1WYTMN4RJHLZU7Lsq3QMYgV2NGN5CZzklQsgplZVofQoQTVUsgiBgLI1ZfGKw4GcyRTweBTMwPGz5WdSpnp7hMaO+TzAjBarrG/GEqPCqMBECjE3ZmwJRkhSfgln+7uaZ5DRzeDGTQrCuRCoKICEmr1xJIDnPeec95mUi0JiZoePYFP2LwHhnKNy0AL+IwY06LjyyxOAELSkJBRwoGS/eXQqkZcsdZlZylJ5tODkO3nxz+AL63qSEZXGypN6GQiZZB1qcL1lzV3+Z7ii1YV8A/ggi5T21neHTeqpWioDuCTJHKKRjyfRU2loMTNt/Q+cSp+FKEaOcckg2BVNHOX3wzk68LEp40iM7raRbVLP+lwlq2yQyscfZpxzeYGqRItcyT5M/pRBqnnK7AtpQDyYP7UBnySRDjd6zoP8nBDNYVwWZidGBJJdYxdVmFjzad8X0HJzxi5jgnSqMHHMuAR4hHEc1uf448r/8hobQ7RjpO56+JjCT7zT/oeeIAxX7iA0bm/w9gD4OO/9+KGPexSfHj6h3n63Ke56JCLeCz6NucfeyDbPhlj7DE+Yk8/zdaPn8OM9cu4/9LjaI9mufi+JSUlTDx48LB3Q6v2E8gULNJoUo4xcp07nDSjW7skU2CXpJIoMUloiCIRxcoE7IC671QK/gCaHMAUjmRJIqum9e9DkL3G+eqY5Bs9YJviDNKmxVI4SL1mkC8J8OG0eAly9e7Yw+EImNoOEjRwxFYa3/2Sj1RmePZhf5HbYTl3ZOcgoVyfVcLF3CGQGCvXGbGfpYcWzygfHFXcrTG2r+R4PemS2zJoWgFrpaqyU7UtxJIRTwohKQBFcd8A/qI49kJ10EU2Xf06YnqLoeF4CCTDGg2kxuteFILSU2NaEEG3uGeEbRUVsowk8vhUB+my/gqL9AOEDbfnfHAUmuQm4Mn9J1mfy5EmqwbsIDdNoBDXbbCmy3Txfp9kW9+L9hUrv5yoC/mp8vssV3kBNCVbSDqSckkGOSx+rJxzMEtO6ddIwh+wlWDO61nJumkS2szYGoRsKB6KFWeOL35ZIu+ybpdaiC3PGMvAXeE8OPqtEcEKTcpcOyeRHuIrxy+Dv0i+q2yhrYxQIlvePXwI7vyK452nh9e4x1cDPjQ5WPFaScAYXy1heWjKJvAI8YhhRdcKfvzGjxnnP5TmjR/jt58+iv22rKLrxl9Rd+pHmDB5EeQSer3hYM3gHXrw8A5RE6jh+8d/n0fOfoQxdVP41sQGbjxZUPexBP66EK1fv5pJt/2Suz+5H5u7knz5/qWkhuBG5sGDh70DmUn1BBQNSdVsIdoQGKtEFTlFcxFB4fpsxCka3yWh6ZbFwQaVJTQk0tVT8IcmER4zm4AsW7FkA1E/4TNJ6gDiXoUdqfG1AzaePrqGybVBwj5dcNaKMsAO0Vijz3MAd+EBjxMCSdMIS0HGyLbrejo/sGWpVgqTqZqM6jPJZInjePnxHNdTEsXunIZVThNlLYilcm3lE1RCGtGQJdkdlV4mOZGTyJtExOkyLWMQtkEE9vi0UbQdfVB5hiFJJWt33oOao52QBBISmmzf+8Ujy7JbGWHONzGlge4jJuMrqG43ekm25uUMQ5AkSNbOJB8cVeJmnQnYo5Z3wNa3muTcL7ufl+yoKjS/HWfszyplXaYlR4CvVEQ/yhFiM/61OmgrmkyE/LJL8VApo3GZxaD6AuTrZjBhlP0Ma37H+JUuv/O+0BdjuFCXHtBQFWB0TdCVNM1O/uawKBe5o1u0bID3g78SdStRBoiSGOKhwO+TCaQLruXKyBQCDY53QtFYw1HwDUEd54zZL9c+NmOUoQQtD3mgE1jxGA+7Hc3xZq6Zfw31/olsW/sZrjz5IM4MxWi79juEDzuMKaf6kFoWw7l3wIRDRnq6HvYyHDbuMB792KN899jvsqi6is8c2sDCj6xj3LlHk3hpHhOuvph7p0dY1dzP5Q8uIzuEZCMePHh470MEfZaFKVtEGE3XVVftWcs6Uo4KaCD5BhedJAkVgfAFGdVwDDWBsQRkn+FGOzTP4AA+suEJQ2hpQzYIbqX+A5IPvywRCugWTc0hjSrhgOV2KiSZbGj8gGOJMmWKhoKEUV+1Sgo43Fx1Ibluwn5ljwkHZMb56lF9IT1e2FcqWgoJVLmMlWoAGdRSdDgyEEtl9tsbHBYiISpm5NZL0GhIkuwuIWx0LknlhXVTQeGkdj5JwswOXgldR01FqQqQqJ1V9toXx8I70a8l6XSUEwooCT2u0zymjN5D9tmEWJMCZAN1KOEAadfzVcGi6ZMZ72vQP4fH2juKyGdEs+sgl3WrNTZFZ44h5JdLvBvUgI/kJFvhUmVk2C72JPD75AHObTk64ng/+EOuVUqShOqIZZa0vE7WhkDMhCwj+90eG1qg1EJcX+Rd4LRa6s9AAM3vx3X+jfFlwy07qxVKLKLOMldWKMFgkGz6H8yWxg7rnbkPqZaCjJZrmeobg1/ylcTLFyMbnoiEhE+W8OXddaKdoQdjHco1JeQnXFM/rGR/QyHEWUepN01oJa8WXQFjb1UDjnMoDeAOPwA8QrybEc1G+dq8r6Fq0L7x83zkwJl867Aamr/6VfyjRjH9ihORVz8AJ30XDvvUSE/Xw14Kv+znksMu4alzn+boqSfw6/Fj+Oa+SxGXTSW4z3TG3Xojjzc9wbbVG7nyoeXkFI8Ue/Cw18PvKPshOUSSmirrs1tu0r+kaqYXlRMSloW4WHYqEXMkCQ0NSfZbyYx8sozQNIptbuFAkVUK3bW5Rg5TCI4ucSUdaGQpIKP6wqRrprnmYkKWJCQNzOqqTlIWOWC81Zvir0EJDOwFNlRRU0Ii4LBEm/VbR8m1JTbwmbXTmVzGTVzCKaBLxKc0UBcqIr+ShChjnRnYSmREbQpK3GZzDaVWJ6mIHUZoIFM1ieKzIQk9o2+Jo7JlIXYIx875mcTF+FoI1CEhM25jNw3NNmmtvBzJdUs0GAm1KrqTGzBLZAnAr6WQ0Ala78ETXdY8E04LsZB9FAJVJcnLQFjEF2CMb5TRXqJGCpGunopWrW+r9Y+i+F5WZM0VQ19XRAStZ1eWKlSzklB9IVf7CSE3yasN+V3J5iSgELDn7AyZMO9V1z1bNLAsu5U1etbowSmNQAJJwi/LIEF6rP7saX4f9VUBxtYEQcAEXwPjfQ0EDtqfkF9vE8+UesSpAZ87Xr5ovyIEES1BYeJom9877m2f7ENGIju6vOUVYIpvjGv9VfE8Pid9s/oVKLX2dZwVHo8syVTJIWqkEBW8/O25SzK5qslIVaOQNOEi7kF8CCSq5GpG+2r1HAno563KH6ZaCluKEnc4Qenba6iJrswla+ieFDP8tuLQnRwNIgfa+2KHT6ImWDkWvhI8QrwbkVfzXDP/GjqSnWRbL2Z63XR+d/oM2i6/HAoK02/4Ov5FP4cDz4JTfjTS0/Xggam1U7n9tL9w84duprN6NBc2NPPPk9cy+soLqNv0Nve88jumP/V3rn1wMcoOuvV58ODhvQHN50OS9IRS1ZYFUbJi9rINVSRm2CRMMqwAQvJZZFYgWdYGUWT1A/AVuR5roKdUkuyyLZKTHjnd/gxBzYz1RZIsIqCMcljQrJm7BXgXZIlCoMElhDunaicYk0r2IcHkwGj7yyAYagkdCcmy4Km+KjQE+bowvlBId1t3WFEKGtTIpYm+SpzHJZB8bvLrA+qrgmRGV1OodpCzMmwpObnevaGMBVYra1XVitr4UX1hy8oVM+8jIXSFiCS7SJVNTCWXZcwkZZq/eMwdEIedBM/8XGYtxVdPSDoZE2YCLElG80kEylgKnRZiMKyLZQJlnXfqKH+DY6f5/OkYG5pSMh8JqJftOreV4tvdZL/ISuwPWwolAYRU9zy1UIPLMi1JkAs5FDKO7nxGu+xYh6LIcWzILxOQJb18l1R0vPnucLqLF01byJKV8E/IEkLyo8m6Mskny0iaIITuVTEtPIkGX9hKKOZcgEBQW1tZieaTJOp8IdIih+K3r4Er1t10o65A5mMzRuvWWaduAAg4LLYhw93bL0soYb+rnfMoSbI9JjTJT7Xkfv4FEpq/Brl2gq5gcN7LksT08Awm+scBkBtb6xhEX5vfJxGfOor4NPv+U4SG5vAmyYXGoMpDI6vF7yK5+CQ45+4g4ULyXKb3aAgh+L83/o8V3SuoT3yRQnoGd33mUKLfvJpCdzfTf/t/hBZ+F8bsB+fdxaCqHA8edhMkSeLMWWfy9Gfnct60U7m/RuZLtY/Tc/1sRp99Fp/f9BLn/+m7/Pnnd3uk2IOHvRiarBPTcXK9g/Dp2yQMYW1iHQXDvVIuqNSHA0xuCFvxYHossTOezhYfa0Ol0XOaJHQLgpNMCBhbF9KFOsexttXAKUUbBKm+gVLqUp6uTvWNRQ74ERLk6qodjZ3utzKBzgRWFLSzI0lyWMsGF9xMT82BLGASNhcbNXk/RtfXIhCIgL/IWqpja1+F8k1F0xlTG6KqyNoiS3opnlxDmHytbRkUhsDttFJrskRk/8n6caayo+g0l3MzLueCGZTD+IxVmAKwbW32uZUnrhhiByGWJXL1YTS/z/CsNK5/GZlLk/wu1/D+WW6lSZnhLKuVEvLTe1B5N3wJWVfEGKRKEvp6/JK/RAEkF5Fktejk6TW4RZE7rD0H51mwdxeVmkK3ANoti6iU414tG20vBELSlRYABVVDyqul1vJa5/nQd6arpuCvn4TsmJPfmIt/4gSbNDv2m5mwC1UBm2QaxMxsZ16HXGisy3peJ1cZbspGeSMzoZ8zOZYQ9jpliWxDuDRfigQT68Iofl/JdhMyEmE5gCI0FJ/be8NqrumpA4Wxy3xjFZNZgbtUmpPwVQX9jKsN4ZPt+HGjs5Jp6cfJ1IWnMMnnVJyYp0PCFwggCQkhy2TD4y1C65f8ViLEQl1VSecSkK8Nk2iY6erWmSBPFMf6DxESphLD7Md+d+sLc3sYDH8EjxDvNvx51Z95bttz7Ou7gO0t+/OnzxxO4IYfkl2/nmm//hlVK64HJLjwUQjXD9qfBw+7G/XBen5y2m08eOqdhIN1XJV+ldsPfY1xd9xEzbixnPGPW3n97E+TWrFypKfqwYOHEYBfC3BY3XSCsr/E3VEy/o6uDpKfMZquo6aCpGe/DfpksuHJZMPjQZItF0ThqJebGl9LZmpDyZgCQUHkOWjiKGtbKOBDKqT1/YZQWB30lwpJopyjpp5USi4SqqpC+jxBd7MWAR/dh8wkMmuqo5V9hCmwylk9W2tdUTkbkxAXZ9cu7cmZlGlgkc1MVOQPhggHZN01MeAzzn/ROIYA6RRWiweWgJqw30VW7GMl1IDPTWaNuElzkxrwoVQ53Xslw2W6qH5uGYuk4qt2ueHqEFSHZUbXBO16sMYFlqVil2n7j2SRJH09ufowQpIYUx1kbE3IsIjK1IX9VAf9DsWD5CLm+eLSWeW4oUmwAz4SY/Zx7TOJhZBl6n01Vt1ize8HWSKEn3ymiKy6LMQSAndsrmlNdVofNTlEzyGT0AI+XXlQksCqeOISQUlPAlVEM/S9Dt1NOaph5useNH7X5TJtnCdfEBF01yrP1+zDdN84ZvjGY9/z7vsldeB44vtMol42vBQk/foW6me4xlJ9IZd7cVAKOCzEttU7VTuN3Mwx+qHCYSWXQKsxrrvjXpAUDVmW0ALFVn2X5oug5ENDQ0GlOugvKWslaRrIEqqZ5M0Yt8H0vDCt/0XPoGY8Vw1yNRP9dWWt+lKZ8y3LOrmulquQpWI7qu5NEQjo2Zs1n6TX9y6zNtfj61CjpKqnUgiUd//u328cXYfvM4QqxLgVFJhWcdsa7lRmjjLOlZlR3i6rNTx4hHg34KnNT3HX6rs4pPZ03nr7fVx/xoEc8MBtpN54g8k/+xG1TbdAqhcuegLGlk904cHDnoL3T/sgT3z+da6acALPiTgXNv2I/A+PZd3nv46vq53mz3+elm98k9zWbSM9VQ8ePOxGHB2eSSikkxi/8FtCqk+26aVTkEpONwRQSRfSFCNWD4fLdINRAzdXH0YN+dH8bmFLQ5DWMtSHHUl9Aj4kI+usoIycblrxasO22OQQOCf5R5c4afkkiYa6EH5ZYlxtEMknk68JgywzwbS0uLihQVRS+jwkn0zkwAmW1dCy+pZzsZVlnFl4TTm8Enk2B6+VQkgS5PebSvrofRk3robJB04qT4gr9OVatiTpJLdIGFcawkiSTvqc8xeS3mtdOICQJHoPnUShJugqHYQm9H9OYd04GWacabp6Ckqghkx4EqpPJyOmJXhWzWj8sqy7uDprDOMjM163JlaH/BbhyYUnWGQh4JMJGBdWyPp9OSYUJuz3ISQ9/r025HcQ19ISSmFHnHkxsRSS43pKkA+OJjmxDnH4ZKu9ZFgyZWRSE2rp32+8fh8BqgrjfW5yKBXdiFqRCdlSvFgaAJlM1SSSdTMtAlsTGOVWsBTFyofkQBF5Kg/hYMsWR5ZgTHXAZG0AVnyps+ZwdtIo1zV3JbFzKFAyY2rQ/DWE5ECJIiYXGmutVakPUxdqQD7qIPr3HYtk1KIOB4tjuW2XeU3SLcpCkqgJVFsLELKPgr8G7YDZEKhyW4glqWzScTNpWG2DW2kjJD0DeH5SHer00QSN92EGXTE2Jljtap9pCJOtm0lulEHmgKqQ37pPrdNT8kLSiXiVFGJC0DaiuTL3G/eu32FNlSU9Ft180qf73Qn9/HKQYCCIpDlcpqVSEppx5E7wS3778kuyy3055JeZWK+vTQn60QJ+NEmv+d0gD72CjpAkxteHbW8Vo7Y52LfVGNl045aGXzcZjxDvcizuWMwNi27gwLpjWbL0ZM5731Q+seifxP/7X8Z/+xpGZR6HrrVwwYMw9eiRnq4HD0NCwB/ka2f9lYdPvo06X4grm//J2zMfY+UPf8zfDj2L/tfeYOs559Dx059R6O4e6el68OBhN2CfcTUEDAuIX9gWWZ0QUyJpm1liJbDjhsFFQsws9sJnOIcWCYY5oaCgURNwZ7VWqwO6BVNUppEDReb65DKWKZ/MmNoQteEAkmElFZJNAKIzxhpHSDZRSeqE2CdJKFUB1LAusNu2mTKuuj7JVavUWpO/mgl1lWqQ6tlfJSSE348IB5GOmUmwKmRZW1zrNdanhAZOJCaKkkcBZKaNInHYdIsQW8l0DMJXLIwq4SC9B49D1FbptXeFThxCAR+yJBFMZAEI+X2MrQ2Bk4w4bJ8CmBisY0ZoDEKWCOCIl5QkzNSOIb/MpIYwo2uCZMMTqZdrGV0TZM443XooS3BMaD+OqJlKlRzUXcuNuF7QCT1g1Cp2Xwcz2+7Y0JSyZ+xg31Tds0HSz11qUj2qZVmWqA8HdC8II6CzUBtk+thagj4JSZIoLkdUXHZJQ7MYwBi5xipXVmxBnTB6tl4LGxgbnMKBow5jevXBAOQDDZaiAcBnKasMN2L0uFprDnbHFvnIjK8hVxcmIJv1tu3x/TOn68epwirTUxjtJj9KwCb+kqQre7Kjq0lOqqPGbyuY6qtCRlY6O2lWgz+MECAL3b1X+GxyVF8VYFR10Hg+3chWTdD7kiV8ko/96/YxlHY+XXkgySD7dC8Gxz1YLsm7T1FBCOQyyZvS42vJTx+N2G8fAnXVKP5aCpJ+HzmzNedCY/l/9s47zorqeuDfOzOvv33vbe99l947KIKKgmKPYm8xxt5jjBoTjb/EnpioETWWaDQqxhbUGMQSlSYgIqgU6b1tr6/M7495b957W2AXtrBwv37WXWbu3Dn3TrvnnnPP2ZPah7IjhtMYqUcH3eIGV7x7fqiJ67xDM65fwJ6K0KLXMq7VevONkQmZUGJiM3l0IVCFFVUzLMR6ExfvWDdlLXyNnIqNBMW4xiHNRaPFG1a4DRQUbJEYBGE5AooFh7CSqrbsDesRDvLUFIK22OdbCQdCi03P18qbvf26cFhWSaexumw1N39yM5nOfL5dcgqjC1O5detnlP397yRdfBHJvi9hzSdw6hNQMqm7xZVI2k2/wmN57bw5XJY8gjdD5bxXdRsFJ1ZzydG3sPqIEyh/81/8OHkK2x96iMDu3d0trkQi6USsqoI1rGAFYoL/qBHlsUn5gOYET1YkpadB+B+aIsIDYKOOkGoEi2o61omkV1JjU5kAwUQnNWkJYetOE0te+HdjotOUUVdj1y6DqjRfr2mUU8KGkMjwKSpjZVIeIWFB1yw4+uaT60jCFQyhCMNqGUuSM16xdTuLzWBfwZjAOLHKZUCzQ0pvap3ZNMdQsFyq1Wzu9sZKw6XWrCOmj5qstWyNsd4SMypsZDJCURVCiUkEtARCqkKSy2q4gAthWhqb1hqyqoYiqOtEctSqQpDitlEVdoWPpPzxWDNQI32hGRa1kBIfLEhXlJieNwbeTS15keG7T3EzMiGPpHTDhTkt1c3ArCRUoYRdrY1pmGTNhUd1mHI0nXyJxaX5WnA9AN1uo86Rya68EtNVOWKpMz0giHdnje23pmdsZiGO+duSeqwZqbmpfTfRkUV/a55Zt6bEuL6LJrKEj9FtHkguotZdQL09JVYKwzobMzeiKwp1SU6KrGmm1TUqmHGt0mKjYSuCeNU6Zld4g64IBloLsKuGbC6bFnUdNtfiCxS7EQlaEVGX8UiqHQHYNIt5pzcNsCR0Y8LJblHRQuHJNmEsK9BVYShcuh5jcRfEZvxyh6NnK/4Q9aEAelOX6cj7xJODcKaalsxAyLAQR9ZqgxHZPKA5UDXVTCsW0nXj/rP7wvKGrdVN7oMki5dcNRndXQKZQ2LOH/0zmu476iEiEMZ7pJXAVr3SPUZfhPQWvVcipFozSVE95KjJ4fvJQcBluOnH5SOH5pZ+i486Vz4toQtBmubDIjTKe6ea6/Z1VCxhDxCjYtH83SXAb/FQkTKs2cRSW5AKcSexq24XV8++GotiZ8uK88jxJvJI49eUP/UUvrPPIq3oe8T378KUB2DwOd0trkSy31gtdm486XlePOpPWC0OnrTM5eTS+3khJYU3b/gTCZMns+eFv7N60nFSMZZIDnEsNg1NEaTFWMUUIUhKzSK1sH9c2Tp7OnWjBtPQKy9mraZA1fWwghAdyupqc7ff8oKksAupghIb0E8PGYM5YSgjzcZ1kfWFHrtpuQrZnOiKCOe3NCy6zay0Id1cJxuKUfIj1Qc0F7WubBAK1mQvmXkFWBSFFLcdrcloSzUVUuN3oz2VWlcODR4H9TFpiJLdNmpTItZvgVAUMwBZS4iwYgxG2yMKsdJ0QkKJDJDjtcjIGNOhunDZNdyaDZtiRReCnf3SjUPDfVvpKUZXBR7Njkuzmi7TrcqmCGNNZNhC7M9IIOS24sv1oXnC7uvebAZk5uMNr232WxKoceWE3ZijAbl000JvjVSOHvaTTbMkoKf2IpRcEHbHNxpmy82krm8aItGJM8ZSr+sQVOxYhEquPdG8z4Kagq2JlSz2Hoxdyxv5syJ3FOtHDqIyNZ/YIXa1uyCq1AvMAXsIHYSh3IdCerN7XG2Sf1kPLyp1CAtWdzEhJeJlEbHSm51NeeIA6hyZBHxJza5LbIA2cx2yEKiKQnFWeowiatwTbkdhk+ONOmyKxXh2RbQXMsP3a/w5o/clLeyNaNvxRaIbksIeILt6p8EwIwe0oket27qAJFfYfVkxlNBMNZEsW2Fcn7qxkpubRJo7Ec3uRQdznawQhgVSAHXOTMoShxgKcYxIzrAltyLXR9DrQLc2XUMcxuJAUVTUsHtyQA+CAEsTRVQXYNFU/CGdusElZDhKyXAaLvaN1sSYck3X8SvYwq79cW9GIbD7ksh0pLe4pl63Oo1JlCYKttumkZvoxKFp+Ow+gloCAa2pO7hxPYL9i1GFwKe4UIWK3+qjwZaMUAQhi4auKKTHLCNRW1BcQ5b4pQHRfVHFfXxSH4JeB7UpbvyEEHFBtaKNik5NRicx9qLLt4pUiDuB6sZqrv7oasrrywltuxQllMjT9pVUPfEY3lNPIaPvOsT37xjK8Jgru1tciaRDGFx0HK+f9wUXZh7FW06dhqLncW5/gCf6HUPev/+NRyrGEskhj2LRyEtymYFOwBhoe5w27M4mLnJCEPK6CWSlEOvfF7HsRdLF2C2K6TIdO5BudNkIhoerwu83t+uAbtUMN0sdMlQfbtUGmo09JdE1c0FHGsIvqHYXE3S48Y8pIJCXbsqsN1UWgyF0LTYYT8iUNyy6+UsRAntxkTlgbup+2Noat3qvo5mFpSrLQ3pRP1MR9jniFWJdCBrskXbFy6yawY4EVs2wqdo1lUSXvVmgL2Jak2rL46j0vobV2eIg35aBrio02JIM2cMTGKGIxTw6FjWOdxSTbo2uM+xnyTEsxCHDQqwrgsa8ROr6GTlDbSNycY/tx4gpF5GW4CTRaaMyMyXcPkPOPaUFsYIaA9iwQqgQtbKpQgGbm5pRg6jNiz1GEEoIr0mOWGRF9KKFvLlxalrIosX1Z4Wnt7k/VskychgblsZ6V05U2TCrjtaRafGR6/ZhCytGuq6jO5JQFCVsOBdRd2YhCHmiSwFqkxMM924gPZxreOeA0ibyRC9Egz2VekcGLROVX9FF3BabpuJzxihDikaCNTVmDbShjJrKS4hwXlhjn9fXwtpQ0bqFOHIt9BhLefxxxiRKZJ+KwGFVsSoK6ZFox8LYBqC409EVgVVoWJukFnNgYUreKNwWN47eg0gtHm4E3lLD7ytVNSa+NJWaYWOM+mJkiihafreN+r6ZIARak3X0RkELQrGYx/r1IIqihNfzxrdPUwTlvv4stOahoJDqTGNQ6iAsqtPsH12oOMOTP3Zhxe20mueNrTJbSyKz12CcyanmXWfVjBgOihAQubeaKOZqONCYEILi5eUEFB9V3sgkSPTeClmtYLUQ+1yUJ/YnqDrQI+u3FQWNyP0dtRC3lLbLLqwoRGNFRCd0BD6rnfxkow/qCISXFBjntajNJyICvfLY2SveeyZUmNOsXGtIhbiDaQw2cuMnN7KybBXJNT9j+64Unk/aiP+xP+GZchyZA35E/PAOTLlfKsOSQw6H5uCXxz/Bc5OmE7D7eCF7K4llV/DB2/fj+tWtFL//Xrxi/MCDco2xRHIIISJpSHLG0JiQAxiusREFN65sTHCfSAAeXagoQgnrFOHBZDjnpW5pPtCOKMQRC3Ftv8H4e6cTSHIalkjAp7nIsSXSMHosuzMHYEHDJeyEVAu7ckfit3oI2Z2ckTWUwQ5j/aMAbDSxxOpRxTYxwU6yQw2XjFhkI78VY/2mN4PaKZOpGZWPbo+vKzrIbkEBaLIpw2unOrHQyNcMJLmsuGwaDkskaq0SXZMZM6AE0ISCqkWVv/QEO1k+B32GlpJVlEF1ejRyd40rL0afEqaFThGKaUVssCUZg3pb+JqoxmC7qat0KKEXKZ5BZt1exWW4/0byELegGOQ6UnBlF5rn9zuiyoy7OJOhQ3pFLkPMvWTIVTWwLznOPuSpqajGjAS63WooODFKb1MEArfdgs9pwW012lJdkm4EwwrLC1DlyyaoOWI7mEzNCAoXUmxx25sSGeTrQsOmqPRL601RcliJRgfVSn3GcLN8Yzjq8q5eqehOe/hYQVALR12PWcupqy27vhamNH9WBuf6YmQSWOwaDQVJ0ZRNISO1UFOlVEQUVRFVvBV/kFAkSrGuh9MGhRXWmFREO/pkUVaYbMRlUhRsmoLTqmFTYt3HjUN1EZ8zGiEgrKg2ZGaR6bWTnmhER9YUwdBcH86wy3KsxRCry5Q1VonXhfGeUTQbnhOm4Bg4EEfYbTo/eRTH5B8LVg8BzUOdO5uQM6KkRSogzn06cjqf0xo3AQggNAuKYqQpirhMK4qKJlTWDxlFVVJUUUtyWQkpFkLhG0UVAkWopNuy6aUZ1mIUFYdio0hLx6FYm+Wnjk7sxFy7sKxeh4VMjx2bpkblb3LfCNPlXIGaWgKBYHRZRWyDW1h+YV73cOTrkCri9jSLUh+zbagvi6EJOaSqHrLVZPLDQb4qPL2pzzImJCLXNva+1ESM1Tyy3eXA77bHOpLsc0lInExtLinZJ8FQkF99/ivmb5tPXvBSVqzL5nnvOqyPPYR7wniy+ixDrJkNJ/8FxlzV3eJKJJ3GiJwjePPsjzmr4ERe9Ll4OeFTfnhyKNWr3iLr/+6OKsYvvsiPk45j2+9+h3/z5u4WWyKRHCBC00Czo6s29LBLn6JEc37Gkusoif5DjyrEDmEND2aN42oKktiTOBh/Uu8mJzPW3OlCoDjDUVptdkK+sGUlPPqL6Ji61UZAcxpWZ2EhpENNThbVI49At1qxCoVemR4KkoyBsF2xUjRiPEFfjJVJNdqhaQperzc88I7Ks71vIY2Z4TQoDh9YXM0jxBIdwOpCmPmRhQgre2HLT8RS6IwN3BM+zmXVSLBrzSzNESUgQobVg6IaiWfiilpdOHvn4Y+Jequ3kIbFiDIdjTRtc/lwFY8Da1ghNl2vo4e0hCJAKMY1ibhMt9gn4QA8sbtrkn0kDB7O6JyRxjlj1pOme50kJDnR7VZU3YZdtSCEYirqcalyWhgcK+EJm9g13YFEJzUZHpSAoSztKUlh28BecXIJwGP3huUReMOBjRShkNE0PVOYkGJBLxoN3mxzbbAOCNWCZnpAQKPNY7igxljXImb4kNl2Y3uKK908b7SgQWl6eJIk3Ada+JyhkceyaVgf9NEFJBWn4AtbIglHZjfcuZWY+yVG2Qr/qfqD4YsatYDnWLPIUZNRENQOyaJ2SBbJnhwaw2muEApehxW3TcNj85FpL2pSPzSNaI5QIbmY4KDBNI4fjt1pNdMoKQgzeFbQGptvO1YRijoU68JCWk4vyBuLUFWEECQErXi0JITdhUW1UJxYjDOhT1xQscjxNlXgsKh47RYjOFoYRQgzJZspg2pBUSzY0pPQhaDOZSFBtaNqVgIWF40xkaHjnm+iFmcV1QzYF3G3N6+z2vKDFqt8xnq42JrmS1aaKsSxv8ORtZtFmY7+HVniUpKWAEKQYElCjXicxNatR2MDxN6bkT5NsFvM+AoOxYpNjUR41wi5M83yKfY8I01U+H1l0aJ1+bO8MXU28expuz4sFeKOQtd1/jD/D8xaP4tS9QKWrijmWW05Sc/+hYQJ48juuwixazmc/TIMv7i7xZVIOh2nxcmvJz7IU8c9xR5nOj/P9PDPZX+k6k9DsZbNIev391L84X/wnnE65TPeYPXkKWy5404a163rbtElEsl+IvocD+kD0P1+c0ClKiIcdClaLkP1oSpRt8yR2aVoikAoGgnCEXYTFGhCIZI7yVSsgUTFhS6i63y13r2o7T80bNUJr2kMD9oCQd1QksLBfkLhNDMhoRhrIa1hOXx5Yet0VFbNYqMxMuASwnDdVhVE3lgI58kVMaPJRreT+pIiQ7lxRQITNR+VxbrcGoM7QzEOKRpuh4UU1WOmmQEI2sPKcXEpRb6iuLoM13JBQHU2szD7NCeqFht+KuxWnNMbio+hwZZolq1O9RF0N7F0xVgHwVhrKJSo9CHVqNvos9bzfxoGqHBE4pYsxETXAKqJPgK2+PWL6c4srJHBsqqYFkDVkYCmqaC58Ad10xsBRTEH9/WeQnCnQXr8GnZLsqe5NTRmhqMyK4n6ZBd+p9W0/kdKF6UkECrIjBxErjWZPpY8VKGR4XWEo2UbxA3QbW6jv8LyVyYUg2pFU4VZu66pzRSgusSw0hpZrxtW2DLdRRRq6cZzEiNhMKTHty3mz1RHAVbNsKIe4SkhI+x+jcO4F9RwxG1nn3S8DkvcseZdJKCvrcgQRQeEglWxYY+krLJqZLpTyLeFLaFN+rl/ppfE8CSWeS9pCkGlae5pg0FpQ9BdbnCmmGtS/SG/ec9U5vpozEkJ1xeZFBLhde3C7L+gNRks0QmLQXmjSLRlELI7DMXO6sFjSW72yCpCkOy2oSqCZLeVFHfL0d6jHaUiVA2L182WYaWErBpuiwNNc6ILgS1s2baEXbqLwhZ9QYx1M0aIpmuIdVcqIS3iUg2B8CSeGhtfIFyRQtjFHUhwWIyc7BH3bWvsBJRhIVaEINNrNycVVNOTJxQNNBfOFa+Gn3u76uKInHHmaWNVX9PqL6DRGnmXtuw+b8Y/UNQ4q7fVloYoPgbN7sbntJKcYDePbIzJT68jCIRiek5aiLuev37zV15f+Tq9bKex+Nv+PF0/j4wZz+M9ZhTZebNQGsvgonegz4ndLapE0qWMyxrHzLPe49i8k5ie6OVcr8rK965Df3w41u2zyfz1HRR/NIuk88+n8v33+fHEqWy++RbqV6zsbtElEkk7EQ43KCp6o7GmN6jaUITA5kpnQMpAM82HgohJGQM5CUnkJTmpKM6nsSAjrEsLEuNyVYq4vzM8NnpnuOmX6UW1WAj6osqdAmbuWn8ohALo4QjYDfZUap05BLV4S57IHAK9ppjHG38opmKvgLGGOMHIodp0rBUZyIY82YgBZ4DdG7fHGmPVseakkuiykuiykWDTyPDaSU2wkVc6kP6JafT2JpuBySZ4e4HFwsaR/SEtCS1m0BuyJ1LnzEAAVZ5eJGaPNXbYDOugXbGghq2locgaW7cDoargTDLraUiwU1aQTcjZXCGJXAswBsDFvmIGpgw2d4qYUbyitDwANdyqlXDaJb1FV8bIANh9xBFs7N8L0MMRyqP7XP0LUQYXYEpkS0BPLiZo9UE4gJrAUJotqkJeooPeOWmQWAjOZIb1P5cjPIZngr0gaoFq6J3XTJ6A00ZjYXJ4kkEhz9XX3KcqAlSVQNhSKISRzzciV1xk45imRlxdlfCkQmN4GYCmCHO5QUhR0ImUU9kxIDMciTtqIY7kEhaqNRppGdhTmE7N0FGmNdgoHFXIk8OKXKI1HQVwhicZqhKKzXvGqhmpusjyYtPUuEmOyPWtz0/FFk6pZFxPI89vazT1CDAeq0gwLygrzKU8vZA9aeOihWI6zmmJejJkhQOueTQnNhFNkRVI94WPg8YEGzhsBH3JCAxlG4BQkFjs/fpRO3gEut0R78kRN5nQ1HOibSiqLfyeM+rVVNWcdABItxdQ5DaWFSS5bAzNTSR38jFkjBlutiNWBkeMlbcuYxiZvUeSk+hAUxQztoESvgcbrEnoQCgzBcPRI/z8qhrJLgu6Es4T73UTsFtM62qknE1TSHDZ2FWcS3Z4UsNY6qCgKoKQ07ge1vQks6+s1sj1j4+rEKmz0eIx4yC0NnEWXaSuxK3vNzpQMyZeVGPSsuk7RAlPZgVDMVNQUiHuWp799lmmfzOdfMvRLP56JE/u/Ijc/7xB4jH9yEx9B5FSAD//DPLGdLeoEkm3kGBN4I/H3McfJ/yFbXYfZ2Zn84BQCfz7evjLECw/ziD9pqso+Xg2yZdfTvX//sfaU09l4zXXUvftt90tvkQiaSPCGrYQ+f3UpycTUqzU5UwAu5cUZ0o0mBGKaeWCqPKqpaWCw4aiCBJsbhJdNvRIHks9ZLgVqwq6y24M6DBSJMVF/80cDN6cqMt0+L+IhVgXCgGL11QQo0II0MLRhyN5ekO6OdgUFg1/pgf7MWeE623aeIEt4n4amz82ybDoZsREj3YUZJKQlYrHYcWiqaS6jSjLwuXGK+y4bBpOux00Gw7Fit+0rAhCejTubdCeyI5eRUTW+yY6koy1kHYfZI8AjCi2zdpp/m3kQ220hdfDJpdS4e0XLafrxPaupggyXBlkurNItKab/RAKK12KMNYtB3xGfTYtqvQQXpOr+EMtujLGXsNkj45NU7Fr8VGUtcQEdJsWtkaHrVGaEZhHt1gJeHIhqdhUbvITHVgj7dd1MlzpeLVoIKYIgYxkUK3GoDg8URJSLFg0QVGKy1BYUcyBdl6yE73gKBqFseYxNuBb2GgGQI0rl2DqAPM8EYVYhL0d9HAHaopCoDSPUJ4RBCukWqlKMDwNDIu4wK7YzKBaavg+1S3RCYzqDA91SQn0K82mb2YCWCJloopqQbIbhCDdUcTxvv5YhNosXa0mVOIvUNgK6ykxlQbdqhGwGnURMhSlensa1QmFCEv0Pjet1E0mSiJu2ZHLUJOaRErKREK2qCtxaxnEnaqVyYn9ybUnY1FVRlp7Y1YUrj2kKvj75BN0h3Nzqy2rO0JVmTS6F+NLU+Puh8i5t2ZOYlfq6DbrVdGgUKBYnSjFx5ipsTRFRU+I5q+2q040EbU0q4qgV2kOqtMZrcSsV5DpcxgWe8Cqqtg0lcw0H7bSUvTw5FZEIa5OKDajq6NaY5TLyP0XzlKtKOzunQZWNXy66M2blO4lkOpDiUy+6EYObKuqICwWgkP7YEnxmm1WFIUB4YmbxpIcalKNZRWRiQ8tZgI0bpKl6fuJSIC18N/mQdFnLN6NO/6PkN7kvd5GpEJ8gPx9+d95dPGjZKpHsmrxBP62/m0K5nxI8vh00lM/Qgw+G376Ifhyu1tUiaTbOa7gaD6a9m8GJI7nZa+fIzOHMc+SDv+9E/7YD23e/aRddDIlH88m9YbrqVu4kHVnTWPDZT+jduHC7hZfIpHsAxEZhAf81BZksXF4X5SIZVQIGsL5OB3CGu8GGB7EuD1eUAQWRVCQnIA3tz/1SX0AaFAM605dopO6UmMdZjAc6TnWSpbmK0K1Osw6sxPtiOQSc6BnDKuM/KJ67BrTsIzkjETJMNxr/UFj8F/fO5XG4X3Qk3JQUqKW1aYUu4cyLnN8/EZHEmQOQsvoZ47dVKEwqOAYUtzZJLgSzUFdyOuOP9abg+gzlXp7WkxXRRXi6l551Ce4zLYqYcX46LyjmZB/DPQ+kdThJ+FzO03FUMQpJwK/JYGGcIoXoVkJqTZzn7BaQAjD0oQxaFeE4Y7s1KKuinaLSlBVsKoqQ4oGUNd/iCG+4iTNkm66XouQjlbvp6GFdbax17Bfaj690xNwWI1trrB1HyGi1yyiFNutKEKloaCY5MwCHK6U5mubY9rb0p8IYbhVp/Ul6M2nxpVLjSsa+CiaU9jApmmMHNCHstzsaFUOo98UJWpRbLAlQ8w6bRGnFER/a4oAuw092UdG4dHGsQ6vuV7WKjSELQFdD6E1BCjNDN+DkWjVLgcJmTnk2wopTnUbEYPTM6gv7k1jTn4zt1RdqKit5FlWhJEqqKmgAc0dFzxNVy34E/JAVU3lq9GRAgVH0vRgXVWMXN9CgMUetfhrXlM5Mt3zYw7NcmdhUZu7J6siGvBMRCafInmyI+dER1dUs+3VaYlYhg5vWhV2i0qSy9qi+h1SbaDEnN8Zk5+5JS3Z7B+BKlRUV6r5nrO4UxECihIGkekoAIyAea3VkZ/ijrHuG9vcVg2XVSU3yZh00DIysffuBd4sSCoi1WPca5qiE7lbQ2n9zOMjE3W6arjCm89JRG4R7T9rZjKDc3zRSRw9xmU6dhlApP9VxZjAEqAnOKnO8hpLUMJ1h2KPibm/LOmJ5kSQJxJBX1Fj5jciirCImViJWrMjW5RYhdnsS9qMVIgPgH989w8eXvgwqWIMexaM46VvniNr6TzSxwRJy/8eMfVhOH06xMyWSSSHOz67j1dOfZy7Rt1Hg72en7nLOSntPDZmHw+LXoDHhqPOvJyU4/tQ8tEs0n75S+pXrmD9BRey7oILqP7iy7hBrERyKPHEE09QUFCA3W5n9OjRLFiwYK/lZ8yYQZ8+fbDb7QwcOJD333/f3Of3+7ntttsYOHAgLpeLrKwsLrroIrZs2RJXR0FBQVRhCf/cf//97RdeCCOoFqAHAhR6e4OiNFvfCBGFOMYyEH6m05MS6JefQmO/DGP45EhEj0Sa9TqpLEynKtNY+6kIEbYGxI96+iT1YXzGSNPq7CnJIWHKaU1EFdQHQugxWUajAzAFu9UStzHodZDWZzIk5qOFLdtNDcy6ItCEBWcL0bDRHGDzkOVz4HNaDIl9eeQk5FKaFlWUEQIx8CjsI2KUaosDu+rGpjrpldgLl8WFW7XFOuXi1/3hv4ytDs2By+ICqxOLzUaS0xp3jgi9MzykJdjM8a0vZk0xAoSq4D16NCQZyq9FUVBFdH1fQDMscDZNpSgrkYbBWdiLolawgbY8cux5xrljFPFGV3MlJ9YxtcBbQNCXgMduIW9wPt5wBFtKJqGn9zXbatfshLzhdeOKisVhJ8HqIcFhyKtGXI/tNhRXC9clcwj4YlKz2L2IsNU8dsIm6vIbf9Ers9PYPLw37pF90N1RxTf2loydf4hEYI6LmKsIVDU6wM/o25+NI/oRsmhmuRpXHuU5/UEPELBbsNnCa0/TvAQH9yJUmkeBJZ3SxGhbhBD4M7LjrWlh4SIpzWJbVOIroVdSb8Oi14oiEfXwAN3hQBQWUl+UbCpWuqKakaHj2qkI3BnZhreEJ5oax6EmxJ3qhAEZ9IoEAxOCNGc6/ZPj136b6MHwJJbKEGuBoXATdq8WhheKbrVh01TUxiBl+VmoaWkt1xU+X0wXxaMYadyiyyD2jgBURQ3HQlCo9PRCC69hd6peEiw+huQaP63hdVjRXYb+EPIalnObRSW992givjWxuXkRgiR3AikuK5qRCwsA9+QT43P0KoJAehqOoiz0tKS4phuW+/jG+22JgDDiDZjriqP79UgubDU+EFmK24o3LdO8ByLxHrITHfFzCYLo+yecS1oPu0z3cWaSFVnjLsz/gWKsc/Y5rPHeQULEBTyTCnEX8NJ3L/HAVw+QpI/A8fkAnp33V7w7N5A7fhdJYzPgiv/BqMtbnkGSSCRM63sSs6b9m6HJ41nv+oLJ9Ru5MPNetg67CbZ8DS+dhvLceJJLyyh562XSf3MX/i1b2Pizn7H+3POo/lIqxpJDi9dee42bb76Z3/72tyxevJjBgwczefJkdrSSmmzOnDmce+65XHbZZXz99decdtppnHbaaSxbtgyA2tpaFi9ezF133cXixYt58803WbFiBaecckqzun73u9+xdetW8+e6667brzYIqxVrYQGukSNJc+QyOPHoFi1RdmGNcyu2FhYaf6gKttKJhHKKafp0uy0elL6DqHNlUp3QCwQEwtbS2LWrQgi8yb2o8RlBqTSPC83dxPKKoKzOTzPC32yLppKeYKcoNcHc1Te5LxNzJ2IJu3BHXj9VCcVha2ILeVSbkGlPMJRTzRq1JlksKOlp1Pc3+kAkpGMbeVxce1Sh0sczmiR7EopQKXGk0d+VRaGnIK7+2HRV0Y1qvMdqjIx2q4rbpuHWvPTxjKGXr1dcHzUlYiG2htclVyUUgivZGJQqKrrDgtJCKqCQZkPEBMoKaWoz5aJpxOxBuSOomTgMLckTjZ5r94LHUPoUIMOVie51Y1fdYfmMYqOyxjAkbQhJhb0RVguuceOatR0EaDYzOFpTEixRT4B0TziKuXlkvKyqPV7Bj1tDjKA8J43dRdlRa6aI1qEpAk2JRpkemhdVPPakjKbC25d6ewq6zcGmIb2oTXFhcSZy6pBscpPDUcyFYER+EkPzWvdeiKBbLOhCM7vCG1YgEqxunJqzeZocgRlFWXiNvnfZNXQhsOZnG+62ZsPj3V9rXdk0Wn0E3Vn0SxtImtNQSJUWXV7DdkDTV3Yf3/fwsx8SKhY0CLvn5ybk0cuSjUWoBJ0J+JxWEsNl7dbm7rlR2aMyqTXVcR3Q4M6F1D6gxVxnzQGJBeY/g6o9ri1azJKQgObEEgnmZQakUvb5vsDlIDi4F0FvzLOiOaJroc1o5eF7KX0QDb5iAlqCea+qdns0sJWiogrBuJI0Cvrlkp/qxmlVm+U+j0VXbZQlDSGk2mm0GWuyxwzqS2mvfpCQGe23Jgd67BYUX6Y5KYV5vyvNnh8TM7K1YSEusqeQovmMbaEQdtVOls0HwsibbNUiHhTGOdw2jdI0N9XJgwmqDqoTils+T0unbnNJCWC4Vz3+9eM8+NWDuBqHMuZdHw99+RRupZyCY7finnYdXPYRpPbed2USyWFOiiOFl075C3+Z+ASJbp0l2hNM/HET5yY8ztLRjxDy5sLse1CeGEKSmEnJX24m4+7f4t+xnY2X/Yz1519Azdy5UjGWHBL88Y9/5PLLL+fSSy+lX79+TJ8+HafTyXPPPddi+T//+c9MmTKFW2+9lb59+3LvvfcybNgwHn/8cQC8Xi+zZs1i2rRp9O7dmzFjxvD444+zaNEiNmzYEFdXQkICGRkZ5o+rJWvaPglbJ/v3R/X54taVQrwuoggRl9rEWlJMzcRhRiFHInhjrHZhBiWPoCQ1m1BCthF0hbDVIWwNikNR2Zk/kA3Dh6EmOM2BetMBaGwE4Kb7EvPSSEmIujQqQokL7hOMRLG2eNCF1mIqoaYMdecxydcXlGj0XsVmQxs6kGBqYlzZ2HO1hCZU+qUXUBCTc1ZAs8BBQo23+sS6TBd6DSU83V6ATXXEuS3H1BA9pxpWiMMDUV0oCIvTtNQZv5orxLuzJ7Gt35lkq8k4hc0IctQk9YuixAdlynZHLYmxA+hCbyFJrj5o6UNwW9xMHvQTLOHoxJEaLZqVLHcWisuF5/jjUVpYlxn5M9GeSKG3EGt+HlpKirmjyD2YIrvhIpvhdXJ8vwyKtHRSFQ+J9vhrJeIUChG/xFEIqjJTqU32RTV2izNqlRMivEY5bH2NEdFvSyEYiWaOQqPDR5WnBJEUjTSe4rZRmhae8LH7msvUVOkKu9Ur/U8HdzoFKS76ZiTEtaFucGnMMyjom+Whf5bXrMtrtzA8Pykm33HEQtxEyRMa1e4ChGpBKApZ7iz6JfdDUyzEeL5TlOoiJRzFuZW4bM0JBREIdEWLu/8UoZBiN+QKuRPAZsFSmMKAbG+89bAJQm1ZWRZChC+KAJsnOpFj94I73SxXb0+NRiMXNJtYEGGXcbGv8UrMWmijQZFUS9HnRQ8ZSnUkfVdCOCCaandTlzIQXUBZbWOMLJEjI4qj4eWR6rZzdu4gMwhbrBHWFCfmb781gR0FJ2P3pODtdSQUHGFa5iOv0lS3nfTIkgglZpIw7lf889K07XqMqzUWCxZNIVRXR5+k3qRZEozjVRsoKrmFxzLIUmC0Lnw+XWhUevtQlRg7wbd3pELcDkJ6iD/M/wNPLX2KpO3D+eXLu7jku//gza2h8GwPthveg2Pvip9Bkkgk++To/KOYNe3fnNfnAmxJC1huuYczlmxm1ObreHrIvygfdg1sXoR443wSN/2WkltGk3HTz/Bv3cKGS3/K+gsvpGbe/O5uhkSy3zQ2NrJo0SImTZpkblMUhUmTJjF37twWj5k7d25ceYDJkye3Wh6goqICIQQ+ny9u+/33309ycjJDhw7loYceIhAItFpHQ0MDlZWVcT9As4F3MBLVuMn2SHCVuPWUEVc8pXULjqZoDE4djM+aSqKWhECYSqnSynrIGk8mDDzTlG1QtpecRKc58Gt9Mk3gKM0BoUSDMMXuDa9l9VhSSHFH19zuC0UIrIoGGQOj6/ZstrhBYeTvYm8xvfYxoFMVhRS3LRqcVQhC9fVNCqnxksVcj+LEEoakDY3uiuvH5u2xakrzgb7ZOJV8W3ILLrqAoqALgUOxkq76yLQkNVOIhdK6shJ7TlVRcWWcwJ4RU3FPnNhEGQ1fz1aUm3i3WOPvfE8BfZP74hg4ENeY0WZ7rKqCJ2L5DS8lsAkLxZaMJn3QvJ9aMcijRcaH2cMo9w2KO6bOlcfu5OFxlnIzh65upFHKS3LSpyAnrtKCZJfhUt77RHCnNpMl5HSh9evXXEbViNqrCBENPBY5xuM0lD9gQEI+mqLgCKcKCiYYUajdLnfYoktUyWvyHMY9+ooRrMsaVvAjk1ECw811aF7ivi2mzpiJCN2Y+IlELo7t9KJUFx6bBoqCfWhvQokOM0Db/hBn8U/tA2l9wRlOi5aQQe/co+JkEECSvYm1PnLPhJov82iRmL4IaG7IHGoGyiOsEEf6u19yP3ol9UaE16+HQhAMgUMzgm+ZaY4iVcbEIXCpRuC+2HMGUnwtyhF5DlqTEyA/2UmWz2F4XzgcKFZjcqLenmqKEFuHJcUbXQ8e2RyzDr9PbiK90j3o9fVxa6pDHjckFuBISI8J2GUcFSzuRX1hqRkksS1IhbiN1PhruPGTG3n1h38yYU4pj/1jEf12riFzbC1Zv7kF5fovIG90d4spkfRYnBYnt4/5Ja+e9E8GZxThyHoDLecxHvp2BUO+HMNJ2lO83/8RatKGIRb/jcStv6P49Foyzj8C/4YNbLjkEtZfeBE1+1hzKZEcjOzatYtgMEh6enrc9vT0dLZt29biMdu2bWtX+fr6em677TbOPfdcPJ5oNNfrr7+eV199lU8++YQrrriCP/zhD/zyl79sVdb77rsPr9dr/uTmRoJGxg+MAsGwQmwuIRYc5+vH0b7ezcrbVBt9kvowIn1Es/O5bIbi5HFYcGgOCtwD0DCCtwR1I6jWPgfSwFE5R2EJp+MRYStZU1qqZ1RCoZH6qAmJTivjcoaR5XOQn+Q0raZ7k8TIT5wKvlyEPSYab4vuyZq5HjktoUnwndTekNLLcEcUArsatYALS5NJ+VDIVDa9miOu3RGrWCQSsa13LxqzcmnIL8aSGh7QN1HQ1PDg86jSVAZl+xBWt7Fu1JNNhtVrWuqAZhGMs0f2JnNAEWP6HBeX9glAVfdivWvp+moaqtvon9TwpIS1KGw5bWWCpC2KiDXcV0agpVasrDGY63EjSoagmZUzyZpJH89obNbwNVct1Iv4yZiKxMHUOzJQFMHgXJ/hWioiLrE6AgVNVZqlQooKHu9RkOiM9qeal9+seNwz0GxiSJhrgTVnCu6JEwCoOWIA9b3D63BTo2u5I0cP6xVNZaUTk29aNO+U1uaihIA6Rza1CXkITcPet090pyPJTI0WqcBQiOPrVhUVixbtuwPGuMBRAWOiYWN1gd1NdmK0/4/LP45kh6Ew+6xpZDlKUJyOmLpimtR0wi3mXhuU7UMXCrXO8FrwyIRhE4VY02w4NScEjUkCP9Bg8ZBaZKxbbvY0NOn8kNMaLifwTT2ZhgFRDwRhibFMt/QctHQPFU6A9P4EBpSgqBaq3QX4rR6zuECA04H3yEGGBw8YeZHNiZXoO93hcaIpAsWdED2XZqFuSCm1YwagoJCfFO8BEsrNx5/VvmDGzf1aJM3YVLWJaz66jtp1a/jDTAclm7/HmdpA5nkjsJ73J/Bm77sSiUTSJvol9+PFE17kw3Uf8sdFf6QmbzqD3OMJ7jqBaxZnousXMCDpPH6W/C0T6maTGJyBd4KgvHwguxd+z4aLLsY5ejSp112Lc0TzwbVEcjji9/uZNm0auq7z5JNPxu27+eabzb8HDRqE1Wrliiuu4L777sNma76+8vbbb487prKyMkYpjhJxmY4NwGIJD+iySofh9XlZVRN1DS7yGYOwysawxTk8AE1yWnFn+0xLrK5HLc+RQC0tKQhDU0e1OOiORCM14rA2KdBMkRJYhIqlBYujIgRD8xKpXWbk5rRZ9j2kEv1ONdylATWh6brm1hldmIQ/FLXqRFxjI4PGNK+dvokeXGPHoCUnxx2r+nwoaX0ZYHGg1ZXHBeJRPR4cgwdRv90YSKtWKw2FpQA4sxJh+3IAilPdrK+0x53TqoVdpxULIrnYUAzqG40xURMjtekB4HWTlpcBfUbxzfdr48ooLUQT1hSNQCjQ+prDMGOKksMpuAT2Xm1zk2ytxtEZR9BYs9WQqan7KmCJUex6eUYSrN2MEHvol+EiIzeRilA2WytWRc8TVqZsqhOhNLZ68hEFSWwprw+fQ2FQjpfj87NY9jlYFBtB3W8eFudJkdIL9vzYrD6f00qK28au6gajzswMhN1uaEtNsJcUUb+5LLpBYLikJhVAQiaq281gBtNQu4cfdi43gsUqCpFnNOC0UV/Ui6QRQ9neuJv4isJ/NXuG9KZFDDlLS9mTWIwrOQ3PuBaCYEWsneEJCHPpRYzVE4EZVK+9+nDvdEPxiuS1iCiBbqu76W0NQCjBicBIRxRpizXGUzTfZSil9r7pNDjcBKut+D1urEoFqs/HkNAQ5m6dS2OwsUk7BVZNMdM2xaIH412mI8p2qK4O4YDG7DwatEmkjDPSvTZbUhLbV0CgKAVWBzGCbikckX0EX27+0oiYPnY8jT+swLplo2EhbiaNaXaOVu/wGu8Fi8Wc1EmwJFHl3xM+QhDsbUzSqGFF2BsT+E8PR7IHUKwW3EeMREnNIVRdRaChCpKSjZgFqgqKYk6auu0W0pxp+GuaCblPpEK8DxZuW8it713PSZ9UccJiP6pST+pxKSTe/ACi8Mh9VyCRSNqNEIIphVOYmDuRF5a/wHPLniPkWsDPTjmH1OBkFvzYwJ0/WqhpHEyBuosrkhYzOeFTin3rKFuTwJ7li1h/wYU4Rw0n9bobcI4c2d1Nkkj2SkpKCqqqsn379rjt27dvJyMjo8VjMjIy2lQ+ogyvX7+ejz/+OM463BKjR48mEAiwbt06evduHg/DZrO1qCjTxMIXaOoyHWNdyOptTFa5q4c2W4/ZlAxXBvWB6FA0y+dga5UNJRh2mRaiRYXp5AHxipFDc2BTbWS7M9ldURF2/4s/RtibWGLbYHm29+mNtuvbNlmiFC3ab2pKCvb+/bBkZyPCA8W4evv2QQ27tiuKwLYXd3JVgNOqNVOGwVB6PSeeTOXMt6C+Ant+/P1hzc2F3Zv3Knei00pRKImAM+qSa7a3Xwn67p2gaOglkyAhC7aHI5nHrCPXhUZIaJA52NgXXuvsdCRTW7cbkgqbnfeI7CNYXb7aiJjdhNj1oEpbF57GXs9WctO6bQ6cWgIumxbnKgswLC/+XnWobjRbJrAHt1XFnexE1wdQXWdj456ot5LpHhxZB6pjrMmNISfRSU7YynhE9hFUNlRi1TTyXf1xaV421v4QnViIjdCeOcj4aYHBuT6+21JJisuGMjyccmhJ7LU26rMVF8QpxJMKjkcogtr06D2d7c6mUXHwA2CJcRk3RBL4M3MQFguOkKGceTUneyLLAqCZK33I7oDasmZPrqt3b4KBbSS3EIk85oTm/RNSwlHbQ6E4i7TLbvS1zaJCY/NqWq7bUKrAuD4/bKsEVSMYDEH43WBYxKP9UjeoBPEjWBSt1dzJAELTcBfmw7dbKcxLxZFcAIBFtXBUzlFtFNDAkpNN4/r14TXvmGvkQ7W1kAQoKvY+fc1JiKYB65qiqy3vd6gOSrITWbg28l4UZi7kaMOif/ZN7ktlY6U5aSkQZuowLZzPOJDqI1CTDmw0tqsK/bO8NDTUoqqqMbGgajQGokq76kkAVcU5ciShgYNgx2cxpxc4rRqDcnwMzx0OSUXMW2O8T/tkRoMi7gupELdCIBTgsY8fofz1F3lwQQh3g467r520237Nmz82wryNnJUbQNM0AoEAM2bMAOCss84iEAhw6623AvDQQw9hb/qBbasM4XqDYRcIVVU566yz0LS2X7b6+vo4WTRNM2U9/fTTeeutt8y/33jjDebPn8/o0aM588wz4/a99dZbcXKcfPLJ3H777YRCIYYPH87XX3/NiBEjUFUVVVXj6o6VORAI8Oqrr5rnOeecc+L2tdReIK5/NU2jvr6eW265hZUrV1JUVISmaYwdO7bF+mKPa2lbe4icd8WKFei6jqIoXHDBBZx99tm89tprvPLKKxQVFTFmjDErt2DBAkLhWX1N08z7IXJdQqEQo0aNwmq1tlnGyP7GxkbmzZvHmjVrOO+88zj77LObXbPYvxsbG1mwYAGKorR6X7Z27n3diwfSr3u7TsFgEDduLtEv4XP9c15d+Xfcln9xyZBLeGjaeazc2sj/Vu3klZXF3LHlOPqzlpOKFjC1cAGuH6vYvXQB6y+8CGfvbFKuuRbncae2ybVSIulqrFYrw4cPZ/bs2Zx22mkAhEIhZs+ezbXXXtviMWPHjmX27NnceOON5rZZs2YxduxY898RZXjVqlV88sknJLegMDVlyZIlKIpC2t5SlLRERvygPBRRiGOUlWAwyNy5c3nt6c+afQMiWMPr2Zy9++HIGsiw9HgvrIHZXvpkDOXTuR+YFuJQMMScOXMAmDrgdKD5d0NVVI7NP5aKb98DKghZtGaurYo1Mghvm1lJILCVlDCq6BbSdlXxzfpK7vzVLxChIKNGjTJ9FVeJVYweM7rZ+84Wia4dY7VzWwzLsa04GiE19rgpLhdKWDkOBgLMmTOH/JUbGZQyqFnZyLf9q7lzOdFlY3SJJ84FMkKWz8GW8jojH25M64yuMPpiqDsPMkaa5/j3zH+zLbSN3OPPJpTugdqdBITKP199lbVVYK/dQh5b8A0pJsllZU9NI3rfk/nHv99k7tyHqE3ZwKBsFz+ffBP1aSUELF5m/POfZt9omobL4mJw6uBm8p48KJraqek4x263t/4tCwZZMGcOgUCA71avo2GjjfPPPy+ubp/TytiiZFLcNtZtifaHqqvM+fJLVq9ejTa0gXPOOSfcTVHlNHLe3Q0CNU8jKALGms6wRc60zushc01uUwKBAO+/+b4p+8l9+/CH59/ms1X/JjtR59LzzyHYGOS6W6+La3Ps+SPHum0aowrjXdP9fj+vvPwKHwW38vANZ2ELX+NQKMicOXNZvXo1yWV7OOfcc5vJpqBSt2IrmqglMDyA1sQFIyJ7clUl+aP6sTZmt5aUSEP471AoyII161HKNpJx4UiWzpnDemU9l0+7HLtF46iSJN5/922WhqJjDvdIN6qimtcwKDSGDx9KSITTU+lBM0+uwAjudHRxMktfWsBKZSvF2SPi5GxpLPyTk06i5pNPmDdvPuVVlRw9+STu/+I7gjSSW5ILoRrjHTbPiNMwesxoVIuGmpiAY0/8pE3kHEvKNMaMNsaEmqpw6pCWvUoj4+PF//sfebt307c4j0lFY4i8REKhIPPCsVKOmzIZ15TJvBYeJ4lgkKQVK5nws8vMyUGLKqiuruYnP/kJ54tt5EwchNBDrF71I5Uz/82JgzNRI0smdGjonY9FGO/8QMiIIWHX7KR57Ezoncb8tatACAZmx0/khEI6K1eupKpuO1NvvBHNq+EP+QmGgiz7bBnbl/2A7rWaz0BD/yIaKwbC5o1mHZGnTPO4SC6x8WNhb+wtPB9BYMa/32V5cLnR90p46UwwyML589n1zTZOPP9qs/zegqg1RSrELfD94k/49M+/4Kiva3E2gpqnkHP9tThPvIJAKARrZnS3iBLJYYVHeJgqpjJWjOXHjB95fMnjvPLDK1za/1KuOvpMbp3ch7KaRr5YtYN/zMrhmaozSSzYxon58zlh41c0freBDdffjj39TlJPG43rpHMRBUfKHOGSg4qbb76Ziy++mBEjRjBq1CgeffRRampquPTSSwG46KKLyM7O5r777gPghhtuYMKECTzyyCNMnTqVV199lYULF/L0008DxsD3zDPPZPHixcycOZNgMGiuL05KSsJqtTJ37lzmz5/P0UcfTUJCAnPnzuWmm27iggsuIDFx75bbZngy4/4ZbKoQt3Eyyq7ZOTLnSNyF7uYpYDA8SKyaQHEkEqzdbW4DcGttV2QB3HtLwxIuCUArEZ8jliKLYqE0LYlcj5PPYrIbx1ny2oDP7sMXEym4owgJQcDlxNGrefRugBH5idRmetCa5DVtCy1Z53MdQbxKgMZqY19ukpOiFDcWJXp9akI2aixJ2DKH4LLa9hrIrSlttgi3IG2ERl1jXVoqjiOOaFYqLRwlN2Ih9tl9rXoy6C3do4BL81EZ3GWUibj2mxF52+7H6wlb5ERABYw+0pSOHr43kae1ay8Embobv2h+fpsW7QeLYiiHSmQiQICWmkrCpGOp+mg2AGXpmVQl2ki3N7cEJ9gtKMJQgPYmsxAqDfZUqFplrOvVwlbu8P3htLavnxRH/JjAYTHaVOFyGjnW92JpzvfksXzbknadb+8YbRiUnUAgKQX9q9WtltRVlfKBA7Dm5cE2w1/Y0ooHBECNJRU9qQgq1gOQZfPxQ3Iy3nwjPVnk/oqkydJi3uGtPnsx97RFsXBCwQnM+GoGVmxowkKaPZ8K/85wNYJdKaOAcJsiQb0UQUbfXCb1zm3ztWspSnWL+/aBVIjDhOrq2P7WP/jhxSfJWFfHeAHlJRo5l11L+qk/j3HRCO29IolE0mmkKqlcfdTVrChfwWNLHuORRY/w9NKnmdZ7Guf3PZ8TBmRQ/b3hWnnEcecxb92JTF+9iw2lSzl9xdsMXbGS+qfmYn/9M3x9GnCNH4m173FQcASkD2iWQ1Ei6UrOPvtsdu7cyW9+8xu2bdvGkCFD+M9//mMGztqwYUNcNOVx48bxyiuv8Otf/5o77riD0tJS3n77bQYMGADA5s2beffddwEYMmRI3Lk++eQTJk6ciM1m49VXX+Xuu++moaGBwsJCbrrpprg1wvtL1GU6uk0vOJIt35QDy/Z6rMe6d7duCK9DiwTVQtDXE0BrfQzY7FiAftmJbIv3OkdLTkKIILDN+PYXTQRr/HrfQk8hK8tWtlvhbY1IPRHrcIcjBJWFRWi+ltNpCSHMdXgxW2P+VMAW735ougHHuKxHt4GuWFDRCap2VCFwWNU4pddXkUSKNqhr37sxA+aqkJ2AqqLuZQlBZELGa22+jjNCqAX54wLzIqIWYkU11q7HjCVdFhc1bVj0qJR7INVwBe04hbi9EwsRF+joAt3h7nxKUgvIKYm60zeG80KLJoq2Yrdj79cXvF7sb82mTLc2i0LfZhn0EAiFRlsim7NPxGJbSsgRVqySe4FSGXOEwNZKvum9YbMYkbHt+5hoE4qCKjRcNo3ydp9l77htGgG7hao2lo/EbrA1eRmmaQnsDP+tCwWyhpoKcZE9hYLCKdH73eblqJyjcIffe5EJR72FYHUhmzF5FGxpGQ3G+uUsRwk1Wvz7o8GeCsnA7tXxD0zp8e2eyIiwN5f1fXFYK8T+HTuo/fwTdr/5CrXfrEQNgOKFz8fZGD7tRo6cckl3iyiRSFqgf0p/pk+azve7v+f5Zc/z/PLnefG7Fzmp8CRS9BRSRSpZPgfTRiQwbUQuuj6EVTvO4Mvvt1H57lsM++It6ueWw5IfSC1dgK+4BlxORO5I1PyxkDfGSG9g66TBqUTSCtdee22rLtKffvpps21nnXWWubSkKQUFBfvM0T1s2DDmzZvXbjnbQorbyubyOlTClh4hwJ1Oo7o/OY6bowgRp5TZ2qhXJRw9kZLBdZTvWsPQtEF8sH1n3H7X2LGGtWPDXCO9iqO5ZbAksYSSxJIDbYJJiiOFPkl9yPXsOzKqrW9f/CtWRmVRSkhW9r1IMija7j4IxAxSdRhwRuvFYqJ8x95vVZZU7D47xb36tqBsgyVowS26+h0bHTBvCfpaD0YdKV18NGxfbCq0OoIGXTMHz73SE1izo7L5cUCWoxS9IYSq6KaFWNFU41mIUYiPyD7CrH+vsugxwdA6aCLGpK0W67DCZN5Luk661UN6UhpYNXPCo8yWi549nMDOBKiA2H63FRURCATIdQbxBLS9WjJbliFGKW8Sn0C32yAEoYR8yMmGsDzDQ+mMypnYtvoVhZAl+qz08gTYTCjGFbn5c6Q1BtGFwJ3qpiilY95vJu0MCuYPB9wyot5HD053ZrCzlWOged5kd8wkoB5eLqe3sBwu6E1kS24x3pTWU872y0ygIj2Bxpjo3PnJLlAisRNizm1vYYJqL5Mm8VZgqRDvk1BDAw2rVlP/3XLqv11K9Zf/I7DFuDUq3DpzBiusLnUxfsov+PmYs7tZWolE0hb6JvflwQkPcn3V9bz43Yu8teot6oP15Ipc3GvdTC6ajFW1IoSgV3oCvdITYOIv8QduYdm7s6j+x0uwdDFblidSnp1AUtEa+qz5H5oIoSOo9xYhMgdjyx2KyBpirJF0+Lq72RJJj2BoXiJ9Mz2Ib7fuw/Vx/4gGPBLNo6ju7TiXi1KXi9LclNYLCQFh98GuQAhhRtneF9bCQkRdHY0bjDV4NmFDow3KbhstcX0zPcbaO3/tXsvF5pFNtiezvWZ7fAoZIfDbEilI7mAFoQMICo19OeQCWK0JYHWbStB69zCW+f1Ekmz2zfTQN9MD38YfJwCLYiXb0QtVWYlNCbvcRxQ3f9RS3h5rr4iZAOoQHIlQt73VJQHN0GzsdBRRrzZRWprIowsFEgtg525aQxWQZLGabrntRUTOG6MwNhZkolWmYEmLz8esIFpcftES7uOPj+ZWB6wKiPB8xcCUgXgtXv7H/+KO0SuqAEFuZi5rjBmA/SYU7ss6sw3t04gbwsGobFrUxX5FtZvJqX2h8vv9kkmPeHaoLd+rDU4XiNaXPDisKlmZHtbWGceb66gjwfdau52F0iwidqvlDpBDSiGu/uJLar/6ilBtLaHaGkI1tQR27sS/aROBHTvMGTDdqrMrM8hnEy0sKFSoykzmimG3cGP/k9r8wEgkkoOHnIQc7hh9Bz8f8HP+763/4+vg19wx5w4eXPQgJxefzElFJ9E3qa85iLBoKkPPmAJnTKFh9Wp2vvQy6syZKBsCfOUbyMq8XOrTQ+QHdjCg/H/k/PCmea4yWzblnj40JvdGS++LK7sfvty+2B0H36BPIulOVMVww42qVR0b0E7E/iFj5bUJvWQS7CPoYa/0sGvjrn10qpmWVVDgLSDDlYF2sA8r26lIprvSGZgykCx3FnooYpHcdx2R09hUB6MzR9NQYbhEW70e6jDc8mHvkb1bpANS6sZVl1wCSTntmuittcQE5vNkwfZl4Gk5UFTEWrm3pQyRIHr7Wu9pVawECdLMlT+mT3S7FVe/0c2ObQ9CUVq8T3R0cj25La51t5UU49+ylT5JefRptrd9+DWNNampZKa1MmG3j9uvIWBM9NgtCpFgBiEECIVibwkVSgV1zercRxTq8ASO3kL6ufbQL7kfu+tjJknMFFrhi9jU+q5aIVDP3hodOzkkXaaBPTWNrP/gY2zvzCBks6FbVVBCCFsA1V1NRXYjK9IU/pPjYFmKQAgrA5NG8YshFzE+50ipCEskhwA+m4/R6mhGKaMoPKqQN398k1d/eJWXvnuJAk8BJxaeyJTCKRR6C81jbCUl5NzzW7Juv42qj2bj/Ncb+ObNh6U6wawcVg4+jw9yiiiz1uKtWkFu/Up6131H8Y5P0H4wvjZBXbBOZLBJy2OXvYBKdzENiaWI1F4ken2keWxkeh3kJTnDbkwSyWFEZLDTwUpr7AC6PRbipgzPT2RnVcO+Cx4AVtG6O2GXYvfuUyE2iQw0W3GnjbUQgxEMrT2BsXoKETf2SOTdthB7qyc7klGEEdvC6klAnTgRxWqBTe1XiH2ViQxMGdju42IZkefjg1B5dMOBeD3ZPTDwzFZ3N4YVYlsrEbUBevl6kSyS8bD3uAFHZh9JUMQrxCJm7F7gLWjR2rzLXog1tB+JacNYwt4XPpuv1TL2Pn2w9+kD377RbF+qLcTQvNaPbYlgrOKp6whL7Ptj7y/Ser/R53aLSqDJay3B6saGvblCPOAnexcoYITB11uxELeVAm8BBd6C6Ibw+ns9aDxbwtbEsGAqxPEkiWjkdIEwrcihA1hK0HMU4qptLF//GVWNFQSCDfgDDQQaKvDXlRGor2BX2Q52+7ZhvayaOrWSParCdk3lR4uNCtUG2LAKK0PShvHboskck3cMSfakfZ5WIpH0PIQQjMwYydicsVQ2VjJ7/WzeX/s+05dO56/f/JUCTwHjc8YzPns8w9OHY1WtKHY73pOm4j1pKoFdu6ia/TFVH32E+tE7ZPr9CIcD5/DhuMacid63P2szcqjas5HGbd+j7F6Js2I1hTVrGF29GEu1H7YB38PGUCqr9Gw+0bNYq2dS5S6ElFJS03Ppn+2lf7aHklR3fHRXieQQYl/rmPeXaG5NcUAupLH5XzuLYlHMMbnHdFh9WkYGjRs2ooTzFHcrPco63zXCNj2Lx24x08io7v33JrIErGS5svZdcC9keO049WYqkcmGlBT2nZytfVj2sljbolrIUFrOtR6LTbUZaRn9MTnKYhTifsn9WjyuxppCDXtZHrEPrMJKsVJML1+vZvuOyj4Ki7b35QrZzhA5ie3PaBG1duqobhfWXr1g3vx93sKqIvAHjaBaTRVigGa55toiS2Siq4XJtH1O8u/t3RwWULiTgI2ItCZ578283fFu05lKJl6rl+pAddz2UAvRz9tKz1GIl77Gnd/9lR+trcyyqkAagIsExUai1UtaQhaTE3tR5CtiSOoQeiX1wqK0M6iERCLp0XisHk4vPZ3TS09nV90uPlr/EZ9v/pwZK2bw0ncv4dScDE0bypC0IQxLG8aAlAE4U1JIPHsaiWdPI1hdTe1XX1E7bx41c+ex4+FHjIqFwFtUhGNAf2y9+2AbciLW4mK0tFSo2gQ7f8C/7XuStn7H6F0rOKr8E7RgHTQAm6Fqk4MfF2bynZ7Ff8ikwVeMPaM3aQX96J+fQZ8Mj7QmSw4pOjoHuJJcAoE6sHnalV6jO1CEsl9RblvDkpZmTN7FWGQtufsOyNUZHOx93zIdPEmTOSQuCGM01pPxx9F9mlsux2WN6/BnoiNobCFP9f4ysXcaNWsS9l2wPQhBmS2bxIbN7XaB31/swt7itXJZXM3yqHcUZuCyZCN4nxqe/NL30eYjS1Ior/O3em81tCEXfVPUJMOAGHQ0nzic2DuVnd+27j1R2asUx8iRLe8MGsEArQNGI7KHYSkoaHJia1y5WCKevbHvn4hCrO/H891zFOJ+p/F7l49GRWDRHGiaHc2eiMWVhmZzYVEsaIpGgjVBKr0SiaRFUhwpnNPnHM7pcw71gXq+2vYVX2z+gsU7FvPkN08S0kNoQqNPUh/6Jveld2JveiX1oteRo0g/+mgAAmVl1C9bTv3yZdQtW0bNvPlUvPOueQ5hs2EtKMBWXIS1oABL7ilYx+VCbi66tRGxZzXsWoVr1yp6bVtB6a5VOGu/RFTpUAWsgk16Cgv0TMqd+ejJpXiy+5JVMojCotJO+/hKJJ1G5xiIsdq9kFIKdLyy3dMoHzgA+8ADc6Vtxr7WFTZxme4RdNZ9khKOOB6eoLApOokuC/2yfa0esj/5ptVOCU9nYC0tpXbtWljder7b9uJ1WPA5On5MroddYyN5jn3Og2RJQmKBsa66A9CFij7gJ1GrbNjKLkJ7f6G6bFqLUd0BnGPHUldd3eK+vWEtLKR6JOjW5pN6Nk3Za4T/kNWKlpra8s70/mBxIrzZWH0tPJvJJVC1zVjq0QYiLtMpbhs7qxqw7zPPfJSeM7JKzKd/4sXdLYVEIjlEsGt2w206ZzwA1Y3VLN25lMU7FrNkxxL+u/6/zFg5wyyf7c6mwFtAXkIeecl55J3Uj9xzJ5PvzkatrqNx7VoaflxD49o1NPy4hrrly6n88L8QjA5ghNOJNScHa34eltw8rHnDsR6Ziz8zDYu1FsrXULX5B8Tm7ynavQpvzae4Ns80Yq8sgDrdyiZLNjXuQtS0Uny5/UkrGICSWtpyqgKJ5CDA3r8f9cuWoyYlEexA9+nI5Pfhrgx3HjFpl1pA7+iIx12BolFjSWK3xQfsX8TdtqAphqWuoycwlc6aXQJspaU0LFrUoQpxZxEKxwxQRYjj+2UYAaQOBnJGdFrVijNsnT2Ad6iamLhfk0JCiBaV4QNGs0HaXsKQJWS0ukbdfO/E5rkPK8SlaW5yEh0E6vceKT9OlDaXlEgkkkMYt9XNuOxxjMs2Uq3ous6O2h2sKFvByrKVrCxbycbKjczcOZOqxqq4Y5PsSaQ500j1ppI2Lo20SQNIcx5Dmi2Z5HId145K7NvKEVu207hhI43r1lP9+Rfo9THBIiwWrFlZWPLysOaVYs07htCwXOpT3ZQ3lLF98w/UbV2BVraa5LLvySn7DMvKqLJdoSZR48gi5EpH9WVh9WVhS8rGkZiN6koy0ms4EsHmYZ/JNyWSDkR1u3GNCUd+7YSgS32T+nZ4nRLaPHDuURZiYJejmMbGfedtloBj8CD02DW7BwkRxYdQEEc7rIA9GWHrBIW0BxMJpNjS+0cIgdOqUdk8HlerSIVYIpFIWkAIQbornXRXOkflHBW3r6Khgg2VG9hQtYHN1ZvZUbuDHbU72Fm7kxV7VrCrfhehFnLnaVka3gIvPpsPr3UgmfV2sitU0vaESNzdiGdnDY7t69GWLEKpip/ZdCQn48nMxJLZBy3zaNa4fewINrK7oZzG4C6coS0kVO4krXIVadsWkCyqmp0fIIhCrXBRoyZQp3qo0zw0KE78wkajYsevOGhUbPgVe/jHRkBY0RWVEBohoVKa6WNcSboRIVLR4n9nD++4iyCR7IWgbkwIdeTaXEksbYsyLel8eic08k35Gkgu6NLzWrtpXfq+MKMJtyVH7SFCxCIaOICgbM3IHAK7V3VcfV1IpD+EEOiFE9j9zbYDqk8qxBKJRNJOvDYvA1MHMjC15TV7wVCQ3fW72VG7gz31eyhvKKe8vpyKxgoqGiqMfzeU86OljEUJ5VRYK6hLqYOYAIuuOpWMMkgv10kvh9TKctKqK0lZuoKk/wWxN4RIATN2ZkhTaPQ6qUhIYpsrm3qng3q7RqNVpcGqELCAqoTQlACa0oglWIdNrcfh34Nd2YoNP0k0YtcbsVOPik4ICAoj2mUQCAkjn2FwK/zwNcY2RHg7hBQN+88+on9y/1b7Ttd1CIUgGEQPBtGDIQgZfxP5dzCAbpaJ/tuSmYnqka7hEoPIpJNMm9i9yP7vfKwKKPqhl9JqfzEVYs3evYJ0MeUDWv+27o11Vhv2MS3kZ04pia5/3wepCTZyOzka/37jSqHa2jxwXXuQCrFEIpF0MKqikuZMazEnYms0BBuoaKigsqGSan919Kexmhp/DVWNVaz1V/Nto7G9sbIcbUcZtl1VOHZVk1DWgKu6Bk9tDQllOp7NkFYLzjZ7BioEFDsVqp0yxUNAgWD4J6SALkA0MQiJpulldQj86xxWWn0QiFVqw8pu+N/7S/ajf8IzZcp+Hy85tCjxlVDjrzFSKEpjZZejmOs4Dw+XVcn+09FeHI2Kk3JbFnrhhA6t96BnP9fr77FoZpTq/WVc8f6nruoMUh2p7GnYs9f80O1BKsQSiURyEGBTbe1Wopui6zr+kJ/6YD0NgQbqg/XU11bTuGcn9WW78ddU4a+pgrp6qK1H1NUjauuNHIPBoLG+MxCEQBARDCFCISxBHSUYAiEQ4Xyvxo9CJP+rQCAU47emWfG4UkBREaoCqmb8VlSEqoKqhH+rCCXyb834HfNv8xhNNevq8Ci6kh6N1+Y1lzMEOmFt8mFPJOVJK1FzU0UqqlDJdGV2oVCSnsaUwk6YxBQKFbZssLQ/v29H4RHSW6k7yffkU5xUDHTM+18qxBKJRHKIIITAqlqxqlaIZKFIANJl0CGJRNJOEjKg15S4/LqxKEIhhZSeFWVa0uUcii71/dX9c12WHLwcenepRCKRSCQSieTAEKJVZVgikUgOJaRCLJF0Ay+99BIvvfQS06dP55ZbbulucSQSiUQikXQCL7zwAqWlpVgsFgoKCrpbHIlE0gLSZVoi6WK2b9/O1VdfTUlJCccccwxDhgzpbpEkEolEIpF0MNu3b+fyyy/nggsu4Pnnn8fl6sCUORKJpMOQCrFE0sWsXr2aQCBAnz59yMzMJD8/v1kZXdcJHkA0XolEIpFIJN1L5Ht/4YUXcuSRR7ZYRtd1/H4/Vqu1xf0SiaTzkS7TEkkXcvnll5sfxbfffpu//vWvvPXWW1x//fX89Kc/5ZlnnqFfv35ceOGFLF++nMrKSq699lr69u2Ly+UiMzOT008/nc2bNzere+3atTz++ONceeWV+Hw+brrpJl577bWubqJEIpFIJIc9P/3pT83v/bHHHosQgrvvvpuCggIuueQSnnnmGXr16oXFYuHjjz82v/cDBw7k0ksv5eqrr+b000/nhx9+aFb32rVr+e9//8uzzz6Lz+ejpKSEO++8s6ubKJEcMkgLsUTShdx+++2MHTuWa665hgkTJpCcnMyRRx7Jl19+yezZs1m6dCl33303y5YtIyMjg6qqKgKBAPfccw/p6ens3r2bJ554gt/+9rf84Q9/MOvduXMnRx11FEIIpk2bxk9+8hPeeustVq5c2Y2tlUgkEonk8OTOO+9kzJgxXHPNNTzxxBMMGzaMnJwcXnjhBWbNmsWSJUu49957SU5OprS01Pze/+Y3v+H777+nqqqKpUuXMn78eO6++26z3nXr1nHUUUfR0NDAmDFj+OUvf8mWLVv48ssvu6+xEkkPRyrEEkkXUlRUxI4dOwBITEwkIyODpKQkACoqKvjmm2/w+XxmGovs7GymT59uHh8MBpk0aRJpaWnMnz8fr9cLwFtvvUVDQwMPPPAAPp+PiRMnUlZWxsSJE7u2gRKJRCKRSCguLmbr1q0A9OvXjzFjxpj7It/7lJSUuGOmT59OIBBgxowZhEIh7rnnHrKyspg/f75Z5t5776WhoYEzzzwTl8vFxIkTsdvt/PSnP5X5uCWS/UQqxBLJQcK4ceNISUlp9kF7/fXXeeSRR1ixYgUVFRXm9q1bt5oK8bJly5g6dSo+n68rRZZIJBKJRNJOjjjiiGbKMBjf+4cffpjly5dTW1trbt+6dau5xnj27NlMnTpVBuiSSDoQuYZYIjlISE9Pb7Zt5syZnH322YwZM4ZXX32V+fPnM3fuXDweD36/3yxXU1NDdnZ2V4orkUgkEolkP8jIyGi27d///jdnn302o0eP5rrrruN3v/sdc+fOJTU1Ne57v3v3bvm9l0g6mE61EOu6DkBlZWVnnqZLCQQC5qxdZWUlmqY12xYIBGhsbDT/Hfl7f88VCoUAUBTFPGdbqa+vj5NF07Q4WWP/rquro7Gxkbq6umb7WpKjsbGRUCgUd5yqqub+pv0UaVPT88Tua+k8QLO6Iu2K9HVEjpbqiz2upW3tIfa8uq6jKIp53rq6OlOeuro6AFM2gFAoRGVlJTU1NaZ8kbK6rhMIBMz7JyLjm2++yVFHHcW9995rylBbW0t1dTXBYNCUxeVysX79evr27dvita2trcXv99PY2Bh3/ZrSWv/s6148kH7d23WKnC/Cvp6BA72+ksODyHsl8o2SHBjt+dbv7RtwIDR99qH5d6MriHwjIt8kVVWBvX/P2sK+3s2x25tu64r+bs+3IiIPECfT/r6/m45zIt/FvcnXlu9hS23eV182PW/ke19TUxP33ol872N56aWXOOqoo7jnnnt46623ACgoKGDPnj0Eg0FzzJCUlMT69evN5Vax8relD1vqr/1tX3v3t1ZuX2OA2PuoPfdJW5+bvb079ncc2d77eW/PRkv1ReTcm45QXV1teh1GrnVHvxfb827q6nO151sv9E4cEWzatInc3NzOql4ikUgkkv1m48aN5OTkdLcYPZ41a9ZQXFzc3WJIJBKJRNKMtnzrO1UhDoVCrFixgn79+rFx40Y8Hk9nnarLqaysJDc395Bql2xT1/D5559z0kknMXPmTMaPHw/AwIEDOfLII3nyySfjyj733HPcfPPN3HHHHYwaNYqvvvqKp59+mh07dnDmmWfy7LPPArB+/XomTpyIx+Ph5ptvprCwkM2bNzNnzhwee+yxLm9jezkYr1NHcCi261Bok67rVFVVkZWVhaLIlUMHSnl5OYmJiWzYsMGMayA5MA6F5+xgozv69EC/93/729+oq6tj6tSpZvmD5Xsv79GOR/Zpx9Keb32n+hApimKuc/B4PIfkxT0U2yXb1LlEAmG4XC5TJiEEFoulmYzXX389u3bt4rnnnuOPf/wjI0eO5I033uCoo47CarWa5QcOHMiCBQu48847ufvuu6mpqSE3N5dzzjnnoGl3WziYrlNHcii2q6e3SSpuHUdkoOH1env0PXEw0tOfs4ORruzTA/3ev//++5x++ulx5Q+27728Rzse2acdR1u/9Z1qIQZjtsPr9VJRUXFIXdxDsV2yTT0D2aaew6HYrkOxTZIDQ94THY/s045H9mnHIvuz45F92n1IXzGJRCKRSCQSiUQikRyWdLpCbLPZ+O1vf4vNZuvsU3Uph2K7ZJt6BrJNPYdDsV2HYpskB4a8Jzoe2acdj+zTjkX2Z8cj+7T76HSXaYlEIpFIJBKJRCKRSA5GpMu0RCKRSCQSiUQikUgOS6RCLJEcJGzatInrr7+ecePG4XQ6EUKwbt26ZuWWLFnClClTcLvdeDweTjnlFFavXt31AkskEolEImkX8lsvkRx8SIVYIjlIWL16Na+99ho+n48JEya0WGbVqlWMHz+eqqoqXn75ZZ577jnWrVvHUUcdxY4dO7pYYolEIpFIJO1BfuslkoMPuYZYIjlICIVCZj7PF154gUsvvZS1a9dSUFBglvnZz37GW2+9xdq1a82Q/Js2baKkpITrr7+eBx98sDtEl0gkEolE0gbkt14iOfjYLwvxE088QUFBAXa7ndGjR7NgwYK9lp8xYwZ9+vTBbrczcOBA3n///bj9b775JscffzzJyckIIViyZMn+iHVAdGSb/H4/t912GwMHDsTlcpGVlcVFF13Eli1bOrsZcXT0dbr77rvp06cPLpeLxMREJk2axPz58zuzCS3S0e2K5corr0QIwaOPPtrBUu+dJ554gqKiIrNNa9asabHcvHnzGDduHB9++KHZphNOOIHc3Fzeeusts9wll1yCECLuZ8qUKV3VHKBzrtP333/PKaecgtfrxeVyMXLkSDZs2NBZTWhGR7ep6TWK/Dz00EOd2Yw4OrpN1dXVXHvtteTk5OBwOOjXrx/Tp0/vzCZIupn23kOHK/fddx8jR44kISGBtLQ0TjvtNFasWBFXpr6+nmuuuYbk5GTcbjc/+clP2L59e1yZDRs2MHXqVJxOJ2lpadx6660EAoGubMpByf33348QghtvvNHcdjD2Z0QZ3huRb31sLtqcnBwGDBgQ963vDDZv3swFF1xAcnIyDoeDgQMHsnDhQnO/ruv85je/ITMzE4fDwaRJk1i1alVcHXv27OH888/H4/Hg8/m47LLLqK6u7lS5D1aCwSB33XUXhYWFOBwOiouLuffee4m1R8o+PQjQ28mrr76qW61W/bnnntOXL1+uX3755brP59O3b9/eYvkvv/xSV1VVf/DBB/XvvvtO//Wvf61bLBb922+/Ncu8+OKL+j333KM/88wzOqB//fXX7RXrgOjoNpWXl+uTJk3SX3vtNf2HH37Q586dq48aNUofPnx4j22Truv6yy+/rM+aNUv/8ccf9WXLlumXXXaZ7vF49B07dnRVszqlXRHefPNNffDgwXpWVpb+pz/9qZNbEqWlNjkcDh3Q165dG1d20KBB+oQJE5q1SQihCyH0uro6Xdd1/eKLL9anTJmib9261fzZs2dPt7bpQK/T6tWr9aSkJP3WW2/VFy9erK9evVp/5513Wq2zJ7Qp9vps3bpVf+6553QhhP7jjz/22DZdfvnlenFxsf7JJ5/oa9eu1Z966ildVVX9nXfe6ZI2SbqW9t5DhzOTJ0/Wn3/+eX3ZsmX6kiVL9BNPPFHPy8vTq6urzTJXXnmlnpubq8+ePVtfuHChPmbMGH3cuHHm/kAgoA8YMECfNGmS/vXXX+vvv/++npKSot9+++3d0aSDhgULFugFBQX6oEGD9BtuuMHcfrD35/PPP9/qt/6MM85oVn7cuHFx3/qOZs+ePXp+fr5+ySWX6PPnz9fXrFmjf/jhh/rq1avNMvfff7/u9Xr1t99+W//mm2/0U045RS8sLIyTacqUKfrgwYP1efPm6Z9//rleUlKin3vuuZ0i88HO73//ez05OVmfOXOmvnbtWn3GjBm62+3W//znP5tlZJ92P+1WiEeNGqVfc8015r+DwaCelZWl33fffS2WnzZtmj516tS4baNHj9avuOKKZmXXrl3bLQpxZ7YpwoIFC3RAX79+fccIvQ+6ok0VFRU6oH/00UcdI3Qb6Kx2bdq0Sc/OztaXLVum5+fnd6lC3FKbfD5fix/Js846S3c6nfoJJ5xgbqusrNRVVdUBfcuWLbquGwrxqaee2hXit0hnXKezzz5bv+CCCzpH4DbQFc/Uqaeeqh9zzDEdI3Ab6Iw29e/fX//d734XV2bYsGH6nXfe2YGSSw4W2nsPSaLs2LFDB/TPPvtM13VjMt1isegzZswwy3z//fc6oM+dO1fXdV1///33dUVR9G3btpllnnzySd3j8egNDQ1d24CDhKqqKr20tFSfNWuWPmHCBFMh7gn92ZpCfNZZZ+l5eXm63+83t1VWVuperzfuW9/R3HbbbfqRRx7Z6v5QKKRnZGToDz30kLmtvLxct9ls+j//+U9d13X9u+++0wH9q6++Mst88MEHuhBC37x5c6fIfTAzdepU/ac//WnctjPOOEM///zzdV2XfXqw0C6X6cbGRhYtWsSkSZPMbYqiMGnSJObOndviMXPnzo0rDzB58uRWy3c1XdWmiooKhBD4fL4OkXtvdEWbGhsbefrpp/F6vQwePLjjhN8LndWuUCjEhRdeyK233kr//v07R/hWaK1N/fr1a7H89ddfT21tLWVlZWzZsoV169ZxySWXEAqFzGMjfPrpp6SlpdG7d2+uuuoqdu/e3bmNCdMZ1ykUCvHee+/Rq1cvJk+eTFpaGqNHj+btt9/utHbE0hXP1Pbt23nvvfe47LLLOk7wvdBZbRo3bhzvvvsumzdvRtd1PvnkE1auXMnxxx/fOQ2RdBv7cw9JolRUVACQlJQEwKJFi/D7/XH92adPH/Ly8sz+nDt3LgMHDiQ9Pd0sM3nyZCorK1m+fHkXSn/wcM011zB16tRm76ae3J/XX389GzZs4Kqrror71kdcZNvidr0/vPvuu4wYMYKzzjqLtLQ0hg4dyjPPPGPuX7t2Ldu2bYvrU6/Xy+jRo+P61OfzMWLECLPMpEmTUBSlW5bZdTfjxo1j9uzZrFy5EoBvvvmGL774ghNOOAGQfXqw0K4nateuXQSDwbgXB0B6ejrbtm1r8Zht27a1q3xX0xVtqq+v57bbbuPcc8+NWw/SWXRmm2bOnInb7cZut/OnP/2JWbNmkZKS0rENaIXOatcDDzyApmlcf/31HS/0PmitTV6vt8XyRx55JIqi8M0335CdnU1hYSGVlZWMGTMGiA6spkyZwosvvsjs2bN54IEH+OyzzzjhhBMIBoOd2yA65zrt2LGD6upq7r//fqZMmcJ///tfTj/9dM444ww+++yzzmlIDF3xnvj73/9OQkICZ5xxRscIvQ86q02PPfYY/fr1IycnB6vVypQpU3jiiSc46qijOr4Rkm5lf+4hiUEoFOLGG2/kiCOOYMCAAYDxfFmt1mYT57H92dozGNl3uPHqq6+yePFi7rvvvmb7enJ/HnnkkTzxxBO8/vrrcd/6iy++GKvVan7rO5o1a9bw5JNPUlpayocffshVV13F9ddfz9///ncg2id7e+a3bdtGWlpa3H5N00hKSjos79Ff/epXnHPOOfTp0weLxcLQoUO58cYbOf/88wHZpwcLWncLcKjj9/uZNm0auq7z5JNPdrc4B8zRRx/NkiVL2LVrF8888wzTpk1j/vz5zR7UnsKiRYv485//zOLFixFCdLc4bUJVVaZPn87w4cPxeDzk5ubSr18/LBYLFosFgHPOOccsP3DgQAYNGkRxcTGffvopxx57bHeJvt9ELOCnnnoqN910EwBDhgxhzpw5TJ8+vdXUFT2J5557jvPPPx+73d7dohwQjz32GPPmzePdd98lPz+f//3vf1xzzTVkZWU1s+BIJIcr11xzDcuWLeOLL77oblF6LBs3buSGG25g1qxZPf692RJXX301l112GatXrza/9VOmTGH06NHmt76jCYVCjBgxgj/84Q8ADB06lGXLljF9+nQuvvjiTjnnoc7rr7/Oyy+/zCuvvEL//v1ZsmQJN954I1lZWbJPDyLaZSFOSUlBVdVmEfq2b99ORkZGi8dkZGS0q3xX05ltiijD69evZ9asWV1iHYbObZPL5aKkpIQxY8bw7LPPomkazz77bMc2oBU6o12ff/45O3bsIC8vD03T0DSN9evXc8stt8SlQOgsWmtTxJWuJTIyMtizZw/9+/cnNzeXb775hhUrVuz1mSoqKiIlJYXVq1d3mOyt0RnXKSUlBU3TmrmS9+3bt0uiTHf2u+/zzz9nxYoV/OxnP+s4ofdBZ7Sprq6OO+64gz/+8Y+cfPLJDBo0iGuvvZazzz6bhx9+uHMaIuk29uceksC1117LzJkz+eSTT8jJyTG3Z2Rk0NjYSHl5eVz52P5s7RmM7DucWLRoETt27GDYsGHm9/uzzz7jL3/5C5qmkZ6e3uP702azxX3rZ8+ezVVXXdVp58vMzNzrdzbSJ3t75jMyMprlSg4EAuzZs+eg6NOu5tZbbzWtxAMHDuTCCy/kpptuMr0aZJ8eHLRLIbZarQwfPpzZs2eb20KhELNnz2bs2LEtHjN2iE6BZQAA2XNJREFU7Ni48gCzZs1qtXxX01ltiijDq1at4qOPPiI5OblzGtACXXmdQqEQDQ0NBy50G+iMdl144YUsXbqUJUuWmD9ZWVnceuutfPjhh53XmDBN2/TGG2/w+uuv88033wDwwQcf8MYbb5gpDzZt2oTb7eaVV15h1qxZ3HfffYwfP57ExEROPPHEVs+zadMmdu/eTWZmZpe3CQ78OlmtVkaOHNksRcnKlSvJz8/v4BY0p7OfqWeffZbhw4d32Xp86Jw2+f1+/H5/s/VtqqqaVn7JocP+3EOHM7quc+211/LWW2/x8ccfU1hYGLd/+PDhWCyWuP5csWIFGzZsMPtz7NixfPvtt3GD48iEe2uxJw5Vjj32WL799tu47/eIESM4//zzzb8P1v5844034r7tLX3r77zzTt577724b/0ZZ5zBueee22lyHXHEEXv9zhYWFpKRkRHXp5WVlcyfPz+uT8vLy1m0aJFZ5uOPPyYUCjF69OhOk/1gpba2dq/fRNmnBwntjcL16quv6jabTX/hhRf07777Tv/5z3+u+3w+M0LfhRdeqP/qV78yy3/55Ze6pmn6ww8/rH///ff6b3/722ZpOnbv3q1//fXX+nvvvacD+quvvqp//fXX+tatWw80aFi3tKmxsVE/5ZRT9JycHH3JkiVxaVW6KgpkR7epurpav/322/W5c+fq69at0xcuXKhfeumlus1m05ctW9YlbeqMdrVEV0eZjm0T0OLPgAEDdF3X9W3btukjRozQAV1VVb24uFg/7rjjdE3TzDZVVVXpv/jFL/S5c+fqa9eu1T/66CN92LBhemlpqV5fX9/lbeqo6/Tmm2/qFotFf/rpp/VVq1bpjz32mK6qqv7555/32DbpuhGt3el06k8++WSXtCOWzmjThAkT9P79++uffPKJvmbNGv3555/X7Xa7/te//rXL2yfpfPZ1D0miXHXVVbrX69U//fTTuHFBbW2tWebKK6/U8/Ly9I8//lhfuHChPnbsWH3s2LHm/kiaoOOPP15fsmSJ/p///EdPTU097NMuRYiNMq3rB29/tvatv/jii3VdN771xx57rJ6UlKRbrVa9X79++sMPPxwXdbozWLBgga5pmv773/9eX7Vqlf7yyy/rTqdT/8c//mGWuf/++3Wfz6e/8847+tKlS/VTTz21xRRBQ4cO1efPn69/8cUXemlp6WGbIujiiy/Ws7OzzbRLb775pp6SkqL/8pe/NMvIPu1+2q0Q67quP/bYY3peXp5utVr1UaNG6fPmzTP3TZgwwXygI7z++ut6r169dKvVqvfv319/77334vZHws43/fntb3+7P+LtFx3Zpkj6qJZ+Pvnkky5qUce2qa6uTj/99NP1rKws3Wq16pmZmfopp5yiL1iwoKuaY9LR919Tuloh1vWObVNtba1+/PHH66mpqbrFYtHz8/P1yy+/vMsHqJ1xnZ599lm9pKREt9vt+uDBg/W33367s5sRR2e06amnntIdDodeXl7e2eK3SEe3aevWrfoll1yiZ2Vl6Xa7Xe/du7f+yCOP6KFQqCuaI+kG9nYPSaK0Ni54/vnnzTJ1dXX61VdfrScmJupOp1M//fTTmxkH1q1bp59wwgm6w+HQU1JS9FtuuaXTFaWeQlOFWPZn+/n3v/+tDxgwQLfZbHqfPn30p59+Om5/KBTS77rrLj09PV232Wz6scceq69YsSKuzO7du/Vzzz1Xd7vdusfj0S+99FK9qqqqK5tx0FBZWanfcMMNel5enm632/WioiL9zjvvjDOQyT7tfoSu63oXGKIlEolEIpFIJBKJRCI5qOicRGYSiUQikUgkEolEIpEc5EiFWCKRSCQSiUQikUgkhyVSIZZIJBKJRCKRSCQSyWGJ1pmVh0IhtmzZQkJCAkKIzjyVRCKRSCRtQtd1qqqqyMrKapYOQ9J+5LdeIpFIJAcb7fnWd6pCvGXLFnJzczvzFBKJRCKR7BcbN24kJyenu8Xo8chvvUQikUgOVtryre9UhTghIcEUxOPxdOapJBKJRCJpE5WVleTm5prfqJ7GE088wUMPPcS2bdsYPHgwjz32GKNGjWq1/IwZM7jrrrtYt24dpaWlPPDAA5x44okA+P1+fv3rX/P++++zZs0avF4vkyZN4v777ycrK6tN8shvvUQikUgONtrzre9UhTjiOuXxeORHUiKRSCQHFT3Rvfe1117j5ptvZvr06YwePZpHH32UyZMns2LFCtLS0pqVnzNnDueeey733XcfJ510Eq+88gqnnXYaixcvZsCAAdTW1rJ48WLuuusuBg8eTFlZGTfccAOnnHIKCxcubJNM8lsvkUgkkoOVtnzrOzUPcWVlJV6vl4qKCvmRlEgkEslBQU/+No0ePZqRI0fy+OOPA8b63dzcXK677jp+9atfNSt/9tlnU1NTw8yZM81tY8aMYciQIUyfPr3Fc3z11VeMGjWK9evXk5eXt0+ZenJ/SiQSieTQpD3fJhlNRCKRSCSSHkBjYyOLFi1i0qRJ5jZFUZg0aRJz585t8Zi5c+fGlQeYPHlyq+UBKioqEELg8/la3N/Q0EBlZWXcj0QikUgkPZVOdZk+HAjpIT7d+CmzN8zm6x1fU1ZfRlAPku3OZmzWWM7qdRaF3sLuFlMikUgkPZxdu3YRDAZJT0+P256ens4PP/zQ4jHbtm1rsfy2bdtaLF9fX89tt93Gueee2+qM+n333cc999yzHy2QSCSSnsW732yhd3oCvTN6ZswJSduQCvEB8NnGz3h44cOsq1xHkj2JEekjyHBlIBCsqVjDaz+8xj+++wdnZB7JjYOuwJc+CHrgmjWJRCKRHPr4/X6mTZuGrus8+eSTrZa7/fbbufnmm81/RwKXSCQSyaGGruv8sK1SKsSHOFIh3g/qA/X8Yf4feGv1W5T4SnhkwiMcm3csqqKCrsOq/8L3n1O2bi3PeRP4h/4/Ptv4KX+q1hky9DIYfSXY3N3dDIlEIpH0IFJSUlBVle3bt8dt3759OxkZGS0ek5GR0abyEWV4/fr1fPzxx3tdb2Wz2bDZbPvZColEIpFIDi7kGuJ2sqtuFxd9cBFvr36bKwdfyesnv87xBccbynDVdnj5LHhlGpStI3H8L7hlynReH34HbmcKl/o0Zs5/BJ46CrZ+091NkUgkEkkPwmq1Mnz4cGbPnm1uC4VCzJ49m7Fjx7Z4zNixY+PKA8yaNSuufEQZXrVqFR999BHJycmd0wCJRHJQo/v9VMx8j8aNG7tblIOCTow7LDnIkBbidrCjdgeXfXgZO2p38MSxTzA+Z3x058YF8Op50FgDJzwIIy4D1ejeUuDl3idxy6e3cAfz8Vc3cPpzU+DcV6FoQvc0RiKRSCQ9jptvvpmLL76YESNGMGrUKB599FFqamq49NJLAbjooovIzs7mvvvuA+CGG25gwoQJPPLII0ydOpVXX32VhQsX8vTTTwOGMnzmmWeyePFiZs6cSTAYNNcXJyUlYbVau6ehEonkgNm4pxZVEWT5HG0qH6qvB6Bx3TqschkEIakPHzZIhbiN7KzdyU8//Cm76nbx1HFPMSRtSHTnqlnw2oXgzYZL3ofUXs2O91g9PH7s49z4yY38ZvMXOCy5THllGlz0LuSN7rqGSCQSiaTHcvbZZ7Nz505+85vfsG3bNoYMGcJ//vMfM3DWhg0bUJSo89e4ceN45ZVX+PWvf80dd9xBaWkpb7/9NgMGDABg8+bNvPvuuwAMGTIk7lyffPIJEydO7JJ2SSSSjmfxhjIATh2S3c2S9ExCYQtxT8xZL2kfMg9xK6zeUc2CtXtYs7OaqsYa5tf/nurgVqYfN50RGUOjBdd9Af/4CaT1hfP/Ba69u5o1Bhu58qMrWbJjCU9VhhhZWwM//9RQpiUSiUTS6fTkb9PBiOxPieTg5J0lm4G2K8TBqiqqP/sfqteDe/z4fR9wiNMYCPHBsq0oQnDy4KzuFkfSTtrzbZIW4ibM/XE3f5y1gq/WGbNqLqtAy/wHQcca6jZewuVP7+SScau4YkIR9sp18M/zILEQLngTnEn7rN+qWnn06Ee5+IOLuUndxhvVu8l4+0q48B1Q5JJuiUQikUgkEomku4laiLtZEEmnIzWwMLWNAW5+fQnnPjOPrRX1/HpqXz7/5dFcevJ3hJzfctvIX/H3cy5iTFEyf/poJSc/8h/qXjobVAucP6NNynAEj9XDX47+C0HglqJ++Nf+DxY+23mNk0gkEolEIpFIJO1GIDXiQx1pIQbW767hipcWsXJ7FTccW8pVE4uxW1Q+WPsBf//u75zf93wu7H8eAEeWpvDV2t3U/uN8LHU/8t9RT3O8r/2BB3I9udx7xL3c9OlNPFo0mFs/ugf6nQbu1A5unUQikUgkEolEImkPEQuxIvXhQ57D3kL87aYKTnn8S7ZX1vPSZaO56bhe2C0q6yvXc/ecuxmWNoxfjPhF3DEjN/2dCcG5vJFyJT//3Mkf/7tiv0KzT8qfxAV9L+BFvYyPLTp8+oeOapZEIpFIJBKJRCLZTyJRpqXL9KHPYW0hXra5gguenY/XYeEf5/bHt3wh22csoX7zRn5YOZffBP2UJlWz6R+XoNjtCIcdJVCJsvFTRPoIJrpTuK9qAQuf+oQZcwuZOnkElpwcLJkZCFVtkww3D7+Zr3d8zT3KKoZ+/SKJo35uBOiSSCQSiUQikUgk3ULU2CU14kOdw1YhXrW9iguenU9usJpHK5ZQe/LN1NTXozid7EmyssdST7+M/thtiRAMEKqtJbRjK/r21YSCbkI7q9EXvcSQhgaGACyHDf806la8XtxHjMN35pk4x47da7h2i2rh/474P6bNnMZ9qak8OOs3xppkiUQikUgkEolE0i1IC3E34zfyYmOxd/qpDkuFuLy2kZ+9uJCJGxZxxZI3CTQ24j31FLynn8Fnni388stfcfnAKxk87ProQf46ePY4KK+HKz6DxAIA9FCIYH0Dd734BcsWfc/tgxIo3LGWqo8/pvL9D7CWFJN2440kTJrUqjwliSVcPeRq/rz4zxy/+XMmbV4E2cM7uRckEolEIpFIJBJJS+jmGmKpEXcLP8w0fg88s9NPdditIQ4EQ1z78mImzHmbK754EWffvhS9N5PMe+9lZ0kSd8//HcPShnH1kKujB+k6/PtG2LYMfvKsqQwDCEVBczr47WXHoAwZzuU7M6m45heUfvIxWQ89iFBUNl17HZuuu55gVVWrcl3S/xL6Jfbh3pRkyj57oPM6QCKRSCQSiUQikewV00LcvWJIuoDDTiH+w/s/UDjzZc79/r94z/wJec8/hzU3l4ZgA7d8egs21caDRz2IpsQYzz/5Ayx9FY69C0pbtvTaLSrPXDgcj8PC5S8upDIo8J58MoVv/ou0X/6Sqk8/Zd1Z02hcv77F4zVF4//G/4EqVeP+soWG8i2RSCQSiUQikUi6HF3mIT5sOKwU4hkLN7Lpldc4b8VH+KZNI/PeexGaofg+/NXDrChbwX3j7yPdlR496Ktn4X8PwvBL4Mib91p/msfOkxcMZ1tFPbe9sRRd1xGaRvJPLyX/738nWFnJ+gsupGHNmhaPL00s5ef9L+V9t4t5n/62o5otkUgkEolEIpFI2oFcQ3z4cNgoxIvWl/G35z/kuqVv4hw/nozf3GUGu/ps42e8uuJVLu1/KUdkHxE9aN50eO9m6D0VTnykTU/EkFwft5/Ql/8s38bf56wztzuHDSX/pRcB2HDJpfi3bWvx+J8OvZp8zc3vq5bTuP27/W+wRCKRSCSSnsfWb2Dlh90thURy2KMTsRBLjfhQ57BQiLdV1HPdC3O5bdHLWJOTyHnoQdMyvKtuF7+Z8xv6JvXluqHXGQcEGmDmzfCf26DfaXDW86C2Pf7YpUcUcHy/dH7//vcs3VRubrcVF5P3/HOE6urYeMWVBKtrmh1rVa3cMea3rLNa+PsnvzyQZkskEolEIulp7FoFDa3HHJFIJF2DLtcQHzYc8gpxvT/Iz19ayElL3iezfBs5Dz6A6vMBxtqA33z5G2r9tdx/1P1YVAtsmAdPTYCFzxou0mc+B5qtXecUQvDQmYNJS7BzzSuLqaz3m/tsJSXkPPYXGlavZvu997Z4/LjiKUy2ZfJ03To2b1m0322XSCQSiUQikUgk7SekSwvx4cIhrRDrus7tb35L+fcrOG3lp/jOOhPXmDHm/ldXvMrnmz/n1pG3UmRNhHevh+cmg78Gzv8XTPotKOp+ndvrtPD4eUPZWl7PHW9+G5PcG1xjxpByzdVUvPMOFTPfa/H4Wyc8gILO/f/71X6dXyKRSCQSiUQikewfkaG7IvXhQ55DWiF+4pPVvPX1Zu7bPAvN4yH15mhQrDXla3hk4SNMzJnAWX4LPD4KlrwMR9wIV89vNZp0exial8gvJvdm5tKtvL5wY9y+lCuuwDFiONvuvpvGTZubHZueOZSrHUV82rCNT3+cecCySCQSiUQikUgkkrZhWoil0/QhzyGrEL+zZDMP/3cl1yVWkPTDN6Rccw1aYiIAwVCQu768C5fm5J7dZYg3LgFvDvz8MzjuHrA6O0yOn48vYnxpCr99dzmrtkfXBAlVJfvBB0EItt716zgLcoTzJv6BksZG7p/3e+oD9R0mk0QikUgkEolEImkdXUaZPmw4JBXir9bt4dYZSxlbmMQZS99Hy8jAN+0sc/8/vv8HS3ct5Y7KBpK+/wCO+x387CPIGNDhsiiK4I/ThuC2Wbj2la+p9wfNfZasLNJ+eSu1c+dR8dbbzY61ZAzk145SNgeq+fu3f+tw2SQSiUQikUgkEklzZFCtw4dDTiFesa2Kn7+4kNwkB3/uFaB+0SJSrrwSxWoFYH3leh77+i8cG9A4fudGuOBfcMQN+71WuC2kJth49OwhrNxRxb0z41Mp+c48E+eoUWx/4AGC5eXNjh0+/k6Or67h2W+fY0ftjk6TUSKRSCQSyUHErtXdLYFEclgTSbskOfQ5pBTiFduqOO+ZedgtKs9fMpLap/6KJSsL3xmnA0aQrXvn3os1GODObVsQ574CxUd3iWxHlqZw1YRiXp6/gXeWRNcMCyHI+M1dhKqr2fnEX5sfmD+Wm+yFBEJ+Hlv8ly6RVSKRSCQSSTezdUl3SyCRHNaYqxmlifiQ55BRiOf8uIszp8/Boir88/IxJH23mLolS0i5+ipE2Dr84foPmb9tPjfu2kXq5PugaGKXynjTcb0YXZjEbf9ayvItFeZ2W0kJiWefTdk//0nDmjXNjss58hdcWFHBOz++w3e7v2u2XyKRSCQSiUQiOSBaiGdzOCN7o22EGhq6W4QDpscrxKGQzvTPfuSiZxeQ5XXwr6vHkZ/sZOdfHsOSm4v31FMBqPXX8tD8++nf4Ocn2UfD8Eu7XFaLqvDE+cNIclq54qVFlNU0mvtSrrsWxeFgxwMPNj+wdDKXW3NIDMFDXz3YYgAuiUQikUgOFvRgkIa1a7tbDIlEIjlgZJTp1glWVFA16yMaN27cd+GDmB6rEOu6ztwfd3P6k3O4/4MfmDIggxlXjSXb56D600+p//ZbUq6+GmGxAPDCsufZUb+bOyvrUac+0m0h41LcNp66cAQ7qxq49p+LCQRDAGiJiaRcfTXVn31Gzbz58QcpCu6Jd3Dtnt0s3L6Ijzd83A2SSyQSiUTSNuq//4H65d/h3769u0WRSCSS/UIaoPZNsKra+L1nTzdLcmD0KIW4os7PY7NX8YsZ3zDhoU8595l57Kpq4C/nDuWxc4fisVvQdZ2djz2GNT8f78knAbCzdicvLHuOE6prGDj+dkhI79Z2DMzxct8ZA/ly9W7ueme5+cAlnn8eWmYmO//yl+YPYZ+pnOEupjQIjyx8hMZgYws1SyQSiUTS/ej+8DcqGNx7QYnkIKXeH2RTWW13i9G1SAUwDnMJsTQQdxnBysoWgwx3Nj1KIQb440cr+XL1LkrS3Dx81mBm3zKBUwZnIcJ3a/Xs2TR89z0p116D0DQAnvzmSfzBRq4PumDET7tTfJMzhuVw/bGl/HPBBv700SoAFKuVlKuupG7xYmq++CL+ACFQj/41t+7Yzsbqjfzzh392g9QSiUQikUgkPZPN5XVxy9X2xlfr9rBofRkNATmpc7hyoPMD/qCf5buXE9JDHSPQYUD1/z6n+osvu/y8Wpef8QDwOix8/7sp2C0tp0jSQyF2PvY41qIiPCeeCMCa8jW8ufJfnFdZSc4R94Bq6UqR98pNk0rZWdXAX2avItFp4dIjCvGdfjq7n/kbOx/9M64jjzQVfQBKj2ds2nAmNKznqW+mc3LxySTZk7qvARKJRCKRSCQ9hIXrDLfOU4dk77NsXaOhCEujqWR/WVG2gg2VG/BaveQk5HS3OJK90OMsxK0pwwBV/51Fw4oVpF57DUI1yv1p0Z9w6jo/DyXA4PO6Ssw2IYTg/04bwNSBmdzz7+/42+drEBYLqddeQ/3y5VTPnt30ADjhfm7ZuYM6fw1/XdJCmiaJRCKRSCQSyQEhDkc/2Q7Q/huCDXyw9gPK6ss6QKDuxuiP/b0TIssfZT7jg58epxC3hh4MsvPxx7CVlpAwZQoAy3cv59NNn/LTsjJ8R9wEmrWbpWyOqgj+fM4QThmcxf+99z2Pf7yKhKlTsRYVsfPPf0EPNXGzyBxM4cDzOLuymjdWzmB12eruEVwikUgkEonkEKcnWIgDoQAry1YeFK65ZfVl6LrOusp13S3KAXOg1/7wmFTpAQ9IGzhkFOLK9z+gcfWPpFx7HUIxmvX0N0/jRePcRgGDz+1mCVtHUxX+dPYQzhyew8P/Xcld//6epKuvpmHVKqqaWokBjrmLq2qDuELw8MKHul5giUQikUgkkkOYnqTK/Fj+I6vLVrO5anN3i3JIEQ2q1ZPuhm6ih/fRIaEQhxoa2PmnP2EfMICE4yYBsLJsJR9v/JgLystwDT4frM5ulnLvqIrgoTMHcd0xJbw8fwM3bUtGzctj99PPNI847U7FO/l+rt6ziy+3zOHzTZ93j9ASiUQikfRgAsEQodChYeGQdCyR8X1PcHcN6sG43/uLTDMUT4d1h+zWg55DQiEu+8c/8G/ZQtovbzWtw88sfQa3YuG8inIYfmn3CthGhBDccnxvHvzJIOasLeO5nCOp//ZbaufNa1548DlMSz+SAn+Ah+b/AX/I3/UCSyQSiUTSg3nv2618unJHd4shOYjpCTqi6FH27MMHeV06Hz0QMJaX1lfAyv9CYP/S0vZ4hThQVsau6U/hPuYYXKNGAbCmYg0frvuQc2sDePKOhNRe3Sxl+5g2Mpd/XTWOr3qNZrfdwzcP/Ln5DLYQWE75C7dW+VlbvYnXv3u5e4SVSCQSiaQHU1Uf6G4RJAchPdEDtCdYs3sSkf6UlvO90M19U/mfD6n58kvY8T00VELNzv2qp8crxDsf/TOh2lrSfnGLue1vS/+GXbFw4faNB03e4fYyMMfL2zcezffjTybxh2+48/7X2FnVEF8oIZ3xJ03niNo6/rroz1TUl3eLrBKJRCKRNGXl9irWbdnT3WJIJAeEVIUOXzpK15MTFZ1LsKISIgHlhGBX3a52T2L0aIW4+osvKX/tNZJ/eim2oiIANlZu5P2173OO8JLoSIY+J3WzlPtPgt3CT++7kYArgV6z32TKo/9j1nfb48qI0kncWnI2Nbqfx/97TTdJKpFIJBJJPFX1fjbO/1paVyQ9kp7k7nowBn3qSf3XGpFXl3yDNWfZrmV8vePr7hYjSvhibavbxYKtC9od5bzHKsT+7dvZeued2EpLSLnuOnP735b9DU2oXLR2KQy98KBMtdQeVLebjEsvZszmbxkSKufyFxdy+5vfUtsYdfEqPvZezlVTeH3PN/zwrXSdlkgkEkn3k1C5GnvdDoJlh0I+UkmPoq68w6o6rCZ0Dqe2toEDtuz2/DmBVtlQuYGt1Vu7W4wYjGvVEDLWENcF6tp1dI9UiANlZWy47DJCNTVkPfwwitVQejdWbuSd1e9wlquIlGAAhl/SvYJ2EEkXnI9wOrmndhHXHl3Ca19tYOpfvmDJxnKjgKJw9Wn/JFFX+P283xPaLXMTSyQSiaR70QJVOOo2UzNnbneLIjmcqNoGqz+CPWsPrB4zyvTBT8QaK11zOxbTQnyA3dpV12VTWS3bK+u75FzN6G4vBfMiGapte/u8RynEeihE9edfsO7sc/Bv3ETuk3/F3ru3uX/60ulYFAuXrV8OpcdBYn43SttxqD4fidOmUfXee9wwMIHXrhiLPxjiJ0/O4c8frSIQDJGQkMnNw29kiVVl5htnQ31ld4stkUgkEolE0rU0VMX/PkCk0VTSU1i0vox5a3Z3txjdQ3gNsRD7p9r2GIW4bMYMVgwewsbLLwcg/8W/4xw50ty/tmItM9fM5Ny0UaRUbO6xwbRaI+nSS0AIdj/3PCMLkvjghvGcNiSbP320kgufXUBZTSMnD7yUoZ5iHrHUUfmvn0LowPLRSSQSiUQi6R4aNm6nYuZ73S1GzyOiwR6gxco8+nBSiKX2L+mxNHnu23kr9xiF2N6rF0mXXEL2o3+iaOa/cQweHLf/yW+exK7auXT7ZvDkQOnx3SRp52BJT8d32qmUv/EGgT17SLBbeGTaYB49ewiLNpRx2l+/5Med1dw54QEqVI1H9yyE2b/rbrElEolEIpHsB/Xrt++7kKT96CEI+ttevCdpxD1I1J5ANKjW/nXsoRBYrMcQvlj72+c9RiF2DB5M2i0345kyxVwzHGHpzqV8sPYDLiicSuKPnxhrhxW1ewTtRJIvuwy9sZE9L75objttaDavXzGWusYgpz8xhx27k7howCXM8CSweOGT8M1r3SixRCKRSA5L5MBc0m1Ebr6WB8apO+bAd+/ss5ZI5OaQvJfbxaEUhKyjJkMOpT5pxkHTtgOTo8coxK0R0kPcN/8+0hxpXFZRA4oFhl/c3WJ1CtaCAhImH0/Zy68QrIqujRmS6+Pda48kL9nJZS8spJflDLLd2dyTlUPju9fBpoXdKLVEIpFIJB2HruvM2TKHXXW7uluULqFTB9PlGzpsre1Bwz76y+qv6CJBup4DVuAOGuVGImkfut9Pw6Yd5vvykA6q1RJvr36bZbuXcfOQa3F+80/ofxq407pbrE4j5corCVVVUfbyK3HbM7x2Xrl8DAOyPdzw6nccl3YNa/DzbFomvHoeVGzuJoklEolEctjRiZ6CjaFGyuvLWbpzaeed5CAiWF7eeZVvXACrZnVe/QeI7vfTsGY/o0V30BrinmDdOxjzEB8KmJd+P28B6TLdddT/uIn6ddvQd+1fmr8erRBvqtrEg189yKiMUZxYWQH1FTDy8u4Wq1Ox9+6N+5hj2PPCC4Rqa+P2eR0WXrpsNKMKkvjrByrDkyfxjFNhjd4AMy6GYKCVWiUSiUQi6UAOfh1iv2lYvZqGVavittU0BHj3my1U1bd9bWpbqflyTofXGUc4OuvBSP3331P/3Xf4d+xox1F7d5luL+25lSs74fpLuo9D+DV2yKFHdJxwQOH2TmT1WIW4urGamz69CUUo/P6I/0MseBoyBkLuqO4WrdNJuepKguXllL3afH2wy6bxt4tHMCjHy5yvxmFVnNxV2J/gpq/giz91g7QSiUQikRw61P+wgvoVK+O2bSmvQ9d1NpXVdZNU+0EPsHzq/rCCGWqH0t5RUaYjwWrb0E26rvPOks188sMOftxZfUDnPRAO2Jqt6xCoh/VzDgpX+u62zkfdbw+wnsNCte7uPMQHdniPVIi31Wzjyo+uZHXZah4+6mEyNi+BHcth3A3dnxi6C3AMHIjryCPZ/fxzhOqbJ+B22TReuGQURYnpVG8+haU1G3mxz3j47H7Y8nU3SCyRSCSSw4ou+BQfHoPMTqQHKMTdig5BPdCm+yw28FZ5bWOHnL4xEKIh0A3pM2t3GxMQ5Ru7/twxNK5bR+V77xNqaOhWOQ6Ew8KV/aB5j4SjTO9nl/cohXj2htlcO/tapr45ldXlq3l44sOMyxoL/3sIEguh/+ndLWKXkXLVlQR37qL8X/9qcb/XaeHvPx2FMzAMS/0QHvdvYY03A978Ofh70Ay2RCKRSHoeB8sYSdI6B7Gr9IHRMS7Tm2pWs6z8c4IHuNysrKaRd5Zsbrei/MGyrfxn2bY2lT0U16o2bjZi3+h13Tdm7QmvsWB1NcHqmu4Wo/sJv88iz8IhHVRrT/0ettRs4cxeZzLj5Bkcm3cs/PAebF4E428GVetuEbsM5/DhOEeOZPffnkVvbPklm+6x87eLRlKz5RSCQRt35hQS2LUSPrq7a4WVSCQSSYfxxBNPUFBQgN1uZ/To0SxYsGCv5WfMmEGfPn2w2+0MHDiQ999/P27/m2++yfHHH09ycjJCCJYsWdKJ0ncch4ISoIdCNK5b1z2uoYeqQtxBLtO7G4w80P72uGu3VM+2DYhQgB1VB5+lc1vNNt5f8z41fkOh6m4X5aaE9BCLti+mqrF73LfNPMQH6oneiap19aefUf3pp51Wf3toCAT5fNVO6hq7wbPhAC9Wj1KIz+p1Fm+e8ia3j76d3IRc8NfDf++EtP4w+LzuFq/LSbn6KgJbt1L+9tutlhmU4+OhM46gevMp/D97/x0vyVXfeePvU1Wdb75zZ+5kaTTKCYkscrARYLANBgecsNdrs49xWmMvfhZszM+wrG3W9u4ajBMYB3jISRYWQgHlNKOZ0eS5c2dujp27uiuc8/ujcnffO3cUkejP6yXd7upTp845darm+/nGQ7UzfObqN8D9n4TTdz59A+2hhx566OFJwec//3l+53d+hz/8wz/kkUce4dprr+UNb3gDi2skHbrnnnv46Z/+aX75l3+Zffv28WM/9mP82I/9GIcOHQrb1Ot1Xv7yl/Oxj33s6ZrGk4Lngsu0NTmJeegx7DNnnv6LB4T4OevWufa83I2QXLGx/bVSa/HNA7MALLdmmG9MRz+2auRn72WoeHBDfZ036ivQrIRfz/eZmK154+5OOJ/556vhNFhtrnJ45XDHb8u1Fl/bP/MUu5U/sTUIlHYTpQkemFtfcbkeHjlbZL7cGSL5/YaZoslq3XqG4uhV27fnsIW4A3d8DIqT8Mb/8QNlHQ6Qf8lLyF13Hct//YmuscQB3nrtNn7+mh/FrlzD/66f4MTYHvjar0PrmUv80EMPPfTQw/nj4x//OL/yK7/Cu9/9bq644go++clPks/n+Yd/+Ieu7f/yL/+SG2+8kfe9731cfvnlfPjDH+b666/n//yf/xO2+bmf+zk++MEP8vrXv/7pmsaTgpbTesYsWtJPonR84Qlarnxi9ozESYYW4ucaIT73nji1tHEX03MJ1rOlSP6aaRxnsno0+lF6ScEM5ylyaZ24DU78x+P2lpD+HtCF/mSO6mnBiQVPhq2YT10FlSfr9WK51hOqmz612uD+0ytPzmCeKjzjirUfoBjiBI7eBHd9HJ7/brjwlc/0aJ4RCCHY/F9/B2d+vqMucTv+2xsv42Lt53HtHL87tgWrdBZu/dDTNNIeeuihhx6eKCzL4uGHH04QV03TeP3rX8+9997b9Zx77723g+i+4Q1vWLP9M4ZTt8Hi0XO3I+nWOVGeeKpGtC6kP4bTy0+M6AjDU+Yre2NCvSsVq/UnJ2nTs91CvFJrdbcObsBlumFtZL1VoruNomtzIb5/cg/F4Cpv/TTh04GncoxSwsLhsCzOE+7OX1Bde+r2b1SGWHF6uc5i5emz0lqOpPhkPes/CAhdph/f6c8+Qiwl7P9X+OK7Ydv18MZnl4vXk438C15A36texfKnPoVbqazZLm1ofPJdr0Ss/CQT5gz/+8pXwwOfgsm7nr7B9tBDDz308LixvLyM67ps2bIlcXzLli3Mz3dPvjM/P39e7TeCVqtFpVJJ/PeE0ViBhUPnbkfSYtd0vv/dCNeFkfL+bjBx0/6pIt87sUTTfhJIRUiIn32iIMBdJ5e551Q3q9kzV4e482SF9TRmij5fN9GAED8tFuLVU7B4GJZPnLvtBuD6qb2fQj6MZtfRXO8dc2C6xL0TT5+V9v7TK9x5Yulpu96zHipSX3hfn8su0w/9A/zpHvjqe2D78+FnvwRG5pke1TOOsd/5bWSlwsrf/f267bYP5fjoje/EKr6ETzcmeHDsQvja/wNWLztdDz300EMPG8NHP/pRBgcHw/927tzZ0ea5EN/7dEAYHhEJ6+2eA6WG104+GebG54DLdMW0ObVUY7F6bsXI+bvXB4L140+q1XQky3WLp3qNH295H9kxt6fwuQ0sw/LJcXF21eOz4J8PBs/eyta5W58R637Rf9a/3xKdff/Cd5l+nM/as4sQB6WV3vlP8AvfgPzIMz2i7wtkL72Uwbe+ldVPfxrr7Nl12775mq3cOP6fkNYovzc8QLV0Fm7946dppD300EMPPTxebNq0CV3XWVhYSBxfWFhgfHy86znj4+Pn1X4jeP/730+5XA7/m5rqUq/0KRTibjt721PW9+PF4/Y69k9UzvokIRCKg3q33YS+lVqLmdL5lKh5crIxP9kIkiXVWhsjTodmytwbtxQ/SVmm27vbcPvYZ2uDrvAbwsQdsHTsyeuPiBA/mQqsp0sZJmXwTDyV13t2k1FreprGQw9F36emUO6T7LGwgfV/eki9CC72uM5+dhHii14DP/K/4IofBe3ZlwDgqcTYf/0dRCrFwkc+es62H/6x6+mv/ALLVpk/ufTFXtbpybufhlH20EMPPfTweJFOp3n+85/PrbfeGh6TUnLrrbfy0pe+tOs5L33pSxPtAW655ZY1228EmUyGgYGBxH8deJrkyO8XS/TjlvcCK9e5iJOffCsQLLtxvbtOLvPQ5CoAD58pcteJZBIfy5HU4yRTfn9ZiFdMj9TOFD1Sv1KLJRprm/D6Anb33x7vPToX4VprD05VpphvzD2+i3ZDfQnm189Wfb7Ew10jntetmzjlp77UkVIqUvZY1nmN35VJJVHH79Uq1VtvRa5RmnRD42v7e754PJb7dqv9E+GS5v5Hsec9haizsoL56AGah49s6FxlWTSPHXvCZLbxyD4q37rp3A2fMJ7YOJ9dhLiHNZHavJlNv/7r1G6/nept62vPB7Ip/uLH30Jr+XV8qzXDzVsu6LlO99BDDz08C/A7v/M7/O3f/i2f+cxnOHLkCO95z3uo1+u8+93vBuDnf/7nef/73x+2/83f/E1uvvlm/vzP/5yjR4/yR3/0Rzz00EP8+q//ethmdXWV/fv3c/iwV9rk2LFj7N+//wnFGT/bLSvnQruMOF08H8tsl47O5ZYbEOcNdjtdbLBST2au/u7RRb5zJO4t8BRYiOvLUFrfU60dR+crHJw/xf1z94dlgALIui+XtC24UrB9+lsMljrL8TxZeKJk6ODyQQ6ubiwu/plCh4U4ts71Bx99ci/WZZ+ZDz9M5Vs3oVyX6n/cQvPQYxvuTobPRPc7ZE1MIM0mzhol6TaCp8qwOVc2+dr+GSzHW/+W4/K1/TPcN3WQm0/fnFBUPFlDELpnSHRXNxYH3Tx8mNaJkziLTyyO2Z6dPXejjaA0BZUuCqbytKcsCrH+vlgLPUL8HMLIz76LzMV7WfiTjyAbjXXbvmTPKD932btxGrv5YF+aqeoU3PR7T20wRg899NBDD08IP/mTP8mf/dmf8cEPfpDnPe957N+/n5tvvjlMnHX27Fnm5iKh4YYbbuBf//Vf+dSnPsW1117LF7/4Rb761a9y1VVXhW2+/vWvc9111/HmN78ZgJ/6qZ/iuuuu45Of/OTjHucP0r8kDcuh0txYDPDjRpuF+PH8U92RkflJSqqlpMR87DHshQWYuB2mzq/e6rH5Kvec9vas6USKBVUu4VbWt1L21U53GdAaFuLzGlV0xrkE63VjFtcYy9HVo5Rb5fMe0fmMYSOWvSCp1jMVpxpYLwM3Xmdh40o419++aw79+ywUII4Jv+xXEBYQ5AbYP3+K1NkFavffF7aNeyhY09OUv/mtc4ZYrAe3trGSqyrwIHkCMfRPKqbuhzNdvFkrM7AaVRt4vDH/PUL8HIJIpRj/oz/Cnplh8c8/fs7273vDFYy3fpmmo/Ff91yFtf+f4ZHPPA0j7aGHHnro4fHi13/91zlz5gytVov777+fF7/4xeFvt99+O5/+9KcT7d/xjndw7NgxWq0Whw4d4k1velPi91/8xV8MXRfj//3RH/3R4x/kDxAjdtt8NovNIsvmMg+fKfK1/TPrn7xBIhJaK5/MdX2SkmrJWg3r9CTmww8/8SHFJqjWUeyfy4n5yUCwKmotn9x1Lh+S3S43TCrJRGmCu2fupmGvb7x4qtFhIZ7ZB43VJ9Tnhi1zUrKwsoIZCxfoIObrbPjgOueMIY797pZKlL/5LZyVjWaLfnwZix8/BOmJGZylKNwhfmnr1CkAZPP8s+uHc3iKplJpOjTtp5c8P5n3pUeIn2PIP//5jPzCL1D8l3+hdvf6ccHZlM5fvP01mLPv5Ii9yp/tuQZuet95a3d76KGHHnroIQ7F0yMYfT9mYL139l4emHuA6eIGyM5Gxx9YiIPTngyp9smqQxxYrc+XOMbQzcIppcNEeYJys9EZQyyfhP21wdhgF8myubxu23bcPRPIX/59i40/vmdvn7p9zT5K1mJowU1gdt95jWU9dGSZrszCU07S/f0y8xD1s/s5MVvc0Fm1lsN8OSKCmr+mG9l2J4snmShPhETYWe5+P91anfI3v4VbDhQaGxramni8GY/jF+5O+P1kfBtVqD2e9+QGk9MFfe+bKnJicWNx54/3vS2V4p5Ty5QbnR45gZeBepxKjB4hfg5i7Ld+k8zFFzP7vt/zXJjWwbU7h/i1F/4I1sor+TdV4j827YB/fScsHn2aRttDDz300EMPTz+eCJl+2nl4mGX6/F2mV8yVLuV1eNJcps81mIfmH2KxsbE4zjjRL7ZWOVtc4v6zE1TM9sRI61xzjZ8S9/s8yPuZyikemHuA1ebjsJw+zo1SapY4U3+MOfNk548rp56aSz9JmzpK/NZOpNq+1z1S2nVvdsGtRxa4/3SnZXfN5zh2/ePF4xxdObdca0958e/OkheTKqWCWuNpc3gJCLTsdkXHRraSeQHYqGLoyVAgrYXzXBx7dpbKt27CrZ1/3qKm5bJUbfHodMm/dnRxZ+WJhSD0CPFzEFo2y/a/+ktUq8X0b/zGOeOJ3/vai7lQfweidQEfHEgzlc7CP78NVrvE5vTQQw899NDDOdAupG6EfK7UWjTtNouYdMF+nAmrzgMd8bXnxMalwPXmrqQb1WddD2EM8fldvdQscf/c/Zwonuh2cf/DE7MQK6Ww3BaW7J7Nd7GxyL7D3/Usb9U1LEhdhiBRtFyFQNCyFQv1BW6auAnLtTbmMt2+B4MPTQtt/7FzJvsJ+FTd8WIuLfdxZCvucu8r1TLzs2fWPc1RnhuxJTfmGhtaxR4ndVNKbWwfnsdYzn3N8IQuB731dpW7JlEXnadsHGucFMSsa4WCd2B6Af3EWUTjqUk6u+a7IR464H/sf+AuLLOFEye350OIz2OhLEfyyJkizSezbJgP20/WKKuVJ95Zlzk9Xu+RHiF+jiJz4YVs+9M/pXnwENO/+VuoddLOpw2N//XO6zFnfoqWI/ivF1xC0zbh738Iph9a87weeuihhx56aId56DHs2fMrN2O7ktMrdR443WaFm/weHP0WSqmkdcR2NizgLVab2G6nkBQ//f6DZ6l97y6UvbHkWOcjg7fHGCcwcTvMPHRu993HGf7XdD1C1XC6KMZDl8jz7DTRheI7k7dweOUwh5c7MwQrpcC10I8+CFYdt1Ravz/iRMC7Z1WnyOnKSU5XPCV9za49MffsprePAkK8lvts5Hp5fv0rBaJpUbhjH1o9UOaIsL+TD91CY+EUltVau5OnGQoFcuPP1JN2zfBLzEVYKu46scx9Mw9zunx6bULs79s1Y4gbRS8Rk9XoPGmtMbXJyqrhKyScJ5g0rzoHTqdyw7Rdbju2GCoCRegG3sVlWikOTJc4OB1ZQjfs5aLUed3bhUqTuuUwXzmHQsZ2wH3ySfNG0HhkH5V/v7nLL49POdQjxM9h9L/2NWz98Iepf+97TP2X/ycqX9AFl28d4Lde/WIqZ9/B0cokH7j+RlSmDz79Znjkn54B/7Aeeuihhx6ejbAmJ4lTt+VacwPxmh46LMS+W2Xz8GGqt3zHI6yuS+HuA6RPzZxT6LEcyb2nVnhwcn13V+vIYdxyeV3C1jp9mvI3vgHLxxPC7bn+dXTXm7u9QVIUJD8KXabPL3awayxjEJ/6BFymHZkUhruOqzKDcFo49eKa2bjXjLX0u5utT7e1Xc9lupvpMXZY8+arXAd7fp76fff7e3atIfju6pXqOcPQAugrZVCK9EJnfKwmW/54npgba8WqcNPqQcqOmdwXp++EiTvW3ZdKKW469nUKd+5HK9e887rFKz8erHXhgIzGCJ53nMT7oW45rNRbLFa7PxumbWJLm0CTs6ZupOZnrH48ScLa42efiAgsHa8U2dKxjp8mlxtUTDusvR1ePpaDof3SCQXABq2htx6e5/Dsxl2KN5pWoHD3AZrHjnf/0SyiqlGoRPRueHKyf6/l4fF4b1WPED/HMfT2t7H1Ix+hfu+9TP7sz9GaWNsN+ldfuYerR16CKL6Fm2fv4pMv/XnY9VL4+nvhcz/Tvf5XDz300EMPPbQjJrSdWXniSXqcBU+wUo6D8K29xlLp3MPwxaNqs9OKERechOkJpCKVWrMva3ISzBKYRUR5akPjhnPJrOdh4Tn/s5C+YK11I72Bi6xmIKWibPpk1XXA7CRyAG653On6HB9bzPXcPHiQ+v33gWtjtlyOLDW5/3QxYa1f17U+9lG0/XbzofXcnc+hfNF8gdxxkP59d7sYDCKXXK8/554HaDzY6TW3nlKm1rTBdkgdOYFZbbBca51zfBvFYt17JhbtNjf02mJbXdZOKBRazQQpSU/6xFE+vZa+cBWUSniUKPDGVev+3rj17He5Z+aeGL8+h9vxOdids7yMDC3DbWT9Cd4qRcwyuxGFg1KwcgpVj7wW1s2ivUFC3LAczj4J7+Hzwslbad3++ej7BpR45qHHqLccqu2Ks/Mxyp2n0jBAjxD/AGDobT/Ozk9+Emd+ntNvfzvLn/hE15Tthq7x5++8lubyyxjjFfz14X/k5pf/Z7jxY3Dqu/B/XgB3/xU4jyOOpoceeuihhx9cnGd5oQ6YGy2Tska/Uq1r/dVaGyxjch4Wo8D9cV0L8YaZ7eOzJoYJi1S3IF2fAAmdh84Uuf3YokdWpx+Ek7eCGwmllmsxUZ4I4/+cxViSrDiHjZFd68xZbL98jBejrUATCQE/+uiNb6ZkhrVZuw3Za7lBC3GHEiF5XG3QDfZ8Bet461LDQiyXEPUG80dPcffJZZSvnHgCXt9drnmeY1QKUgYAomX5LtNPVwxxuyu6onn4cPwnUvOxcmVt6y8V1O16qLA45zqe4/f6fffTuO++rtd6Um6RG1i6z20ZFQFprsyC66I16l1fnc0Dj3rj2+gmkpLHO5uTq8c5W3x871+nuIbirMt3ZdtYk5Mcna9wfGFj2aq74/HNs0eIf0DQ94qXc+HXvkrfq17F0l/+FSde9WrmPvQh6g88kEi6ddFYH7934+VMHHkDFxSu5v13/7/csf1y+C/3wYWvgls+AJ+4ASbueAZn00MPPfTQw/crhCY2RCKU4+CsrnYny66dzGGxeBQaKyw11rd8rYXU9CS1u+5OkOJuY9w4+Tl3u8AQGcQQny6f5mzl7Ab7X39cGw8dXMdNMWYRnCv7llKpIutw7PcDSwc4unKUmpUUVNvJT2dCG99lWwWfRZdfPZIrLJvjC1Xfihr/NXmtzuzF5wcR8GLH3VBfj0u8Dr2BZfJAF9w0cVPi/jZtF9vZ+FUTcdeJGOxz9BG407d8xcD5EmIpN2YgmXoAZh6hate7WjtFl2GKLgqgU9V9VOzljizWa8/Td3VvNinc/ghaudbZwj/XrVSxXYl0k8nr1lKubBSqPAMLXmz9asMKiV7ofdC2LwJCLIUgd+QAhX33d52fs+o/oxt1uz/PGGJvLGBLm0OLE3zu4B1MLpTPPzN/vPk5zjUPHNhQlymrRMpc+9+Bnst0D+dEavNmdvzF/2L3v/0r/a9+NeWvfo2zP/8LHHvBC5l4y1uZ+d33sfRXf8Xb5h/hnaki1QfewN7+S/jt23+bu81Z+Ol/hXd9yXsA/+mtniu1WXqmp9VDDz300MP3Ewyj85hSOMViwt3WfPRR6vfc67krxqQYe3EROX0IipPJPlybRxYeSXZ7LvfYgJgErrG1SCjueqZSLNdarNYjQb/atJla9WrhnlqqU285G5LzdF9gt11JuWFzZOUIh5YPdR/gudDWzl1cDK2160EqSfrkNOJIrFSPWYT5QwkLcAKa7p8cEaS1MkgrFGINN+fg9+CTUEQWdrMEThQjmi4Wyd9zkFS53OVcj0CIWgPhJznqRqLaBzGxXOVr+2eSP0kXGt5eUM7GXIQ3SgLO1g+v10n4UeuSrCs+128/Ns/tx9vKVJ0zBl919LMeZCxGVfj1W7u5TCulsBfXKJk1/SAc+fqaYwlROktr+TjfW9zHkUY89G5tZUGiFJPy+qw5Jc7UHusg1WsZSZXvvh+QR2OhSyxxrK+bDs7x2FyQ+VjF/v8E0Iz280rdXjuO138sAkVAyTGZnr0bR9pe6ae1sMG9KdTGskyfWqq1hTSA5bgopaj/x39g7tu/oet1xTmS+K1bESc29v7qKfqKG3jWzs7iFIsbHl6Xf7V6eK4jf9115K+7ji0f+ADmww9hHjpE8+AhzAMHqNx8MzgO7wbeDTjfMigPa5z9/K+SffWPcsUP/yTZX7kTcc/H4a6/gBO3wI//Dex51TM8qx566KGHHr4fIIwucbhKYU1MACArFfT+ftyyL3zadkKIbjzwIKI2z8CVg+Gx08Uyub4RPOn4/C2EKp2m2Cjz2PEFbtixY922d59c5rHSXbz9mudx6cil3H5sCakUr1VQsxwWqy22FeKdd+8nsGDdfdJzGzb61eO3brZZzFoPP4SeNhj8kTeve5pCkZpehKyCYDlPfReU4sFSP4OtKm4tDzn/MkpFSbZiMY8hKQxNut2tc0pJVmot+oOENxEf9v4nBNKV2Pd/idT4OPLiNwJg1GooIBVXWLRpHYz7D5K363Dx61iXqvgnnl6uQ3/ycPbEEbS5ZW/86xCEuNJjI5RDKpeitXbCLZGw4nb5pFSCKHSQoG6W1fheUr5lf2B3l94j2PPz6IODmAiWqk12xa8vnY77aU1O0nzsMPkXPB99eBgALZPxfjyPOHpXSRCw4kT3115du+yOiu09oVQ0LiE6CHA3JYBbq2EvBFbEdZ65tvnWmzYM6DHyJro12zgC5ZI/DoWi0rRZqnVPGKb581516sAQtmoi1wuXONfAgugCte4qALBca3FopkypYbNlIOOfLhBShe8fe3YWrr/uHD3FhxfX+pzfIiopaZ6YJrN7CzWrwl2rB7k6sxMhM6Ct3VeQrE4/MUl9cuOZ3HuE+AcYel+Bvle9ir5XRWRWOQ72/AL29BT33nWA7915gFf0NRif3Uf+777M5N99GW1ggP7XvJr+F/4pfbOfQnz2x+A1/y+8/HfC7I099NBDDz38gELrLnoFBFik096BsJnq8EyMu95OtYocbsyzyR0EtZX1KIqSEikVuuEJosvmMi23QcFIMbFUw0qvQbjaDjrK5lTpFJeOXBpapBKxr/FT1hhP+zJIBfrj5MMbra2p1ZNuod2yTCulEECz1UQ0bZqqhaBBen4G97LNESGOWYjXcldOJA0CijWLM6bDwOl72DKQ65wHYB07hnXkDAVDh4uTPyqlGCoeojKwl86VVWt87g7RfoPLU+QXT3ZvHGtabdp89+giRd9L4FwW4vYM2WXTYsVssi3ecayPSdu37NcWIbsLhJaYqSWbLDaOYzh1SI10DrB96ArUxCEKd9wKPzK67lgbDz2MSKd4YOeVzBQbbJcKXfNLQvkW4lrLwZWKwYHIaidNk8ZDDwN0KmGUSiSu6rbnhBBQPosrItrROjXjt5fenoz3QXK/K7PJ4Nwy1W1bYu8K/7nsUkNc1mrrEzDXgVYNtEzbXGJzap/jWqgtet4sO1/U8ZOyXdKTq1i7hsNji5WIpLV3K4Js8v4zqJSi3CpRtBbiup2NjSvRLrIQ16wqacckZySfT9Py1jFhIfafb+E6rEUZ52qzbO3beu4h0EbKu4y9ZlVxlYMuDJzZWayFVZSUrF7kWfeX7CqCIc75/Hcps3cu9NhLDwkIwyC9YzuFl7yE1//uf6bxc7/Cr+x+O/KTX+OTH30pf/7jGjPX76B2x51M//c/48S/6SxMv4DWVz8CX33P2i5YPfTQQw89/MCgg0QoRXvpoOi3Lh3EJKeqX0vXlrYvRLVZ1mKo3nYbd/zNv7LvrOcq99D8gxyt3I/0LTXCtsJzmgcPkjtyMOzHlZHQOFA5AbWkxc+Jm6a6JoZKQttIfOpGBVo3KfTbXf6tNVaXKex/AGs6chMOXE8DspFpRjGYmopcZPNHD5KenfLKM3ZxmZZrxCp65Xpi46rU0R89ju349zpq6BFUIZD1BmXT5tHJlZgXpTe+lF2hUD/DUOmxNUVeZTU6ya6SMPMIOC2kZVF79CS02mrKHr6NvtIpTNnyLZbd70/DSq613EB24HbqPldJunbHLcSrrh9HWpkNrazx88/WD2OsPODtwfACigerk5xuRtmH44Rz5YFDVBsWqhpZXY/NFMkeP4xotpX0sWwc19vrkeE/ej4Xq01W6knL2nqeDXO1WW6auMkvhbS2ggglPVftKEA3/GmmZIbzhM79ph84xtDMIoZlh4opBWhuk/5T34CVU6yNLmOfeRiO39zl4e1UYHT5msDNj3yCI4/eQvNYZ1klJudJLdYwVoMs5mureICucdwPz9/P2fphHNX5zKvEe8j7PG+eZrXpEcjwvsXeXSdLJ7ljqjMP0CP+OzNxntcxmq90EF3CYRYaC+uuT8NpsGIub4i8nyydZKF5xrvsGm1E278B7VBSkr/3kFd/urzxnA09QtzDuvjjH72KSzb383tfOMZvveIv2Pojb+M3X3qc//3H1zH6ib8k/+IXs3rfPBM3bWHq/34b8+NvB9s8d8c99NBDDz38QKFhuV4ZmjZ3RJTqICFxIVZA0kt6Hblqbt4T6s6uNvymbY1lRALsqbMYq0sgJZbb5PbJh1moLeBIG8OpM3HiMc/t1kdAiBWRQDawegBt4dGuY8lYq/QtHmaqdoTV1tzji0d0OuNdm26dI8XDLLclltFMb6wyZiWOYkW9Bdy0fH/4m/AtgkJJtEadkrXI92buABEQ4lhMqd1k6ewxKmZSKI+vBYCsNsJfwr9KRTG/SiGVDAmXjBixb0FaW9mhUOA6qJO3MFBJ1j7NNeZgdQLmD2HPL+NWGxiL84l+GgcnUEox464y6656Y+tC9OKeAJpskZt7ALG8Xpmn7ooNFft/13NQkRFBwXfvOcqRM/PUnTJCtcfzKpbsKscWTmN1xMIqShUT03aTxPrwKVJL8/Q9fG9HfKakSxy2dNYcrnnosTXnMVH2QiFMZ23ZL7TmthG4lrSpOeVE/XGl2pQQjVWoLsWySkd9ZFp+9uNzlJnqQMtTHHRMN+j7xC0w92hMYbA2pJIsHjlJ68SJjt8S5wnR0U/7vhHKoWm7OAQO1lDy4+a71q2OnT/t1zJeaE5y3+x94TXx+4q3XUvB1dZlZO13/XeFn5ncWVkhdSbKYbDe+hxfPcZUNXKvT5Dt+nJHnWhbdnFzjilBhHI7FWJtEI6DKk4iGsvrtoujR4h7WBe5tM4nfvZ6HKn4tc/u533Xf4APvOQD3LVwL79Y/AvqH/w1Lr7jDsZ+6zcxyyNM/v0Jzr7lZTQfffiZHnoPPfTQQw/PFDrIDBycKXFsodrlN8nEsk/i1s2aqmhazrqWhqDe8JaBbNtwIoLWzSpTdVZwlMuh5YOcqXuJrzLlJlMHI6uP08VtOV87i7bS3Q135PR3GbrvW9hnDzLVONrdctbuK96OuQNebKgbT3DlCb41qy1rbtfu15boAwuxtuiRibK9jOVaoYVYNurIliecquXjVFdmODyRjBtVSlFqWGEm7VDkT1geA9LsuWoHVjDt7DzV797m9yS6DLOLRV55CX6yzSQBEgkXWxUejZ9KzJhtKWfNmMq4I4AmbYRpk3tg/xqtu4w1cajTGtrtPOU0Yd+DHPnmFztbqIjMZE+tYJ6Yxq3V2wyf/lzXcK2X9XrSmhjcj3gt343UIbZqMJdUALUTtW77PDjmtt3TKXeZFWuOsmnTsJygcSKGmOIkqjzrT1EkjLgpu+r1nR3sHKtK7oPw0m4sid9aFmLpwvKJ2Kmxi84fSiSE67xeDGE8fjAOTwkyvLIPzbW6vIsklabNSj26F4vldUrC+de0XZmw8IZzsH1FiDyHVXXNd6pCSIVm++PRvXfDvm/+K6UDp5lYrmO5yYRdTbfO4dVHPC+MtrG61WoySdvE7V5Og25jWGNMnlv5eoQ+Ok8YG6e5PULcwzmxZ6yPT/7s8zm1VOO9/7aft+39CT5z42douS3eddO7+Orydxn91V9l7x3fY/MvvJHmXJ3TP/mzzL7/v+EsPb4SGT300EMPPTy70HgkngG63TLrMrL6KIZd6RR04kL8OTT/Jxc6S6fEEZwdd6v0PsQzp7ZZZQKyqQDXIb3qlXsamlzBOHE0bOe63cdWdZssNbskGLJsJpwF0r6FZ10zynrzXj6Oqq3Emq4v3MaZUmAJipOUYG2EcqEaZW6OTvdEw+rt36N6y3eAqJZyO9lxpOTsSsNzeW1Vo5JGcfuojDFRpVCB9dN1cRuRBT55x0QiE3LSvbcb/KNChPe66laYrB1am2Sv4QYc3x/peouBw3MIq40ArZ5OlBxSQKpukl9JZhGOW8Y1t0km5vIcchTHRB39FrrTQFid2bwTFjs/MF3W60l9Qdh2bfduy3ZZCZI5tbm6RzHEnau70lyhZlWxpcXZs3fhLB0D6SKVYt/RWcpnvNCC9ljqxBzC8SnKdo3T5dMd6z9XXWKqeBppW8nHQakw7h2pkDElg1DSayt0OuGT8GqsVFhjFWb3JfruOt5gv/t/y61lVltzniJm6WiHUgDg2OoxGnYj2ce8Z/00VhvhqFOVM+TNWfpqE9RbnZ4AgBe+0Yb27NqBokQ5LY/kt2N2H8wf9BUAXn+OlHR7jXVPZK0oNizmSiaa/45cbjhYjuTQwmxYL7xl+3fEH99S6UHKtTOUHTOxvhXT4uhXb0ZZvmt9xzXXI8Te59Mrde+9pdY4px3nkcSwR4h72BBeetEoH3nb1dxxfIkPfeMwV2+6mi+85Qu8YPwFfOjeD/H7d/4+jZRi9P0f56JP/SGjl9eofP3rnLrxjZS++MWNx0n10EMPPfTwrIS9GClAO974zQpCOuQbs6GgI4SA6ryX3MaHXgyIX3dBRkrpuZmu8W9KkJ3XuO07tE6c6GIAUnFu5l0pHp9rrqI7SffSvvvuBNfFcV0Mp9kxv/trE8yaXazE5xGHuJZgJ5XClQo1eW/30+xmVNqlywUCUqkUiFjpJGm2EFKinzxLamkRzQ1cmAEtiBOM+uuw9oTjk4Dy3MlrixGRiFnUREiI/d9CYV+EQ85PT0PMrVPh1bJe29rYptSIu+H7/U9Z05TtpcSZ7T1FH1W3j+gt22vlxohLs+LFoE4/mBjP+OEJRiemE73nV6oIs4kARlce8VzWRayBbzFUKM8aLS10N6mgaFPtrDsXtUacO8C+M6tMrtRp2g7KW+FkOO8adYinKmc5WTrJirnCql1jsrkM0qXpuHB0EvMBz51atFtiE6OL9sXdywc5snKko9lU9Swz1UWaJ46hSI5FKYlAoBE94wkFyXqeJfF1aFXW/i0+9jaF2pnaEdx7vkbm2GPdzwNMp8H9E0comzb1lkNjfiGct15uImREYgMEnhXBhWrNLlb6sH2nxbXWtDl98C4akw91nEZj1X8eHC80RMGjUyXOrNQ7mq4lo4dl1aSkabucXG6wf6rUpV2EgcpRsqvHWK61WK5GiqQHJ1aYL5tMLxzArXaGIHTUqF7jngr/nQPQcpo0pc2qXccKlEH+X09P0rMQ9/AU4J0v2Ml/efVFfPa+M/yPm48ynBnmr1/31/z283+bW87cwju/+U4eW3kM/cU/w+YPfZw9b1wkN6aY++8fYOrXfg17YY1adj300EMPPTy34As3lnQ80tReIgY89lU6A6fvDH/KHDlwzq7F7H4oz3T9LbAe1Vo2++70QncMp0aucgZ8y2Q3kgxxztZGtlwHzawjVk+TMzuvG2WhXj+z6Xou02oNMjJdbHBmtY5aI2uq89AXvXjHGKwzZ8Js00HJFolC961I0nKoPnwMbcqrCavJJoPloK6nisV2R2OKW6yUUjRtFykVUrbHosbubWyOkSu1SrjYSqnQquXYqRGxlbH10qoN2u9LEt5vDVuyVE0SyrWyg8eVLjOlBuWlGShPtwnmqvO+BuviRNdZi1AIKRHlGp4107OMBcqH8AwpfSKr6KueYrAceSUIvwZsh3ncddtImx8rWvII33ylSTuBavmJkRK3JkZUzaMnaZ1Zu7Z1RvcyMpddM0FW2jONKxSL1WaUKIs4p5O4rkvLcWOKEe/H1YbNTMnkobn7mDWTSbIi4q4wFg5A8TQKONWcYNEuRwuz8BhMPxxmxF4PUilOl07j+MnAkLJLsrbgsgrddtBWl2lJx9sD9c741In5CrcfW+Q7Rxa440hbGS7fs6NsVynJOt2UfiJxN0l87jSoKuotb+y1loNomohqG+H3T07Pe4rITtKpYPohZLOaPOzYRF4ZyrPM+6eGru3t42rre6ZkUjIjJVzmwbtpuFUWVo4x1yXvwro1tBNuEm64TkdWjnC0Mc/Z1ioT5mI4IJX2lHpaJr12n23oEeIezgvve8Ol/OINF/A3d0zwP24+ikDwS1f9Ep9+46dxpcvP3vSz/PPhf0Zd/ROkf+7/sPPFpxh/4ziNBx5k4i1vofz1r/esxT300EMPz3EoPIJ41l1i1ZrraoFbMhepuS1c247KZATNhEBanVlVtcA46HavLxn/5yVwRxyonKSvOsFw0cso3U0oVF0+K9/91rBrZM6eRpUiAVc0I9dY5boYZmsdgW69Oqhr/wSxRF62Q+1730OrVYJhghDU9x9H2g7KslhqTmFLC9lqUdj/AIZdo2FWfTlchYmalG8R1yqddWA961uU7Cw8HgjqQvHI2SJ3n1zm4bNF3wIdtetI1AS+y3RQ91eFFnmFhox9Ty5Ics2ys8us1i2qzSAJVXShXH2GTMtzTd0/VWZ6td5mhYsyXieGJwjJ/8nFGifu/xacvS9BGIVSUdzrOrJLexyt4dRRsT0SnNuKZQoOLMst2+aRM8sdeyFTbjL+0KM4pVL7yD3yFv8afJtaQNoO08VkJu72bODSL8PTsBzqloPz7duwpmaQ1rnjiG3p+qQkgrCcxP4/u9rg1KKnlGm0HBqON+/CQ9M07j7OwZlyQuGRhEom1QpImYDcapmhB04ilmZQSlF0ixxuzUTKgYXDyJVTWG6LR8qnKNqxvVCdS5DYVafO8ZWjnvs2YCwvEF+kStPGCbxZ/E2x0Jrh1tIRqMx68a+JWGJFs1nC9j0xVCxrfRzfnnqQo3ZSsRbuesdJHogpG5ZbU8ybpxPnGX6pU1dK+h6+l/yjD7YvZduXtvGYRShOIs7eQ67hWW2VY+N891aM4goQeHjItYk53u/p+RmyJ4+GMr5Y5/rLdp07p+/o6GYjEKr7utrhnumiQNoAeoS4h/OCEII/fMsVISl+3xcP0HJcrh27lv/vLf8fr9rxKj724Mf4jdt+g/Jlb0T82P9leHAfe35pJ5mL9zL7e7/PzG/8Jk6x+ExPpYceeuihh6cITcek6Qv/LaeKWokLcp6UMlmZ5KS5SP3ABPqB49BWT9Q81lkyQ7MdMmfas+xGsFyLeXMCV3kCelyurMgGZ2oHWThykvI3vxUbTjLONjpLkKtO0l89QWplnvawvqzpEeTCyWW2HjzZQYqi+NHEn+5QEqYehOnuli232sAtV8icPhFaGgNU7z/M8r9/k9XWLMutKY/8SoctC3dw6qGbWaq1kCpyK5a+8iFORGvSs3amF1Yja3SCVHp/47WVZ0umZ4FOGFSTk1YxwhsIyFMrvou80FDSG4fy3XcTiZ/sJpnarE92FSv1Fqt1K7R6F90aZ5wlNj16M/mpIwDYkkipEVac6V7qhzb31QAdCpPgnCBOsxsxjhG4/vllhhdOIupL4bkCRVPa7LNOhwMLFBX1poWSMpEYTLiSdK0FKNxyufOaKhqHiln1lZKhy3icEDvFYiIx23T9OELBSt1moeIrc9qTYynFsflqWJc2TmDnqjMs2p5CxWgVEc1IIdRcPUVfdSJse3i+wrG5yALp1ry9FsWyd04t+uIpXJRUaHiEGECvW9jSCs+tP3IQ88ABvlc5wbdXD2E6JgvlJkdW/GziSpI6cxbrZJQkz5USY6mIE2ZbV6Sbyx7JlYrjCzGrqX+dljSTxsrDX0+0qTUXOVl9uP00lD/PNVUACoylBTY/erLtTNB9xaCrXFoylslbyrBucfRuimtzBCJlRAS1LQTBdm1s6WArl4PFowysPOTFsZdL8ZGF54o1GLFRn4dpz2XbmT1OVbW5/If6pEjZ5krFSs1s895QibU1bZP9tSlKfghLGBURKOFqC4nY6chlX3rVBMJrbgw9QtzDeSMgxb/zQ5fwxYenedff3s9itclgZpD/9er/xR+8+A+4e+ZufuIbP8G+7VfAW/6S9Mrt7H6zZPP7/iu122/n9Ft/lNr37nqmp9JDDz300MOTiEAAOV4+5Ze28UqjtB57AOw2615A0IKTWxaOVGE258BaFU/WMzQ1j1aLJzNKCjxla4WWbNJwvORdohnURpUsumVSKyucvPM+VmqtSMCKWRNEIruMwGgV/TYyIgRK0ZCWl9wF0KstBG4HIQ7H6Evt7bKZtKzIbVQpKsvHUKsTdENg1R0qHWbL/Pc6yEt8PdTycYZKnjXckS710HrnnxOw2xjDX5We8J+ZWsQ80TmG0G04Roh1aSOdZtLN1F+/essBu4GafsiLc/atwyhFxfTjsIVPAUMLroqsUEKQnn8YzW2Rsive6O0yOXPOJ+yKhZOHWF2dQ6yU0Kbirr7JXSGVDONj47+omYc5fPRrLNerxKX8+HQScwtiExNSewmkncjuPDS1QLZs+obNiBLVVVs94Hi/MZf4/FKNzYfmyC97rtauIxPXtFwXhUxEIYguYxMxkm6dOEHqxJHwe8VOKpW825PcUw3bZfXoCZaD5y2m2Nl34hvsq0+BEBhWCeF6Y1RKcWbqbtJ20vugGy1x4xa9tdoGe0MpEMTinhWObAIKQ+g4q0Wss1PU3FY4Dp+Getbc4qTXXStSJjnzq6QnAkutAmnTVzsDS531hNd8thNtFEbLYsv9D2MsBdbm6P4rlfR6OG6eiCzhTZPc8cdo94xQSrHl6CS51U5vjsilmTWt7VrKQKGQ+YL3+PntCrc/wm0PfJ7bZu9iwlxmulVkSZY94luvxnIBQLZZRLhRorP2d66IJRJbbLYrMaP3uVIS3TVBQalhMb3aQCrJQ2dW2T9VQqE4HYtvrrQ85ceSFT2fCsVj1lmqbsO7p+UoZj98d0gVKah6hLiHpxpCCH7jdRfziXddz2OzFW78i+/x7wfnEELw05f9NP/ypn8ho2d4983v5u/SNvLNH0ccv4nRwm1c8Pl/Qx8eZupXfoX5/9+fIJvrpJTvoYceeujhWQFFd1c23aljTceSG6kgLjNJjIUrMd0qJ4LqBF36SrhptqwOq3Kczzpui/77D2E0vDIrAsibcwyt7vNKhcTGE5tETISNrlZ3yti+YFdSDU6ai1TdeMZrRdpcQG8WOwYriIRL73Lep+LN3+bIvgkalkPDqnJX5QT/XjzESXORDsuGTzgMp+YJpO3maj/GEaWgWYotiCRteQJuYE1STichjkO2AoWDYqk2y01HPhcrORWNa+vsLYiT/5E4POcrEJqWQ6u8iOW4LK8GMZ7B/Q760pBSMT7zHXLmfNtvov22kLJrfhMvhjBTNhma9MplEfaoEG1W65V6k3tPLiQ9BoCGazG5fIr7p5I1jZXyXHY16ZCyq7QcyWK1SdOKFDpOuYa9VIST36Fv7v41FRTx/WoqG+G49J1ZRcRK1ehmk9ThyXB9sqUkcb7rxCK2n9TLclymiyazq14ZpaYjaVhOInt1NEnJdOM4c+YESoGoJeNEOzhULI7dUS6uuRojl/7zjU+IWpXk4xkot9ZR1LRjtlWKnb4GcVGuZ1ltU6IBWHYFoRTNlsKJP89SocrT6K6XzAy7EZ7XcC3f6mii/H0eWCZF4DHgtjoWZ72kU/HP+coimrRJzc+QsOLrmVhhMe9Yxa1im144iQhrh6vE32DN0/Vkor9gTPEkapprobUlBPTKaamEYiZAanIORzpIAoWLH4ceC1UR0iJrzlOonQ0VPF2Xosux4I4EQ8xXJ+mvTgAqzFofhCM8OHOEg0uHunYavTclzWadqmoyac11GUSwwp6bd3ts+7nQI8Q9PCG88eqtfOO9L2fnSJ73/MsjvOefH+b0cp3LRy/n8z/yeW688Eb+8pG/5NeK97P8w38MR79J9r7f5YJ//L+MvPvdFP/5nzn99p/APHjwmZ5KDz300EMPTwBTlakYyYqzmTb7hVLY0g7bhL9KyWJzismyZ6FUlo21UFzX7U2cPJP4njYXybS8TNVzTa+fdN0TfAUCTVqB3YjV5goVe6Wj7FO22EC4MrRGtaTNsjXLguVZ1Sw/CY8Vc13WpGRk+QEKsbg41S6EBn9qi16WXssjIOWGjd2KyMpxc6FDkFNSJdbB9OuCVk2bhYqJadc9QtwGqSQZawWFQmuaHllw144TbVhu6JKMUkycfQBr7rEwy7TdltxLhgK5pOm4nCgtBeZGXKVYqrVoWC6u68UgCiURfgZhJQSTK3WQkpQfAxx3V0+WXQIlvEQ50pUJzceks0jVdyUN3Cm9ZD5em/1TJVYrNRxHJbal6VrULBddGGhudC9dpThcvoe+2mnS1mp4K1oxQlw/OEHjkEektaUZBh9YIwt4bAI11aRvoUZ2tUG2ZCKBrJZCD+N24xZFD4X6WUZWH8H2yxwFMeVV00IpyWzJ9K1q/rMUj1tVClc5WLKJLW2maydwEu72KvlZWj7hUUw6ixytnERzmzFC0mVagZnalUgluxJiu2XiWC2MpWTJtFUnsAa2qSoCcgpeKSjluTdL3zIsgbOrJoun72LrvtOkHJhejYhg03KxqkEpqCRqfgbvklMPyaQtbfbPP4TZDHIExEhfMD8ZPctSRRb7+JtNKUWhOkvOnPXLf8XJsiDVtOhbOhIqf3RpMbZ8H4PlIzG+2vZ8rVNvt3rLdxLJ+AbLjzFY6WLdRqGZDbR6JXHLA2+Y6Inz52rbsfEohALdMb33pJJkatP01SZDBVtwlc4N4j1vgVu07nRm+DZdm4o0mTNP0XKSoSCtlaVwDR46dBj3bImhI3PoLWfdEl84TmdOig2gR4h7eMLYu7mPL/3aS/m9Gy/lzuNL/NDH7+D9Xz7IXFHy0Zd/lD++4Y/Zv7Sfn5j6Cvf+8H+Huf1on3kDW37yZez69D8i63Um3/mTzP3hH/Vii3vooYcenqUot0rMLZzi0ekuJUBiUFJiuxEhDmU+3y04sMQqqTBPTKGWqxgtB92pk60ma9uLSiRkK6VItVZI2xG5VIBuBRl5YxYE4ZV5KVoLiTrEWt1k8GyR4dMrCOWilC/0KrDaMuumY5UThHITsqwxs4Qqe2NLmy0Gp30XStfCPX27F3PnC9uuUlQbLYTlIKz2pDrgKImj3IRoXDFtULBUb7HYrHP67PcQstNx0iO3AqkUuX0PoZ2dQzqdQnZwXqVpM1cxaZ6eBRSVWp3Z1QbKT/bTbumTviAs8Mi5kMkEZeFf38rnKokWukh789dmFsMxxMXcUiMpIEs/gZDyBfM4FtwStuugLy0jpKTRckNSZbsuWxbu6KAWlnRQSqEJjeFilN3clR6R1GRbbVfl+BY3Sc1tUbb8BGelRle5u9FWY9ZSse/Km4IGfv3fNvdsH5p0SDXLNPfv4+x8larprYl3r7vdx5h7dWyNVswVLKdOzY7HzMbPU+A6nLWKnHI8wuZZh51E3163SRdvBWQPn6bx7/8Rc4OOrj/96H2UDuwjc7rNTXsNtpKeXUYLPD+kg7BdlmstbFeiOc1wWiOnpwCF7iSJ+HzZZK5sdnacvHhof1RKQWkStfw9wrjyjnsRxWWnJ1ZoxWuXAy3XpdZ00KRXpijb8uPHY+Manlhk9P4oI7xQDgJIW0XavKkj998wVGGNmtltXh4dKxqzIqfnZynZi4nfvD/enUhVTYTVRFnxBIEKo+llnE6b86AgXz7pj9+NEvXF1ijAvFti2S1Hg4olt/POV9xROs5h26vh3l4LuTXtuUNbriRbPEZ9seqRe8ftSoiDI3Jixh9L97Jta6FHiHt4UmDoGv/l1Xu54/dew8++ZDdffmSa13/8Tn7+Hx7ArbyQT73uswxnh/nVE5/lr1/1n3GNFHz6zRSKX2HPl/+NkXe/m9KXvsTEG9/Eyj9+2is630MPPfTQw7MKJ779BVyr2WnV9b/qronVrPONA1NhFuhQjHIjgalq11ixPbdQt+IJtymnRtpqE6pLS2Ed40CgEgnhMRCgYgKTUkkBMx7D6o8h5VuVpW+1EyTdEwHyk2fD8QrlJOIMU1MLCD8BUKphMjC3DI2W55aqSGQgtlzJ1EqFzL4Z8vv9+pyx9Zt0FnisPtsR27oUJCdC4bo2KbvuuwnGpxYJ7kIpRLmGDEr5tCFtlcjXZzAbTVozyziuJ3gOH19i8KHJjnGFaxauQnsMdtgIoWDVXeV45QEabo2WtDusaMT6UUJgu06XBFcBIe48Xpw4izp1DK1cCd07AepOlZP2HK50WZVxBYpEKM+KHq/9G3AM0aY4mC01OH7oIcon7uGkuchpP6maEjp0EbxN242OJ6yFwV+FhmiztHVCq9Rw93+XvjmPgJdknWVzPnEPI4NedP/DEj7KJoipLNvLHFkNaulKMi1P8YNvIV+122QvJTuW2jg0S+Hh6eSMKzPQWPWtp8GY1p9Xm891+MmRinTDJ7TSIRWre5urTyfIWpfTGYuVOxJrEEmUwrQdTi/XsVz/KVcwbS93rgGR8kAoSeVMkf3TRf+y3g8l06HYaIXvj6y5GCo4XCmpW/47Jl59zh+bUDJmgI7mprmWR0L94/GY8ADStTuOpeomWrFK+Y6HkY2o/JZUkrpT7mgv/VlkT82RPXyAarXBmRU/kRVecjchVZjES0H4/szGXPXb93FR1liVNUzbpdKMxqliH6aKkeLCbSP3bnvcv4o+a1E8SnT9tnutFJ0sex30CHEPTyo29WX4o7deyX3vfx2/f+NlnFlp8LtfeJR3/O9TpBd+m0sLr+MTp77Mr15yPSsvfDfc/zfof/cytrx6iD1f/DzZK65g8WMf48RrX8fin/0ZrZMnz33RHnrooYcevq8RF0tai6cZWrqXStWz5IYyYMzqdKo6xVRrlf2r80wvVrr0AiiJWD4NZ+7xTnfsBPENIPwYukBgao8tE/EawF3q/c64Xqbaumxy0p4LxXwtnhVYuQkyIJaOd1Ck/ocOA4pbSodZqpgcm49cCHVpJ8b05YVHeWwxIv8KOJVwOZWhBVWhWKl55V/SfgIq8LIwO9KzQmHV0FwvudXJ+YpfpxZW3RpN3xKatkpoyqZoVThcn8XyCWG6FZF9061xpn6Ypco+hPBdpsMY03gm26BuqQiJQc2pUajPMFc/ypQbCNLRuR6JjccQK9yYQBsSDMftWpf5YHGSafMMmm/hCsj5mdpBlmWVKatILZbYSipP0SGVbwl2XMoVE1cpcsUKmw/NkopbqaVLyqlQq5biQ1+TEMfR5lzq/fVdy3FdlmSZslPseq6SiplSVEZp2a0wVTmOmrjdWw8lsX1LnVQuLavFbHMpjAku1GdgdSK8T03bQV8ukbZrpOwqmdYqSna60XvN3Zih3yfYDSvx3VUS7CaqeBrHtUPS0k6QpIqo7M4HHwMz8oZQKDRpo7smK9Uo5helYvHrsTjfoP8wg3i7oiY8A8txwxrM8clVm55bvWl5btlSujSVxdlWUukGUe3omF05cR3hjy1UCLluOK9K0/GVf/G0ceFZhFbqWL+gyJlzpFornlXWnKdQn+rcZo5NWdZj58P44Qmyj57wvstIkTffTCbLE5aNsVD0lH6uQiDQG/Wo9BMxL4J4TG4YAqPC51WhOu53wE9LDZvlmpW4j97sk5PxlHrRO3FiuYLlxqz/oa5HIISXXE7GNAxREmxvP5jSpuZsPEeRseGWPfRwHhgupHnPqy/i1161h0MzFf790Bx3nljisYdfjz4wzH3yq/yQKPCTV/0xv7p8E0M3/S6ZgR3s+rXfwnzvf2Hl059l5dOfYeXv/p7MZZfR98pXUrjhBnJXX4VWKDzT0+uhhx566GEdJEupJB3XirUZTjVPsqW5jJ831junw0IgWbFqDNiZxHFbSjQh0B3PEt2wbFp1i5zyXFdFrDZQXFYO3OwkUVIXgNSCX38TYubBTuul9F2DJRIdiJfaEcolbt0hEfPri48SrGIJ13ZZKCcFNSFdbNezWqGgXG/RJxvktHTYpt5yGPInpUmLQvkk6APh74ZdJ91cYb9RRropKlYlFNBFeZJcMxcuiml7BH5VVikh0IUe9jNdm2abssOYPk0ToaW25lTQAbf0KM3+a1Ck0F3LE9Z9mCogTH7iNBWQJ5eUVUZ3k7Vb4x/jVkWJDK028VvhWYg7rWUAumwiHMvnGYH4HFnq4mj6seApcx7y29AfO8WElCw870I2nfTmk2rE3aa989stSUrTzkGH256AGHnREOC6mMqi5ayQlybtovm0s0LLqkI+Fx7zYuG9dkuyghasuVRMPLKP1uoKk5do9AeXtU2E8tpXmy6bTk7h5CMLZeC2jRbtA+UTtZD8heQnbODf62hu0rEjT422VVmutShkjHB+lVagwPIIVr4R1ebVxQAYmwAVxan71m8pfPLp18atySYr9iqVxX2YmcCFN7afSyZl22Zzvx6xtM7b4Ze+grrl0LJdSEVt+mungcHwRCklq40yRWH5WY29F02wX7R6Hb1cBBXQM9BUe0KqgNjHj7fHEENffZJ6oR+CNSpcGq2puciSW8HRJKN6f3JiPiqmBaTD+shxZI5Noa4eDRfBcBsMLJ6iXLgEqWfC51GTiqZ0PTKsFAi8cmhCj405urZKfFCAwMGlIhuEb/P2vIDlOTKtVaSWIdeYYxGbtCvDd4+3jgolvHf5dNGkrByGc8G9jtVP9wdwvLHARtEjxD08pRBCcPWOQa7eMcjv3XgZq3WLe05dx62nXsTtxT/js7W/5+9rr+aF9it5f+NbXHXT76Jlxxj58fcy/v5/p/Ift1G99VZW/vEfWfnUp0DTyFx0EdmrryZ3zTXkrr2GzMUXI4zeVu6hhx56eCbRNekOHgF9tD5FvxrCVS7TtSkw4pYyPEHVTdrRqk0/1tGPq112qwgBxbqFJmBTv3f8kTmLFWeJ1+z2JNg4YfFkN09gDWhyQ7UYjMXb6n723VzlNOQjgikSk/Iz0bZN2HYllaaD0DwrqgIwi0kLtAIlYK7SxD34CM2RPBcPJgmdcO3QrVCZdoenn/Kv5/oCadqqIHyJPWiabpUIIo2LssboY7Os7E4jhKBhuQQzE34/DdXy55m0qRuOiStA1pcQwXqGibZkuDambFF2Ha+USgxzbpGcXUSqTHg9VGDhTU5MhMKuAiTKj+udbJ3Fla1wzJ57s9/WlclYVcAx+sKuHeUw7RQRanO0ejKpBHGRVG0TVA5Htmgpm6w/x/TZ08Hokpvat7hq7a6ZMVIglEvaiicPSloSE+ep9hhicLu4GTecRkjvXD2PbldBqrCedBxL1Qa5XPQEBAnMLOmSq06ikcEujCOUS8r0y4a5Jli+94EWyVJKQV91AiMlgXzMKurPpmVjxerAVpwmGbsVi2F2OTiddNFt2S7BZJIx08kV0mUTpItqVmJeAiqsZe2dH6w5FJ0iQ26B+aLJZjzS7M0/gmk7WLo35xmryErDAgZpWC79eBZiDU/xdGqxCtsjBURyD4M2s8DB49PUX7Aj9tpSifZ6peS1Fb4lOHjPxRY4qP8s294t0q+73B4Dqymb4eIBDoqruHr3FhpWMlFZ3L04wEyxAZl0W7soo8LS6UnmNI1RfBdoJTGcKpaeQeneXgqVlUG/QqC7TVw9Gx5P2dUwphji81Gk7Bpz7ioKyBCMJdq/2eYidtPPuWCVcKwmjuHtQVu5TDpLjKA8paSKFK6W2/lktRyXM8UaW5HE9CLnRI9F9PC0YqSQ5keu2caPXLONuv0KPnzvR/mW+BpTW3fzQfM3KZyd5lfqX+aVt3+Q0h1/xiNbfwb1W/8v1+0YI3v0EM1DBzEPHKR2552Uv/xlAEQuR+7KK8lddx2Fl7+c/PXXIVKpc4ykhx566KGHJxNSKa8upHJBb/PkUVBXJktuhbSb9wixL5W5SuKkDfTlImSzbUQUtK7Zk2NthCe0WU2vzIquaYR0qdVZv7MoawzbnUl3HKlYKJlxw1DMPTo+Fe+6TbfGrOO5V3ou074Fa+k4ypHE3R+lrqO5DoYfNx0PTzWlhR37Lm03ilf251huWKRTFeacWQw33WZ98y1NQQ3gsPayd8wQGk3LYSCQ+JSXRTgYn4tMxOoKqUAXnru1CIzlEsO0IwuugmPOLFuaWSApbAM4ysJyDJqO65t2PDKc8Bzwj0klKcoaA1JSdWuccV2WnTTDsTnq1WkCk52UivZsxq6eDslKUdZpYYffDbOFbrsJQhzssYBUtZSNkDZT7jIDzsVRu9h4S61pKtJCc3Ylrq2EhvJ3XNoqkYolddPdFmjQUhFxDIbhkSDRPTN7eEShxRNY+SyjMLUIMxbsTK6947ihXd2bm3fuol+ySndNbNeiUJ9BxT0pakuQHkgSYv/66dYKMB5mNA4Ib9/RRXQi0rhkV1lePBRZiJVkYilZ6smRKnhczwnRWGLZbUaPuXdxJN4ejeqH+1ZbFT0DyleYxN8l1abDot1Ey4PjSpqO58HQdLz9H9T6BhCLq4hCNLeB6RJKlHH1vHetUhVbl9RNh7SvRGvPuuyFD0j/ARIYbfMOwgsMp45oVBJzCRBkmVZtShjNXAE207S89dX9RQ0MsqdX6lw37I+rWyx3xIhJz1Rgx2DoahzXxiktIMSe9saLdw6stL6ngvLa5BvT5J0FamwNZhg6hWdaKwkFqBICLTbXfGMWy5XBE868W0ToQyjlKXOCMSsUffMV0lUdEGhC4EqJEN61jjXmWRZZQPPc5PWNM+IeIe7hGUMhVeB/vPL/x5v2/DAfuvdDnHY/yrve8rPoo5/ji4ce5KLDn+T1s5+k/NV/4h/dG3lg8zt5wWWv5VVv+kmu3TGEWpjHfPRRzEcPYD76KKuf/jQrf/u3aH19FF7+cgbf8iP0veIViHTnP9Y99NBDDz08uZBKgeNbHe1i26/KS6QEMcEaEJ4F4FRrjryrAdvDMzRBJ1Tnl+CQ2fRIrq4REmKtsQy68C3EUYez5SKZLtE3nUmhfIuQ1n4E6m6VVRc2C4GmJCfsWRqmxWyjwUitxYjvGygUKE3gGjrDi3VPqL/YE1LL0mTJLeE46VAgE44TuokGoqzlSoT03KxXZIVNCfdEFV4H8AV9n0xJFSagaUkbG5dCzA22vQ8A3XJQuRS2G0jNCqUko8cXKV2wmXZk4nWPY1iu+eWugrjPNhK76pbIKBVlX1aKlF1h3m1BaixBRoVrE4isNduk6razKgGjF+LMH8d2/LrT/hpuPXSCQn0Bmcp2HSd4Xgx132JeW7kL+jzSG/Rhp/rCOsiP1WfZFqxMsImDUayRIGvOLUJo7wZ8rwXpuijHCS2fgUUuMbPA7V0qRBgz6d0xzXaRqbjQLz0rLJBvTJH2kzkV6xaG/0DJWH/EexMalWYsq7SKEi5RnUdmhmNXBmG7HfH6UysrFP06ykpJ+qunWOmYURfi30YEhVRo0gn5YXMoR748E57dP1vGTnkuwkJ5dYhnSyaiLyDHDq6e8UlU/Dr+KikwmjY2kZIhUY5MKbS55QRBDdy0AaadZbSmy1KlybbNlwIH2qblxzd7jw9pQyMrdM8ZQCkQwqulffwsehMKfQ3q6U0dayPDZzt2r5TCsOscOfE9Vi4aC49FNaO9PSlRayaKKpsWQ/l0eLmRk8tAn/+M+gqP6inQa5iAcH1CbNuIUs0nytInyFqH1d774v0xnPZEbd6fwZkFanuTP2mCqOwbnlU/r5L7NF1rYTQqoA+CgJW6hS4EfYNpGq4NWoa0VaGhJLVyZ9KxtdAjxD0843jljlfylR/9Ch9/6OP80+HP8I3s13nvde/lmh+5CXv2IPI7/4Pfmvwy1eIt/MGd7+avvvsSBnMpXn7xJl5z6dX80G+8ni35FLLRoH7//dTuvJPqd75D9eab0YeHGXjzmxn6ibeTveyyZ3qqPfTQQw/PWUiiOE27S2kfJyCwrgvoBDl4TZ8ot/waqY706tdmOsP9kuJiq+ZZJ6RENE3M2aO+hVhELQPCEljjgrE6VWwnbnnuJAnBnKC7hTg4RwoD3a/heqZe7pLZVHpVdTXveGGpRnOvjVSCZVnxrCixxF7KjhLhSBRuSke3XWr2iu/F20ZmVfuHaKS69JKJKQgTWV2kxjkXHFdRtiwEIpGQSLesxLWUUhhuZ1Zey21SlA6D/jKpwHQVQ8mtsgWFHagvXBtds4BkzLi3DhFmzSJnHJfR9kZ6BqmnkU7LowTKq5+q+0qajozVihhBklEWciRCuWjKRkqPbEot8hsoNWz6TIvBXJp7qqcYU51EZj0EY3OBk/NlrFqLIaA1mCO9XGqLW44gXBUjHgqJYvBskeJFm2KdS4pBHKtUCWt12M8a46rKDLWWQ8yRIPxbLhc5a04y0LIYLUT3p33Wy+XIvVugGKgc60KIu5zYdsBo2kgRrbnUNS9OX0S+EaHLdDzxmv+5LOvI1OCaNbd10ybVsLDzfv9SJUI2JNBqVMiIFJpIPv1xCBnFOFd2jJA95ZWFO2PNk3XqYHjJ5URowVUICUr33lGi0QIt47vdx/eh995aq2xQyqkwWVpEr3m+CRLFtLvieTqQR/ml1jRgyZqnpaJnVChJuVpjS/82WpaXTVq3XZRO4h2SsiuQit6LwfOjnZyM1c6Guq3o9FyO3NuDuvDRL9E+LixWafVncXJ+uIsQiLbnNCg1FodA4MZczV2lYp4JXhiHNLS2XBbro5dluofvCwykB/ijG/6Iz//I59kzuIcP3fsh3vHNd3C3KjH0C/8G77mX/u2X87+Nv+LevZ/lbZfmeHiyyO9+4VFe8Ce38J8+8xDfPFFCf9kr2PqHf8jFt93Gzr/9FIUbbqD0hS9w+sd+nDM/9/NUbrkl4RbTQw899NDDk4N602WlbrFSt6i1OgXRhvIsnMqJkirZrqTZpXRIy4plt13rgk4LUAjXIXvqGM7kmZhVObAee6WU5q0VjJjIY1WPIMrTEFpWksK1LwaGLsLdCLHwYz+V8ChEIMgFfVi+gJ22yuQbZ9FlIyQj+6onmDFPRFeKW0FcN5yzRIZWQ9eP1RWKJFvx0S5IujEX5cQvawV7x+C4sqswnl2t+MqFGLHq0l1T1ik6q8kGYUbg+DgUC27JG7/TiM2hrVMZzc8omd0FXd/yBuBkU6BchlaP+DVhk4RYKlisNnH8e+UqiaWifZjzSyoF7srBPQ7G1nIkLcdl3qzhBvWJvVl0GVg0vvyyZ2UWftI1DRXto64uERE0NyLttuvHktdayUYxC1172agI3V1orfRQYvwqsg/TciRKOViupGzagXNtxx7JmBH50Rt1tLPzXUeQdONVXcsBJU+IEia1Z7FOEOKEe7kIx9kOLcweHv2qxdbLVjYz7ioTzgJl2Yjm5JfnCmJqvXJEvvIq5hPt4FAyZ3wrOwjNK68VuHt717OZc4tMOyuepTpwsfbnCTELcWzs8dJDwvHeCUVZCxWKwZyCEIG6W8V0qxhOnUyrSLa5SM6cQ1mNKHbcP0/z+whrhevelXXLwVJ2R6gCgBI6jpHrPN72PZlf27szfXMVRo8vogdlmYSXtjBAVqS7KvzKss5pZyGhHLSC58j/98RzM984I+5ZiHv4vsLlo5fzD2/4B7579rv8xSN/wXu/+16eN/Y8fuP63+CFv3Qz3PNXbL3tI/xh3yE++POf4RB7+eaBWb7x6CzfObJALqXzxqvHedeLd3P9y19O3ytegVupUPrylyn+878w897fILVtG8M/+7MMveMn0Pv7n+kp99BDDz08J9B03C62PQ8JK6//Zbs+wnJlHqW1OuIKBSqRTKcbAmHRsU2U1ofr2Hi2A5EgBinTpm4ukhVp0sIIXXSVY5OTiywZfTSdCgXaSWWU/VWLuWEHI9L8OEWlBYTYH3ubMKvJJq4wSNtlr/STL6V3Ey4BGjULCl6oT1VGJWjChDXKW5+qMqk6JsOa5/vdbt2uyAaGm0rUCfY+bkxIlChcPQdOZGWUykHgorccMiUT+te648FQfVIuFcSssEFMpIyX+3GdUCpNkH4CEuCtl14xEflknpDIOdSfrSZItyq0nMhN2dHS4Catr9KVCBQtZdNSUeZvTbZZwmNZuIP7XDZtFoomuy07dv211zZdt8I2QirysxX0sQxWWFZmLQLrwWja2L7bd9N2sITfPnHfJYH6RmsjxNFydtUm4IokJfBC4qO2Gb8cUcN2MB3PnTmnJ7fT+MEDTF+1ldxynU3LjyDkWiQ/+ZyVrUX62loIvDAHhVdLvH0eYTI3lQvXTouZKpUQ2MoJ43CTV01qipRKPj9W7GlflNXupdwILMRB/+3FtbyxS6kwtBTCqSFRGKaDpWukGk0kiqaymK4eIq1FictCbwV/snpMJSchnK/s8EaJJiWVTPyebS4lm5WnQDmhV0+QVbymTNLS96qIxS7PWjOgw3DbJYVyOizEpuX6FveYsqLD4h191n03fw3CG7xJH0J3HGphwrrOmcbvS82yyaUNLws93jtgQG48n1DPQtzD9x2EELxu9+v4yo9+hQ/d8CHm6nP80rd/iV/77v/DkctvhP/0HRAa4h9v5Or5L/H+N17GXb//Wr74ay/lJ56/g1sOL/D2T9zDm/7qLv75vjOYmTyjv/iLXPTtm9nx1/+X1K5dLP7P/8nJV7+GhY/9T+y5uWd6yj300EMPz3pk6t2tQZAUfx1HMqr1MaDnEQjKqkE3kuYkrLWdqDRsWtLmUOMIK3IJ13HQND/bS1AiJnZyS1loYUStJ9jrrolrzoRXCQVd5YluQdbfuPEuiuvzyJwbJCLyL5ZqWEgtis8TSoXWv8BtO0oI5LeB0Ao2MF2if65CA4uijFwdNWmjxU/y4XaxlAXIL9Y6l7ZLduJ2SN9apbT2HBxeHGW2ZDJ4ZhWt2r3OZ3/G8FurpNXX/yi1rD/2GEGVFv0iG6vrmywBFFdWaHYsARJeaSiUR4JcJEoT6JZD1i9vJYDOiFc/vlspSrLT7TuxHtra9qN5axG79AiZ1rLn1tuORFYob2bpapPcQpX8dDG0xuUaq53n+nAy7deX2FIiNJ2RieXY8YhyaGH882B4XYis33G0lIOtBLGyrigFK9JThqSFESkJYlNqtxAHp6caFmmrlPhN6Rq1rQP+sxntQcMxMdzOJHdCOR0Z0OMILLJCRoqWZOk2jYZqMeksRmMg+V4IY7d9T5IATuw+qnVSFQulUG7y/gbHNaFhO97bIhUkepUOw6dXyC/XyDSiZ8ewq8hW7L6ESjVvTEbsxpzRXQ4bEg2NSqNbjGxkIZ4tmYTxzO2t/GGv1K3w+6qsseCWmcl4lv5ZIsu9Ji1ka7HjXS2UxFVJOulYDpsOzLa9kwRKGLip/nCN2obsJfEjUAKIde9/cGLwbq61HKpNK8xRoTk6ObG+wi6OHiHu4fsWhmbwtovfxrfe9i3e94L3cXj5MO/85jv53eOfZfJn/hn2vBq++dvw1fegOSYvuGCED//YVdz/B6/jY2+/GkMT/PevHuIlH7mVD33jMaZKLfpf+1p2f/ofufCrX6H/9a9j9bOf5eTrf4iZ330fzcOHn+kp99BDDz08a6HJ1pq/OY5iiz4EQNNy0WLih4IwMVChPp0Q2KPERV36lIqWchFKUaXOcmuZprQ9XqlkogRIcB0RdArkfWEpbZWiUjlt12rhCZyJtEWhxVZ65C0wb/unDk2uooTGKjF3xPYyMKEMrbBTgzQzm3CMKOlTptKMhHKfKGvSRtdEh6VE0n19vP5FwpUTQJSriWNamygohDdHCUi9U6CMkz7ddBKuyuBZZnJpLRqbCu5hNM5cNo2mbHKVY1HHjoXuORGTssrImFU2HoOsSFo/cykDqeDYfAVXegoCpWsYLYe++Uo0p27rpKJyXErTcLIp6lu6eY5pfhInwj69tVCU3Cqu2yBl17om1WqvyqOUR8SlUqRLphePKQSavbaiwuoL7kOkUCmZNrpSDDTiLWMW3bJHMt3wHq69T0qOyXxrhTirkxB6U4zrw13PC3p0fQWSNLzz/dsfKmsAXENDCUG/VkgQJd1tdlovE7OF6rbBMOMxgGMUkhmQ/cGIhKkymktAmsJ83v4zPCaKCLzwjHg2byv27lBakhC78SRmUuGGhDi5vtnGNHajBAiMVKDQ8Prtn6t0ursThWG0j7+wHN1kS9o4RgGpZxN7MTxLec+oa9douS5CRd4scahUJ9EP3jnLgxbmxdtoDkeu0LrbJNNa4ZQz03lemzJOt7qHJlrpQVw/Hj9OiMNwk9h7xHsTnAuKtBHNo+XIkBDXhsc3QKgjPCtcph3H4Qtf+AKuH/up6zpvectbeP/73w/An/7pn5LNZru2e8c73oHh16h1HIfPfe5zfO973+Oee+5hy5Yt/MzP/AzpdJpyucwHP/hBAD7ykY/wC7/wC3z+85/nX//1X9m7dy9//ud/nriGZVk88MADSCmRUnL69GkuuugiXvayl/FTP/VT4TWbzSbve9/7APjwhz/MBz7wAaSUvOhFL8I0Tf7kT/4EpRQ33ngjuVyOj370o3zjG98A4Md//Mf5yle+AhDOw3Ec/uVf/oV/+Zd/AeBd73oX73rXuwD4whe+ELZtNpu8/e1vB+BLX/oSfX2RM0owh3i/G1nzbuNZ67z1xhFvs5E+daWTOpDil9QvUbq8xKcPfZpvn/42P7rnR/n18SsY/95fwtwBeOc/4QxdwNe+5PX9lfe8g8fmanzm3kn++b4zfOaeSX7oii388sv38MJLL2Xbxz7G8Hvfy30f+ACtm/+dyje/Se7FL2bTL/8ShVe8IvFg9tBDHBt5hnp48tBb72cH1vPErbZstqRyONLl7NIic8tFsrUCWgFa+RSl3SOMHZkno0ks1wyTGGVTOrUuJZLiEK5ECcGx+RPkaLJzfDNSuqzOTaFRIts/nCj/KYBcxqDPydJwW547ol3Bry+U6HulsBMqj3nn++7OHlX0hDBXyzBk5Gmy7CU6sl3mZ6aoqSyp7QUGS57Q22ylGNq0CRSUSiVWZiboc72M2gqBYxS8Ej10n6tSUFpdQpqgjxYSxxeLy1jCYXBwKJxCuVwCYGxwlEM5m8ETsxj9aQaHvGJGcUKiCZHwutUQfpIaCSKFnepPJGcSSqIUTFVc9DMz9A0Mh8oGpWC5WqZYc2nZFmlHQ42OeGRFSZSULKyUmJsrktZcZLaJGMkihJesaqkxx4IyGB8fR5cWg7mUF7OqQEgXu5D2bMcxgVsqyckTJ2lyhsv37kYicTVvnQF/XQQuIlwbpRSNRoNyNc2lA1v9DMKK5mAWJ5tiQMtTkQmmiUSjVCzSmJkln88xODSMlyk6FrcrnbbrQsVPaJQgAG4Um65brlfGJiwZFN2/3NBmKtsGWFhawpiYxUoPcMm2EZR0mZycxNJcrtt5BSaelU9KWC4t0/L3gzSyKJH0K1BSMed7xo1v24rQdCpNi6a+yuryMm5tmXw+z8hIRIIDl9342AYHh1BIXKVYqbXIpjzCu7Iwi7FSo59hTjuRckumdK/cjjeIaJ0GBilXyok1C66jK4GmSSplyA/nKaw0UApmV+u4msYFhYiHZvQce/UCq6JFVZleDLHfjyagf2AotGg3N/fxWGmVi6ZnyRcaLNVK2FJj09AoLeUwX1zEFi6F4S0Uyw3SToULh3dg47CSlpjLyzhKgDuCdAMbskIaWqis0ew6M8tlVpEMje/qUMqka8lnXSkoF5dpNOpIBIV8geGhQYTw1j+YS0Nz6N86RD07Tn36bMzcLRgcHAKlMNwGx80qZcvi8MQsGoqr9mxlWO9npjSLoxTjo0OJ6ztIqsofkwAzr6PsmIJE17w49jalj1Jw4tRpNKeOGgW95fieF1Apl1Eob6/4Lv7B42I4nsJwMJei5E9BiysxfI8PFbtQsAb1/jTbtDwIzxIf35dbRkcAWLlgK6P5nst0D89BZESG/3TFf+LFB1/MjoUd3HTmJt48+03+7OW/QLG+AJ96NeLw1xLnXLtziI+/83nc/fuv5ddfs5cHJ4u882/u5a3/526+sm8atWkzM697Hf/0ilcw9frXY585w9R//lVOv/WtlL78FaTVPdtjDz300EMP548gsdUxN6pVWbxwFJnWQQj6tWRylpSurWnXitwkXYSUaEGsmQAvs3NnWiiBwMCgT8tELqSie2k+gQjrx6aaK6EgqGJXH9LGGUptYrM+yGYnx/ihOQwcFIJmzqAVuA4LETvLE+INJxI+PcK4jkYB0H2rVXsWYnON8QMoQ8c1dFox+4dEJYxZ7VaUQHkgUb71WzCQjQTLwEJsiQyzcnPM9O6fpwk0f/3Da8XmVtJHwhOaWtLlM6PSZLQYaTACquFZ06Wh03JkmJxq2I+1jmxJgSm+bU6aSLjBRnNRDKtUOMZC1ug4N7g+XaxNQuHHrgcNZYdda9n1lAlx66URc/lO11oIqSjuGY1ZgoP5azQ29SFjPvsDIueRA/+71na9+K5vZkfD+Obu20sgtTRNW+IqHSEg7ZProHkjt21NO1swN/Csc7iSDDqG0nDakndJQwMRuMKuv9cBXOHVmhV+FIQ5kqyT5gYWYp9hObKFIQVbjCE264N0pThKcSqfZno4j53RY5nFYZszyJjmuZfbwqWsDWPmtuDqGWyRpl7YzbgxTF+6D11AWlMYLYfCsbP+UipWLonKksV9IjQ9DULDyafD7NndnvdgXTRU+D7zvnfegaZfJiyvMv65YI7mUUZ0vx3/OezXvHuqo+H41X6tC0YTd8FUkcVaaYKGshKJ3mSbRbmZHQs/LxApTwamS1ECPET4PAfXCmYVKNkEgqEzq0g9myhvV5Cut1O6rFMr443Fc01P3ulA6SANA1XoTPa1FnqEuIdnHdJOmr3Te/nym77Mm/e8mc/O3s4bt23iE+O7aH7ll3n+wufQ21z3Ng9k+Z0fvpR7/ttr+R9vu5qW4/Lbn3+U1/z5ndy+mKVu5Fh8yYu54N9vYtuf/ikYKeb+4A849brXs/ypv8UtnyMDYg899NDDDzjOLeJCQcsxIDNkmn0IwOnPhQLcdn2UbJjYJ3Ch696Pq6VDN02hFEjlCZNCC2OIuwvdgj3pzVyYGQvjCa2+C7gwu4dd2qZk08wYlv9vybb0EGMxsh5kpdarNgiNAS3PrgWJLnSf3wovwU8QN+r/1QtBsSCVSNTkdxp+NNbJOBwveQLQipeniSVGUkB9xwj+ytA0PGHfxcv27Pgkt/1KgcuwQiE0QUBKol4Di5SG40ZFdiIIQjVGzPIZtArGoxErueSjT+bJGzHf4uCqSgESqQsaXTKYq7a/wTV1pbFJ6/eF3c41HWxl2KQNcHHd86Lrz2foy2S6Ud+u56NAl0lSX9cKVLWBjqYJN+Hg/gpBNuWNLpPvo7ptMHmOgGr/RTh+m5STJi1S6LJFuT+4f/FxtSuBtLUfIrx70cyOYea2YCtFQWUR+BbJINeXpm3I9VQpkK4iIzVSSusocyV1jb50gSGt0DWmFfAUY8Fn9HDVBXS4/k9t9wiZp9zx96WffGtAyyPiidD8d4NEYfdlw4R97bNyd8TrbHu/ZlUfZW0EaRRw9Rx9mQEvdZnw3OdV4K0gVII0tpRDKcjaLARoKRrbR5B6KlFSaiNYy2MxpXQG3KzfxjvWHMwjlBsSyfiZOhpSaJS0EWZMF2tTpGSwfYVba8Arg2TKVtipmdvC/N6rw/6s1BCO4Z0rtTQtkaWiDYfLFigp0hq03TZasdCAeAiLcGU4h77MNi4YSqHRpYod3l4KMGIUyIso3MRyfEKs6xvYtRF6hLiHZy3GC+P88cv+mK/86Fe4YfvL+Gu9yhv3XMT98mFeP/lhxKnbOs7JpnR+6kW7+PZvvZJ/+qUXcdnWfr6zmOOW/Kv52kyeiVKLwbf8CBd++Uvs+vQ/krn8MpY+/nFOvOa1zP/JR2hNTDwDM+2hhx56+P5HXABWsbTRW/VhduqjlAevQAPGrDxbGn79S18CGteHyGlp8r5FNWVXGdIKpI01BEdf2K01bYR0yckqunJwfedFTbYQXaJGBWDuuhpncHcoaEmjD1fPkPYTJwWxiTI3TiAmDY2P0yfy0fz8c/tmVhMWDA0oup6gaGX0kAgHFuLA4hm30I6lxjqsRZoQ9Gdj5FZoZDRFn3LJrSZdLd1YZ64RjbG4KYczGHwXOHqW8uadSCXRBBQvHPXHnBQF6+MDlHcO4xW4EeSMAlfmtgcjQShFxpdydSm9sfvztPMpz/0XhaYkEkV+OZawSkWEOKUsFIrGpnwoXGv+gm0dyDDeHxFTqWCXNpKIIw2QEHr9dc6pwDKv6NdyaFp0DwJkXINNVYGT6iMdlM7SBT++60pvvVJxi6TASidji1No7NBGEomcnKzhW2Q7RfFRUUAgcLIpjyDhkdm0rqMLQUroYT1W1yfMSjOwjf6IENueNVB3Leo5rWvaIYlCV4GbtKAv5d3nYI0LMfIgtRRK6B7R0zYz7P+mIUgLg2iUG0Mjs4mUf49bbfdKGRq7s9sw1ultJVZTWQWz07xM6XFrpUDRTHveAUIqxo1RxjO7EbFEVWGWd/+0IPZX6jGiHOxbPxu2GossnZEFPkgQJ6kMXoY9uIOMFt3hKMle97hZoaTnaKHp2BnP6h3A6svQGsgm2juqM7Z3rTtQ1DfTir2XQj2Ukp4CQBihckoJHcN/LzsijUAQTwIezLe6dQCEYFFWUAJGtX7sTJ5W3lPypHSN+pinuKkXdtLIe3XNbf8ZclN66A0RVyPVtnrnO1KF+x8R3QPdckLi318YIK3rpII9JFUig3jcY6KgpzseN8fIg9a5juuhR4h7eNZjz+AePv7qj/O5N3+OSzdfz/8cHead4zm+9M1fxPrMW+HsfR2+QkIIXnnJGH//88/nN/aW2enMsL+U5g1/eTfv/Jt7+cJD08jnPZ9dn/oUF379awzceCPFz32OiTe9mcmfeZfnTt1orDGiHnrooYcfdEQSSl5kSGs5pJ7BzI5RaxS4aGmes/oFYbvAJTCfNtjsx4BVr9mNfMGFLF453iEOOj7xG5IDpF2XAXMSAIsUGoKGXVzDJREaIxejCmO+dUKgCYNGfkfYpuFbTZz+QRCeZSo1WEiMISy0oqUSc5VaGhudx3YPYsUIbdREwxFGGFMLkNf7SelJcUwIMGLH7FQ/rexmbJW0IAad17U+yG2H3HbM3BZqWh+6Q0iYAmJeGxv0sjATWeOCofVlDEZ9l93mSJ7GtmGfROohqRAKtqbGfSFWY7DSIL/kEd7FK8dZvWgTCM/6W9BduvoNqMSCkBfpUIESCNDZlM4LBnbHxqfQhZbIggzgDuVAxF2m/VUOKhKFtKrTwptxdDTpWeqr/Zd4Bw0dQzcY1frQhvbGlxgQpFKRe7ohdPIilVBupPSUb9mMJQQTBo7RR0p6BNYcyYf7J7CQeW7B3viWLt/M0p6BeAtafsI1KUR4L8yUC8pTaLhaGjO3xVNiCEUquL7QMPQ8Zm6cZsYjm+P6UETmYknT+lOjYTIs8BIs1fov8Nb2HDlVpEgxf8HzcPUcGQeyDTux3vm04dXTThl4ShVvBex2d//YZSQaKj9OM+WNV+kamhDkUpofjxtlmc6KDCktBWYTMulEZ9nAZVcIaqqZsC4KYJe+iVFfiRV3Tc6pfrZl96IMj8JL5XLJln5e8aKrY60EgT5El5GiKh27RhT0IZC6oHjB5nA93ZROfUdEwgE010/2h4HU0iihk2qvS+fDJU1DCzw6hK+cUp6F2GPhaCJwWdbR0Sj4LtYIESoZ4sqGoO65lzBQ+M+dhpUvUNkxRPGabZR2j2MO9fteLp7fR02L3k1eCEugToGsMHDSUfiIoQmaQ7nEE+kYfeF33VfeCOE9FSMnlxKlt+KEWNeiu1bTBmjkxmlmN7e/Zs6JHiHu4TmDKzddySde9wl+xvgZUsZ2PrxphDe5E/zbF95O85Mvg3v/Lywd6yDHm7OSa6zDvO/SMr/3hktYrVv83pcO8MI/+Q6/9bl93KuGGPnQH3PxHbez+b/9Pm6lzNwf/AHHb3gZU7/2Hoqf+zzW9PSamVB76KGHHn5gIARWIRPGLRpCo5nfRmn4KgAa+R1U9SEECod0aBEIyICGgOyQ35VGLp0mm00hYuKKo+dCAlXQsmzL9BFwz5roBz2Fkk3iLtNxuUgTHkka0gqM6P0UjGGUliKTzTNcSOOM5lm6fJzS5ZfRHOyjtqWfrJF0v3ONHJVtIzQ3jSes4XbaE24ja6T31wlqFQsNKzXsk/UgsZKGI5MupO30zTb6vSNaZ0ycQpBKDTLSfw1ZvYCrZ2mKPmpiICzbEsbvGYZ3LPBK1rTE2uox4hMQ59bmTRibhsKr7Rkp+O6n8TGATKVBE5RGvDGmhaTdMdabd1JK9dwdfYuzKxlYbCAsl/4YWVNdpNv65n7MvZtIoYeEONh3Wzbtjq4JOENZmoPJGFTdZ9dSeMmeLjS28LJNlwKgCY2hwgW0I6638Nz1ScgUKSODI1JosTI0jfxWRH43A2QxhEarP4OSXuxjcJ+bw7nwGZBpA2kkrVsSjbNjaSY3j5Lzq3230joppTw3WD0bJqJrZg0csmFWbBBg9OGmIwWN8OdeSHux/HYu4887fk2FhmBT/7njMJUQNAf7UEKQbUksgtJZ/rrogv7+DBiGZzH1CXFFG6TatzvRV+mCEZYv24yGDPdjLT0azIT+rMHSxWNhyIHmemWXwhj/dCocU9rQ0ANljm8OlXoyKWNGM8gp75w4IdYx0LUUuvSUEK5ySV9/Pdn8AK3hyKrrKsiIVEJZM5jvjOu3R/pYdMuYI1FMuNJEIoV9VqVxVOQK791Tj8p2g0KFhNsVaQwpEMr1EtjhJTnTA0KsaehCY5g+huQ2+vVcuM/CGupE7siunvfXRMPOZkCAOVpA+MnTAkt71tDC8BMnayBcheEKdhmRtV/P7UJp/nyUpw8o7/ZzCehZmtnN2Kl+0rk+8imDvZu2eOuoZ9lVy5Ayk2EJSUIcXw8RKXnERso2Reil6uzhOYcLtAvYnfoFLnjlBfztwb/hI/oj/G9V40cf/J/82G1/yCXGIGLz5bD5csTwhWyrn2WLVqZPs3jnKy7kPa/ey4HpMl9+ZJqvPTrLV/fPkk/rvHzvJl535Wu54a3vYOvkcarf/jbV22+jdvvtAOgjI+SuvprMZZeR3r2b9AW7Se/ahT462stY3UMPPfxAoDmYpbx7hPFDKyjXpl/kvRqubRYODeXH+XrvxiCLrbb5Mmh49YyF0FAoBvIpUkKnFcQdtr1Ph1NpyqaXRsuL1TNCl2nX0KnsGGRgtu6XYRII10XTBEIIRvQBikJgbdvJ9pUZlooa28b6mCg3MfQUi5fsJm8PoKeGE8KVldlBeXAQQ2ooESfevtUqcMf2p93Q8rQGs+QsnbwBNUB3W2zXPUE/KCuUFoZX8kXANYUd3GIt0ShsYVxtZa68mHBvHu3LMAsUMxl2Vrz4v8HUGHltgKnhARZHFtjqu3HaumRIk6QGMqQMDeVCRhhkLr8Uq9GA02dQvvCt8JKfKeml5CGVQovVC86nNZTSaBkGadu/bi7Foi+YNwspVNFFs2TCnTtASoDhz9HbCyKs85up1elzWqTmKjCyNTwnoNGeS7iXUKs5lPP+bc2mcIPEUZoBuWEuuGgH/1Ef5eJjLiAwL95MfTVN31JUKztwzw6I1e7hAoV8Htn0MzYbnSWnRmSOKktI8gyIPAYGmivD++btWY2ADAYWvsH0GMJcRaSGkIbGyiVj6FIxeMqzKtYuGKXPJ2zV/otYLmpsYzXc6wqNelYn52gYInD9BZnLQi6NslsgDFxN59DuC7j4hGIoU/AJt2Bbbi+T9slwHgtyiLzeIJvdwRA1tP4tUHVI+X0PyIwfJysYyBqM7rqKptoEk7OUKXWsi5PL+JZFQVXsQBkzFEZy6K5BtuTNUWUNhKb58cOB1TKuOFIoAa3BHEopDCTBJrG0PsAOKbaTMVAWNLOb0dyaH0LsvR/GR/tYqNY9132/+/KmHLkwJlpwjbGLeeZBwGA+xcToAGgawwk7oRbuE0NTSFyargLNoDU+gG65pPGSie1ND9Poy7DoaCjR6RRuXrOXlrUA8zOAhtJT4LTI5FK02t5npjVAKlUhJ1PYCISSpDFwjRxQQgGb0ttZtWdRQmIom02GgakN+74QDqCwJSA0dCQZW0eh+e9ZwVBKMDj0fLTKXTSAgYzBnD5OwWnywuzFCOC7aRvDqWLt2cny+LZoVXyLcXV8lL7VEpsHsqxSR0NH6TrZskmfaZDCi0d39CxOZjPloXFSS7MIzUVlNtGX0RnMp1AD49hl28v03r+VF+x6JWl/BQ1Np1/LseAm95zUozVzif4dyfi3r3jhtnDvbBQ9QtzDcxJCCF40/iJu2HED+xb38fljn+fzk9/mnwcH2KXleJ2zzAuPfomra0VeKyWvHQYmvob6y48hRvZw7fAFXDt8AR94yy4etbfzzbkhvnNsif847JUQGB/I8vzdP8zVf/AOrnCK7Jw6RubkUZoHDlC75x6wI22WNjBA5sILSe/ZQ3rPhWQvu5zcddeh9xXWGH0PPfTQw7MTlR1DvCRzCcvGYapuE10IVJuokdMVFqBJNySTml9rJa1nkQOeZUsgMKVNIW2wd3iU+0zImfPINjfLvJaiohQyO8yAphCaAdQRgJUycEYLDMx6br0akBYqEnt9YdTathPEKtirMDhOzknhBiS+MEZmy7UIHvbFdtBUAQRYmiSXjsckBkKYH0OnG4BNOmcwtncTqcoQTM+gOQrdbTIyMMxqbC67jDFMaZExIJ3OkRsap4aGcGPuh7k+SnmFsByaQzkWVT87K6vh9Q0tgzm4HamXGdX6KKol0jTRBGweKYBf/mSvsZX+dI7VbI3y6TP+WniEOC0Mtg3C6RqgGwg/83BzsIAuIaXpOIYeEuJMSufa1AU82jqFREP366kWNY0gTZEAUIrhtKLfzGAVmjjCoDZwMbJ2zG/jUx4jIpXBoutC0BgcpbBYRXfN0JLljPShWIltiFG2jo1xmTVOc0sGtX0QXZRxUylSMcITj630h4ZIGWF8o7V1B+5ZI0xi5iU609heTyPSIwxqOVxSXCzHMAyJHN/ElDnHQEqS9r07Q1dwoVEauoqMckEcwcqlSGsCQRMhBK3CNvqrZcDzBoi8DgSbBzK4GZ2qU0fFzJAFZWL2j+Ds3YU6dgRNCOr5HdSMDIJybE8GJEbQyG1j6Xk/zH7rS1w5t4hAkLn0BlCwXT/DwhmN7fUM6UyaI5dfzeY5P/5b00jLFE5qiLTK0ycF2/VRTvbVKe8cxsoOYmWz5PUBclWHVQT1TQX66y0omah8Grcvg7BAEBHigHTG/QayhoZpu5giT184B8EWbRCYjbaEEDhGjrQ0vazMvvKnUPAUGYZIkUsZmEB1OMtIM4tRaZFNp7EGnw/TD1DdnEND0BrsA00kLMSB23tapcnrii35MUb7s6B5ccqlrQVyxRTSH/NAPsWSO8zUVVvYMvkoANWBDJpSuMP9pFZXoj3hKz+GRwqUhSAr0tR0ndnMEHlnlS2mQSGdoeQPJ6OlGDG2UsMrl5XWcliDfbhz81gizx4KTIlNWFRRugtKYjpeJV8rLdhUM9id2okWZDwXUBq6kleqKc4YDVb1VSpbN7OtMsLitld5+7ByH+XBHIs7X4SqHwDg6tQuUlmHGUfDzmdZvfZSdp05ixQOqHT4TGq2Axq4fpUAITRcX8GkhM620atJ9U+R0XVG+nZwzFilsFxirLCZbLoP/FJ7etwSLASOChRN0XFbuVEIQLCrxobAsc6LEvcIcQ/PeVy3+Tqu23wd/+2F/43vTn2XW87cwmfn7uMfRwswWqBPZSiYip2pHJtzaVL2KtrCWZzpm7EF2EJg6Wku2zrErp19FFWGkiO4y2xx+zHbc0uxB9DHhxjYcQXjqTdyhTvCpU3FpvICg0uz5BemSX3vbjS/5jKaRvaKKyjccAP9b/hhsldc0bMi99BDD89quIaO0jWKw1fjchjwLKZK0/1at4qxvjStjKQMXJBqMTg0yAwu+VSKncN5UpkBRp93OZWRVfZkCsxkgMYy/UaaZl8OULhajpTjCXaFtEF/JsuChJTmUxxNQ/PLMNm6l5BH8+nPUD7NZZsLVM4WvUEH/nZKgZGBzACM7mFT6lqWmlOAl0RGT2dBCHbqY9TzW7CNQRANbBx0LZbUBp2zY3kCgV8TOhKNdNZz3czk8uREjguLks19Bbb29SGVwSYyVP3iCDktzaCRguwgfaLIUlPG3JoF2wtbKanZkMxrQpC0v4MQacbdy9ipN2k4q5xWOY9cCOFlmSayyg9rBXL6MGY2BbJBX9oAywA/6ZXQjDBJTmNTH6IpGS3ksW0FpufC+rz8dg7615ZCY4eTYpEmTZHFyRrUtg5y2ZSLXC5RMSJlsCMMnPRw6O4bEmIpO8oEqSsupN6nM3bitPfdtxK19uzl9LEiFy5V/D4I16bVV0CNDqJpZYYHd3OBscyyr4LQlRdbHVxb3zSE0DRELsPUm38TV8DKJWNsPjTHzuEczqZB6stV6rJMViuE+8ZwFXLLJlq7L2Ze7qIuH2BoroShQWBXFwiUliJFipSewlIumhA0L9yCNWLhZkYQ1UpivvW+NHZfhh3DOc6kh5mt6wxn+oEWuk/idamDoTN7/cWMP7YYnpss0yPCP1JP0yjsDEsWKRT21h1cpSqMOFnmfBKo6zqtzBCSetSHAIRGU7uMfK7IeF+BU5sFyvCecZlOMdp3IZXFQwCY+TFepGVZEgdwtg7E3N6V79IbjdHURtisrzJ++QvRsxlOFV36xQEEywS3MyNSBKaGMXbSkkNktCmErbwYbJ8Qp/U0o4U0r915HSzAnUueIUO7aC91a4YdIwUsY5hLrM3sGHTJXnkFPHjIv06keBIqiGvX2K3v4LodW8kYOpDCRaGlBKW9m8hPenGsCMHuTQPYu8fZNneGBeZZGS+gC7gIMHwXYyW0cKwqb+C0lOeRIXSa6QyDyiHjSpQmGE9tp9nXT9kYpM9cxjE0+jRFfybLFVsu5JEjRepalpVMGltmcHUXoTXRlIOrUmjSwcwozoz1cblm4CV1F+EzooyUN2chKO0cxxx+TXhP0nqOy3YO0ihFCsiClmXQECjXUxKlMwZCIwrNCBJZCUFzYJylTcuMTtY9z4mYjNuf7mcJrwTX5vwWtl7wcvoevoftfeP+Bk7S076MQT5tsFBp+tcJVJMwbOSpZhw0AVldkUvpjG0ZoGa1YHmJjaJHiHv4gcFQdoi3Xfw23nbx22jYDY6sHuHRxUe5bd9tnLXPciavs5TL42TTuH39pIRBCki7NimrQapVJVdfZkAp9uppUvkxtMJmivoAM80aq60zVOXDVFGcMEBq/bhciJvagzv0WuSFm8nZLfaWprl6ZYLnLUxw+d/+HSuf+hTL/Zs4eMkLOXbVy6hv20UubZBP6eTSOvm0TiFjkEt5n3NpnYFsioGc4f9NMZBNkU1pPVLdQw89PGPQYvUxDF+8SKODkWbP1n4Oz1bIpnVaoyNw0otX1DZfgescRwjpJZYSGsMDW5g2dFzdQQ7sgsYyIzdcy1JJse2hQxiaoLh1GxkXxhlDYoBSNPMZymOD7HUlQ3mNYkVip1KkgbG+LK70BCtDKYIkS+5FO2ilLkBlc4hUiuz2nSEF0HzSkdY10D2hMK0Z7LroKg7PlukzMmwSowht1Uvk07JwcxkqrTQp331zZWwr6byNO+itx6YLLmJUTGM5LQb9eODtgxlGC1exKDVUIYM77QnwCPxkW8lIXNVfgIpHhEfyKUYjz1J/vAKJ4cciNtme17ljeJjCSB9bDQNbubQGsgghMLNbyDUXeN5VF/FIqQ5sYqTgkOtP0zhdRKo0udQgwikxmEtRz6UoXHIJoqoh7zjlrZORQZP4LteQT2fIyDpocPji3WTGLLamN6HKA/SpBsOLJ7HiZNdIo0RSHBV2cs4AqXwWO5UlpaWRronyrU+j219H2jxBxtRxUwbL110arZX/b+Ibhq7i/tYuVOagf9xT4GguNPObUHv3kBubgdww7H0dVyzWODCz6idy8u6DtWMMISZZ0Afp37IFVA3RskApZDrD0uYbaFUPUdk0wNblikeC/RsjYiEDmtBAeW77cqiAm5Voeirx77cmFEvb+th68Q7yXgdUrRQ7DBt35zibtTE47PpuxTCYHkMjLvzHVSSCxtXXo/b7LtNCkFfJpKB6wVPqOP49zAoHfCWWv5IEEc/NbB8zRj/XpRzyaYti7HpjF+3CPnsI4UCjbxvlsb3ouok11kS1bASQS+kMajo1f76bM7sp06CW0unLFCCV5oJNLkYOVmW0fgY6RspADWxD6cNk6GMss5Os4yKUHZLM1AtuZPsLJK2FKs5IiWV1knwKxPAeRlWF7Ohu6mVBCp2cEFHG4/jqCYVNl/reQoCeYUhlWBAOqYyXJMwL1RAYhoGR0tm89QVI8zBLepPtede/C4rRQpoppbO0dw/D86co5NLsUSP0a1VWcRjq18OVlrpG2uiDzGbPeVyAndZJO3DFtgGs4VEOqSMoFNJ305ZaH26mglCSAX2Asiwh3JYXbqBnwQZHpEJXcpVJIbeOUd/eGR4wmBojpVURQpA3BtCFgZkbZFAten0Bu8b64CQov3xaK58lV655rtKZPsZVHos6KZFGaRpZQ2MsfbGnQAA2pwc8r5Z0npQWW2//eQn2X/weZVXKc733rzlg5BjPO0zpClPA+GAGUxNk03qsjN+50SPEPfxAIp/K8/wtz+fa0WtJP5rm/hP38+IXv5ifeutPYRjrPBalKTh9p//fHVDd7x0f2AFbrqSx+SWc6h/liGqxrzHLg8WjLJieq0mfMcSFfdewNXMlBf3HOWVv4Vi5zOYD97Pr4H28ct9/8JqH/52ZTbu4/6IXcteu65lL9dGwXCyne82+OLIpja2DOcYHsmwdzDI+mGXrUI49mwrsGSuwpT+Ltk5tyx566KGHJ4Kg/IxQikzfJWx3THJahsJgnlzK4NqdQ+Suvop9347cWzfnd5FrLDBq9OOxPJ1hv1ZvVkvx4vEXsFyaJ5XJc+UOg9zJLJoQnN65C02OQzmHWDiGXmsh9Sxmfw6j6uAg0JRLQQ2yTR8jl7IxbYuGtMH1ynsUh6+ifsGrkT7ZHXjDD/NCJXGVS0pLsX+2xfQxGMimIVZCJpvSEUKwo3AZzsgmBraWqRydQZteCBUBjk8QthsFJnZoZLB47eBlpEf2oPS7GNVddgz7yYqkS9bIsWtgmPqQYL6UB8f2ks8AY31pduo5ZuZ9+9pgH7VcP27dZnjbJvSZBs2+yEqtaQIkOPglq7QUrp5jdeswaAZz126h1GwxOPpiBlqeBa7wyrfAN/4/7/4JGE0XWJae+3RfZpRUf4XMvM6WsRzpoX6y2hArmwYZKTXYse2l6Dv34Ixspa/isGJOYeoWTSGxjTRoNtv0YZrpPl64fScPLBaZ5wwAtm7Q2rYDe/4ATWcLVSNDniKplTq2vQKZfiy7H6kktT1v5NJak63ps8w6nkvwG4auZCK3BVPbTDmjY1x+IZtyGYJobolGcegqdH0KqaVwL7uALWcnsYWknmpwsrWV12RzXP2CS8nPLoSW5b2b+zg441mSx/pzXoiqoaOhUcrnSRX6oFZjmyaZB0Q6mfRo8aJx+s6cDQX7ePz5pantPGpNkh/cBEVPETRUSGYxD0Kv43WahSsYkmUy45dS0DTkvkFaeolNfWkuyF+Oyq5yRq4AisWt2xlkGYXC3H0BmYEhMnqOnJHD0ARplazlrG8aI7VzF64fjtDU++k3RkB5XhJpL6uUR5INj4ant15MPr+P8YziTMub55WveiFzt92EJrwkTvXCTnIjl6NvaZKbP4xwBFuvuoDs0UnmfKWRJiKlz67+nVyz7Xos2+K73IdAUBsqoIDrdgyzf2A3tfHnMbivQkmApqUwUv0UnEV2jmWxtQzGlh1gpMlvh+bBUzgTBpYxxAuvupJTlSx6qgDlpCtuO4SAzX7K7ZQW095oGhQ2k8lcx9XNY6ykh0mlNPKi6Pum64zmRiGnUFoOUzOw9cB/3ou1T3EZxvjVnBr4J0a1Fi/duouHLjVZtUy0VQsv6l2hDJ3GNddjnJwBwDIGafVn6C96ISVGppPEIgzcjMHVL72BwZLgYGmBqROPUasobrh+ByKVQzPnQuWlIxVqfJRX7L6W8dz1zJej/TaevZCXbMvzvYrJxf3PB+DiK/pJ6w7Dx25l92gezQ2S9nl/q+Mj9C8XaWV3cO32IcRsHslmLtm5CWuHJD+TYUBkGcimedP2V1A+fKfnpdMud/sWYk0ImmMXcOHgCHPTp1CaILX1Qi61dLRrYGjC+7ekz0+klRO+54YmeMOOH+KBg//YuUZroEeIe+jhfDC0E657l/efUrByyiPGU/fD4mHyE7dztdviauCd/imzmQIPDo7yYKbBQ849HOROAEa1DC/Mb+PS117EZT/xWnaIn6Z672Gyt97H9vu/xNse/AqFl76Uwbe+hdxrXkszncW0XBqWS63pUGnalE2biun9Xa1bzJWbzFeaPHSmyHy5ieVGRDqX0rnAJ8cXjfVxkf93z1iBfLr3Kuihhx6eGOYvvooCNVqZETQjR8boB2mh+W50+Qt2k9q5ExWrAzqSznC5upTdA3XEtiu9uqnpPl525U/Th4aeGWY0vwVSOdKGS2rLCCjF5v4sFVP3CEcglPkKv7SRpSWgUUjRGtnKRSMvY7c7w9HFh2mlC4h0mszevajF/SEZDqAJzRfQYXwwz2XjAwzlsqBpmNlxpJFLWCtUOs3oxVewOHWAPAsUfFdaYQ4y7mjktDx7xQ5M3SR96Zsg0+9bHfWorJKMyEkmnwMhcGLW9qF8hvHnvwCO3Epl2zikDCQ6zR0j7E0No4TJ1K5+dl78Ugb23RdmClZCY2n0eqqVDIbjWw8zfbhC4epZ7NxmRHOJ8YGsF+M31I+9YwzMY1yT386tO/Ko5dOI3DDpTWXqL9oFukQolz6jwGCfxulLrmHHjT9O39gIL3OaNCZ3cObMAkt7X4xVniAwXVcGLiMtZvw43KhkTm0ky4ieYv7Ki3hxvUyzMkc1jOlVIB2c1BCuUuRyfWRMDfRcgmAKf65Tw2MMpVPhb1tzkiVLUC/sIvO8G1D37wMhSKHRGh5CNOqeBbfVZHhkDFp7YTRWaslH4/k7kTuuRQooX3IplfpBrhgeYFumSlb6pCSX3EcZTccYzaNKgQuuN197bJwBYTKg5ejffjmXZ6c50myybajAps0DLMyV/fa+i7q0CIvZSGgpg8u3ehnHWypFCpehfAqpGZgvfwXzSwdg4hStvi24ssHq9hGM7TvIANsKl3LxGPRfOMxN9WFMLYcoeL3rmkAfGkQKg2l3hG2pTWzLX8LJK00uWJglPzDAllaR06lB5ECWPakm/dkUQ5svRTRPM6BnMNEQmobMpEmbKdJaDoSOuelF9BWOQuY0LxjzSqrV51bCWskCQZ+WJyMsLhm+FCEEuv/O0NFZ3tYf1kXWUincdIaUJrhqyIFlhdTS3h52qvTtGAM9ql0eJAnz61qRT+W5YvQK/v/t3XmYFOWB+PFv3X339NwHc8IIAzPcMnIorqBo2FWTrNm4rhrX1bjRVdc8Rsl6rLgGV3OYuImu/hQ3TzRENh7EcxGPREUEIgpyCMoNwz1n9/RR9f7+6J5mmhlgxow2OO/neerpmaq3qt563zret+qtt1QPLF+R6hm58nR2rmzB57RSPHwSm5e/ia5AbOwoRuoWq5vAdqW+/+zzYSsKUTOXCDWUV19IZPOfUOPNqfXo1OfXY1vvEs0NQeJwM/auJr5n1gzlnQPJ/ZLyXPSWKMJjEfEb6O0tqW6vBI6ukfCFMOty6HAgFipg/7J88q0mjIpKlGG1wPPppXs0QYfLS1koTnEoiB2Jo2rJ95XbExptDRMx3Tr67x8jmioahn2V0LweT+0sGg2NLfs7+HBHclv8LoNcVy6wM70Or8eNz9KpTn2aDl0jXpKPs7op2dO8bhHJ9TDJl4PH40ZVFRKKhqVrGKaKoakML0z1fl5zFspQG9V9lP50fEWERBPaWdMp0v3sbn6YiHWQmJPHbr2MuhIbY/fH4CvAVC3Ktu6hXStO57fHshjRta4+kKVgSfq8FAXyhyWHU69MjnNsOLQFWndB+x5o30Np+x4uaN/HBZ3NEDnEzs6DLLfbWK5FeD/WwSvtm2HXaxQkEtSpcWqmxxk+ymbIJxp89Ec63nkHRQfPUBP3MD951XnkFuUQs7xEDQ8xd5BOTx6xvFyi7hyihouoSBBN2BwMhwlHTFrDFgdadPY0O3y8q4VX1jRhdytwVfp1RgR1av0KVT6d8gI/FYUB8gJuVNNE9flQLEs2yZakE8Avf/lL7r//fpqamhgzZgwPPvggkyZNOmr4hQsXcvvtt7NlyxZqa2v5z//8T772ta+lpwshuPPOO3n00Udpbm5m6tSpPPTQQ9TW1vYrXmXj63B5PCQ6/bSfOhX1vU7MWDNl3uSTUGF3PSk5fO5xBX2cnqNCyw6cKRMQ7mQXTMH8EckAnan3Kt25nDdkIpHyCG9uf5OK1PxWYQWdTR9ziquIpngO+whT6Cmh7eBn7C/yYuoe2n1VmC3NlBTXExp7Ku4hw7AdhXaRk47H2SOLemyPpmj4LD1ZQU4kqK2t6/6gON1M2WNqNOfWoVnb0cxCcltyiSY8HFJPoV33UqEouBU3WKnCmYCo5kX1WNAZT/eOS6AUV8gBRSGequQbmkkUCFWdQqxhEjkiSFeHYXjyqVJzgN0oioKwXCQCORhBL+xIPjkZM2IEb23diG6ninuqRiw0jPYwqGjUFudQYocBQcHpZ7G9bTtsT75LWTluOk3xMqL5ZTByNP6PW/AmEiAcCl35eDTByIAPbyiQ2qxUR2Io2H4/Hv8YzMhGOgrH0+GrxhQ7AHBMAydVGfLpNoZiJrd5aCn2VtCNJkJWLkSg68lhrlmM10puQ/v4RsoOCgoNF4mas3FHD99gqfI0MCxUCPbHySakXZ9zUhU0M3mz4dCwMhzbIbo1OV+uN7l+SscesQekKrOaCpoGjo1iJJuKCtOPq+osCIcRu/cRd+dkzOlW8ykfn8uSvZC7cT+qohIaVk3ZlIlse2tz8qmkoqJUTYGWzRiagaqCMLu+v5reVQ7HxlaIo+PUfT35/ifv0iEs/JbOkNx8Sgr9rD6wOrXvmsQmTCES3YWhJCtztj9AyOrEcJvojsoO/1Dax5xKfbGfkqCLzpZkWsWEjqoqCFVjWMlMpkzPQTVM2lvaafFuonXrFjoDCdyTJtEY8sEnr7C9ZBQ5/nIAWocOxZOoYkSgEYBpw/IJeM6gvWAMOA5s/iOKerg5eVWuF2WvCRSid6vMxgN+dDUHlGSjbJ9mMS0wjE8DFbRy+H1rW3Phqa/GCPjAsA4nXioPK0SA9YDt2JxZfiYACZoJGMme6fHms18vZj/FFFXXk1syhK07QFcUXEbqxk1VFd4zz0QxDEgkb2C1mUWEUt9DF548oBUsHwoKgbPPpuIzHzlvvZS+wdZ13sv3u+EA5FtDmFg8EqPlDVyY2KqD18ohDkSFgZ0fxFA0nNIiJpeH2Hmwne0eBysnH1f9KBxHsL16OLV7PgVhYxfkcs43v8lHa+bjVS3sU8pg/zY6teSnmNB1Ymbqe9amhQYcCNazW9QwJnWjqirfS57PxGX0/pknRUn2zl8ZqGRra7KVR/SUcuKLl5MgQkLLI9cMkmcFIVjGQascTU/eFOj+DrF77BhQVQLnzALg9I4Y7Rt9mStTkx3cVeaYRNsV6oJDMZvdfBhTCasBzEILu7wTjBpwbNrNwz1hJ5u2m3hcBn0lK8SSNJBUDfKGJoejKEsNFwIiFmbHgfWs2LWU5ftWsbFtG+9H9tKZk4BhgBDU7oQzPnaYvC5GYMMB4ADNXtiVC/uCCvsDEHYpRHWI66DbycGwwYyDOyZwx6A2CqNj4I0p+OIanpiCFRWYnTa63bNJdnNq6OLoOsLrRw/6MYNB9GAALRBA8/tRgwE0fwA14EcLBFG9yacwimEc/tV1UNXk3XtNSb4DoiqpcaTGaWC6UHQjOV5NFUTUvr0fbTs2HYkOOmIdtMZaaY210hZrS/92/7s11kprtJW2eHJ8zI7xwtdfwG/2vKMohEDE44hwGCFE8vt7jkNm6fgkIQQkopCIgGaB6Tn+PNIJ43e/+x033XQTDz/8MI2NjTzwwAPMmjWLDRs2UFhY2CP8u+++y8UXX8y8efP467/+a5566ikuvPBC/vznP1Nfn/w28H333ccvfvEL/ud//ofq6mpuv/12Zs2axdq1a3G5XD2WeTQuTSPX46Uk6OeTPeBoLgrKalId0YB9MNkE1bYsbE0lFgxiDR8OrVugZQeqJwDeI54WuAJQOQV8Rcl32QwPuqqTcBJMLZuKZfhgSwXOzhasFpVRWjU5Pje6kvx2aNhJPgHzn3suOZqKkno6rUYzm4y69J4FQCvVK2q5vxzRGsfUM4/3rgKey9BAMQh7Kxg+vBJj7TIcYdOmBnELBchclxqPE9O8uGpK6Vy7Nf1+suIN4Kk/De+K9eQoFoqmUhcYgeJLFhRzlVxQkpWkPMuNp2AEatFpBNbuQE29f9c5egJj6gpY9tTvCRqCAn+qx11bx6f4aCxuZLsBH+/ZhaIoWIFcOLQLIs00lJ8KgOb6FLwF1OYPZ32ZH0cINN3i9JLTYN8G6GzBFaphlDYqY7tM1URXdYqV4nRNbqq3kqkjprF+l064fhzeseW0tLayd/tGisR+KqMGXxtbS0eiEksTvPDhC1S2BhkWLCVhxxleXEv7rp2EjDzKQm50TeVTvQbV4xBxXOAKkKMmu65ScMh15VMWzIGdzaBATLHSp2mvPycd1+16FU58DyGnmYrGsT3yvku7r5rc/IL027lqt3eBtYIC7K3b8I88g+1F9RnzJTQPQ8f9HYuW/gGvP0y0tJJxs6YB4C8NoCq1yabWriAjrAZKvCVsMwLYzlqI2OiKoMj243dbaIqGgoLRYkCQjArfLjuEM+xsGoIFAJxV1UjJLge/nmBC9ThW765BVw3GDMmhqO4MzEgH8e7HtKIwojh5Q0Pp1my16w3NmgIfuje5/+WFgsQLS9C2bwFFQc/PTzZ1bfhbyru2O5EATUu3Asn3WeT5kvtgyJOfvG6m1ntAKwQEQU/vlZaOykps2wYnWSHWh52DK9HBKH8Za5W16XC25kYPupLlhYrGHsspFB72YlEVqDo8MnUTylYtvKaG3xCUupLvdUdmTmPzsvfp2ruFoSMMA9XT81qpAOG60WgjSiH8XrIMmBLyuAgaAr3r1QUEHjV582XWqGIUpRhL17BVBbdqMtI/njZrPev9fnZYIcb5S4iZOYwp8pPrNQlYAdZYh8tqqqpQV6ghQtWEmw+RKCykODiEIdVfg5bt6D43raeNYv+f3sRMbW+R32LjKbW0CIMCYHdLJJmX3V6n8x+jEmmkOrIr9BSmK8QA+3P97FfiBKw8OkMhcOWhGBZtVjE57McoLwc1+aRZz8vFHDIkY7m5XpPgrBnYhw4RWb0mtYGptLTjoLiwdBdBy0LEwFSh3F9GSXkImjI7oxuZOxLXkGnJ48Toe/lGVoglKYsU00N5yXjKS8bz9dQ4Rzjs7thNU0cTzdFmmjubabugjXWOwL1zP771OwlsaqJybyu1e5vR17ak393rlSlwdIeECTETOk1o98bZEVJodikccim0WSoREyJWsnNRzREEEoJQ3CGYEHijAm9nAndnJ67oPqxmMJsUjJiCHgU9qqCI41dY/xK2AjEjNegQMxRiBkQNhU49uV2dhiBqkBxSYbr+1xwwEmDZBq6ETtA2sOIaroSGK6ZgxeGdJ76DGY9jxKMY8Sh67PCvKjLTeCzJAvGGefNwXBbC7UK4TRS3BW4DxWWCS0dxm+AyweUGtwvc7vSgWK7kHWfDQDEsME0U3UTTDTQRR3di6CKG5sTQRRzNiaLZnahOLPlrR1ETnah2J0oiORCPQPo3VfGNd3b77SRdWp31I5h8bcZ2CSFACITj4NgOCcfBTtjEEw62bZOwHWzbIRG3SUQ6iXWEiXV0EG0PE+sIk+gIkwhHSITD2OEwTjiMiEQgHIbOTtTOCGo0ghbtRIvF2Jtbwv/OvIJYwiGasFO/DrHUEE/1NqsKP3fUt32h+9jJ4Kc//SlXXXUVV1xxBQAPP/wwL774Io8//ji33nprj/A///nPOffcc7n55psBuPvuu1m8eDH/9V//xcMPP4wQggceeIDbbruNCy64AIBf//rXFBUV8dxzz/Htb3+7X/Fz6S7qSgIE3Qbu7aHM5sXRVDfKmsbmwkIKy4ckK6j5p4CvMNmhUW8Cpb2O9hk+UDXU+vMguhKnM/kE0hoxkqrP/kix2sIWJblMVddRuhX6PKaG19TpiCWYUVfUa/8KATPAjMoZWJqFCNqIeByzqoq2Ja9j6hph3WBYYbKykAjlEistp+jUsfDs0+ipSrBP7/kdXscwIA7a+PMxtA9QvAWY1dWoHg+KYlOe5yW+L44WDCDQ0LTMolrttL9lvBZDD5aQSCQYoiYLlzPrCvG5TWzbJs/KXK+CQoVSQa4rl716B0GzgJElAUJ5BdC5M9nSCWgoaIC8kel3X92GRkcskayD5dVCpDnZ+ikwBNiQsQ5N1Ti74mwWLluInXr31a24qcopZf2uvdjBEGrqhker28PogxYBXz6GppJv+ZKVKWC7byxj6ybApi14vR7OnjAd1e9HN3Wq85PNNd/7zCLS2omqKLhNjRynGUtEmTWyEJfLhZ1q5XlQK6AkmGyhMKwkly3rIa6YHNAKCKWeUBplZT3yCGBCRR7jq77NkGAOh6KHMDFZxKL0dD0vD3vrNorcGoXDi9h+KEyUEPtIdirnNn00Vtaxx9/ApJF16fnc479NYdsOmvZ9RNyOMyyUTPua/FHMcAp5b/NWWrUOagNtnDb+UnzuPPaxjz/H/twjjgLlcMsDYHJlDTveXwmAqqroXZ1kGRpuywArh3hnZ7f94jDVn3kzeFbjMEyPO/2/pWtMq82jdb1NX8waVYTLPKJypaqQWw1iI15RSJR2zK6bOUWF6RtW3dUoNclj150Den76CS2AGD+Bdt2FmpNqmuwvzpxZM1FRKKcQs/vrEYaHhGJw0FWBrqkM9R3epgJvEX41eZPAO3MmLeHMDsi6Kwm62NeRjz8vRI2rls+aP8NIpXnXdpmYjM4fjWErePVDoKgZT2A1Xz5F/k4qRlTxf1vWcyh1jAh/KX8ztvSY/dpoSvLTRtG8PNJLLBgOLdtRTA9Ty6fz8L7/h4LgrOF5BLweNlgWTizzfHesBw5n1Baw/VCY0hx3+uZmnjsvI4xdnrrx6NYprarHbeZAKATr19E8aiRWfT31kTxcs4bjKajsfVsCgWR5CHCPHQvNIexP2sFJYBQV0enOpbKunJyVG8mxEowpGIPQDhJuWg5Ay4jhBDdswFNajt9KvWig9/2GrqwQS9IJRlVUynxllPl6uUiPBs7LHCWEQESjOJEIIhZD0fXkU1nLSj6ZVRSItkPHXmjfCx37IBZOVZAiiFiY1ngHe51O9tph9tqd7LHD7LUj7EqE+ciO0CkSdDoJIk7yN4ZNonvPp0JgxcETBW8nuGPJCqhuC3S762/QHSU9GI6aGhR0kfpbKOgO6EKgCgfNEWjCQXUEuuOgJxyMuIOREBhxgR4XuBJQ0Ckw46AnkoOaUFATHKWSHk0OqkDVBKqeHBRNoOrbk/8bAsV1eJqqCxRdoGpO8gmNrSAcBWErOLaCE1Ow4yp2RMVpUbBjKnZMxYkne+XsDwEkFEFCOfzJjl710qROHLEukfpUhkAB4QW8GTOJ3/0K+FXqExMi/V3O/jJSw9EkFJWI4SKqW8QNk5jhImpa2KabiOnGY2qEPAaWrmHqKpauYuoqpqYm37MUDhs3rP9ccfsqicVirFy5kjlz5qTHqarKzJkzWbp0aa/zLF26lJtuuilj3KxZs3juuecA2Lx5M01NTcycOTM9PRgM0tjYyNKlS3utEEejUaJdlVugtTV5h35IYAijC0YDUJrjJlxSDKqGnhsiumUL7vr6HssCknfyj1YZ7kVdXh1rD6xNP60zyspwaxqxjmT/0GZ1DUO+8wMK//AC0bggz2dyZHlPURTOGlFIzHaO2jwQwEp11qJoGlaqCbn/nLMZs30XB30hKvOSx9SshjLsUaUoqc6KFKDOH8Po5clz27ChKLYN7hCeaedkTrQPF/bNUxpQ4wZmZVXGkekPBHstJLtNrU8taYYX+ykPeQ4/mRs2IzNAt6dcU4flczAcSy7XcEH16cknNv24AaqpCqfV5GV8RimsWKwtKqOmoK5HeEc1MCprcA40Yw0dilFc3CPM+IoQ+9qjeC2dzs4EXhHJmC6qTmff6lZqgLFDkoXjAr+FNf0i3tjzCmUk2Br0Eomb6UL4kSryPJDs45l8d366wp7erlDqZotl4fMYBD1BhheOo23tajxKcr5Zwyb2uuwyXxm2sDOu84Zm0FBSSpkvxKtbt9BMEL8nv9f5+6I85OHj3e1A8tNY3SmAR4SZXJN7eJz7cOW3syAfzTJ77E8hj4nZx4ZRpq723pFn2QRcDQ6uNYuwaydiDCkjvHsXsdzcnmEBl+JKf2bqSJPHD6MjLiDQe6s8Ud5Ih76SiB7InKDq7PSP7XWeiUUT2awmP+2lGMYxW4KV53qoyPejqQojrBHUBGswUs2+q4JV5Cl5hJQQZb4ydFcO7FgO3oLMhVRMoTxnJ4lgzlHX0y/uHKg+Azx5eMORdDnIZWjp/LC05MHoMXVKgseuNIa8JiFvz74Wzqo4i9X7V3NK8BSazCa2OlupLfQxekgFphU8fLykWvhVBCog0MsKui/X7Sb417OT/+T7QOwCXyGqx0Pwb/4mucw1e9LhjcJCPBPG0/HRRwhdp7m+Htf48YcX6ArSV7JCLEknOUVRUFwu1GM1bbR8ySG3puf8JFthBYH+vDHoCIeYHcMRDk6qZ1YhBA5OepwjHAzVwK27MbVkc7ovjGOnnowmn4aKWAQRaUO0t+C0t6CIBIoSR1FsFBFFsVNPTxOxVBM0pdsvqSckqXGqkfxGqe4C3YWtGvxp6XJs1eCMvzoHYbhIKAZxoRNHJaEYOIpOQmjYHeFkHNracTraEO3tEG7H6eiAWBQRjyHicUgkEIl4snfZhI3jgI2Ko6g4aNioqUEjgYYjFBwBQjg4AhxHpAqc3UqdR37IE5HeLpHaRpHe1mTHNCjJJ9+KqqKlmq2rqpL+VVUVRVOTv5aF6vage92YXg+G14Pl9WB53bgCPlwBP56AF9N17PfP//E4WZtIJFjY8mG/doevov3792PbNkVFme+7FhUVsX597zcMmpqaeg3f1NSUnt417mhhjjRv3jzuuuuuHuNH5o3E062Jmmfi4cqAWVUF0KNS8XmU+8sp95dnjNPzj6g4ePOJaV6KNIcpQ/N63f9UVcGlHr0yfDSKquKvHEL352ldlerOzsPbp6feCjmS0HXE0Z76aDqumZeht4bRhwzBSBXGByLduhiaStDTt1qN29QoM92ZIzUj4yldXxQFktenw9uhsCORS7nq7jW8Yhj4pk496vJMXaUsp/d5AfAVEtN9+BAZlTKPN0C5TyEWc9ik67SYvXxap48Uw8AzfhxaTs7hcYqSrgwfc97Ue5i9Cbj7/t7jsWiqwgVjy0jYzuEO3LoJOS3J96e7xam1ppqdBw+Qd8T5YKD5Rjfg3bAej67jGj2a2Keffq7luAwNn/sY5QpXkP2enh2lDSSt2/7V/Sm0pVkUq91u5riCMGwmPRiu5Gt2A3iM4+v5+kx3Lg3+ZkzJsb+qchwu3cWpxaeSSCTwKT6Gq8OZVTkL0/j8x1TmCoIw6hvHfTXNKCnBV1AACxcCRzztLhnd59XJCrEkSZ+Lqqi4+tEc5QunamB6kwNdX0xM6n+R99hEIsHu1cknEkrFJAxd7+2LhZL0lTRnzpyMp86tra2Ul5cfYw6pP9ScfMycbMdC6gujtPfm/CeS3irDR2N7PER6+5zPAFOOdVNIOinpip7xjv2A+BL7aTkJe4SRJEmSpMEnPz8fTdPYs2dPxvg9e/ZQ3EuzUoDi4uJjhu/67c8yLcsiEAhkDJIkSZJ0spIVYkmSJEk6CZimyYQJE1iyZEl6nOM4LFmyhMmTJ/c6z+TJkzPCAyxevDgdvrq6muLi4owwra2tLFu27KjLlCRJkqSvEtleQZIkSZJOEjfddBOXX345EydOZNKkSTzwwAN0dHSke52+7LLLKCsrY968eQDccMMNTJ8+nZ/85CfMnj2bBQsWsGLFCh555BEg+b7VjTfeyH/8x39QW1ub/uxSaWkpF154YbY2U5IkSZK+NLJCLEmSJEknib/7u79j37593HHHHTQ1NTF27FheeeWVdKdY27ZtQ+323tWUKVN46qmnuO222/jhD39IbW0tzz33XPobxAA/+MEP6Ojo4Oqrr6a5uZlp06bxyiuv9OsbxJIkSZJ0spIVYkmSJEk6iVx33XVcd911vU578803e4y76KKLuOiii466PEVRmDt3LnPnzh2oKEqSJEnSSUO+QyxJkiRJkiRJkiQNSrJCLEmSJEmSJEmSJA1KskIsSZIkSZIkSZIkDUpf6DvEQggg+QmHv0QikSAcDuM4DgCqqtLa2kosFksvPxaLHTWcnvr4dyKRIBKJEIvFsG07/b9t20QikXR8I5EIra2tRCIREokEsVisxzri8TixWAzHcXAcJx2ua96udXZ2dvaIp+M4RCIRIpEIjuMghCAWi6FpGq2trYTD4XT47n/rup6OcyKRyIgrkBG2s7MzHaa1tTWdJt3Ts/ty+5rmfZ3vWPE4Mkx/l3lkeh4rbG/LOzJ81z5xZN5J0tH0dz+T/jIDnd5d58yuc770l+nPtf6LOuceuY8AWTlGu675Xdd5TdOAw9fQzxuvox0DvY0/ctyXkd5Hxqcv5TAgI06f9zjvrZx1vPh1leGOLE8eb5uPl5YDca7qbV8+sjwK9FoW6sv6e0uvgdq+vm7/8cqBx9qP+pPGfT1ujnXuON7x1ddt7E95FOiRB0c7xx3tWANob2/PKIPHYrEBPy/259z0Za+rP9d6RXyBJYIdO3ZQXl7+RS1ekiRJkj637du3M2TIkGxH46T32WefMXTo0GxHQ5IkSZJ66Mu1/gutEDuOw65du/D7/SiK8rmX09raSnl5Odu3bycQCAxgDL8cJ3v84eTfBhn/7DvZt0HGP/sGahuEELS1tVFaWprxiSLp82lubiYUCrFt2zaCwWC2o/OV8FU4Xk80Mk0HlkzPgSfTdGD151r/hbYhUlV1QO++BwKBk3oHOdnjDyf/Nsj4Z9/Jvg0y/tk3ENsgK24Dp6ugEQwGT/p960TzVTheTzQyTQeWTM+BJ9N04PT1Wi9vjUuSJEmSJEmSJEmDkqwQS5IkSZIkSZIkSYPSSVEhtiyLO++8E8uysh2Vz+Vkjz+c/Nsg4599J/s2yPhn31dhG76KZL4MPJmmA0+m6cCS6TnwZJpmzxfaqZYkSZIkSZIkSZIknahOiifEkiRJkiRJkiRJkjTQZIVYkiRJkiRJkiRJGpRkhViSJEmSJEmSJEkalGSFWJIkSZIkSZIkSRqUvpAK8S9/+UuqqqpwuVw0Njby/vvvHzP8woULGTFiBC6Xi4aGBl566aWM6UII7rjjDkpKSnC73cycOZONGzdmhDl48CCXXHIJgUCAnJwcrrzyStrb2zPCfPTRR5x++um4XC7Ky8u57777Toj4b9myhSuvvJLq6mrcbjdDhw7lzjvvJBaLZYRRFKXH8N5772U9/gBVVVU94nbvvfdmhOlr+mdjG958881e01dRFJYvXw5kNw+eeeYZzjnnHPLy8lAUhVWrVvVYRmdnJ9deey15eXn4fD6++c1vsmfPnoww27ZtY/bs2Xg8HgoLC7n55ptJJBJZj//Bgwf5l3/5F4YPH47b7aaiooLrr7+elpaWjHC9pf+CBQt6jVM28uDMM8/sEb9rrrkmI8yJmgdH278VRWHhwoXpcNnKg3g8zi233EJDQwNer5fS0lIuu+wydu3albGMgbwWSH3T33werObNm8epp56K3++nsLCQCy+8kA0bNmSEGcjz+GBz7733oigKN954Y3qcTM/+27lzJ//wD/9AXl4ebrebhoYGVqxYkZ4+UGXywcK2bW6//faMMv7dd99N9z6NZZqeAMQAW7BggTBNUzz++OPi448/FldddZXIyckRe/bs6TX8O++8IzRNE/fdd59Yu3atuO2224RhGGL16tXpMPfee68IBoPiueeeEx9++KE4//zzRXV1tYhEIukw5557rhgzZox47733xJ/+9CcxbNgwcfHFF6ent7S0iKKiInHJJZeINWvWiN/+9rfC7XaL//7v/856/F9++WXxne98R7z66qvi008/Fc8//7woLCwU3//+99PL2Lx5swDEa6+9Jnbv3p0eYrFY1uMvhBCVlZVi7ty5GXFrb2/vd/pnaxui0WhG3Hfv3i3+6Z/+SVRXVwvHcbKeB7/+9a/FXXfdJR599FEBiA8++KDHcq655hpRXl4ulixZIlasWCFOO+00MWXKlPT0RCIh6uvrxcyZM8UHH3wgXnrpJZGfny/mzJmT9fivXr1afOMb3xCLFi0SmzZtEkuWLBG1tbXim9/8ZkY4QMyfPz8j/bvvh9nOg+nTp4urrroqI34tLS0nRR4kEokex8Bdd90lfD6faGtry3oeNDc3i5kzZ4rf/e53Yv369WLp0qVi0qRJYsKECRnLGahrgdQ3/c3nwWzWrFli/vz5Ys2aNWLVqlXia1/7mqioqMi4Vg7UeXywef/990VVVZUYPXq0uOGGG9LjZXr2z8GDB0VlZaX4zne+I5YtWyY+++wz8eqrr4pNmzalwwxEmXwwueeee0ReXp544YUXxObNm8XChQuFz+cTP//5z9NhZJpm34BXiCdNmiSuvfba9P+2bYvS0lIxb968XsN/61vfErNnz84Y19jYKL773e8KIYRwHEcUFxeL+++/Pz29ublZWJYlfvvb3wohhFi7dq0AxPLly9NhXn75ZaEoiti5c6cQQohf/epXIhQKiWg0mg5zyy23iOHDh2c9/r257777RHV1dfr/rspYb4XwEyH+lZWV4mc/+9lR49XX9M/mNnQXi8VEQUGBmDt3bnpctvKgu6PFobm5WRiGIRYuXJget27dOgGIpUuXCiGEeOmll4SqqqKpqSkd5qGHHhKBQCAjX7IR/948/fTTwjRNEY/H0+MA8eyzzx533mxtw/Tp0zMKY0c62fJg7Nix4h//8R8zxp0IedDl/fffF4DYunWrEGJgrwVS3/Q3n6XD9u7dKwDx1ltvCSEG9jw+mLS1tYna2lqxePHijHOwTM/+u+WWW8S0adOOOn2gyuSDyezZs3tcR7/xjW+ISy65RAgh0/REMaBNpmOxGCtXrmTmzJnpcaqqMnPmTJYuXdrrPEuXLs0IDzBr1qx0+M2bN9PU1JQRJhgM0tjYmA6zdOlScnJymDhxYjrMzJkzUVWVZcuWpcOcccYZmKaZsZ4NGzZw6NChrMa/Ny0tLeTm5vYYf/7551NYWMi0adNYtGhRxrRsx//ee+8lLy+PcePGcf/992c0OepL+p8I29Bl0aJFHDhwgCuuuKLHtC87D/pi5cqVxOPxjOWMGDGCioqKjOOkoaGBoqKijPW0trby8ccfZzX+vWlpaSEQCKDresb4a6+9lvz8fCZNmsTjjz+e0ezoRNiGJ598kvz8fOrr65kzZw7hcDhjPSdLHqxcuZJVq1Zx5ZVX9ph2ouRBS0sLiqKQk5OTXsZAXAukvvk8+Swd1vVKSNe1fqDO44PNtddey+zZs3ucP2R69t+iRYuYOHEiF110EYWFhYwbN45HH300PX2gyuSDyZQpU1iyZAmffPIJAB9++CFvv/025513HiDT9EShHz9I3+3fvx/btjNOLABFRUWsX7++13mampp6Dd/U1JSe3jXuWGEKCwszpuu6Tm5ubkaY6urqHsvomhYKhbIW/yNt2rSJBx98kB//+MfpcT6fj5/85CdMnToVVVX5/e9/z4UXXshzzz3H+eefD2Qv/QGuv/56xo8fT25uLu+++y5z5sxh9+7d/PSnP00v53jpn+1t6O6xxx5j1qxZDBkyJD0uW3nQF01NTZimma4Y9Laco62na1o243+k/fv3c/fdd3P11VdnjJ87dy5nnXUWHo+H//u//+N73/se7e3tXH/99RnzZmsb/v7v/57KykpKS0v56KOPuOWWW9iwYQPPPPPMMdfTNS3b8e/uscceo66ujilTpmSMP1HyoLOzk1tuuYWLL76YQCCQXsZAXAukvvk8+SwlOY7DjTfeyNSpU6mvrwcG7jw+mCxYsIA///nP6b4+upPp2X+fffYZDz30EDfddBM//OEPWb58Oddffz2maXL55ZcPWJl8MLn11ltpbW1lxIgRaJqGbdvcc889XHLJJcDA1XOkv8yAVoilv9zOnTs599xzueiii7jqqqvS4/Pz87npppvS/5966qns2rWL+++/P10Zy6bucRs9ejSmafLd736XefPmYVlWFmPWfzt27ODVV1/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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "az.plot_trace(idata, compact=False, combined=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hlafreq", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "46d2d82dbc865cefb79a4a45cbcd8ead329d89ff6c8b099bf15de0f92559257f" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/multi_country.ipynb b/examples/multi_country.ipynb new file mode 100644 index 0000000..cf497c9 --- /dev/null +++ b/examples/multi_country.ipynb @@ -0,0 +1,1967 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Combine multi-country HLA data\n", + "We can calculate the average allele frequency of multiple countries\n", + "by combining studies within countries and then between countries.\n", + "This second step is very similar except we set `datasetID` as the country\n", + "rather than the population, which is the default.\n", + "\n", + "The estimates from different countries can be weighted by sample size or another supplied variable such as population size. Both are described below." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + } + ], + "source": [ + "import HLAfreq\n", + "from HLAfreq import HLAfreq_pymc as HLAhdi\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import arviz as az" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Download HLA data for each specified country" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "countries = ['Cameroon','Cape+Verde','Ghana','Guinea',\n", + " 'Guinea-Bissau', 'Kenya','Sao+Tome+and+Principe','Senegal',\n", + " 'South+Africa','Uganda','Zimbabwe']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cameroon\n", + "2 pages of results\n", + "Download complete\n", + "Cape+Verde\n", + "1 pages of results\n", + "Download complete\n", + "Ghana\n", + "1 pages of results\n", + "Download complete\n", + "Guinea\n", + "3 pages of results\n", + "Download complete\n", + "Guinea-Bissau\n", + "2 pages of results\n", + "Download complete\n", + "Kenya\n", + "2 pages of results\n", + "Download complete\n", + "Sao+Tome+and+Principe\n", + "1 pages of results\n", + "Download complete\n", + "Senegal\n", + "1 pages of results\n", + "Download complete\n", + "South+Africa\n", + "3 pages of results\n", + "Download complete\n", + "Uganda\n", + "1 pages of results\n", + "Download complete\n", + "Zimbabwe\n", + "1 pages of results\n", + "Download complete\n" + ] + } + ], + "source": [ + "for country in countries:\n", + " print(country)\n", + " base_url = HLAfreq.makeURL(\n", + " country, standard='s', locus=\"A\",\n", + " resolution_pattern=\"bigger_equal_than\", resolution=2)\n", + " aftab = HLAfreq.getAFdata(base_url)\n", + " aftab.to_csv(\"../data/example/multi_country/%s_raw.csv\" %country, index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Combine allele frequencies within country" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "population loci\n", + "South Africa Natal Zulu A 0.935\n", + "Name: allele_freq, dtype: float64\n", + "1 studies have total allele frequency < 0.95\n" + ] + } + ], + "source": [ + "cafs = []\n", + "for country in countries:\n", + " # Load raw country data\n", + " aftab = pd.read_csv(\"../data/example/multi_country/%s_raw.csv\" %country)\n", + " # Drop any incomplete studies\n", + " aftab = HLAfreq.only_complete(aftab)\n", + " # Ensure all alleles have the same resolution\n", + " aftab = HLAfreq.decrease_resolution(aftab, 2)\n", + " # Combine studies within country\n", + " caf = HLAfreq.combineAF(aftab)\n", + " # Add country name to dataset, this is used as `datasetID` going forward\n", + " caf['country'] = country\n", + " cafs.append(caf)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Combine all country data\n", + "Concatenate each single country dataset into a single multicountry dataset.\n", + "Combine allele frequencies, using the manually added `country` column as `datasetID`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "cafs = pd.concat(cafs, ignore_index=True)\n", + "international = HLAfreq.combineAF(cafs, datasetID='country')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# View allele frequencies\n", + "Plot allele frequencies averaged across countries.\n", + "Filter to only alleles with >1% frequency after averaging." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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LjzzyCFOnTmXPnj3k5ubSrVs3/vSnP6mf7enXrx8HDx5Ud8su1XfffUdkZCQPPPDABQMsgNTUVKxWq3ocO3asQ9cUQgghxJXPqbcL9Xo9drsdPz8/tUxRFDQaDStXriQlJcWhfY8ePdSyc7tMgwcPVut79+7NjTfeqL6K+tprr6HValmyZInaJisrC39/fwoKCrjrrrtazelcLo6qqiqHnayqqqpWmWErKyu55557+MMf/sAbb7xx0fVqNBo1h4cQQghxPRsyZAjffvttm3X/93//x+TJk3/lGf3ynBZk2e12MjMzWbp0Kffee69D3fjx48nOzlYfcm8rdcPIkSOBlt2wm266CYCamhp++OEH+vfvD8Dp06fVB97P6dKlC8B5s9sOHDgQHx8ftm/frgZVdXV1FBQUMGvWLLXdd999xz333MPw4cNZt25dq+sIIYQQ4vy2bt1KU1NTm3W/5DNb57NgwQIWLFjQuRdRnGTjxo1Kt27dlNra2lZ1f/3rX5WQkJCLjhETE6MMGTJE+eyzz5QvvvhCiY6OVgYPHqw0NjYqiqIo27dvV1xcXJSFCxcqhw4dUoqLi5WIiAilf//+yunTpxVFUZTjx48rAQEBSkFBgTru4sWLlZ49eyoffPCBUlpaqsTExCgDBw5UfvzxR7XP7373O2Xs2LHK8ePHle+//149LoXValUAxWq1XlI/IYQQzvPjjz8qBw4cUP8miGvThf6d2/v322nbL3q9nvDwcLRabau6SZMmUVRURGlp6QXHyMzMZMSIEeh0OkaPHk3Xrl3Ztm2b+ubgmDFjePvtt9m0aRO33347kZGRaDQatm3bhru7OwBNTU1UVFRw+vRpddy//vWvJCcnM3PmTO644w7q6+vZtm2b+uCb2Wzmq6++Yvv27dx00034+vqqhxBCiOuD4tz3xkQn+yX+fZ3+duH1rL1vJwghhLhyNDU18dVXX+Hn59fmRoG4Npw8eZLq6mpuvfVW9VGjc9r799vpebKEEEKIq4mbmxseHh6cOHGCrl27yjO51xhFUTh9+jTV1dX07NmzVYB1KSTIEkIIIS6Bi4sLvr6+HD58+Lxvx4mrX8+ePdWMAx0lQZYQQghxibp168agQYPa9WFlcfXp2rXrZe1gnSNBlhBCCNEBrq6ukvFdXJDcSBZCCCGE6ARXxE5Wfn4+o0aNIjIyki1btrSqNxgMQNtJSQ0GA6+++iqHDh3Cy8uLBx54gNdee02t/+ijj0hLS6OsrIwbbriBP/7xjyxdupQBAwacdz6KopCWlsbq1aupra1l5MiRrFq1ikGDBqlt/vGPf7BlyxZKSkro1q0btbW1HV0+wWkfybcLrzLyTTkhhBAXc0XsZOn1epKTk8nLy6OyslItT09Px2azqec2m4309HT1/NVXX+W5557j2WefpaysjE8++YSIiAi1/vDhw8TExDBmzBhKSkr46KOP+OGHH5g4ceIF57NkyRJWrFhBRkYGBQUFdO/enYiICM6cOaO2aWxs5IEHHnDIAi+EEEIIcY7Td7Lq6+tZv349RUVFWCwWDAYD8+bNA6BXr16MGzeO4OBgADIyMtRP7Zw6dYr58+ezefNmxo4dq443dOhQ9X8XFxdz9uxZ/v73v6uv2P7lL38hJiaGpqYmNWnpTymKwrJly5g/fz4xMTFAS9LTvn37smnTJh588EEAFi5cCPy/XTYhhBBCiJ9y+k6W0WgkMDCQgIAAEhISWLt2rZplNTExEaPRiMlkwmQyYTQa1VuGZrOZ5uZmvvvuO4KCgrjpppuIjY3l2LFj6tjDhw/H1dWVdevWcfbsWaxWK//85z8JDw9XA6wjR47g4uLCzp07gZbdL4vFQnh4uDqOVqtlxIgR5OfnX9ZaGxoaqKurcziEEEIIcW1yepCl1+tJSEgAIDIyEqvVSm5uLgBZWVnExsai0+nQ6XTExsaSlZUFwDfffENzczMvvvgiy5Yt47333qOmpoZx48apr9QOHDiQjz/+mHnz5qHRaOjZsyfHjx/HaDSq1+/atSsBAQF4eLQ8E2WxWIDWH6fs27evWtdRixYtQqvVqoe/v/9ljSeEEEKIK5dTg6yKigoKCwuJj48HWrLoxsXFodfrAaiursZsNhMWFkZYWBhms5nq6moAmpubaWpqYsWKFURERHDXXXeRnZ3Nl19+yY4dO4CWgOmRRx5h6tSp7Nmzh9zcXLp168af/vQndbesX79+HDx4kDvvvLPT15uamorValWPn+66CSGEEOLa4tRnsvR6PXa7HT8/P7VMURQ0Gg0rV64kJSXFoX2PHj3UsnMfYx48eLBa37t3b2688UaOHj0KwGuvvYZWq2XJkiVqm6ysLPz9/SkoKOCuu+5qNadz2V2rqqocPvhcVVXFsGHDLmu9Go0GjUZzWWMIIYQQ4urgtJ0su91OZmYmS5cupaSkRD327duHn58f2dnZatvExMRW6RtGjhwJtOyGnVNTU8MPP/xA//79ATh9+nSrb0qdy+Da3Nzc5rwGDhyIj48P27dvV8vq6uooKCggNDS04wsWQgghxPVFcZKNGzcq3bp1U2pra1vV/fWvf1VCQkIuOkZMTIwyZMgQ5bPPPlO++OILJTo6Whk8eLDS2NioKIqibN++XXFxcVEWLlyoHDp0SCkuLlYiIiKU/v37K6dPn1YURVGOHz+uBAQEKAUFBeq4ixcvVnr27Kl88MEHSmlpqRITE6MMHDhQ+fHHH9U23377rbJ3715l4cKFiqenp7J3715l7969is1ma/dvYLVaFUCxWq3t7iOEEEII52rv32+nBVnR0dFKVFRUm3UFBQUKoOzbt++CY1itVuXhhx9WevbsqXh7eysTJkxQjh496tAmOztbuf3225Xu3bsrvXv3Vv77v/9bKS8vV+sPHz6sAMqOHTvUsubmZuX5559X+vbtq2g0GmXs2LFKRUWFw7hTp05VgFbHT8e5GAmyhBBCiKtPe/9+uyjK//8EuPjV1dXVodVqsVqteHl5OXs6QgghhGiH9v79dnoKByGEEEKIa5EEWUIIIYQQnUCCLCGEEEKITiBBlhBCCCFEJ5AgSwghhBCiEzg14/s5+fn5jBo1isjISLZs2dKq3mAwALRKSHqu7tVXX+XQoUN4eXnxwAMP8Nprr6n1iqKwdOlS3njjDb799ltuvPFGHnvsMZ577rnzzkdRFNLS0li9ejW1tbWMHDmSVatWMWjQILXNP/7xD7Zs2UJJSQndunWjtra2w+sPTvsIV41Hh/uLq9eRxTpnT0EIIUQnuSJ2svR6PcnJyeTl5VFZWamWp6enY7PZ1HObzUZ6erp6/uqrr/Lcc8/x7LPPUlZWxieffEJERITD2E888QRr1qzhlVde4eDBg3z44YcX/U7hkiVLWLFiBRkZGRQUFNC9e3ciIiI4c+aM2qaxsZEHHniAWbNmXe7yhRBCCHENcvpOVn19PevXr6eoqAiLxYLBYGDevHkA9OrVi3HjxhEcHAxARkYGSUlJAJw6dYr58+ezefNmxo4dq443dOhQ9X+Xl5ezatUq9u/fT0BAANDy2ZwLURSFZcuWMX/+fGJiYgDIzMykb9++bNq0iQcffBCAhQsXAv9vl00IIYQQ4qecvpNlNBoJDAwkICCAhIQE1q5dy7n8qImJiRiNRkwmEyaTCaPRqN4yNJvNNDc389133xEUFMRNN91EbGwsx44dU8fevHkzt9xyCyaTiYEDBzJgwABmzJhBTU2N2ubIkSO4uLiwc+dOAA4fPozFYiE8PFxto9VqGTFiBPn5+Ze11oaGBurq6hwOIYQQQlybnB5k6fV6EhISAIiMjMRqtZKbmwtAVlYWsbGx6HQ6dDodsbGxZGVlAfDNN9/Q3NzMiy++yLJly3jvvfeoqalh3LhxNDY2qm2+/fZb3n33XTIzMzEYDBQXF/OnP/1JvX7Xrl0JCAjAw6PlmSiLxQJA3759HebZt29fta6jFi1ahFarVQ9/f//LGk8IIYQQVy6nBlkVFRUUFhYSHx8PgJubG3Fxcej1egCqq6sxm82EhYURFhaG2WymuroagObmZpqamlixYgURERHcddddZGdn8+WXX7Jjxw61TUNDA5mZmYSFhXH33Xej1+vZsWMHFRUVAPTr14+DBw9e9DmtX0JqaipWq1U9frrrJoQQQohri1OfydLr9djtdvz8/NQyRVHQaDSsXLmSlJQUh/Y9evRQy3x9fQEYPHiwWt+7d29uvPFGjh49qrZxc3Pj1ltvVdsEBQUBcPToUfU5rZ/y8fEBoKqqSr3GufNhw4ZdznLRaDRoNJrLGkMIIYQQVwen7WTZ7XYyMzNZunQpJSUl6rFv3z78/PzIzs5W2yYmJrZK3zBy5EgAdUcKoKamhh9++IH+/furbex2O19//bXa5tChQwBqm58bOHAgPj4+bN++XS2rq6ujoKCA0NDQy1u0EEIIIa4bLsq5p8x/ZZs2bSIuLo7q6mq0Wq1D3dy5c8nJyWHPnj0XHGP8+PF89dVXvPHGG3h5eZGamso333xDSUkJXbt2pbm5mTvuuANPT0+WLVtGc3Mzjz/+OF5eXnz88ccAfPfdd4wdO5bMzEz1luFLL73E4sWLefPNNxk4cCDPP/88paWlHDhwgBtuuAFo2Qmrqanhww8/5OWXX+bTTz8F4He/+x2enp7t+g3a+xVvIYQQQlw52vv322k7WXq9nvDw8FYBFsCkSZMoKiqitLT0gmNkZmYyYsQIdDodo0ePpmvXrmzbto2uXbsC4OrqyubNm7nxxhv54x//iE6nIygoiHfeeUcdo6mpiYqKCk6fPq2W/fWvfyU5OZmZM2dyxx13UF9fz7Zt29QAC+CFF17g9ttvJy0tjfr6em6//XZuv/12ioqKLvenEUIIIcQ1wGk7WUJ2soQQQoir0RW/kyWEEEIIcS2TIEsIIYQQohNIkCWEEEII0QkkyBJCCCGE6AQSZAkhhBBCdAKnZnw/Jz8/n1GjRhEZGcmWLVta1RsMBgCHhKQnT55k8uTJlJaWcvLkSfr06UNMTAwvvviiw5P+DQ0N/O1vfyMrKwuLxYKvry8vvPACDz/88Hnnc+bMGZ5++mneeecdGhoaiIiI4PXXX3f4nuGcOXP47LPP2L9/P0FBQZSUlHR4/cFpH+Gq8ehw/+vRkcU6Z09BCCGEuKArYidLr9eTnJxMXl4elZWVanl6ejo2m009t9lspKenAy05sGJiYvjwww85dOgQBoOBTz75hKSkJIexY2Nj2b59O3q9noqKCrKzs9v8nM5PPfXUU2zevJl3332X3NxcKisrmThxYqt2Dz/8MHFxcZezdCGEEEJco5y+k1VfX8/69espKirCYrFgMBiYN28eAL169WLcuHEEBwcDkJGRoQZRvXr1YtasWeo4/fv357HHHuPll19Wy7Zt20Zubi7ffPMN3t7eAAwYMOCC87Farej1et5++23GjBkDwLp16wgKCuLf//43d911FwArVqwA4MSJExdNmiqEEEKI64/Td7KMRiOBgYEEBASQkJDA2rVrOZcfNTExEaPRiMlkwmQyYTQaW33D8JzKyko2bNjA6NGj1bIPP/yQkJAQlixZQr9+/bj11lv5y1/+wo8//qi22blzJy4uLhw5cgSA4uJimpqaCA8PV9sEBgZy8803k5+ff1lrbWhooK6uzuEQQgghxLXJ6UGWXq8nISEBgMjISKxWK7m5uQBkZWURGxuLTqdDp9MRGxtLVlaWQ//4+Hg8PDzo168fXl5erFmzRq375ptv2LVrF/v372fjxo0sW7aM9957j8cee0xt4+HhQUBAgPopHovFQrdu3ejZs6fDdfr27YvFYrmstS5atAitVqse/v7+lzWeEEIIIa5cTg2yKioqKCwsJD4+HgA3Nzfi4uLQ6/UAVFdXYzabCQsLIywsDLPZTHV1tcMY6enpfP7553zwwQd8/fXXpKSkqHXNzc24uLjw1ltvceeddxIVFcWrr77Km2++qe5m3XnnnRw8eJB+/fp1+npTU1OxWq3qcezYsU6/phBCCCGcw6nPZOn1eux2O35+fmqZoihoNBpWrlzpEDAB9OjRo1WZj48PPj4+BAYG4u3tTVhYGM8//zy+vr74+vrSr18/h49QBwUFoSgKx48fZ9CgQa3m5OPjQ2NjI7W1tQ67WVVVVfj4+FzWejUaDRqN5rLGEEIIIcTVwWk7WXa7nczMTJYuXUpJSYl67Nu3Dz8/P7Kzs9W2iYmJ530W66eam5uBlmefAEaOHEllZSX19fVqm0OHDuHq6spNN93U5hjDhw+na9eubN++XS2rqKjg6NGjhIaGdmSpQgghhLgOuSjnnjL/lW3atIm4uDiqq6sddpoA5s6dS05ODnv27Dlv/61bt1JVVcUdd9yBp6cnZWVlPPPMM3h7e7Nr1y6g5c3FoKAg7rrrLhYuXMgPP/zAjBkzGD16NKtXrwagsLCQKVOmsH37dvWW4axZs9i6dSsGgwEvLy+Sk5MB2L17t3r9r776ivr6ejIyMtixYwfr168HYPDgwXTr1q1dv0F7v+IthBBCiCtHu/9+K04SHR2tREVFtVlXUFCgAMq+ffvO2z8nJ0cJDQ1VtFqtcsMNNyiDBg1S5s6dq5w6dcqhXXl5uRIeHq64u7srN910k5KSkqKcPn1ard+xY4cCKIcPH1bLfvzxR+Wxxx5TevXqpXh4eCgTJkxQvv/+e4dxR48erQCtjp+OczFWq1UBFKvV2u4+QgghhHCu9v79dtpOlpCdLCGEEOJq1N6/305P4SCEEEIIcS2SIEsIIYQQohNIkCWEEEII0QkkyBJCCCGE6AQSZAkhhBBCdAKnZnw/Jz8/n1GjRhEZGcmWLVta1RsMBgCHhKQnT55k8uTJlJaWcvLkSfr06UNMTAwvvvhim0/6f/bZZ4wePZrg4GBKSkouOJ+amhqSk5PZvHkzrq6uTJo0ieXLl+Pp6Qm0fFQ6PT2dwsJC6urqGDRoEM888wyTJ0/u0PqD0z7CVePRob7i2nFksc7ZUxBCCPELuiJ2svR6PcnJyeTl5VFZWamWp6enY7PZ1HObzUZ6ejoArq6uxMTE8OGHH3Lo0CEMBgOffPIJSUlJrcavra1lypQpjB07tl3zmTx5MmVlZZjNZkwmE3l5ecycOVOt3717N0OHDuX999+ntLSUadOmMWXKFEwmU0d/AiGEEEJcY5yeJ6u+vh5fX1+KiopIS0tj6NChzJs3D2jZwcrIyCA4OBiA/fv3k5SUdN5P7KxYsYKXX3651YeXH3zwQQYNGkSXLl3YtGnTBXeyysvLGTx4MHv27CEkJASAbdu2ERUVxfHjxx2+s/hTOp2Ovn37snbt2nav/VyeDf8njbKTJWQnSwghrhJXTZ4so9FIYGAgAQEBJCQksHbtWs7FfYmJiRiNRkwmEyaTCaPReN4Aq7Kykg0bNjB69GiH8nXr1vHNN9+QlpbWZj+DwYCLi4t6np+fT8+ePdUACyA8PBxXV1cKCgrOuw6r1Yq3t/cF19rQ0EBdXZ3DIYQQQohrk9ODLL1eT0JCAgCRkZFYrVZyc3MByMrKIjY2Fp1Oh06nIzY2lqysLIf+8fHxeHh40K9fP7y8vFizZo1a9+WXX/Lss8+SlZWFm1vbj59ptVoCAgLUc4vFQp8+fRzauLm54e3tjcViaXMMo9HInj17mDZt2gXXumjRIrRarXr4+/tfsL0QQgghrl5ODbIqKiooLCwkPj4eaAlm4uLi0Ov1AFRXV2M2mwkLCyMsLAyz2Ux1dbXDGOnp6Xz++ed88MEHfP3116SkpABw9uxZHnroIRYuXMitt9563jlMmDCBgwcPdngNO3bsYNq0aaxevZohQ4ZcsG1qaipWq1U9fn5bUwghhBDXDqe+XajX67Hb7Q7POSmKgkajYeXKlWrAdE6PHj1alfn4+ODj40NgYCDe3t6EhYXx/PPP4+7uTlFREXv37mX27NkANDc3oygKbm5ufPzxx4wZM6bVnHx8fFoFcna7nZqaGnx8fBzKc3Nzuf/++0lPT2fKlCkXXa9Go0Gj0Vy0nRBCCCGufk4Lsux2O5mZmSxdupR7773XoW78+PFkZ2erbwqe7zmsn2tubgZann3q27cvX3zxhUP966+/Tk5ODu+99x4DBw5sc4zQ0FBqa2spLi5m+PDhAOTk5NDc3MyIESPUdjt37iQ6OpqXXnrJ4c1DIYQQQghw4tuFmzZtIi4ujurqarRarUPd3LlzycnJYc+ePeftv3XrVqqqqrjjjjvw9PSkrKyMZ555Bm9vb3bt2tVmnwULFrR6u3Djxo2kpqY63DK87777qKqqIiMjg6amJqZNm0ZISAhvv/020HKLMDo6mieeeII5c+ao/bp163bRh99/qr1vJwghhBDiynHFv12o1+sJDw9vFWABTJo0iaKiIkpLS8/b393dndWrVzNq1CiCgoJ46qmn+O///u9LzlVltVqpqKhwKHvrrbcIDAxk7NixREVFMWrUKN544w21/s033+T06dMsWrQIX19f9Zg4ceIlXVsIIYQQ1y6n58m6nslOlhBCCHH1ueJ3soQQQgghrmUSZAkhhBBCdAIJsoQQQgghOoEEWUIIIYQQnUCCLCGEEEKITuDUjO/n5OfnM2rUKCIjI9myZUureoPBADgmJT158iSTJ0+mtLSUkydP0qdPH2JiYnjxxRfbfNL/s88+Y/To0QQHBzvkyWpLTU0NycnJbN68GVdXVyZNmsTy5cvx9PQE4MyZMyQlJVFcXEx5eTnR0dFs2rSpo8snOO0jXDUeHe4vfh1HFuucPQUhhBBXkStiJ0uv15OcnExeXh6VlZVqeXp6OjabTT232Wykp6cD4OrqSkxMDB9++CGHDh3CYDDwySefqFnif6q2tpYpU6YwduzYds1n8uTJlJWVYTabMZlM5OXlOWR1P3v2LO7u7syZM4fw8PCOLlsIIYQQ1zCn72TV19ezfv16ioqKsFgsGAwG5s2bB0CvXr0YN24cwcHBAGRkZKhBVK9evZg1a5Y6Tv/+/Xnsscd4+eWXW10jKSmJhx56iC5dulx0x6m8vJxt27axZ88eQkJCAPjf//1foqKieOWVV/Dz86N79+6sWrUKaNkhq62tvdyfQQghhBDXGKfvZBmNRgIDAwkICCAhIYG1a9dyLj9qYmIiRqMRk8mEyWTCaDSe9zuGlZWVbNiwgdGjRzuUr1u3jm+++Ya0tLQ2+xkMBlxcXNTz/Px8evbsqQZYAOHh4bi6ulJQUHBZa21oaKCurs7hEEIIIcS1yelBll6vJyEhAYDIyEisViu5ubkAZGVlERsbi06nQ6fTERsbS1ZWlkP/+Ph4PDw86NevH15eXqxZs0at+/LLL3n22WfJysrCza3tTTutVktAQIB6brFY6NOnj0MbNzc3vL29sVgsl7XWRYsWodVq1cPf3/+yxhNCCCHElcupQVZFRQWFhYXEx8cDLcFMXFwcer0egOrqasxmM2FhYYSFhWE2m6murnYYIz09nc8//5wPPviAr7/+mpSUFKDluamHHnqIhQsXcuutt553DhMmTHD4OHRnSk1NxWq1qsexY8d+lesKIYQQ4tfn1Gey9Ho9drsdPz8/tUxRFDQaDStXrlQDpnN69OjRqszHxwcfHx8CAwPx9vYmLCyM559/Hnd3d4qKiti7dy+zZ88GoLm5GUVRcHNz4+OPP2bMmDGt5uTj49MqkLPb7dTU1ODj43NZ69VoNGg0mssaQwghhBBXB6cFWXa7nczMTJYuXcq9997rUDd+/Hiys7PVh9zP9xzWzzU3NwMtzz717duXL774wqH+9ddfJycnh/fee4+BAwe2OUZoaCi1tbUUFxczfPhwAHJycmhubmbEiBGXskQhhBBCXMecFmSZTCZOnTrF9OnT0Wq1DnWTJk1Cr9e3mY7hnK1bt1JVVcUdd9yBp6cnZWVlPPPMM4wcOZIBAwYAqG8lntOnTx9uuOEGh/KNGzeSmpqq3jIMCgoiMjKSRx55hIyMDJqampg9ezYPPvigw47bgQMHaGxspKamBpvNpubeGjZs2CX/FvsXRlzwK95CCCGEuPo4LcjS6/WEh4e3CrCgJchasmQJpaWlDB06tM3+7u7urF69mqeeeoqGhgb8/f2ZOHEizz777CXNw2q1UlFR4VD21ltvMXv2bMaOHasmI12xYoVDm6ioKL799lv1/PbbbwdQ34wUQgghxPXNRZGowGnq6urQarVYrVbZyRJCCCGuEu39++30FA5CCCGEENciCbKEEEIIITqBBFlCCCGEEJ1AgiwhhBBCiE4gQZYQQgghRCdwasb3c/Lz8xk1ahSRkZFs2bKlVb3BYAAck5KePHmSyZMnU1paysmTJ+nTpw8xMTG8+OKL6pP+u3btYu7cuRw8eJDTp0/Tv39/Hn30UZ566qkLzqempobk5GQ2b96spnBYvnw5np6eQMvngJKSkjhw4ABWqxU/Pz8eeugh0tLS6Nq16yWvPzjtI1w1HpfcTwiAI4t1zp6CEEKINlwRO1l6vZ7k5GTy8vKorKxUy9PT07HZbOq5zWYjPT0dAFdXV2JiYvjwww85dOgQBoOBTz75xCGBaffu3Zk9ezZ5eXmUl5czf/585s+fzxtvvHHB+UyePJmysjLMZjMmk4m8vDxmzpyp1nft2pUpU6bw8ccfU1FRwbJly1i9ejVpaWm/1E8ihBBCiKuc0/Nk1dfX4+vrS1FREWlpaQwdOpR58+YBLTtYGRkZaob2/fv3k5SUdN7P7KxYsYKXX375gh9enjhxIt27d+ef//xnm/Xl5eUMHjyYPXv2EBISAsC2bduIiori+PHjDlnffyolJYU9e/bw6aeftnfpap4N/yeNspMlOkx2soQQ4td11eTJMhqNBAYGEhAQQEJCAmvXrlWzpicmJmI0GjGZTJhMJoxG43kDrMrKSjZs2MDo0aPPe629e/eye/duhzYGgwEXFxf1PD8/n549e6oBFkB4eDiurq4UFBS0Oe5XX33Ftm3bLnhtaPmmYl1dncMhhBBCiGuT04MsvV5PQkICAJGRkVitVnJzcwHIysoiNjYWnU6HTqcjNjaWrKwsh/7x8fF4eHjQr18/vLy8WLNmTatr3HTTTWg0GkJCQnj88ceZMWOGWqfVagkICFDPLRYLffr0cejv5uaGt7c3FovFofwPf/gDN9xwA4MGDSIsLIy//e1vF1zrokWL0Gq16uHv79+OX0gIIYQQVyOnBlkVFRUUFhYSHx8PtAQzcXFx6PV6AKqrqzGbzYSFhREWFobZbKa6utphjPT0dD7//HM++OADvv76a1JSUlpd59NPP6WoqIiMjAyWLVtGdna2WjdhwgT149CXav369Xz++ee8/fbbbNmyhVdeeeWC7VNTU7FarepxoduaQgghhLi6OfXtQr1ej91ud3jOSVEUNBoNK1eubBUw9ejRo1WZj48PPj4+BAYG4u3tTVhYGM8//zy+vr5qm4EDBwJw2223UVVVxYIFC9TA7ud8fHxaBXJ2u52amhp8fHwcys/tRA0ePJizZ88yc+ZMnn76abp06dLm2BqNBo1Gc6GfRAghhBDXCKcFWXa7nczMTJYuXcq9997rUDd+/Hiys7PVNwXP9xzWzzU3NwMtzz5dqM2F6kNDQ6mtraW4uJjhw4cDkJOTQ3NzMyNGjLjguE1NTTQ3N583yBJCCCHE9cNpQZbJZOLUqVNMnz4drVbrUDdp0iT0er1DOoaf27p1K1VVVdxxxx14enpSVlbGM888w8iRIxkwYAAAr732GjfffDOBgYEA5OXl8corrzBnzhx1nI0bN5KamqreMgwKCiIyMpJHHnmEjIwMmpqamD17Ng8++KC64/bWW2/RtWtXbrvtNjQaDUVFRaSmphIXF9ehPFn7F0Zc8O0EIYQQQlx9nBZk6fV6wsPDWwVY0BJkLVmyhNLSUoYOHdpmf3d3d1avXs1TTz1FQ0MD/v7+TJw4kWeffVZt09zcTGpqKocPH8bNzY3f/va3vPTSSzz66KNqG6vVSkVFhcPYb731FrNnz2bs2LFqMtIVK1ao9W5ubrz00kscOnQIRVHo378/s2fPvmiSUyGEEEJcP5yeJ+t61t48G0IIIYS4clw1ebKEEEIIIa5FEmQJIYQQQnQCCbKEEEIIITqBBFlCCCGEEJ1AgiwhhBBCiE7g1Izv5+Tn5zNq1CgiIyPZsmVLq3qDwQA4JiU9efIkkydPprS0lJMnT9KnTx9iYmJ48cUX1Sf9d+3axdy5czl48CCnT5+mf//+PProoxdNtVBTU0NycjKbN29WUzgsX74cT09PAM6cOUNSUhLFxcWUl5cTHR3Npk2bOrz+4LSPcNV4dLj/1eTIYp2zpyCEEEL8Kq6InSy9Xk9ycjJ5eXlUVlaq5enp6dhsNvXcZrORnp4OgKurKzExMXz44YccOnQIg8HAJ5984pDAtHv37syePZu8vDzKy8uZP38+8+fP54033rjgfCZPnkxZWRlmsxmTyUReXh4zZ85U68+ePYu7uztz5swhPDz8l/oZhBBCCHENcXqerPr6enx9fSkqKiItLY2hQ4cyb948oGUHKyMjg+DgYAD2799PUlLSeT+zs2LFCl5++eULfnh54sSJdO/enX/+859t1peXlzN48GD27NlDSEgIANu2bSMqKorjx487fGcRWnbXamtrO7STdS7Phv+TRtnJEkIIIa4SV02eLKPRSGBgIAEBASQkJLB27VrOxX2JiYkYjUZMJhMmkwmj0XjeAKuyspINGzYwevTo815r79697N6926GNwWDAxcVFPc/Pz6dnz55qgAUQHh6Oq6srBQUFl7XWhoYG6urqHA4hhBBCXJucHmTp9XoSEhIAiIyMxGq1kpubC0BWVhaxsbHodDp0Oh2xsbFkZWU59I+Pj8fDw4N+/frh5eXFmjVrWl3jpptuQqPREBISwuOPP86MGTPUOq1WS0BAgHpusVjo06ePQ383Nze8vb2xWCyXtdZFixah1WrVw9/f/7LGE0IIIcSVy6lBVkVFBYWFhcTHxwMtwUxcXBx6vR6A6upqzGYzYWFhhIWFYTabqa6udhgjPT2dzz//nA8++ICvv/6alJSUVtf59NNPKSoqIiMjg2XLlpGdna3WTZgwQf04dGdLTU3FarWqx4VuawohhBDi6ubUtwv1ej12u93hOSdFUdBoNKxcubJVwNSjR49WZT4+Pvj4+BAYGIi3tzdhYWE8//zz+Pr6qm0GDhwIwG233UZVVRULFixQA7uf8/HxaRXI2e12ampq8PHxuaz1ajQaNBrNZY0hhBBCiKuD04Isu91OZmYmS5cu5d5773WoGz9+PNnZ2eqbgud7DuvnmpubgZZnny7U5kL1oaGh1NbWUlxczPDhwwHIycmhubmZESNGtGseQgghhBBOC7JMJhOnTp1i+vTpaLVah7pJkyah1+sd0jH83NatW6mqquKOO+7A09OTsrIynnnmGUaOHMmAAQMAeO2117j55psJDAwEIC8vj1deeYU5c+ao42zcuJHU1FT1lmFQUBCRkZE88sgjZGRk0NTUxOzZs3nwwQcddtwOHDhAY2MjNTU12Gw2SkpKABg2bNgl/xb7F0Zc8O0EIYQQQlx9nBZk6fV6wsPDWwVY0BJkLVmyhNLSUoYOHdpmf3d3d1avXs1TTz1FQ0MD/v7+TJw4kWeffVZt09zcTGpqKocPH8bNzY3f/va3vPTSSzz66KNqG6vVSkVFhcPYb731FrNnz2bs2LFqMtIVK1Y4tImKiuLbb79Vz2+//XYAnJwRQwghhBBXCKfnybqetTfPhhBCCCGuHFdNniwhhBBCiGuRBFlCCCGEEJ1AgiwhhBBCiE4gQZYQQgghRCeQIEsIIYQQohM4NeP7Ofn5+YwaNYrIyEi2bNnSqt5gMACOSUlPnjzJ5MmTKS0t5eTJk/Tp04eYmBhefPFF9Un/DRs2sGrVKkpKSmhoaGDIkCEsWLCAiIiIC86npqaG5ORkNm/erKZwWL58OZ6engCcOXOGpKQkiouLKS8vJzo6mk2bNnV4/cFpH+Gq8ehw/+vZkcU6Z09BCCGEaNMVsZOl1+tJTk4mLy+PyspKtTw9PR2bzaae22w20tPTAXB1dSUmJoYPP/yQQ4cOYTAY+OSTTxwSmObl5TFu3Di2bt1KcXEx99xzD/fffz979+694HwmT55MWVkZZrMZk8lEXl4eM2fOVOvPnj2Lu7s7c+bMITw8/Jf6GYQQQghxDXF6nqz6+np8fX0pKioiLS2NoUOHMm/ePKBlBysjI4Pg4GAA9u/fT1JS0nk/s7NixQpefvnlC354eciQIcTFxfHCCy+0WV9eXs7gwYPZs2cPISEhAGzbto2oqCiOHz/ukPUdWnbXamtrO7STdS7Phv+TRtnJ6iDZyRJCCPFru2ryZBmNRgIDAwkICCAhIYG1a9eqWdMTExMxGo2YTCZMJhNGo/G8AVZlZSUbNmxg9OjR571Wc3MzNpsNb29vtcxgMODi4qKe5+fn07NnTzXAAggPD8fV1ZWCgoLLWmtDQwN1dXUOhxBCCCGuTU4PsvR6PQkJCQBERkZitVrJzc0FICsri9jYWHQ6HTqdjtjYWLKyshz6x8fH4+HhQb9+/fDy8mLNmjXnvdYrr7xCfX09sbGxaplWqyUgIEA9t1gs9OnTx6Gfm5sb3t7eWCyWy1rrokWL0Gq16uHv739Z4wkhhBDiyuXUIKuiooLCwkLi4+OBlmAmLi4OvV4PQHV1NWazmbCwMMLCwjCbzVRXVzuMkZ6ezueff84HH3zA119/TUpKSpvXevvtt1m4cCFGo9EhiJowYYL6cejOlpqaitVqVY8L3dYUQgghxNXNqW8X6vV67Ha7w3NOiqKg0WhYuXJlq4CpR48ercp8fHzw8fEhMDAQb29vwsLCeP755/H19VXbvPPOO8yYMYN33333og+q+/j4tArk7HY7NTU1+Pj4dHSpAGg0GjQazWWNIYQQQoirg9OCLLvdTmZmJkuXLuXee+91qBs/fjzZ2dnqm4Lnew7r55qbm4GWZ5/Oyc7O5uGHH+add95Bp7v4Q9KhoaHU1tZSXFzM8OHDAcjJyaG5uZkRI0a0ax5CCCGEEE4LskwmE6dOnWL69OlotVqHukmTJqHX6x3SMfzc1q1bqaqq4o477sDT05OysjKeeeYZRo4cyYABA4CWW4RTp05l+fLljBgxQn2myt3dXb3mxo0bSU1NVW8ZBgUFERkZySOPPEJGRgZNTU3Mnj2bBx980GHH7cCBAzQ2NlJTU4PNZqOkpASAYcOGXfJvsX9hxAXfThBCCCHEVUhxkujoaCUqKqrNuoKCAgVQ9u3bd97+OTk5SmhoqKLVapUbbrhBGTRokDJ37lzl1KlTapvRo0crQKtj6tSpapt169YpP/8ZTp48qcTHxyuenp6Kl5eXMm3aNMVmszm06d+/f5tjXwqr1aoAitVqvaR+QgghhHCe9v79dnqerOtZe/NsCCGEEOLKcdXkyRJCCCGEuBZJkCWEEEII0QkkyBJCCCGE6AQSZAkhhBBCdAIJsoQQQgghOoFTM76fk5+fz6hRo4iMjGTLli2t6g0GA+CYlPTkyZNMnjyZ0tJSTp48SZ8+fYiJieHFF19Un/T//vvvefrppykqKuKrr75izpw5LFu27KLzOXPmDE8//TTvvPMODQ0NRERE8Prrr9O3b1+1zZw5c/jss8/Yv38/QUFBap6sjghO+whXjUeH+1+pjiy+ePJXIYQQ4lp1Rexk6fV6kpOTycvLo7KyUi1PT0/HZrOp5zabjfT0dABcXV2JiYnhww8/5NChQxgMBj755BOHBKYNDQ307t2b+fPn81//9V/tns9TTz3F5s2beffdd8nNzaWyspKJEye2avfwww8TFxfXkSULIYQQ4hrn9J2s+vp61q9fT1FRERaLBYPBwLx58wDo1asX48aNIzg4GICMjAw1iOrVqxezZs1Sx+nfvz+PPfYYL7/8slo2YMAAli9fDsDatWvbNR+r1Yper+ftt99mzJgxAKxbt46goCD+/e9/c9dddwGwYsUKAE6cOEFpaenl/ARCCCGEuAY5fSfLaDQSGBhIQEAACQkJrF27lnP5URMTEzEajZhMJkwmE0aj8bzfMaysrGTDhg2MHj36kq6/c+dOXFxcOHLkCADFxcU0NTU5fEg6MDCQm2++mfz8/A6t8ZyGhgbq6uocDiGEEEJcmzocZNXW1rJmzRpSU1OpqakB4PPPP+e77767pHH0ej0JCQkAREZGYrVayc3NBSArK4vY2Fh0Oh06nY7Y2FiysrIc+sfHx+Ph4UG/fv3w8vJizZo1l3R9Dw8PAgIC6Nq1KwAWi4Vu3brRs2dPh3Z9+/ZVv33YUYsWLUKr1aqHv7//ZY0nhBBCiCtXh4Ks0tJSbr31Vl566SVeeeUVamtrAdiwYQOpqantHqeiooLCwkLi4+MBcHNzIy4uDr1eD0B1dTVms5mwsDDCwsIwm81UV1c7jJGens7nn3/OBx98wNdff01KSsolreXOO+/k4MGD9OvX75L6dURqaipWq1U9jh071unXFEIIIYRzdOiZrJSUFBITE1myZAk9evRQy6OionjooYfaPY5er8dut+Pn56eWKYqCRqNh5cqVrQKmHj16tCrz8fHBx8eHwMBAvL29CQsL4/nnn8fX17cjS8PHx4fGxkZqa2sddrOqqqrw8fHp0JjnaDQaNBrNZY0hhBBCiKtDh3ay9uzZw6OPPtqqvF+/fu2+pWa328nMzGTp0qWUlJSox759+/Dz8yM7O1ttm5iYeN5nsX6qubkZaHn2qaOGDx9O165d2b59u1pWUVHB0aNHCQ0N7fC4QgghhLi+dGgnS6PRtPnQ9qFDh+jdu3e7xjCZTJw6dYrp06ej1Wod6iZNmoRer3dIx/BzW7dupaqqijvuuANPT0/Kysp45plnGDlyJAMGDFDbnctfVV9fz4kTJygpKaFbt24MHjwYgMLCQqZMmcL27dvp168fWq2W6dOnk5KSgre3N15eXiQnJxMaGqq+WQjw1VdfUV9fj8Vi4ccff1SvM3jwYLp169au3+Cc/QsjLvgVbyGEEEJchZQOmD59ujJ+/HilsbFR8fT0VL755hvl22+/VW6//XbliSeeaNcY0dHRSlRUVJt1BQUFCqDs27fvvP1zcnKU0NBQRavVKjfccIMyaNAgZe7cucqpU6cc2gGtjv79+6v1O3bsUADl8OHDatmPP/6oPPbYY0qvXr0UDw8PZcKECcr333/vMO7o0aPbHPun41yM1WpVAMVqtba7jxBCCCGcq71/v10U5f/Pl3AJrFYrf/rTnygqKsJms+Hn54fFYiE0NJStW7fSvXv3XyYCvMbV1dWh1WqxWq2ykyWEEEJcJdr797tDtwu1Wi1ms5ldu3ZRWlpKfX09v//97x1ySwkhhBBCXM86tJMlfhmykyWEEEJcfX7xnaxzn5Fpjzlz5rS7rRBCCCHEtajdO1kDBw5s34AuLnzzzTeXNanrhexkCSGEEFefX3wn6/Dhw7/IxIQQQgghrgcdevD9nMbGRg4fPsxvf/tb3Nw6PlR+fj6jRo0iMjKSLVu2tKo3GAwADglJT548yeTJkyktLeXkyZP06dOHmJgYXnzxRYeocufOnaSkpFBWVoa/vz/z58+/aGLTmpoakpOT2bx5M66urkyaNInly5fj6empjpmenk5hYSF1dXUMGjSIZ555hsmTJ3do/cFpH+Gq8ehQXyGE+Lkji3XOnoIQgg5mfD99+jTTp0/Hw8ODIUOGcPToUQCSk5NZvHjxJY+n1+tJTk4mLy+PyspKtTw9PR2bzaae22w20tPTWybu6kpMTAwffvghhw4dwmAw8MknnzgkMD18+DA6nY577rmHkpISnnzySWbMmMFHH310wflMnjyZsrIyzGYzJpOJvLw8Zs6cqdbv3r2boUOH8v7771NaWsq0adOYMmUKJpPpktcuhBBCiGtTh94ufOKJJ/jss89YtmwZkZGRlJaWcsstt/DBBx+wYMEC9u7d2+6x6uvr8fX1paioiLS0NIYOHcq8efOAlh2sjIwMgoODAdi/fz9JSUnn3YlasWIFL7/8svrh5blz57Jlyxb279+vtnnwwQepra1l27ZtbY5RXl7O4MGD2bNnDyEhIQBs27aNqKgojh8/7vCdxZ/S6XT07duXtWvXtnvt5+7p+j9plJ0sIcQvRnayhOhc7X0mq0M7WZs2bWLlypWMGjUKFxcXtXzIkCF8/fXXlzSW0WgkMDCQgIAAEhISWLt2LefivsTERIxGIyaTCZPJhNFoPG+AVVlZyYYNGxg9erRalp+f3yp3V0REBPn5+eq5wWBwWEN+fj49e/ZUAyyA8PBwXF1dKSgoOO86rFYr3t7eF1xrQ0MDdXV1DocQQgghrk0dCrJOnDhBnz59WpX/5z//cQhY2kOv15OQkABAZGQkVquV3NxcALKysoiNjUWn06HT6YiNjSUrK8uhf3x8PB4eHvTr1w8vLy/WrFmj1lksFvr27evQvm/fvtTV1fHjjz8CLYlVAwICHPr8fG1ubm54e3uf9+PXRqORPXv2MG3atAuuddGiRWi1WvXw9/e/YHshhBBCXL06FGSFhIQ4PKB+LrBas2YNoaGh7R6noqKCwsJC4uPjgZZgJi4uDr1eD0B1dTVms5mwsDDCwsIwm81UV1c7jJGens7nn3/OBx98wNdff01KSsolrWXChAkcPHjwkvr81I4dO5g2bRqrV69myJAhF2ybmpqK1WpVj3O3NYUQQghx7enQK4Evvvgi9913HwcOHMBut7N8+XIOHDjA7t271V2o9tDr9djtdofnnBRFQaPRsHLlylYBU48ePVqV+fj44OPjQ2BgIN7e3oSFhfH888/j6+uLj48PVVVVDu2rqqrw8vLC3d29zTn5+Pi0CuTsdjs1NTX4+Pg4lOfm5nL//feTnp7OlClTLrpejUaDRqO5aDshhBBCXP06tJM1atQoSkpKsNvt3HbbbXz88cf06dOH/Px8hg8f3q4x7HY7mZmZLF26lJKSEvXYt28ffn5+ZGdnq20TExMvmnYBoLm5GWh59gkgNDSU7du3O7Qxm80X3G0LDQ2ltraW4uJitSwnJ4fm5mZGjBihlu3cuROdTsdLL73k8OahEEIIIQQ48duFmzZtIi4ujurqarRarUPd3LlzycnJYc+ePeftv3XrVqqqqrjjjjvw9PSkrKyMZ555Bm9vb3bt2gW0pHAIDg7m8ccf5+GHHyYnJ4c5c+awZcsWIiIiANi4cSOpqakOtwzvu+8+qqqqyMjIoKmpiWnTphESEsLbb78NtNwijI6O5oknnnD4hFC3bt0u+vD7T0nGdyGEEOLq0+6/30o7Wa3Wdh/tER0drURFRbVZV1BQoADKvn37zts/JydHCQ0NVbRarXLDDTcogwYNUubOnaucOnXKod2OHTuUYcOGKd26dVNuueUWZd26dQ7169atU37+M5w8eVKJj49XPD09FS8vL2XatGmKzWZT66dOnaoArY7Ro0e3a+3nWK1WBWj3byaEEEII52vv3+9272S5urpe9M1BRVFwcXHh7Nmz7Rnyuic7WUIIIcTV5xf/duGOHTt+kYkJIYQQQlwP2h1k/TTJpxBCCCGEuLB2B1mlpaXtHnTo0KEdmowQQgghxLWi3UHWsGHDcHFx4WKPcMkzWUIIIYQQlxBkHT58uDPnIYQQQghxTWl3MtL+/fu3Ov7zn/9QXl7Ovn371ONSbiuek5+fT5cuXdDp2v5yvMFgwGAwOJSdPHmSyMhI/Pz80Gg0+Pv7M3v27FYfXd65cye///3v0Wg0/O53v2s1TltqamqYPHkyXl5e9OzZk+nTp1NfX6/WnzlzhsTERG677Tbc3NwYP378pS5ZCCGEENe4Dn1W55tvvmHChAl88cUXDrcQz6V4uNTbhXq9nuTkZPR6PZWVlepndtLT05kxY4bazmazsWbNGp566ilcXV2JiYnh73//O7179+arr77i8ccfp6amRk0aevjwYXQ6HUlJSbz11lts376dGTNm4OvrqyYjbcvkyZP5/vvvMZvNajLSmTNnquOePXsWd3d35syZw/vvv39Ja21LcNpHuGo8LnscIcSv58jitv+jUAghzunQZ3WeeOIJBg4cSHV1NR4eHuzfv5+8vDxCQkLYuXPnJY1VX1/P+vXrmTVrFjqdzmGnqVevXowbN45du3axa9cuxo0bR69evdS6WbNmERISQv/+/Rk7diyPPfYYn376qdo/IyODgQMHsnTpUoKCgpg9ezZ/+tOfSE9PP+98ysvL2bZtG2vWrGHEiBGMGjWK//3f/+Wdd96hsrISgO7du7Nq1SoeeeSRVt8zFEIIIYSADgZZ+fn5/O1vf+PGG2/E1dWVLl26MGrUKBYtWuTwmZn2MBqNBAYGEhAQQEJCAmvXrlV3xhITEzEajZhMJkwmE0aj8bzfMKysrGTDhg0OqSby8/MJDw93aBcREUF+fr56bjAYHJKs5ufn07NnT0JCQtSy8PBwXF1dKSgouKS1CSGEEOL61aEg6+zZs/To0QOAG2+8Ud3h6d+/PxUVFZc0ll6vJyEhAYDIyEisViu5ubkAZGVlERsbi06nQ6fTERsbS1ZWlkP/+Ph4PDw86NevH15eXqxZs0ats1gs9O3b16F93759qaur48cffwRAq9USEBDg0KdPnz4Ofdzc3PD29sZisVzS2n6uoaGBuro6h0MIIYQQ16YOBVnBwcHs27cPgBEjRrBkyRI+++wz/va3v3HLLbe0e5yKigoKCwuJj48HWoKZuLg49Ho9ANXV1ZjNZsLCwggLC8NsNlNdXe0wRnp6Op9//jkffPABX3/9NSkpKZe0lgkTJjh8HLozLVq0CK1Wqx7+/v6/ynWFEEII8evr0IPv8+fP5z//+Q8Af/vb34iOjiYsLIzf/OY3rF+/vt3j6PV67Ha7+qA7tHz/UKPRsHLlylYBU48ePVqV+fj44OPjQ2BgIN7e3oSFhfH888/j6+uLj48PVVVVDu2rqqrw8vLC3d29zTn5+Pi0CuTsdjs1NTWX/fxVamqqw/zr6uok0BJCCCGuUR0Ksn76Zt7vfvc7Dh48SE1NDb169broR6TPsdvtZGZmsnTpUu69916HuvHjx5OdnU1SUhLAeZ/D+rnm5mag5bYcQGhoKFu3bnVoYzabCQ0NPe8YoaGh1NbWUlxczPDhwwHIycmhubmZESNGtGse56PRaNBoNJc1hhBCCCGuDh0Kstri7e19Se1NJhOnTp1i+vTpaLVah7pJkyah1+vVIKstW7dupaqqijvuuANPT0/Kysp45plnGDlyJAMGDAAgKSmJlStX8te//pWHH36YnJwcjEYjW7ZsUcfZuHEjqamp6i3DoKAgIiMjeeSRR8jIyKCpqYnZs2fz4IMPOuy4HThwgMbGRmpqarDZbJSUlAAtmfGFEEIIIVCcJDo6WomKimqzrqCgQAGUffv2nbd/Tk6OEhoaqmi1WuWGG25QBg0apMydO1c5deqUQ7sdO3Yow4YNU7p166bccsstyrp16xzq161bp/z8Zzh58qQSHx+veHp6Kl5eXsq0adMUm83m0KZ///4K0Oq4FFarVQEUq9V6Sf2EEEII4Tzt/fvtoigX+Rih6DR1dXVotVqsViteXl7Ono4QQggh2qG9f7879HahEEIIIYS4MAmyhBBCCCE6gQRZQgghhBCdQIIsIYQQQohOIEGWEEIIIUQnuCKCrPz8fLp06YJOp2uz3mAwYDAYHMr27dtHfHw8/v7+uLu7ExQUxPLly1v1fe211wgKCsLd3Z2AgAAyMzMvOp8zZ87w+OOP85vf/AZPT08mTZrkkDm+vdcWQgghxPXrF0tGejn0ej3Jycno9XoqKyvVpJ/p6enMmDFDbWez2VizZg1PPfUUxcXF9OnTh6ysLPz9/dm9ezczZ86kS5cuzJ49G4BVq1aRmprK6tWrueOOOygsLOSRRx6hV69e3H///eedz1NPPcWWLVt499130Wq1zJ49m4kTJ/LZZ58BtOvalyI47SNcNR6X3E+Ia8GRxW3/x5UQQlztnJ4nq76+Hl9fX4qKikhLS2Po0KHMmzcPaNnBysjIIDg4GID9+/eTlJR03s/sPP7445SXl5OTkwPAH/7wB0aOHMnLL7+stnn66acpKChg165dbY5htVrp3bs3b7/9Nn/6058AOHjwIEFBQeTn53PXXXe169rtcS7Phv+TRgmyxHVLgiwhxNXmqsmTZTQaCQwMJCAggISEBNauXcu5uC8xMRGj0YjJZMJkMmE0Gi/4HUOr1erweZ+GhgZuuOEGhzbu7u4UFhbS1NQEwM6dO3FxceHIkSNAyy5VU1MT4eHhap/AwEBuvvlm8vPz231tIYQQQlzfnB5k6fV6EhISAIiMjMRqtZKbmwtAVlYWsbGx6HQ6dDodsbGxZGVltTnO7t27Wb9+PTNnzlTLIiIiWLNmDcXFxSiKQlFREWvWrKGpqYkffvgBAA8PDwICAujatSsAFouFbt260bNnT4fx+/bti8Viafe129LQ0EBdXZ3DIYQQQohrk1ODrIqKCgoLC4mPjwfAzc2NuLg49Ho9ANXV1ZjNZsLCwggLC8NsNlNdXd1qnP379xMTE0NaWhr33nuvWv78889z3333cdddd9G1a1diYmKYOnUqAK6uLUu/8847OXjwIP369evQGs537bYsWrQIrVarHv7+/h26phBCCCGufE4NsvR6PXa7HT8/P9zc3HBzc2PVqlW8//77WK1WUlJS6NGjh9q+R48epKSkOIxx4MABxo4dy8yZM5k/f75Dnbu7O2vXruX06dMcOXKEo0ePMmDAAHr06EHv3r3bnJOPjw+NjY3U1tY6lFdVVeHj49Pua7clNTUVq9WqHseOHbtoHyGEEEJcnZz2dqHdbiczM5OlS5e22gEaP3482dnZJCUlAZz3OayysjLGjBnD1KlT+cc//nHea3Xt2pWbbroJgHfeeYfo6Gh1J+vnhg8fTteuXdm+fTuTJk0CWnbcjh49Smho6CVf+6c0Gg0ajaZdbYUQQghxdXNakGUymTh16hTTp09Hq9U61E2aNAm9Xq8GWW3Zv38/Y8aMISIigpSUFPV5qS5duqi7VIcOHaKwsJARI0Zw6tQpXn31Vfbv38+bb76pjlNYWMiUKVPYvn07/fr1Q6vVMn36dFJSUvD29sbLy4vk5GRCQ0PVNwvbc20hhBBCXOcUJ4mOjlaioqLarCsoKFAAZd++feftn5aWpgCtjv79+6ttDhw4oAwbNkxxd3dXvLy8lJiYGOXgwYMO4+zYsUMBlMOHD6tlP/74o/LYY48pvXr1Ujw8PJQJEyYo33///SVduz2sVqsCKFar9ZL6CSGEEMJ52vv32+l5sq5n7c2zIYQQQogrx1WTJ0sIIYQQ4lokQZYQQgghRCeQIEsIIYQQohNIkCWEEEII0QkkyBJCCCGE6AQSZAkhhBBCdAKnJSP9qfz8fEaNGkVkZCRbtmxpVW8wGADHzO/79u1j8eLF7Nq1ix9++IEBAwaQlJTEE0884dC3oaGBv/3tb2RlZWGxWPD19eWFF17g4YcfPu98zpw5w9NPP80777xDQ0MDERERvP766/Tt21dtM2fOHD777DP2799PUFAQJSUlHV5/cNpHuGo8OtxfwJHFOmdPQQghhHBwRexk6fV6kpOTycvLo7KyUi1PT0/HZrOp5zabjfT0dACKi4vp06cPWVlZlJWV8dxzz5GamsrKlSsdxo6NjWX79u3o9XoqKirIzs4mICDggvN56qmn2Lx5M++++y65ublUVlYyceLEVu0efvhh4uLiLmfpQgghhLhGOX0nq76+nvXr11NUVITFYsFgMDBv3jwAevXqxbhx4wgODgYgIyND/dTOz3eibrnlFvLz89mwYQOzZ88GYNu2beTm5vLNN9/g7e0NwIABAy44H6vVil6v5+2332bMmDEArFu3jqCgIP7973+rn9ZZsWIFACdOnKC0tPQX+CWEEEIIcS1x+k6W0WgkMDCQgIAAEhISWLt2LeeS0CcmJmI0GjGZTJhMJoxG43k/Fg0tAdK5YArgww8/JCQkhCVLltCvXz9uvfVW/vKXv/Djjz+qbXbu3ImLiwtHjhwBWnbImpqaCA8PV9sEBgZy8803k5+ff1lrbWhooK6uzuEQQgghxLXJ6UGWXq8nISEBgMjISKxWK7m5uQBkZWURGxuLTqdDp9MRGxtLVlZWm+Ps3r2b9evXM3PmTLXsm2++YdeuXezfv5+NGzeybNky3nvvPR577DG1jYeHBwEBAXTt2hUAi8VCt27d6Nmzp8P4ffv2VT8E3VGLFi1Cq9Wqh7+//2WNJ4QQQogrl1ODrIqKCgoLC4mPjwfAzc2NuLg49Ho9ANXV1ZjNZsLCwggLC8NsNlNdXd1qnP379xMTE0NaWhr33nuvWt7c3IyLiwtvvfUWd955J1FRUbz66qu8+eab6m7WnXfeycGDB+nXr1+nrzc1NRWr1aoex44d6/RrCiGEEMI5nPpMll6vx2634+fnp5YpioJGo2HlypWkpKQ4tO/Ro0ersgMHDjB27FhmzpzJ/PnzHep8fX3p168fWq1WLQsKCkJRFI4fP86gQYNazcnHx4fGxkZqa2sddrOqqqrw8fG5nOWi0WjQaDSXNYYQQgghrg5O28my2+1kZmaydOlSSkpK1GPfvn34+fmRnZ2ttk1MTGzzWayysjLuuecepk6dyj/+8Y9W9SNHjqSyspL6+nq17NChQ7i6unLTTTe1Oa/hw4fTtWtXtm/frpZVVFRw9OhRQkNDL2PFQgghhLieuCjnnjL/lW3atIm4uDiqq6sddpoA5s6dS05ODnv27Dlv//379zNmzBgiIiJ4+eWX1fIuXbrQu3dvoOXNxaCgIO666y4WLlzIDz/8wIwZMxg9ejSrV68GoLCwkClTprB9+3b1luGsWbPYunUrBoMBLy8vkpOTgZbnvs756quvqK+vJyMjgx07drB+/XoABg8eTLdu3dr1G9TV1aHVarFarXh5ebWrjxBCCCGcq91/vxUniY6OVqKiotqsKygoUABl37595+2flpamAK2O/v37O7QrLy9XwsPDFXd3d+Wmm25SUlJSlNOnT6v1O3bsUADl8OHDatmPP/6oPPbYY0qvXr0UDw8PZcKECcr333/vMO7o0aPbvP5Px7kYq9WqAIrVam13HyGEEEI4V3v/fjttJ0vITpYQQghxNWrv32+np3AQQgghhLgWSZAlhBBCCNEJJMgSQgghhOgEEmQJIYQQQnQCCbKEEEIIITqBUzO+n5Ofn8+oUaOIjIxky5YtreoNBgOAQ0LSffv2sXjxYnbt2sUPP/zAgAEDSEpK4oknnmjzGp999hmjR48mODiYkpKSC86npqaG5ORkNm/ejKurK5MmTWL58uV4enoCLR+VTk9Pp7CwkLq6OgYNGsQzzzzD5MmTO7T+4LSPcNV4dKivEEIIcWSxztlTEG24Inay9Ho9ycnJ5OXlUVlZqZanp6djs9nUc5vNRnp6OgDFxcX06dOHrKwsysrKeO6550hNTWXlypWtxq+trWXKlCmMHTu2XfOZPHkyZWVlmM1mTCYTeXl5Dh+e3r17N0OHDuX999+ntLSUadOmMWXKFEwmU0d/AiGEEEJcY5yeJ6u+vh5fX1+KiopIS0tj6NChzJs3D2jZwcrIyCA4OBhoyfKelJTU5id2AB5//HHKy8vJyclxKH/wwQcZNGgQXbp0YdOmTRfcySovL2fw4MHs2bOHkJAQALZt20ZUVBTHjx93+M7iT+l0Ovr27cvatWvbvfZzeTb8nzTKTpYQQogOk52sX9dVkyfLaDQSGBhIQEAACQkJrF27lnNxX2JiIkajEZPJhMlkwmg0njfAArBarXh7ezuUrVu3jm+++Ya0tLQ2+xgMBlxcXNTz/Px8evbsqQZYAOHh4bi6ulJQUHBJ1/65hoYG6urqHA4hhBBCXJucHmTp9XoSEhIAiIyMxGq1kpubC0BWVhaxsbHodDp0Oh2xsbFkZWW1Oc7u3btZv369w229L7/8kmeffZasrCzc3Np+/Eyr1RIQEKCeWywW+vTp49DGzc0Nb29vLBZLm2MYjUb27NnDtGnTLrjWRYsWodVq1cPf3/+C7YUQQghx9XJqkFVRUUFhYSHx8fFASzATFxeHXq8HoLq6GrPZTFhYGGFhYZjNZqqrq1uNs3//fmJiYkhLS+Pee+8F4OzZszz00EMsXLiQW2+99bxzmDBhAgcPHuzwGnbs2MG0adNYvXo1Q4YMuWDb1NRUrFarehw7dqzD1xVCCCHElc2pbxfq9XrsdrvDc06KoqDRaFi5ciUpKSkO7Xv06NGq7MCBA4wdO5aZM2cyf/58tdxms1FUVMTevXuZPXs2AM3NzSiKgpubGx9//DFjxoxpNScfH59WgZzdbqempgYfHx+H8tzcXO6//37S09OZMmXKRder0WjQaDQXbSeEEEKIq5/Tgiy73U5mZiZLly5Vd5/OGT9+PNnZ2SQlJQGc9zmssrIyxowZw9SpU/nHP/7hUOfl5cUXX3zhUPb666+Tk5PDe++9x8CBA9scMzQ0lNraWoqLixk+fDgAOTk5NDc3M2LECLXdzp07iY6O5qWXXnK4RSmEEEIIAU58u3DTpk3ExcVRXV2NVqt1qJs7dy45OTns2bPnvP3379/PmDFjiIiI4OWXX1bLu3TpQu/evdvss2DBglZvF27cuJHU1FSHW4b33XcfVVVVZGRk0NTUxLRp0wgJCeHtt98GWm4RRkdH88QTTzBnzhy1X7du3S768PtPtfftBCGEEEJcOa74twv1ej3h4eGtAiyASZMmUVRURGlp6Xn7v/fee5w4cYKsrCx8fX3V44477rikeVitVioqKhzK3nrrLQIDAxk7dixRUVGMGjWKN954Q61/8803OX36NIsWLXK49sSJEy/p2kIIIYS4djk9T9b1THayhBBCiKvPFb+TJYQQQghxLZMgSwghhBCiE0iQJYQQQgjRCSTIEkIIIYToBBJkCSGEEEJ0AqdmfD8nPz+fUaNGERkZyZYtW1rVGwwGwDEp6b59+1i8eDG7du3ihx9+YMCAASQlJfHEE0+obXbt2sXcuXM5ePAgp0+fpn///jz66KM89dRTF5xPTU0NycnJbN68GVdXVyZNmsTy5cvx9PQE4MyZMyQlJVFcXEx5eTnR0dFs2rSpw+sPTvsIV41Hh/sLIYQQznZksc7ZU7jiXBE7WXq9nuTkZPLy8qisrFTL09PTsdls6rnNZiM9PR2A4uJi+vTpQ1ZWFmVlZTz33HOkpqaycuVKtX337t2ZPXs2eXl5lJeXM3/+fObPn++Q86otkydPpqysDLPZjMlkIi8vzyGr+9mzZ3F3d2fOnDmEh4f/Uj+DEEIIIa4hTs+TVV9fj6+vL0VFRaSlpTF06FDmzZsHtOxgZWRkEBwcDLRkeU9KSjrvZ3Yef/xxysvLycnJOe/1Jk6cSPfu3fnnP//ZZn15eTmDBw9mz549hISEALBt2zaioqI4fvy4w3cWoWV3rba2tkM7WefybPg/aZSdLCGEEFe162kn66rJk2U0GgkMDCQgIICEhATWrl3LubgvMTERo9GIyWTCZDJhNBrPG2BBS/b2C33WZu/evezevZvRo0erZQaDARcXF/U8Pz+fnj17qgEWQHh4OK6urhQUFFzGSqGhoYG6ujqHQwghhBDXJqcHWXq9noSEBAAiIyOxWq3k5uYCkJWVRWxsLDqdDp1OR2xsLFlZWW2Os3v3btavX9/mx5pvuukmNBoNISEhPP7448yYMUOt02q1BAQEqOcWi4U+ffo49Hdzc8Pb2xuLxXJZa120aBFarVY9/P39L2s8IYQQQly5nBpkVVRUUFhYSHx8PNASzMTFxaHX6wGorq7GbDYTFhZGWFgYZrOZ6urqVuPs37+fmJgY0tLSuPfee1vVf/rppxQVFZGRkcGyZcvIzs5W6yZMmODwcejOlJqaitVqVY9jx479KtcVQgghxK/PqW8X6vV67Ha7w3NOiqKg0WhYuXIlKSkpDu179OjRquzAgQOMHTuWmTNnMn/+/DavM3DgQABuu+02qqqqWLBggRrY/ZyPj0+rQM5ut1NTU4OPj88lr/GnNBoNGo3mssYQQgghxNXBaUGW3W4nMzOTpUuXttp9Gj9+PNnZ2SQlJQGc9zmssrIyxowZw9SpU/nHP/7Rrus2NzfT0NBw3vrQ0FBqa2spLi5m+PDhAOTk5NDc3MyIESPadQ0hhBBCCKcFWSaTiVOnTjF9+nS0Wq1D3aRJk9Dr9WqQ1Zb9+/czZswYIiIiSElJUZ+X6tKlC7179wbgtdde4+abbyYwMBCAvLw8XnnlFebMmaOOs3HjRlJTU9VbhkFBQURGRvLII4+QkZFBU1MTs2fP5sEHH3TYcTtw4ACNjY3U1NRgs9koKSkBYNiwYZf8W+xfGHHBtxOEEEIIcfVxWpCl1+sJDw9vFWBBS5C1ZMkSSktLGTp0aJv933vvPU6cOEFWVpbDw/D9+/fnyJEjQMuuVWpqKocPH8bNzY3f/va3vPTSSzz66KNqe6vVSkVFhcPYb731FrNnz2bs2LFqMtIVK1Y4tImKiuLbb79Vz2+//XYAnJwRQwghhBBXCKfnybqetTfPhhBCCCGuHFdNniwhhBBCiGuRBFlCCCGEEJ1AgiwhhBBCiE4gQZYQQgghRCeQIEsIIYQQohM4NeP7Ofn5+YwaNYrIyEi2bNnSqt5gMACtk5LOmTOHzz77jP379xMUFKTmqjrnzJkzJCUlUVxcTHl5OdHR0WzatOmi81EUhbS0NFavXk1tbS0jR45k1apVDBo0SG3zj3/8gy1btlBSUkK3bt2ora29xFX/P8FpH+Gq8ehwfyGEuJAji3XOnoIQ16UrYidLr9eTnJxMXl4elZWVanl6ejo2m009t9lspKenO/R9+OGHiYuLa3Pcs2fP4u7uzpw5cwgPD2/3fJYsWcKKFSvIyMigoKCA7t27ExERwZkzZ9Q2jY2NPPDAA8yaNavd4wohhBDi+uH0naz6+nrWr19PUVERFosFg8HAvHnzAOjVqxfjxo0jODgYgIyMDIcs8OcShJ44cYLS0tJWY3fv3p1Vq1YB8Nlnn7Vrt0lRFJYtW8b8+fOJiYkBIDMzk759+7Jp0yYefPBBABYuXAj8v102IYQQQoifcvpOltFoJDAwkICAABISEli7dq2aNT0xMRGj0YjJZMJkMmE0Gs/7HcOOOnLkCC4uLuzcuROAw4cPY7FYHHa+tFotI0aMID8//7Ku1dDQQF1dncMhhBBCiGuT04MsvV5PQkICAJGRkVitVnJzcwHIysoiNjYWnU6HTqcjNjbW4RM6v4SuXbsSEBCAh0fLM1HnvoHYt29fh3Z9+/ZV6zpq0aJFaLVa9fD397+s8YQQQghx5XJqkFVRUUFhYSHx8fEAuLm5ERcXh16vB6C6uhqz2UxYWBhhYWGYzWaqq6t/0Tn069ePgwcPcuedd/6i47YlNTUVq9WqHseOHev0awohhBDCOZz6TJZer8dut+Pn56eWKYqCRqNh5cqVpKSkOLTv0aNHq7Jfmo+PDwBVVVX4+vqq5VVVVQwbNuyyxtZoNGg0mssaQwghhBBXB6ftZNntdjIzM1m6dCklJSXqsW/fPvz8/MjOzlbbJiYm/uLPYp3PwIED8fHxYfv27WpZXV0dBQUFhIaG/ipzEEIIIcTVz2k7WSaTiVOnTjF9+nS0Wq1D3aRJk9Dr9Q5vErblq6++or6+HovFwo8//qjmyRo8eDDdunUD4MCBAzQ2NlJTU4PNZlPbnNuV+u677xg7diyZmZnceeeduLi48OSTT/L3v/+dQYMGMXDgQJ5//nn8/PwYP368eu2jR49SU1PD0aNHOXv2rDru7373Ozw9PS/pt9i/MOKCX/EWQgghxNXHRTn3Kt+v7P7776e5ubnN5KOFhYWMGDGCffv2MXTo0POOcffdd6sPyf/U4cOHGTBgAAADBgzg22+/bdXm3LKPHDnCwIED2bFjB3fffbdal5aWxhtvvEFtbS2jRo3i9ddf59Zbb1X7JyYm8uabb7Ya96fjXExdXR1arRar1SpBlhBCCHGVaO/fb6cFWUKCLCGEEOJq1N6/305P4SCEEEIIcS2SIEsIIYQQohNIkCWEEEII0QkkyBJCCCGE6AQSZAkhhBBCdAKnZnw/Jz8/n1GjRhEZGdlmSgeDwQDQKiHp0aNHmTVrFjt27MDT05OpU6eyaNEi3NxalrVr1y7mzp3LwYMHOX36NP379+fRRx/lqaeeuuB8ampqSE5OZvPmzbi6ujJp0iSWL1+u5r86c+YMSUlJFBcXU15eTnR0NJs2berw+oPTPsJV49Hh/kKI9juyWOfsKQghrhNXxE6WXq8nOTmZvLw8Kisr1fL09HRsNpt6brPZSE9PB+Ds2bPodDoaGxvZvXs3b775JgaDgRdeeEFt3717d2bPnk1eXh7l5eXMnz+f+fPn88Ybb1xwPpMnT6asrAyz2YzJZCIvL4+ZM2eq9WfPnsXd3Z05c+YQHh7+S/0MQgghhLiGOD1PVn19Pb6+vhQVFZGWlsbQoUOZN28e0LKDlZGRQXBwMAD79+8nKSmJxMRE/vWvfxEdHU1lZSV9+/YFICMjg7lz53LixAk14/vPTZw4ke7du/PPf/6zzfry8nIGDx7Mnj17CAkJAWDbtm1ERUVx/Phxh+8sQsvuWm1tbYd2ss7l2fB/0ig7WUL8SmQnSwhxua6aPFlGo5HAwEACAgJISEhg7dq1ajb2xMREjEYjJpMJk8mE0WhUbxnm5+dz2223qQEWQEREBHV1dZSVlbV5rb1797J7925Gjx6tlhkMBlxcXNTz/Px8evbsqQZYAOHh4bi6ulJQUHBZa21oaKCurs7hEEIIIcS1yelBll6vJyEhAYDIyEisVqv6qZysrCxiY2PR6XTodDpiY2PJysoCwGKxOARYgHpusVgcym+66SY0Gg0hISE8/vjjzJgxQ63TarUEBASo5xaLhT59+jj0d3Nzw9vbu9W4l2rRokVotVr18Pf3v6zxhBBCCHHlcmqQVVFRQWFhIfHx8UBLMBMXF4derweguroas9lMWFgYYWFhmM1mqqurL/k6n376KUVFRWRkZLBs2TKys7PVugkTJnDw4MFfZkEXkZqaitVqVY9jx479KtcVQgghxK/PqW8X6vV67Ha7w3NOiqKg0WhYuXIlKSkpDu179Oihlvn4+FBYWOhQX1VVpdb91MCBAwG47bbbqKqqYsGCBWpg93M+Pj6tAjm73U5NTU2rcS+VRqNBo9Fc1hhCCCGEuDo4bSfLbreTmZnJ0qVLKSkpUY99+/bh5+fnsNuUmJjYKn1DaGgoX3zxhUNAZDab8fLyYvDgwee9bnNzMw0NDeetDw0Npba2luLiYrUsJyeH5uZmRowY0YGVCiGEEOJ65LSdLJPJxKlTp5g+fTpardahbtKkSej1epKSks7b/95772Xw4MH8+c9/ZsmSJVgsFubPn8/jjz+u7ha99tpr3HzzzQQGBgKQl5fHK6+8wpw5c9RxNm7cSGpqqnrLMCgoiMjISB555BEyMjJoampi9uzZPPjggw47bgcOHKCxsZGamhpsNhslJSUADBs27JJ/i/0LIy74doIQQgghrj5OC7L0ej3h4eGtAixoCbKWLFlCaWkpQ4cObbN/ly5dMJlMzJo1i9DQULp3787UqVP529/+prZpbm4mNTWVw4cP4+bmxm9/+1teeuklHn30UbWN1WqloqLCYey33nqL2bNnM3bsWDUZ6YoVKxzaREVF8e2336rnt99+OwBOzoghhBBCiCuE0/NkXc/am2dDCCGEEFeOqyZPlhBCCCHEtUiCLCGEEEKITiBBlhBCCCFEJ5AgSwghhBCiE0iQJYQQQgjRCZya8f2c/Px8Ro0aRWRkJFu2bGlVbzAYAFolJD169CizZs1ix44deHp6MnXqVBYtWoSbW8uyNmzYwKpVqygpKaGhoYEhQ4awYMECIiIiLjifmpoakpOT2bx5s5rCYfny5Xh6egJw5MgRNYv8z9dx1113XfL6g9M+wlXjccn9xK/jyGKds6cghBDiKnRF7GTp9XqSk5PJy8ujsrJSLU9PT8dms6nnNpuN9PR0AM6ePYtOp6OxsZHdu3fz5ptvYjAYeOGFF9T2eXl5jBs3jq1bt1JcXMw999zD/fffz969ey84n8mTJ1NWVobZbMZkMpGXl8fMmTNbtfvkk0/4/vvv1WP48OGX+1MIIYQQ4hrh9DxZ9fX1+Pr6UlRURFpaGkOHDmXevHlAyw5WRkYGwcHBAOzfv5+kpCQSExP517/+RXR0NJWVlfTt2xeAjIwM5s6dy4kTJ+jWrVub1xsyZAhxcXEOwdhPlZeXM3jwYPbs2UNISAgA27ZtIyoqiuPHj+Pn56fuZO3du7dDGd7POZdnw/9Jo+xkXcFkJ0sIIcRPXTV5soxGI4GBgQQEBJCQkMDatWvVrOmJiYkYjUZMJhMmkwmj0ajeMszPz+e2225TAyyAiIgI6urqKCsra/Nazc3N2Gw2vL291TKDwYCLi4t6np+fT8+ePdUACyA8PBxXV1cKCgocxvvv//5v+vTpw6hRo/jwww8vutaGhgbq6uocDiGEEEJcm5weZOn1ehISEgCIjIzEarWSm5sLQFZWFrGxseh0OnQ6HbGxsWRlZQFgsVgcAixAPbdYLG1e65VXXqG+vp7Y2Fi1TKvVEhAQoJ5bLBb69Onj0M/NzQ1vb291XE9PT5YuXcq7777Lli1bGDVqFOPHj79ooLVo0SK0Wq16+Pv7X/T3EUIIIcTVyalBVkVFBYWFhcTHxwMtwUxcXBx6vR6A6upqzGYzYWFhhIWFYTabqa6u7tC13n77bRYuXIjRaHQIoiZMmKB+HLq9brzxRlJSUhgxYgR33HEHixcvJiEhgZdffvmC/VJTU7Farepx7NixDq1FCCGEEFc+p75dqNfrsdvt+Pn5qWWKoqDRaFi5ciUpKSkO7Xv06KGW+fj4UFhY6FBfVVWl1v3UO++8w4wZM3j33XcJDw+/4Jx8fHxaBXJ2u52amppW4/7UiBEjMJvNFxxbo9Gg0Wgu2EYIIYQQ1wan7WTZ7XYyMzNZunQpJSUl6rFv3z78/PzIzs5W2yYmJrZK3xAaGsoXX3zhEBCZzWa8vLwYPHiwWpadnc20adPIzs5Gp7v4A8yhoaHU1tZSXFysluXk5NDc3MyIESPO26+kpARfX9/2LF0IIYQQ1wGnvV24adMm4uLiqK6uRqvVOtTNnTuXnJwc9uzZc97+Z8+eZdiwYfj5+bFkyRIsFgt//vOfmTFjBi+++CLQcotw6tSpLF++nIkTJ6p93d3d1Wtu3LiR1NRUh1uG9913H1VVVWRkZNDU1MS0adMICQnh7bffBuDNN9+kW7du3H777UBLPq7nn3+eNWvWMG3atHb/Bu19O0EIIYQQV452//1WnCQ6OlqJiopqs66goEABlH379l1wjCNHjij33Xef4u7urtx4443K008/rTQ1Nan1o0ePVoBWx9SpU9U269atU37+M5w8eVKJj49XPD09FS8vL2XatGmKzWZT6w0GgxIUFKR4eHgoXl5eyp133qm8++67l/wbWK1WBVCsVusl9xVCCCGEc7T377fT82Rdz2QnSwghhLj6XDV5soQQQgghrkUSZAkhhBBCdAIJsoQQQgghOoEEWUIIIYQQnUCCLCGEEEKITuDUjO/n5OfnM2rUKCIjI9myZUureoPBANAqIenRo0eZNWsWO3bswNPTk6lTp7Jo0SLc3FqWtWHDBlatWkVJSQkNDQ0MGTKEBQsWEBERccH51NTUkJyczObNm3F1dWXSpEksX74cT09PAHbu3El6ejqFhYXU1dUxaNAgnnnmGSZPntyh9QenfYSrxqNDfYW4FhxZfPFEwUIIcbW5Inay9Ho9ycnJ5OXlUVlZqZanp6djs9nUc5vNRnp6OtCSjFSn09HY2Mju3bt58803MRgMvPDCC2r7vLw8xo0bx9atWykuLuaee+7h/vvvZ+/evRecz+TJkykrK8NsNmMymcjLy2PmzJlq/e7duxk6dCjvv/8+paWlTJs2jSlTpmAymX6pn0QIIYQQVzmn58mqr6/H19eXoqIi0tLSGDp0KPPmzQNadrAyMjIIDg4GYP/+/SQlJZGYmMi//vUvoqOjqayspG/fvgBkZGQwd+5cTpw4Qbdu3dq83pAhQ4iLi3MIxn6qvLycwYMHs2fPHkJCQgDYtm0bUVFRHD9+3OE7iz+l0+no27cva9eubffaz+XZ8H/SKDtZ4romO1lCiKvJVZMny2g0EhgYSEBAAAkJCaxdu5ZzcV9iYiJGoxGTyYTJZMJoNKq3DPPz87ntttvUAAsgIiKCuro6ysrK2rxWc3MzNpsNb29vtcxgMODi4qKe5+fn07NnTzXAAggPD8fV1ZWCgoLzrsNqtTqM25aGhgbq6uocDiGEEEJcm5weZOn1ehISEgCIjIzEarWSm5sLQFZWFrGxseh0OnQ6HbGxsWRlZQFgsVgcAixAPbdYLG1e65VXXqG+vp7Y2Fi1TKvVEhAQoJ5bLBb69Onj0M/NzQ1vb+/zjms0GtmzZ89Fv1u4aNEitFqtevj7+1+wvRBCCCGuXk4NsioqKigsLCQ+Ph5oCWbi4uLQ6/UAVFdXYzabCQsLIywsDLPZTHV1dYeu9fbbb7Nw4UKMRqNDEDVhwgSHj0Nfqh07djBt2jRWr17NkCFDLtg2NTUVq9WqHseOHevwdYUQQghxZXPq24V6vR673e7wnJOiKGg0GlauXElKSopD+x49eqhlPj4+FBYWOtRXVVWpdT/1zjvvMGPGDN59913Cw8MvOCcfH59WgZzdbqempqbVuLm5udx///2kp6czZcqUi65Xo9Gg0Wgu2k4IIYQQVz+n7WTZ7XYyMzNZunQpJSUl6rFv3z78/PzIzs5W2yYmJrZK3xAaGsoXX3zhEBCZzWa8vLwYPHiwWpadnc20adPIzs5Gp7v4w7WhoaHU1tZSXFysluXk5NDc3MyIESPUsp07d6LT6XjppZcc3jwUQgghhABAcZKNGzcq3bp1U2pra1vV/fWvf1VCQkIu2N9utyvBwcHKvffeq5SUlCjbtm1TevfuraSmpqpt3nrrLcXNzU157bXXlO+//149fnrNDRs2KAEBAQ5jR0ZGKrfffrtSUFCg7Nq1Sxk0aJASHx+v1ufk5CgeHh5Kamqqw7gnT568pN/AarUqgGK1Wi+pnxBCCCGcp71/v50WZEVHRytRUVFt1hUUFCiAsm/fvguOceTIEeW+++5T3N3dlRtvvFF5+umnlaamJrV+9OjRCtDqmDp1qtpm3bp1ys9jzZMnTyrx8fGKp6en4uXlpUybNk2x2Wxq/dSpU9scd/To0Zf0G0iQJYQQQlx92vv32+l5sq5n7c2zIYQQQogrx1WTJ0sIIYQQ4lokQZYQQgghRCeQIEsIIYQQohNIkCWEEEII0QkkyBJCCCGE6AROzfh+Tn5+PqNGjSIyMpItW7a0qjcYDACtEpIePXqUWbNmsWPHDjw9PZk6dSqLFi3Cza1lWRs2bGDVqlWUlJTQ0NDAkCFDWLBgARERERecT01NDcnJyWzevBlXV1cmTZrE8uXL8fT0BODMmTMkJSVRXFxMeXk50dHRbNq0qcPrD077CFeNR4f7CyGEEMLRkcUXT0De2a6InSy9Xk9ycjJ5eXlUVlaq5enp6dhsNvXcZrORnp4OwNmzZ9HpdDQ2NrJ7927efPNNDAYDL7zwgto+Ly+PcePGsXXrVoqLi7nnnnu4//772bt37wXnM3nyZMrKyjCbzZhMJvLy8hyyup89exZ3d3fmzJlz0c/0CCGEEOL65PQ8WfX19fj6+lJUVERaWhpDhw5l3rx5QMsOVkZGBsHBwQDs37+fpKQkEhMT+de//kV0dDSVlZX07dsXgIyMDObOncuJEyfo1q1bm9cbMmQIcXFxDsHYT5WXlzN48GD27NlDSEgIANu2bSMqKorjx487fGcRWnbXamtrO7STdS7Phv+TRtnJEkIIIX5BnbmTddXkyTIajQQGBhIQEEBCQgJr167lXNyXmJiI0WjEZDJhMpkwGo3qLcP8/Hxuu+02NcACiIiIoK6ujrKysjav1dzcjM1mw9vbWy0zGAy4uLio5/n5+fTs2VMNsADCw8NxdXWloKDgstba0NBAXV2dwyGEEEKIa5PTgyy9Xk9CQgIAkZGRWK1WcnNzAcjKyiI2NhadTodOpyM2NpasrCwALBaLQ4AFqOcWi6XNa73yyivU19cTGxurlmm1WgICAtRzi8VCnz59HPq5ubnh7e193nHba9GiRWi1WvXw9/e/rPGEEEIIceVyapBVUVFBYWEh8fHxQEswExcXh16vB6C6uhqz2UxYWBhhYWGYzWaqq6s7dK23336bhQsXYjQaHYKoCRMmcPDgwctfTDukpqZitVrV49ixY7/KdYUQQgjx63Pq24V6vR673e7wnJOiKGg0GlauXElKSopD+x49eqhlPj4+FBYWOtRXVVWpdT/1zjvvMGPGDN59992LPqju4+PTKpCz2+3U1NS0GvdSaTQaNBrNZY0hhBBCiKuD03ay7HY7mZmZLF26lJKSEvXYt28ffn5+ZGdnq20TExNbpW8IDQ3liy++cAiIzGYzXl5eDB48WC3Lzs5m2rRpZGdno9Nd/CG40NBQamtrKS4uVstycnJobm5mxIgRl7FiIYQQQlxPnPZ24aZNm4iLi6O6uhqtVutQN3fuXHJyctizZ895+589e5Zhw4bh5+fHkiVLsFgs/PnPf2bGjBm8+OKLQMstwqlTp7J8+XImTpyo9nV3d1evuXHjRlJTUx1uGd53331UVVWRkZFBU1MT06ZNIyQkhLffflttc+DAARobG3nhhRccUksMGzas3b9Be99OEEIIIcSVo91/vxUniY6OVqKiotqsKygoUABl3759FxzjyJEjyn333ae4u7srN954o/L0008rTU1Nav3o0aMVoNUxdepUtc26deuUn/8MJ0+eVOLj4xVPT0/Fy8tLmTZtmmKz2Rza9O/fv82xL4XValUAxWq1XlI/IYQQQjhPe/9+Oz1P1vVMdrKEEEKIq89VkydLCCGEEOJaJEGWEEIIIUQnkCBLCCGEEKITSJAlhBBCCNEJJMgSQgghhOgETs34fk5+fj6jRo0iMjKSLVu2tKo3GAwArRKSHj16lFmzZrFjxw48PT2ZOnUqixYtws2tZVnff/89Tz/9NEVFRXz11VfMmTOHZcuWXXQ+Z86c4emnn+add96hoaGBiIgIXn/9dYdvJc6ZM4fPPvuM/fv3ExQURElJSUeXT3DaR7hqPDrcXwjhPEcWXzzJsRDi+nRF7GTp9XqSk5PJy8ujsrJSLU9PT8dms6nnP036efbsWXQ6HY2NjezevZs333wTg8HACy+8oLZvaGigd+/ezJ8/n//6r/9q93yeeuopNm/ezLvvvktubi6VlZUOyUzPefjhh4mLi+vIkoUQQghxjXN6kFVfX8/69euZNWsWOp1O3bUC6NWrF+PGjWPXrl3s2rWLcePG0atXLwA+/vhjDhw4QFZWFsOGDeO+++7jf/7nf3jttddobGwEYMCAASxfvpwpU6a0yip/PlarFb1ez6uvvsqYMWMYPnw469atY/fu3fz73/9W261YsYLHH3+cW2655Zf7MYQQQghxzXB6kGU0GgkMDCQgIICEhATWrl3LufyoiYmJGI1GTCYTJpMJo9Go3jLMz8/ntttuc7iFFxERQV1dHWVlZe2+/s6dO3FxceHIkSMAFBcX09TU5PAh6cDAQG6++Wby8/Mva60NDQ3U1dU5HEIIIYS4Njk9yNLr9SQkJAAQGRmJ1WolNzcXgKysLGJjY9HpdOh0OmJjY8nKygLAYrE4BFiAem6xWNp9fQ8PDwICAujatavat1u3bvTs2bPV2JcyblsWLVqEVqtVD39//8saTwghhBBXLqcGWRUVFRQWFhIfHw+Am5sbcXFx6PV6AKqrqzGbzYSFhREWFobZbKa6uvoXncOdd97JwYMH6dev3y86bltSU1OxWq3qcezYsU6/phBCCCGcw6lvF+r1eux2O35+fmqZoihoNBpWrlxJSkqKQ/sePXqoZT4+PhQWFjrUV1VVqXUd5ePjQ2NjI7W1tQ67WVVVVZc1LoBGo0Gj0VzWGEIIIYS4OjhtJ8tut5OZmcnSpUspKSlRj3379uHn50d2drbaNjExsVX6htDQUL744guHnS2z2YyXlxeDBw/u8LyGDx9O165d2b59u1pWUVHB0aNHCQ0N7fC4QgghhLi+OG0ny2QycerUKaZPn97qzb9Jkyah1+tJSko6b/97772XwYMH8+c//5klS5ZgsViYP38+jz/+uMNu0bn8VfX19Zw4ceL/a+9eQ5r6/ziAv+fmNhGcWKRNU6OwUspIdNmDLJIMQqMeGEFmEHZBCyqk6Mq/J1nZjWFZ0OVZNxANDMrELpQlGGZlpZLYzRkFeQFLaZ//gx/O1m/1MzhfN+f7BUM8+57j9+Obwz6cbd+DhoYGGI1GVyNWV1eHNWvWoLq6GpGRkbBYLFi3bh22bduGsLAwhISEYPPmzUhNTcXcuXNdx21tbUVvby8cDgf6+vpcfyc+Ph5Go/Gv/hfP/5fxx7t4ExER0eijk8Gv8o2wzMxMOJ1Oj4uP1tXVwWaz4enTp5g1a9Zvj9He3o5Nmzbhzp07CA4ORm5uLoqKilyLkQKATqf7134xMTGubxPeuXMHCxcuRFtbG2JjYwEMLUZ66dIlt8VIf367cMGCBa4P6P/s5+P8l+7ublgsFnR1dbHJIiIiGiWG+/rttSaL2GQRERGNRsN9/faJ2+qMVYP9LdfLIiIiGj0GX7f/6zoVmywv+vLlCwBwvSwiIqJRqKen5493lGGT5UVhYWEA/rnR9XBv+0PqdHd3Y9KkSXj37h3fvvURzMT3MBPfwjy8Q0TQ09PjtgSVJ2yyvCgg4J8VNCwWC08OHxISEsI8fAwz8T3MxLcwj5E3nIsjXr+tDhEREZE/YpNFREREpACbLC8ymUzYv38/b7XjI5iH72EmvoeZ+Bbm4du4ThYRERGRArySRURERKQAmywiIiIiBdhkERERESnAJouIiIhIATZZGiopKUFsbCzMZjNsNhvq6ur+OP7atWuYPn06zGYzZs6ciRs3brg9LyLYt28fJk6ciKCgIKSnp6OlpUVlCX5Hy0wGBgawY8cOzJw5E8HBwbBarVizZg0+fvyougy/ovV58rONGzdCp9PhxIkTGs/af6nI4+XLl8jKyoLFYkFwcDCSk5Px9u1bVSX4Ha0z6e3tRUFBAaKiohAUFIT4+HiUlpaqLIEGCWni8uXLYjQa5fz58/LixQvJy8uT0NBQ6ezs9Dj+wYMHotfr5fDhw9LU1CR79uyRwMBAefbsmWtMUVGRWCwWKS8vl6dPn0pWVpZMnjxZ+vr6RqqsUU3rTL5+/Srp6ely5coVefXqldTW1kpKSookJSWNZFmjmorzZFBZWZkkJiaK1WqV48ePK67EP6jIo7W1VcLCwqSwsFCePHkira2tUlFR8dtjkjsVmeTl5cmUKVOkpqZG2tra5MyZM6LX66WiomKkyhqz2GRpJCUlRfLz812///jxQ6xWqxw8eNDj+OzsbFm6dKnbNpvNJhs2bBAREafTKREREXLkyBHX81+/fhWTySSXLl1SUIH/0ToTT+rq6gSAtLe3azNpP6cqk/fv30tkZKQ8f/5cYmJi2GQNk4o8Vq5cKatXr1Yz4TFARSYJCQly4MABtzFz5syR3bt3azhz8oRvF2qgv78f9fX1SE9Pd20LCAhAeno6amtrPe5TW1vrNh4AMjIyXOPb2trgcDjcxlgsFthstt8ek4aoyMSTrq4u6HQ6hIaGajJvf6YqE6fTiZycHBQWFiIhIUHN5P2QijycTicqKysRFxeHjIwMTJgwATabDeXl5crq8CeqzpF58+bh+vXr+PDhA0QENTU1aG5uxuLFi9UUQi5ssjTw+fNn/PjxA+Hh4W7bw8PD4XA4PO7jcDj+OH7w598ck4aoyORX3759w44dO7Bq1SremHUYVGVy6NAhGAwGbNmyRftJ+zEVeXz69Am9vb0oKirCkiVLcOvWLSxfvhwrVqzA3bt31RTiR1SdI3a7HfHx8YiKioLRaMSSJUtQUlKC+fPna18EuTF4ewJEo9HAwACys7MhIjh9+rS3pzNm1dfX4+TJk3jy5Al0Op23pzPmOZ1OAMCyZcuwdetWAMDs2bPx8OFDlJaWIi0tzZvTG7PsdjsePXqE69evIyYmBvfu3UN+fj6sVuu/roKRtnglSwPjx4+HXq9HZ2en2/bOzk5ERER43CciIuKP4wd//s0xaYiKTAYNNljt7e2oqqriVaxhUpHJ/fv38enTJ0RHR8NgMMBgMKC9vR3bt29HbGyskjr8hYo8xo8fD4PBgPj4eLcxM2bM4LcLh0FFJn19fdi1axeOHTuGzMxMzJo1CwUFBVi5ciWKi4vVFEIubLI0YDQakZSUhOrqatc2p9OJ6upqpKametwnNTXVbTwAVFVVucZPnjwZERERbmO6u7vx+PHj3x6ThqjIBBhqsFpaWnD79m2MGzdOTQF+SEUmOTk5aGxsRENDg+thtVpRWFiImzdvqivGD6jIw2g0Ijk5Ga9fv3Yb09zcjJiYGI0r8D8qMhkYGMDAwAACAtxf7vV6vevKIynk7U/e+4vLly+LyWSSixcvSlNTk6xfv15CQ0PF4XCIiEhOTo7s3LnTNf7BgwdiMBikuLhYXr58Kfv37/e4hENoaKhUVFRIY2OjLFu2jEs4/AWtM+nv75esrCyJioqShoYG6ejocD2+f//ulRpHGxXnya/47cLhU5FHWVmZBAYGytmzZ6WlpUXsdrvo9Xq5f//+iNc3GqnIJC0tTRISEqSmpkbevHkjFy5cELPZLKdOnRrx+sYaNlkastvtEh0dLUajUVJSUuTRo0eu59LS0iQ3N9dt/NWrVyUuLk6MRqMkJCRIZWWl2/NOp1P27t0r4eHhYjKZZNGiRfL69euRKMVvaJlJW1ubAPD4qKmpGaGKRj+tz5Nfscn6OyryOHfunEydOlXMZrMkJiZKeXm56jL8itaZdHR0yNq1a8VqtYrZbJZp06bJ0aNHxel0jkQ5Y5pORMSbV9KIiIiI/BE/k0VERESkAJssIiIiIgXYZBEREREpwCaLiIiISAE2WUREREQKsMkiIiIiUoBNFhEREZECbLKIiIiIFGCTRURERKQAmywiIiIiBdhkERERESnAJouIiIhIgf8DNI4sz5W2K3kAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot international averages as bar plot\n", + "mask = international.allele_freq > 0.01\n", + "international[mask].plot.barh('allele', 'allele_freq')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mask2 = cafs.allele.isin(international.allele[mask])\n", + "# Plot national averages as grouped bar plot\n", + "cafs[mask2].pivot(index='allele', columns='country', values='allele_freq').plot.bar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot international allele frequencies estimates and individual countries\n", + "# Without filtering\n", + "HLAfreq.plotAF(international, cafs, datasetID='country')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot specific alleles\n", + "# Select alleles to plot\n", + "hifreq = international[international.allele_freq > 0.01].allele\n", + "# Must be a list\n", + "hifreq = hifreq.tolist()\n", + "# Plot only selected alleles\n", + "HLAfreq.plotAF(\n", + " international[international.allele.isin(hifreq)],\n", + " cafs[cafs.allele.isin(hifreq)],\n", + " datasetID='country')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From these plots we can clearly see that one country has much\n", + "higher frequencies of A\\*24:02, A\\*11:01, and A\\*34:01.\n", + "It is also clear that the international average allele\n", + "frequency for A\\*24:02 is being skewed by this country. We can view the\n", + "`cafs` dataset to see which country this is, Guinea.\n", + "For more info on dealing with outliers and this skewing, see the [credible intervals example](https://github.com/BarinthusBio/HLAfreq/blob/main/examples/credible_intervals.ipynb).\n", + "\n", + "This method can\n", + "also be applied to individual countries to identify studies which\n", + "differ from the majority, possibly because it focuses on a specific\n", + "ethnic group." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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allelelociwavcsample_sizealphaallele_freqcountry
383A*24:02A0.0040001.840023010.005818Zimbabwe
262A*24:02A0.0050001.650016510.007458Senegal
183A*24:02A0.01070016.028074910.010936Kenya
11A*24:02A0.0103225.966028910.011301Cameroon
136A*24:02A0.0207407.964019210.021445Guinea-Bissau
342A*24:02A0.02529216.996033610.024831Uganda
231A*24:02A0.0254494.98809810.026148Sao+Tome+and+Principe
45A*24:02A0.06850016.988012410.064939Cape+Verde
297A*24:02A0.07796561.592439510.074961South+Africa
99A*24:02A0.327856419.656064010.319246Guinea
\n", + "
" + ], + "text/plain": [ + " allele loci wav c sample_size alpha allele_freq \\\n", + "383 A*24:02 A 0.004000 1.8400 230 1 0.005818 \n", + "262 A*24:02 A 0.005000 1.6500 165 1 0.007458 \n", + "183 A*24:02 A 0.010700 16.0280 749 1 0.010936 \n", + "11 A*24:02 A 0.010322 5.9660 289 1 0.011301 \n", + "136 A*24:02 A 0.020740 7.9640 192 1 0.021445 \n", + "342 A*24:02 A 0.025292 16.9960 336 1 0.024831 \n", + "231 A*24:02 A 0.025449 4.9880 98 1 0.026148 \n", + "45 A*24:02 A 0.068500 16.9880 124 1 0.064939 \n", + "297 A*24:02 A 0.077965 61.5924 395 1 0.074961 \n", + "99 A*24:02 A 0.327856 419.6560 640 1 0.319246 \n", + "\n", + " country \n", + "383 Zimbabwe \n", + "262 Senegal \n", + "183 Kenya \n", + "11 Cameroon \n", + "136 Guinea-Bissau \n", + "342 Uganda \n", + "231 Sao+Tome+and+Principe \n", + "45 Cape+Verde \n", + "297 South+Africa \n", + "99 Guinea " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cafs[cafs.allele == \"A*24:02\"].sort_values('allele_freq')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is important to do a sanity check on any apparent outliers. In this case the apparent outlier of Guinea is actually caused by our search returning studies for Guinea-Bissau and Papua New Guinea" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Guinea Bissau Balanta', 'Guinea Bissau Bijago',\n", + " 'Guinea Bissau Fula', 'Guinea Bissau Papel', 'Guinea Bissau',\n", + " 'Papua New Guinea East New Britain Rabaul',\n", + " 'Papua New Guinea Eastern Highlands Goroka Asaro',\n", + " 'Papua New Guinea Karimui Plateau Pawaia',\n", + " 'Papua New Guinea Madang',\n", + " 'Papua New Guinea West Schrader Ranges Haruai',\n", + " 'Papua New Guinea Wosera Abelam'], dtype=object)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aftab = pd.read_csv(\"../data/example/multi_country/Guinea_raw.csv\")\n", + "aftab.population.unique()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Weighting countries by population size\n", + "When combining allele frequencies across studies, larger studies are given more weight. This is handled by the `weights` parameter. (Specifically the `weights` is multiplied by the allele frequency to calculate the \"concentration\" of the Dirichlet distribution before adding the prior). By default `weights` is double the sample size as two alleles are measured for each person sampled due to diploidy. However, alternative `weights` can be specified. The interpretation of the column used for `weights` is that $n$\n", + "samples were observed with allele $x$.\n", + "\n", + "If estimating allele frequency for a region, it may be important to\n", + "account for the size of national populations. Below we calculate an\n", + "individual weight for each country. A country's population, as a proportion\n", + "of the sum of countries' populations, multiplied by the number of countries is\n", + "used as the weight for each individual in that country. This means that\n", + "individuals from large countries contibute more to the total sample but the total sample size is unchanged. Therefore, the uncertainty of estimates is still determined by the overall sample size." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "population_sizes = {'Cameroon':24348251,\n", + " 'Cape+Verde':563198,\n", + " 'Ghana':30832019,\n", + " 'Guinea':12907395,\n", + " 'Guinea-Bissau':1646077,\n", + " 'Kenya':47564296,\n", + " 'Sao+Tome+and+Principe':214610,\n", + " 'Senegal':17223497,\n", + " 'South+Africa':60604992,\n", + " 'Uganda':42885900,\n", + " 'Zimbabwe':15178979\n", + "}\n", + "\n", + "country_data = pd.DataFrame(\n", + " {'country':population_sizes.keys(),\n", + " 'population':population_sizes.values()}\n", + ")\n", + "\n", + "# What proportion of the regional population does each country account for\n", + "country_data['proportion'] = country_data.population/country_data.population.sum()\n", + "# How much will each individual in the country count towards the sample size?\n", + "country_data['individual_weight'] = country_data['proportion'] * len(country_data.country)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add country data to Combined Allele Frequency data\n", + "cafs = pd.merge(cafs, country_data, how=\"left\", on='country')\n", + "# Sample size is multiplied by this individual weight and doubled\n", + "# this accounts for diploid samples from each individual\n", + "cafs['weighted_sample_size'] = cafs.sample_size * 2 * cafs.individual_weight\n", + "\n", + "# Calculate allele frequency, weighting each country by the column weighted_sample_szie\n", + "winternational = HLAfreq.combineAF(cafs, datasetID='country', weights='weighted_sample_size')\n", + "\n", + "hifreq = winternational[winternational.allele_freq > 0.01].allele\n", + "# Must be a list\n", + "hifreq = hifreq.tolist()\n", + "# Plot only selected alleles\n", + "HLAfreq.plotAF(\n", + " winternational[winternational.allele.isin(hifreq)],\n", + " cafs[cafs.allele.isin(hifreq)],\n", + " datasetID='country')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Credible intervals and population size\n", + "The approach above should only be used for the default model. If you want to account for population size using the compound model to get credible intervals the approach is a little different. A different approach is needed because the compound model accounts for study variance and the above weighting will chiefly affect that variance rather than the total allele frequency.\n", + "The solution to accounting for population size when estimating credible intervals is to calculate the country specific allele frequencies first and then weight the country estimates before combining them. In this case, slightly different from above, we weight by the country's proportion of the total population. This different weighting is because sample size is already accounted for when estimating country allele frequencies.\n", + "\n", + "Load the allele frequency data so that each country is an element in a list. This is the non-combined data we downloaded earlier. This time we're skipping Guinea because the data wasn't actually from Guinea." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "population loci\n", + "South Africa Natal Zulu A 0.935\n", + "Name: allele_freq, dtype: float64\n", + "1 studies have total allele frequency < 0.95\n" + ] + } + ], + "source": [ + "countries = ['Cameroon','Cape+Verde','Ghana',\n", + " 'Guinea-Bissau', 'Kenya','Sao+Tome+and+Principe','Senegal',\n", + " 'South+Africa','Uganda','Zimbabwe']\n", + "aftabs = []\n", + "for country in countries:\n", + " # Load raw country data\n", + " aftab = pd.read_csv(\"../data/example/multi_country/%s_raw.csv\" %country)\n", + " # Drop any incomplete studies\n", + " aftab = HLAfreq.only_complete(aftab)\n", + " # Ensure all alleles have the same resolution\n", + " aftab = HLAfreq.decrease_resolution(aftab, 2)\n", + " aftab['country'] = country\n", + " aftabs.append(aftab)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to combine different countries they must have the same alleles. The easiest way to do this is using `HLAfreq.unmeasured_alleles()`. So we will join all the country datasets up, add the missing alleles, then split them apart again." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Join them up\n", + "all_aftabs = pd.concat(aftabs)\n", + "\n", + "# Add the missing alleles\n", + "all_aftabs = HLAfreq.unmeasured_alleles(all_aftabs, datasetID='population')\n", + "\n", + "# Split them apart again\n", + "aftabs = []\n", + "for country in countries:\n", + " # List all populations in a given country\n", + " country_populations = all_aftabs[all_aftabs.country == country].population.unique()\n", + " # Select all data from a population in the given country\n", + " mask = all_aftabs.population.isin(country_populations)\n", + " aftabs.append(all_aftabs[mask])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we fit the compound model for each country separately. Because we need access to the underlying trace, we fit the model with internal functions rather than `AFhdi()`." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cameroon\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 22 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cape+Verde\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ghana\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 22 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Guinea-Bissau\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 27 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kenya\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 16 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sao+Tome+and+Principe\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Senegal\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "South+Africa\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uganda\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 22 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Zimbabwe\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 22 seconds.\n" + ] + } + ], + "source": [ + "idatas = []\n", + "for i,aftab in enumerate(aftabs):\n", + " print(countries[i])\n", + " # fit pymc model to each dataset separately\n", + " c_array, allele_names = HLAhdi._make_c_array(aftab)\n", + " idata = HLAhdi._fit_Dirichlet_Multinomial(c_array)\n", + " idatas.append(idata)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we're not including Guinea this time we have to recalculate the population size proportions otherwise our weights will not sum to one and neither will our allele frequencies." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "population_sizes = {'Cameroon':24348251,\n", + " 'Cape+Verde':563198,\n", + " 'Ghana':30832019,\n", + " # 'Guinea':12907395,\n", + " 'Guinea-Bissau':1646077,\n", + " 'Kenya':47564296,\n", + " 'Sao+Tome+and+Principe':214610,\n", + " 'Senegal':17223497,\n", + " 'South+Africa':60604992,\n", + " 'Uganda':42885900,\n", + " 'Zimbabwe':15178979\n", + "}\n", + "\n", + "country_data = pd.DataFrame(\n", + " {'country':population_sizes.keys(),\n", + " 'population':population_sizes.values()}\n", + ")\n", + "\n", + "# What proportion of the regional population does each country account for\n", + "country_data['proportion'] = country_data.population/country_data.population.sum()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we take the estimate for each country and multiply it by the population proportion for that country. Finally we sum these weighted estimates." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
A*01:010.0400.0070.0280.0540.00.04128.03365.01.0
A*01:020.0090.0030.0050.0140.00.04615.03709.01.0
A*01:030.0080.0020.0040.0130.00.03747.03452.01.0
A*01:060.0050.0020.0020.0090.00.05086.03560.01.0
A*01:090.0060.0020.0020.0100.00.04828.03588.01.0
..............................
A*69:010.0070.0020.0030.0110.00.05330.03755.01.0
A*74:010.0270.0050.0170.0370.00.04433.03294.01.0
A*74:020.0050.0020.0020.0080.00.05237.03646.01.0
A*74:030.0090.0030.0040.0140.00.04620.03717.01.0
A*80:010.0100.0030.0050.0160.00.03889.03798.01.0
\n", + "

85 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "A*01:01 0.040 0.007 0.028 0.054 0.0 0.0 4128.0 \n", + "A*01:02 0.009 0.003 0.005 0.014 0.0 0.0 4615.0 \n", + "A*01:03 0.008 0.002 0.004 0.013 0.0 0.0 3747.0 \n", + "A*01:06 0.005 0.002 0.002 0.009 0.0 0.0 5086.0 \n", + "A*01:09 0.006 0.002 0.002 0.010 0.0 0.0 4828.0 \n", + "... ... ... ... ... ... ... ... \n", + "A*69:01 0.007 0.002 0.003 0.011 0.0 0.0 5330.0 \n", + "A*74:01 0.027 0.005 0.017 0.037 0.0 0.0 4433.0 \n", + "A*74:02 0.005 0.002 0.002 0.008 0.0 0.0 5237.0 \n", + "A*74:03 0.009 0.003 0.004 0.014 0.0 0.0 4620.0 \n", + "A*80:01 0.010 0.003 0.005 0.016 0.0 0.0 3889.0 \n", + "\n", + " ess_tail r_hat \n", + "A*01:01 3365.0 1.0 \n", + "A*01:02 3709.0 1.0 \n", + "A*01:03 3452.0 1.0 \n", + "A*01:06 3560.0 1.0 \n", + "A*01:09 3588.0 1.0 \n", + "... ... ... \n", + "A*69:01 3755.0 1.0 \n", + "A*74:01 3294.0 1.0 \n", + "A*74:02 3646.0 1.0 \n", + "A*74:03 3717.0 1.0 \n", + "A*80:01 3798.0 1.0 \n", + "\n", + "[85 rows x 9 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weighted_country_estimates = []\n", + "for i,country in enumerate(countries):\n", + " # Country specific weight\n", + " weight = country_data[country_data.country==country].proportion.values\n", + " # Weighting the country estimate\n", + " weighted_country_estimate = idatas[i].posterior['frac'] * weight\n", + " weighted_country_estimates.append(weighted_country_estimate)\n", + "\n", + "# Sum all the weighted country estimates\n", + "weighted_international_estimate = sum(weighted_country_estimates)\n", + "\n", + "# Get model summary\n", + "summary = az.summary(weighted_international_estimate)\n", + "# Add the allele names on to the summary\n", + "# these were produced when we made c_array\n", + "summary.index = allele_names\n", + "summary" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's important to check the compound models by comparing to the default model. Below we plot the population size weighted default model estimates against the population weighted compound model estimates. Unfortunately they are not as similar as we'd like. The compound model is overestimating rare alleles and underestimating common alleles. This suggests an overly informative prior pulling all alleles to an average frequency. For more detail on this issue see the [working with priors](https://github.com/BarinthusBio/HLAfreq/blob/main/examples/working_with_priors.ipynb) example." + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(winternational.allele_freq, summary['mean'])\n", + "plt.vlines(x=winternational.allele_freq, ymin=summary['hdi_3%'], ymax=summary['hdi_97%'], color=\"lightskyblue\", zorder=0)\n", + "plt.plot([0,.1],[0,.1], c=\"black\", linestyle=\"--\")\n", + "plt.xlabel('Weighted default AF')\n", + "plt.ylabel('Weighted compound AF')\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The solution is to use a different prior. Instead of $1$ for each allele, use $1/k$ where $k$ is the number of alleles. It's a simple fix but the downside is that it runs much slower." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cameroon\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 272 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cape+Verde\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 285 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ghana\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 308 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Guinea-Bissau\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 319 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kenya\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 348 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sao+Tome+and+Principe\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 288 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Senegal\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 308 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "South+Africa\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 317 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Uganda\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 297 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Zimbabwe\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 277 seconds.\n" + ] + } + ], + "source": [ + "idatas2 = []\n", + "for i,aftab in enumerate(aftabs):\n", + " print(countries[i])\n", + " # fit pymc model to each dataset separately\n", + " c_array, allele_names = HLAhdi._make_c_array(aftab)\n", + " # number of alleles\n", + " k = len(aftab.allele.unique())\n", + " # use 1/k prior\n", + " idata = HLAhdi._fit_Dirichlet_Multinomial(c_array, prior=[1/k]*k)\n", + " idatas2.append(idata)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now the models have finished running, weight and sum the traces. This is exactly the same as before." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
A*01:010.0630.0090.0470.0790.00.01774.02231.01.00
A*01:020.0040.0020.0020.0070.00.01002.01315.01.00
A*01:030.0030.0010.0010.0050.00.01903.02290.01.00
A*01:060.0000.0000.0000.0010.00.01894.01317.01.00
A*01:090.0010.0010.0000.0020.00.01221.01575.01.00
..............................
A*69:010.0020.0010.0000.0040.00.01373.01856.01.00
A*74:010.0420.0060.0300.0530.00.0886.01661.01.01
A*74:020.0000.0000.0000.0000.00.01240.01675.01.00
A*74:030.0040.0010.0010.0060.00.02653.02560.01.00
A*80:010.0100.0040.0030.0170.00.03136.02721.01.00
\n", + "

85 rows × 9 columns

\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "A*01:01 0.063 0.009 0.047 0.079 0.0 0.0 1774.0 \n", + "A*01:02 0.004 0.002 0.002 0.007 0.0 0.0 1002.0 \n", + "A*01:03 0.003 0.001 0.001 0.005 0.0 0.0 1903.0 \n", + "A*01:06 0.000 0.000 0.000 0.001 0.0 0.0 1894.0 \n", + "A*01:09 0.001 0.001 0.000 0.002 0.0 0.0 1221.0 \n", + "... ... ... ... ... ... ... ... \n", + "A*69:01 0.002 0.001 0.000 0.004 0.0 0.0 1373.0 \n", + "A*74:01 0.042 0.006 0.030 0.053 0.0 0.0 886.0 \n", + "A*74:02 0.000 0.000 0.000 0.000 0.0 0.0 1240.0 \n", + "A*74:03 0.004 0.001 0.001 0.006 0.0 0.0 2653.0 \n", + "A*80:01 0.010 0.004 0.003 0.017 0.0 0.0 3136.0 \n", + "\n", + " ess_tail r_hat \n", + "A*01:01 2231.0 1.00 \n", + "A*01:02 1315.0 1.00 \n", + "A*01:03 2290.0 1.00 \n", + "A*01:06 1317.0 1.00 \n", + "A*01:09 1575.0 1.00 \n", + "... ... ... \n", + "A*69:01 1856.0 1.00 \n", + "A*74:01 1661.0 1.01 \n", + "A*74:02 1675.0 1.00 \n", + "A*74:03 2560.0 1.00 \n", + "A*80:01 2721.0 1.00 \n", + "\n", + "[85 rows x 9 columns]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weighted_country_estimates2 = []\n", + "for i,country in enumerate(countries):\n", + " # Country specific weight\n", + " weight = country_data[country_data.country==country].proportion.values\n", + " # Weighting the country estimate\n", + " weighted_country_estimate = idatas2[i].posterior['frac'] * weight\n", + " weighted_country_estimates2.append(weighted_country_estimate)\n", + "\n", + "# Sum all the weighted country estimates\n", + "weighted_international_estimate2 = sum(weighted_country_estimates2)\n", + "\n", + "# Get model summary\n", + "summary2 = az.summary(weighted_international_estimate2)\n", + "# Add the allele names on to the summary\n", + "# these were produced when we made c_array\n", + "summary2.index = allele_names\n", + "summary2" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now when we compare the weighted default and weighted compound estimates they are in much better agreement. Remember though that we didn't exclude the incorrect Guinea data for the default model so we should really redo the compound model without Guinea." + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(winternational.allele_freq, summary2['mean'])\n", + "plt.vlines(x=winternational.allele_freq, ymin=summary2['hdi_3%'], ymax=summary2['hdi_97%'], color=\"lightskyblue\", zorder=0)\n", + "plt.plot([0,.1],[0,.1], c=\"black\", linestyle=\"--\")\n", + "plt.xlabel('Weighted default AF')\n", + "plt.ylabel('Weighted 1/k compound AF')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.02759661, 0.0548428 ],\n", + " [0.00452285, 0.01433677],\n", + " [0.00377304, 0.0129694 ],\n", + " [0.00176486, 0.00881422],\n", + " [0.00231861, 0.01024124],\n", + " [0.00203228, 0.00954437],\n", + " [0.03415686, 0.06497219],\n", + " [0.01573759, 0.03394972],\n", + " [0.00235762, 0.01074451],\n", + " [0.0021822 , 0.00932612],\n", + " [0.01403252, 0.03101837],\n", + " [0.00373039, 0.01356755],\n", + " [0.00196443, 0.00987427],\n", + " [0.00434116, 0.01517492],\n", + " [0.00564147, 0.01691425],\n", + " [0.0026366 , 0.01053915],\n", + " [0.00148889, 0.00845054],\n", + " [0.00176905, 0.00898124],\n", + " [0.00234081, 0.01046179],\n", + " [0.00186188, 0.00876754],\n", + " [0.00203182, 0.00905159],\n", + " [0.00193571, 0.00895337],\n", + " [0.00179998, 0.00900889],\n", + " [0.02321528, 0.04599152],\n", + " [0.00311518, 0.01205201],\n", + " [0.00896835, 0.02769771],\n", + " [0.00189439, 0.00985112],\n", + " [0.00206027, 0.00961964],\n", + " [0.02288719, 0.04653844],\n", + " [0.00210568, 0.0104285 ],\n", + " [0.00180538, 0.00896166],\n", + " [0.00150521, 0.00843743],\n", + " [0.00204784, 0.0101851 ],\n", + " [0.01709138, 0.03842565],\n", + " [0.00212325, 0.01014264],\n", + " [0.00165893, 0.00846217],\n", + " [0.00372449, 0.01475766],\n", + " [0.00152746, 0.00848436],\n", + " [0.00193521, 0.00922991],\n", + " [0.00157473, 0.00838175],\n", + " [0.00378695, 0.01341583],\n", + " [0.01160147, 0.02687958],\n", + " [0.00178218, 0.00884404],\n", + " [0.00191682, 0.00977162],\n", + " [0.00165529, 0.00880991],\n", + " [0.00330384, 0.01207244],\n", + " [0.00703055, 0.01960981],\n", + " [0.0193696 , 0.03994969],\n", + " [0.00181336, 0.0088939 ],\n", + " [0.00228535, 0.01033887],\n", + " [0.00184695, 0.00903161],\n", + " [0.02108054, 0.04292904],\n", + " [0.02220973, 0.04393149],\n", + " [0.0018361 , 0.00901249],\n", + " [0.00890208, 0.02225097],\n", + " [0.00170556, 0.00899271],\n", + " [0.00199869, 0.00952631],\n", + " [0.0020753 , 0.00991832],\n", + " [0.00976027, 0.02484884],\n", + " [0.00276726, 0.01087186],\n", + " [0.00335449, 0.01247954],\n", + " [0.01155675, 0.02631822],\n", + " [0.00185561, 0.00900223],\n", + " [0.0019529 , 0.00912835],\n", + " [0.00216055, 0.01033339],\n", + " [0.00690024, 0.01936623],\n", + " [0.01479347, 0.03303133],\n", + " [0.00246119, 0.01059669],\n", + " [0.01388516, 0.03169402],\n", + " [0.01108828, 0.02599472],\n", + " [0.00311409, 0.0128932 ],\n", + " [0.01510048, 0.03311533],\n", + " [0.00578678, 0.01594144],\n", + " [0.00361539, 0.01296951],\n", + " [0.0160388 , 0.03481026],\n", + " [0.02409609, 0.04690669],\n", + " [0.00162889, 0.00867585],\n", + " [0.00184908, 0.00935288],\n", + " [0.00160451, 0.00851681],\n", + " [0.001937 , 0.00959509],\n", + " [0.00289136, 0.0113081 ],\n", + " [0.01694051, 0.03715183],\n", + " [0.00159336, 0.00858231],\n", + " [0.00447347, 0.0143532 ],\n", + " [0.00440853, 0.01568641]])" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# az.summary() gives 96% credible intervals\n", + "# but any interval can be obtained with az.hdi()\n", + "az.hdi(weighted_international_estimate2, 0.95).frac.values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ]], dtype=object)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# This object can be fully explored using arviz like any other pymc model\n", + "az.plot_trace(weighted_international_estimate2)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hlafreq", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "46d2d82dbc865cefb79a4a45cbcd8ead329d89ff6c8b099bf15de0f92559257f" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/paper/reproduce_paper_results1.py b/examples/paper/reproduce_paper_results1.py new file mode 100644 index 0000000..0aff080 --- /dev/null +++ b/examples/paper/reproduce_paper_results1.py @@ -0,0 +1,18 @@ +import matplotlib.pyplot as plt +import HLAfreq +from HLAfreq import HLAfreq_pymc + +# Download and plot HLA frequency data +base_url = HLAfreq.makeURL(country="Mongolia", standard="g", locus="DQB1") +aftab = HLAfreq.getAFdata(base_url) +caf = HLAfreq.combineAF(aftab) +hdi = HLAfreq_pymc.AFhdi(aftab, credible_interval=0.95) +HLAfreq.plotAF(caf, aftab, hdi=hdi, compound_mean=hdi) + +# Calculate and plot cumulative population coverage +caf = caf.sort_values('allele_freq', ascending=False, ignore_index=True) +plt.scatter(caf.allele, caf.allele_freq.cumsum().apply(HLAfreq.population_coverage)) +plt.grid(True); plt.xticks(rotation=90); plt.tight_layout() +plt.xlabel('Allele'); plt.ylabel('Cumulative population coverage') +plt.tight_layout(); plt.show() + diff --git a/examples/paper/reproduce_paper_results2.py b/examples/paper/reproduce_paper_results2.py new file mode 100644 index 0000000..c740689 --- /dev/null +++ b/examples/paper/reproduce_paper_results2.py @@ -0,0 +1,125 @@ +""" +Download HLA data for all countries and calculate +population coverage of HLA-A IEDB set of 27 alleles. + +Plot population coverage in detail for Indonesia. + +Takes ~1hour with data downloads +""" + +import os +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import HLAfreq +import requests + +# Create folder for data +try: + os.makedirs("data/example/population_coverage") +except FileExistsError: + pass + +# Population coverage of IEDB 27 alleles +# The IEDB reference panel +iedb_ref = ['B*35:01', 'A*30:01', 'A*02:03', 'B*15:01', 'B*57:01', 'A*68:02', 'A*23:01', 'B*53:01', 'A*03:01', 'B*40:01', 'B*44:02', 'B*51:01', 'A*33:01', 'A*01:01', 'A*68:01', 'A*24:02', 'B*07:02', 'B*08:01', 'A*02:06', 'A*26:01', 'A*11:01', 'A*30:02', 'A*31:01', 'B*58:01', 'B*44:03', 'A*32:01', 'A*02:01'] +iedb_refa = [i for i in iedb_ref if "A" in i] +iedb_refb = [i for i in iedb_ref if "B" in i] + +# Download countries in regions as defined on +# https://www.allelefrequencies.net/datasets.asp#tag_4 +r = requests.get("https://raw.githubusercontent.com/BarinthusBio/HLAfreq/main/data/example/countries.csv") +with open("data/example/countries.csv", "w") as f: + f.write(r.text) + +regions = pd.read_csv("data/example/countries.csv") +countries = regions.Country.tolist() + + +# Download A and B data for all countries to identify +# Countries poorly covered by the IEDB reference set +for locus in ['A', 'B']: + # for country in ['Indonesia', 'Philippines']: + for country in countries: + print(country) + try: + base_url = HLAfreq.makeURL(country, standard='s', locus=locus) + aftab = HLAfreq.getAFdata(base_url) + aftab.to_csv(f"data/example/population_coverage/{country}_{locus}_raw.csv", index=False) + except: + pass + + +iedb_cov = [] +iedb_country = [] +# Load and combine within country data for HLA-A +# Calculate the proportion of each population with no alleles +# in the IEDB reference set +# We focus on HLA-A only, because we cannot accurately combine HLA-A and HLA-B data +# without an estimate of linkage disequilibrium which is usually high between HLA loci +for country in countries: + try: + afa = pd.read_csv(f"data/example/population_coverage/{country}_A_raw.csv") + afa = HLAfreq.only_complete(afa) + afa = HLAfreq.decrease_resolution(afa, 2) + cafa = HLAfreq.combineAF(afa) + maska = cafa.allele.isin(iedb_ref) + p = cafa[maska].allele_freq.sum() + # Population proportion with no IEDB ref alleles + # at HLA A only + q = 1-p + coverage = 1 - q**2 + assert coverage == (p**2) + (2*p*q), f"Inconsistent coverage calculation: {country}" + iedb_cov.append(coverage) + iedb_country.append(country) + except: + pass + +df = pd.DataFrame({'country':iedb_country, 'coverage':iedb_cov}) +df = df.sort_values('coverage') +df = pd.merge(df, regions, how="left", left_on="country", right_on="Country") + +# Plot the proportion of each population with no alleles +# in the IEDB reference set, for HLA-A only +plt.barh(df.country, df.coverage, color="black") +regions = df.largeRegion.unique() +regions.sort() +for region in regions: + mask = df.largeRegion == region + plt.barh(df[mask].country, df[mask].coverage, label=region, zorder=3) + +plt.axvline( + df.coverage.mean(), + linestyle="--", c="black", zorder=5) +plt.tight_layout() +plt.legend(loc="upper left") +plt.grid(zorder=0) +plt.show() + +############## +# Plot cumulative frequency of HLA-A in IEDB panel +# vs +# country specific alleles +# A +country = "Indonesia" +afa = pd.read_csv(f"data/example/population_coverage/{country}_A_raw.csv") +afa = HLAfreq.only_complete(afa) +afa = HLAfreq.decrease_resolution(afa, 2) +cafa = HLAfreq.combineAF(afa) + +cafa = cafa.sort_values('allele_freq', ascending=False, ignore_index=True) +plt.scatter(cafa.allele, cafa.allele_freq.cumsum().apply(HLAfreq.population_coverage)) +plt.grid(True); plt.xticks(rotation=90); plt.tight_layout() +plt.xlabel('Allele'); plt.ylabel('Cumulative population coverage') +# plt.tight_layout(); plt.show() + +maska = cafa.allele.isin(iedb_refa) +cafai = cafa[maska].sort_values('allele_freq', ascending=False, ignore_index=True) +# Add unobserved IEDB ref alleles +missing_iedb = pd.DataFrame([[i, 'A',0,0,473,1,0] for i in iedb_refa if not i in cafai.allele.values], columns=cafai.columns) +cafai = pd.concat([cafai, missing_iedb]) +plt.scatter(cafai.allele, cafai.allele_freq.cumsum().apply(HLAfreq.population_coverage)) +plt.grid(True); plt.xticks(rotation=90); plt.tight_layout() +plt.xlabel('Allele'); plt.ylabel('Cumulative population coverage') +plt.ylim(0,1.05) +plt.tight_layout(); plt.show() diff --git a/examples/paper/reproduce_paper_results3.py b/examples/paper/reproduce_paper_results3.py new file mode 100644 index 0000000..62ec9fe --- /dev/null +++ b/examples/paper/reproduce_paper_results3.py @@ -0,0 +1,203 @@ +""" +Global PCA + +Calculate average AF for ~all countries and perform dimension +reduction on that data to 2D (PCA). Then plot +those points coloured by geographic area. + +This script requires scikit-learn which is not included +with HLAFreq. + +Takes ~30 minutes to download data +""" + +import os +import requests +import HLAfreq as HLAfreq +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +from sklearn.decomposition import PCA + +# Create folder for data +try: + os.makedirs("data/example/globalPCA") +except FileExistsError: + pass + +# Download countries in regions as defined on +# https://www.allelefrequencies.net/datasets.asp#tag_4 +r = requests.get("https://raw.githubusercontent.com/BarinthusBio/HLAfreq/main/data/example/countries.csv") +with open("data/example/countries.csv", "w") as f: + f.write(r.text) + +regions = pd.read_csv("data/example/countries.csv") + +countries = regions.Country.tolist() + +############ +# Download data +############ +# Download HLA allele frequencies +# Not all countries have data +# those without will print "Failed to get data for..." +for country in countries: + print() + print(country) + if not os.path.exists("data/example/globalPCA/%s_raw.csv" %country): + base_url = HLAfreq.makeURL(country, standard="g", locus="A") + try: + aftab = HLAfreq.getAFdata(base_url) + aftab.to_csv("data/example/globalPCA/%s_raw.csv" %country, index=False) + except: + pass + +############ +# Using prior for Venezuela +############ +# Load Venezuela data +country = "Venezuela" +venezuelaAF = pd.read_csv("data/example/globalPCA/%s_raw.csv" %country) +venezuelaAF = HLAfreq.only_complete(venezuelaAF) +venezuelaAF = HLAfreq.decrease_resolution(venezuelaAF, 2) +cafV = HLAfreq.combineAF(venezuelaAF) + +# Load Colombia data +country = "Colombia" +colombiaAF = pd.read_csv("data/example/globalPCA/%s_raw.csv" %country) +colombiaAF = HLAfreq.only_complete(colombiaAF) +colombiaAF = HLAfreq.decrease_resolution(colombiaAF, 2) +cafC = HLAfreq.combineAF(colombiaAF) +cafC['country'] = country +cafC['population'] = country + +# Create a prior from Colombia +study_prior = cafC.copy() +study_prior.sample_size = study_prior.sample_size / 30 +# Combine Allele Frequency with Study Prior +cafSP = HLAfreq.combineAF( + pd.concat([venezuelaAF, study_prior], join="inner") + ) +cafSP['country'] = "Venezuela with prior" + +############ +# Load each country data +############ +cafs = [] +for country in countries: + try: + df = pd.read_csv("data/example/globalPCA/%s_raw.csv" %country) + df = HLAfreq.only_complete(df) + df = HLAfreq.decrease_resolution(df, 2) + caf = HLAfreq.combineAF(df) + caf['country'] = country + cafs.append(caf) + except: + pass + +# Add Venezuela with prior to dataset +cafs.append(cafSP) + +cafs = pd.concat(cafs, axis=0).reset_index(drop=True) + +# Give record for all alleles to all countries +cafs = HLAfreq.unmeasured_alleles(cafs, 'country') + +# Check all countries have the same number of alleles +cafs.groupby('country').allele.unique().apply(len).unique() + +# Sort by allele then select a single country, +# check that its alleles match a specified list +# then use the frequencies as features +cafs = cafs.sort_values('allele') + +sorted_alleles = sorted(list(cafs.allele.unique())) + +AFeatures = [] +for country in cafs.country.unique(): + mask = cafs['country'] == country + # Only generate features for countries with records + # e.g. Thailand has no loci A records + if any(mask): + assert all(cafs[mask].allele.unique() == sorted_alleles) + features = [country] + cafs[mask].allele_freq.tolist() + AFeatures.append(features) + +# Dataframe of allele frequencies read for dimension reduction +AFeatures = pd.DataFrame(AFeatures, columns = ['country'] + sorted_alleles) +AFeatures.to_csv("data/example/globalPCA/AF_features.csv", index=False) + +################### +# Prep plots # +################### +AFeatures = pd.read_csv("data/example/globalPCA/AF_features.csv") +regions = pd.read_csv("data/example/countries.csv") + +# Remove Guinea because it includes data from +# Guinea-Bissau and Papua New Guinea +AFeatures = AFeatures[AFeatures.country != "Guinea"] + +pca = PCA(n_components=2) +pca_embedding = pca.fit_transform(AFeatures.loc[:,'A*01:01':].values) +AFeatures['pca0'] = pca_embedding[:,0] +AFeatures['pca1'] = pca_embedding[:,1] + +# Add region to countries +AFeatures = pd.merge(AFeatures, regions, how="left", left_on="country", right_on="Country") + +# Select Venezuela With Prior +vwp = AFeatures[AFeatures.country == "Venezuela with prior"] +# Drop countries without largeRegion, this is Venezuela with a prior +AFeatures = AFeatures.dropna(subset=['largeRegion']) + +# Define offset values for each country label +offset = dict(zip(AFeatures.country, [(0,0)]*AFeatures.shape[0])) +# Customise offsets +offset['Zimbabwe'] = (0,5) +offset['United+States'] = (0,5) +offset['Georgia'] = (0,5) +offset['Germany'] = (0,5) +offset['Italy'] = (0,-5) +offset['Czech+Republic'] = (0,-4) +offset['Poland'] = (0,-7) +offset['France'] = (0,-2) +offset['Bosnia+and+Herzegovina'] = (0,4) +offset['Russia'] = (0,-5) +offset['Ireland'] = (0,-5) +offset['Netherlands'] = (0,-6) +offset['Austria'] = (0,-7) +offset['Romania'] = (0,4) +offset['Wales'] = (0,-5) +offset['Cameroon'] = (0,2) +offset['Ghana'] = (0,-3) +offset['United+Kingdom'] = (0,-4) +offset['Sao+Tome+and+Principe'] = (0,-5) + +# Plot PCA +regions = AFeatures.largeRegion.unique() +regions.sort() +for region in regions: + mask = AFeatures.largeRegion == region + plt.scatter(AFeatures.pca0[mask], AFeatures.pca1[mask], label=region) + for i in AFeatures[mask].index: + # Label each country + plt.annotate( + AFeatures.loc[i].country.replace("+", " "), + AFeatures.loc[i][['pca0','pca1']], + offset[AFeatures.loc[i].country], + textcoords="offset points", + fontsize=8) + +plt.legend() +# Arrow shows change of Venezuela with prior +plt.annotate( + "", + xy=(vwp.pca0, vwp.pca1), + xytext=(AFeatures[AFeatures.country == "Venezuela"].pca0, AFeatures[AFeatures.country == "Venezuela"].pca1), + arrowprops=dict(arrowstyle="->") +) +# Open point to show updated Venezuela +plt.scatter(vwp.pca0, vwp.pca1, color="tab:blue", facecolors="none") +plt.xlabel('1st principal component'); plt.ylabel('2nd principal component') +plt.gcf().set_size_inches(10,10) +plt.show() diff --git a/examples/paper/select_hla_panel.py b/examples/paper/select_hla_panel.py new file mode 100644 index 0000000..b36958d --- /dev/null +++ b/examples/paper/select_hla_panel.py @@ -0,0 +1,216 @@ +""" +Some countries are not well covered by the IEDB reference set. +We can select a panel of alleles to better represent these +populations, being sure to select a range of supertypes. +""" + +import HLAfreq +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt + +# The IEDB reference panel +iedb_ref = ['B*35:01', 'A*30:01', 'A*02:03', 'B*15:01', 'B*57:01', 'A*68:02', 'A*23:01', 'B*53:01', 'A*03:01', 'B*40:01', 'B*44:02', 'B*51:01', 'A*33:01', 'A*01:01', 'A*68:01', 'A*24:02', 'B*07:02', 'B*08:01', 'A*02:06', 'A*26:01', 'A*11:01', 'A*30:02', 'A*31:01', 'B*58:01', 'B*44:03', 'A*32:01', 'A*02:01'] +iedb_refa = [i for i in iedb_ref if "A" in i] +iedb_refb = [i for i in iedb_ref if "B" in i] + +regions = pd.read_csv("data/example/countries.csv") +countries = regions.Country.tolist() + +# Which supertypes are represented +super1 = pd.read_csv("data/HLA1supertypes_Sidney2008.csv") +super1.allele = super1.allele.apply(lambda x: x[:4]+':'+x[4:]) + +################## +# Download A and B data for all countries to identify +# Countries poorly covered by the IEDB reference set +# for locus in ['A', 'B']: +# # for country in ['Indonesia', 'Philippines']: +# for country in countries: +# print(country) +# try: +# base_url = HLAfreq.makeURL(country, standard='s', locus=locus) +# aftab = HLAfreq.getAFdata(base_url) +# aftab.to_csv(f"data/example/population_coverage/{country}_{locus}_raw.csv", index=False) +# except: +# pass + +# Calculate total population coverage of IEDB reference +# set (locus A and B) for each country + +iedb_cov = [] +iedb_country = [] + +# Load and combine within country data for HLA-A and HLA-B separately +# Calculate the proportion of each population with no alleles +# in the IEDB reference set, assuming no linkage disequilibrium +# between HLA-A and HLA-B +for country in countries: + try: + afa = pd.read_csv(f"data/example/population_coverage/{country}_A_raw.csv") + afa = HLAfreq.only_complete(afa) + afa = HLAfreq.decrease_resolution(afa, 2) + cafa = HLAfreq.combineAF(afa) + maska = cafa.allele.isin(iedb_ref) + p = cafa[maska].allele_freq.sum() + + afb = pd.read_csv(f"data/example/population_coverage/{country}_B_raw.csv") + afb = HLAfreq.only_complete(afb) + afb = HLAfreq.decrease_resolution(afb, 2) + cafb = HLAfreq.combineAF(afb) + maskb = cafb.allele.isin(iedb_ref) + m = cafb[maskb].allele_freq.sum() + # Population proportion with no IEDB ref alleles + # at HLA A or HLA B + coverage = 1 - ((1-p)**2 * (1-m)**2) + iedb_cov.append(coverage) + iedb_country.append(country) + except: + pass + +df = pd.DataFrame({'country':iedb_country, 'coverage':iedb_cov}) +df = df.sort_values('coverage') +df = pd.merge(df, regions, how="left", left_on="country", right_on="Country") + +# Plot the proportion of each population with no alleles +# in the IEDB reference set, assuming no linkage disequilibrium +# between HLA-A and HLA-B +plt.barh(df.country, df.coverage, color="black") +regions = df.largeRegion.unique() +regions.sort() +for region in regions: + mask = df.largeRegion == region + plt.barh(df[mask].country, df[mask].coverage, label=region, zorder=3) +plt.axvline(0.97, linestyle="--", c="black", zorder=5) +plt.tight_layout() +plt.legend(loc="upper left") +plt.grid(zorder=0) +plt.show() + +############## +# Plot cumulative frequency of IEDB panel +# vs +# country specific alleles +#A +country = "Indonesia" +afa = pd.read_csv(f"data/example/population_coverage/{country}_A_raw.csv") +afa = HLAfreq.only_complete(afa) +afa = HLAfreq.decrease_resolution(afa, 2) +cafa = HLAfreq.combineAF(afa) + +cafa = cafa.sort_values('allele_freq', ascending=False, ignore_index=True) +plt.scatter(cafa.allele, cafa.allele_freq.cumsum().apply(HLAfreq.population_coverage)) +plt.grid(True); plt.xticks(rotation=90); plt.tight_layout() +plt.xlabel('Allele'); plt.ylabel('Cumulative population coverage') +# plt.tight_layout(); plt.show() + +maska = cafa.allele.isin(iedb_refa) +cafai = cafa[maska].sort_values('allele_freq', ascending=False, ignore_index=True) +# Add unobserved IEDB ref alleles +missing_iedb = pd.DataFrame([[i, 'A',0,0,473,1,0] for i in iedb_refa if not i in cafai.allele.values], columns=cafai.columns) +cafai = pd.concat([cafai, missing_iedb]) +plt.scatter(cafai.allele, cafai.allele_freq.cumsum().apply(HLAfreq.population_coverage)) +plt.grid(True); plt.xticks(rotation=90); plt.tight_layout() +plt.xlabel('Allele'); plt.ylabel('Cumulative population coverage') +plt.ylim(0,1.05) +plt.tight_layout(); plt.show() + +#B +country = "Indonesia" +afb = pd.read_csv(f"data/example/population_coverage/{country}_B_raw.csv") +afb = HLAfreq.only_complete(afb) +afb = HLAfreq.decrease_resolution(afb, 2) +cafb = HLAfreq.combineAF(afb) + +cafb = cafb.sort_values('allele_freq', ascending=False, ignore_index=True) +plt.scatter(cafb.allele, cafb.allele_freq.cumsum().apply(HLAfreq.population_coverage)) +plt.grid(True); plt.xticks(rotation=90); plt.tight_layout() +plt.xlabel('Allele'); plt.ylabel('Cumulative population coverage') +# plt.tight_layout(); plt.show() + +maskb = cafb.allele.isin(iedb_ref) +cafbi = cafb[maskb].sort_values('allele_freq', ascending=False, ignore_index=True) +# Add unobserved IEDB ref alleles +missing_iedb = pd.DataFrame([[i, 'B',0,0,473,1,0] for i in iedb_refb if not i in cafbi.allele.values], columns=cafbi.columns) +cafbi = pd.concat([cafbi, missing_iedb]) +plt.scatter(cafbi.allele, cafbi.allele_freq.cumsum().apply(HLAfreq.population_coverage)) +plt.grid(True); plt.xticks(rotation=90); plt.tight_layout() +plt.xlabel('Allele'); plt.ylabel('Cumulative population coverage') +plt.ylim(0,1.05) +plt.tight_layout(); plt.show() + +############# +# Plot the cumulative allele frequency of HLA-A and HLA-B +# a single country, with alleles coloured by supertype +country = "Indonesia" +# country="Philippines" +afa = pd.read_csv(f"data/example/population_coverage/{country}_A_raw.csv") +afa = HLAfreq.only_complete(afa) +afa = HLAfreq.decrease_resolution(afa, 2) +cafa = HLAfreq.combineAF(afa) +maska = cafa.allele.isin(iedb_ref) +p = cafa[maska].allele_freq.sum() + +afb = pd.read_csv(f"data/example/population_coverage/{country}_B_raw.csv") +afb = HLAfreq.only_complete(afb) +afb = HLAfreq.decrease_resolution(afb, 2) +cafb = HLAfreq.combineAF(afb) +maskb = cafb.allele.isin(iedb_ref) +m = cafb[maskb].allele_freq.sum() +# Population proportion with no IEDB ref alleles +# at HLA A or HLA B +coverage = 1 - ((1-p)**2 * (1-m)**2) +print(coverage) + +cafa = cafa.sort_values("allele_freq", ascending=False, ignore_index=True) +cafb = cafb.sort_values("allele_freq", ascending=False, ignore_index=True) +# Add HLA1 supertypes +cafa = pd.merge(cafa, super1, how="left", on="allele") +cafb = pd.merge(cafb, super1, how="left", on="allele") + +fig, ax = plt.subplots(1,2, gridspec_kw={'width_ratios': [1,2]}) +ax[0].plot(cafa.allele, + cafa.allele_freq.cumsum().apply(HLAfreq.population_coverage), + c="black", + zorder=0) +for supertype in cafa.supertype.unique(): + mask = cafa.supertype == supertype + ax[0].scatter( + cafa[mask].allele, + cafa.allele_freq.cumsum().apply(HLAfreq.population_coverage)[mask], + label=supertype, + zorder=10) +ax[0].set_title("HLA A") +ax[0].set_ylabel("Cumulative population coverage") +ax[0].grid(True) +ax[0].legend() +ax[0].tick_params(labelrotation=90) + +ax[1].plot(cafb.allele, + cafb.allele_freq.cumsum().apply(HLAfreq.population_coverage), + c="black", + zorder=0) +for supertype in cafb.supertype.unique(): + mask = cafb.supertype == supertype + ax[1].scatter( + cafb[mask].allele, + cafb.allele_freq.cumsum().apply(HLAfreq.population_coverage)[mask], + label=supertype, + zorder=10) +ax[1].set_title("HLA B") +ax[1].grid(True) +ax[1].legend() +ax[1].tick_params(labelrotation=90) + +plt.tight_layout() +plt.show() + +######################### +# # +# Design a new panel # +# # +######################### +# When selecting a panel of HLA alleles to represent a country, +# consider different genes, +# and different supertypes, +# not only the most common alleles. \ No newline at end of file diff --git a/examples/quickstart.py b/examples/quickstart.py new file mode 100644 index 0000000..7cda737 --- /dev/null +++ b/examples/quickstart.py @@ -0,0 +1,28 @@ +import HLAfreq +from HLAfreq import HLAfreq_pymc as HLAhdi +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt + +# Windows can have issues with multiprocessing in python +# main guard and spawn method help to execute everything in order +import multiprocessing +if __name__ == "__main__": + multiprocessing.set_start_method('spawn') + + # Get HLA frequency data + base_url = HLAfreq.makeURL("Uganda", locus="A") + aftab = HLAfreq.getAFdata(base_url, timeout=120) + + # Preprocess data, checks etc + aftab = HLAfreq.only_complete(aftab) + aftab = HLAfreq.decrease_resolution(aftab, 2) + + # Combine frequency estimates + caf = HLAfreq.combineAF(aftab) + # Calculate credible intervals + hdi = HLAhdi.AFhdi(aftab, credible_interval=0.95) + # Add credible intervals and posterior mean to caf + caf = pd.merge(caf, hdi, how="left", on="allele") + + HLAfreq.plotAF(caf, aftab, hdi=hdi, compound_mean=hdi) diff --git a/examples/single_country.ipynb b/examples/single_country.ipynb new file mode 100644 index 0000000..9f7b72f --- /dev/null +++ b/examples/single_country.ipynb @@ -0,0 +1,317 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Single country HLA frequency" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + } + ], + "source": [ + "import HLAfreq\n", + "from HLAfreq import HLAfreq_pymc as HLAhdi\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Download AF data\n", + "Pick a country to download AF data for. Spaces in country names\n", + "are replaced with '+', if in doubt use the allelefrequencies.net\n", + "website to search for a country and then check the url for the\n", + "appropriate spelling." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "5 pages of results\n", + "Download complete\n" + ] + } + ], + "source": [ + "country = \"Thailand\"\n", + "\n", + "base_url = HLAfreq.makeURL(country)\n", + "aftab = HLAfreq.getAFdata(base_url)\n", + "aftab.to_csv(\"../data/example/%s_raw.csv\" %country, index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check completeness\n", + "We can't yet combine allele frequency estimates because not all\n", + "studies sum to an allele frequency of 1. In this case it is because some studies\n", + "reported allele frequencies at 1 field of resolution and we only downloaded\n", + "alleles with >2.\n", + "\n", + "To drop incomplete studies use `only_complete()` which will print out the studies\n", + "that were incomplete. To view incomplete studies without dropping them use\n", + "`incomplete_studies()` before dropping studies." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "population loci\n", + "Thailand Northeast A 0.317\n", + " B 0.259\n", + " C 0.245\n", + " DRB1 0.835\n", + "Thailand pop 2 DQA1 0.742\n", + "Name: allele_freq, dtype: float64\n", + "5 studies have total allele frequency < 0.95\n" + ] + } + ], + "source": [ + "aftab = HLAfreq.only_complete(aftab)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check resolution\n", + "Because allele frequency estimates can only be combined if the\n", + "allele name is identical, all alleles in a set of studies must have\n", + "the same resolution i.e. A*01 is 2 digit resolution (or 1 field) and\n", + "A*01:01 is 4 digit (or 2 field). These cannot be combined as we\n", + "cannot tell whether A*01 is A*01:01, A*01:02 etc. For the same reason\n", + "we can decrease the resolution of an allele but we cannot\n", + "increase it.\n", + "\n", + "Before combining allele frequency estimates we may have to reduce the\n", + "resolution of some alleles. `check_resolution()` will report if all\n", + "alleles are at the same resolution and the number of estimates at\n", + "each resolution.\n", + "\n", + "`decrease_resolution()` reduces the resolution of all alleles to a\n", + "specified level so they can be combined." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 352\n", + "3 21\n", + "Name: allele, dtype: int64\n", + "Multiple resolutions in AFtab. Fix with decrease_resolution()\n" + ] + } + ], + "source": [ + "HLAfreq.check_resolution(aftab)\n", + "aftab = HLAfreq.decrease_resolution(aftab, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Combine AF from studies\n", + "We can only combine allele frequency estimates for a single loci\n", + "at a time. So we filter the data to a single loci and then combine\n", + "allele frequency estimates using `combineAF()`" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 13 seconds.\n" + ] + } + ], + "source": [ + "afloc = aftab[aftab.loci==\"DRB1\"]\n", + "caf = HLAfreq.combineAF(afloc)\n", + "\n", + "# Calculate High Density interval\n", + "# This takes a few seconds and can be skipped if not needed\n", + "hdi = HLAhdi.AFhdi(afloc, credible_interval=0.95)\n", + "# Add credible intervals and posterior mean to caf\n", + "caf = pd.merge(caf, hdi, how=\"left\", on=\"allele\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "caf.plot.barh('allele', 'allele_freq')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can view the combined allele frequency estimates with `plotAF()`. By passing the uncombined allele frequency data we can see the individual study estimates.\n", + "\n", + "The black open points are the combined estimates made using the default model, the coloured points are individual study estimates, coloured by population. The combined estimate and credible intervals from the compound model are plotted as vertical and hoizontal black lines respectively.\n", + "\n", + "The credible intervals are taken from hdi, calculated above. This defaults to 95% but other values can be passed to `AFhdi()` and will be plotted. It is important to verify the credible intervals are reasonable but HLAfreq will print a warning if they are too different from the default estimate. See the [credible_intervals example](https://github.com/BarinthusBio/HLAfreq/blob/main/examples/credible_intervals.ipynb) for more details." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "HLAfreq.plotAF(caf, afloc, hdi=hdi, compound_mean=hdi)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Population coverage\n", + "We can calculate and plot the cumulative population coverage of these alleles.\n", + "This is calculated with `population_coverage()` which assumes Hardy-Weinberg equilibrium to calculate the population coverage as $p^2+2pq$ where $q=1-p$." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "caf = caf.sort_values('allele_freq', ascending=False, ignore_index=True)\n", + "\n", + "plt.scatter(caf.allele, caf.allele_freq.cumsum().apply(HLAfreq.population_coverage))\n", + "plt.plot(caf.allele_freq.cumsum().apply(HLAfreq.population_coverage), label=\"Cumulative coverage\")\n", + "plt.grid(True)\n", + "plt.xticks(rotation=90)\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hlafreq", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "46d2d82dbc865cefb79a4a45cbcd8ead329d89ff6c8b099bf15de0f92559257f" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/working_with_priors.ipynb b/examples/working_with_priors.ipynb new file mode 100644 index 0000000..dd2b6d4 --- /dev/null +++ b/examples/working_with_priors.ipynb @@ -0,0 +1,529 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with priors\n", + "\n", + "In Bayesian statistics a prior is used to specify prior belief.\n", + "Working with priors to improve estimates of undersampled populations.\n", + "Priors can be based on other related, populations, or specified by\n", + "hand." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + } + ], + "source": [ + "import HLAfreq\n", + "import HLAfreq.HLAfreq_pymc as HLAhdi\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Venezuela is one of the least sampled countries on allelefrequency.net\n", + "We found only 55 gold standard samples for HLA A." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 pages of results\n", + "Download complete\n" + ] + } + ], + "source": [ + "# Download data for Venezuela\n", + "country = \"Venezuela\"\n", + "base_url = HLAfreq.makeURL(country, locus=\"A\", standard=\"g\",)\n", + "venezuelaAF = HLAfreq.getAFdata(base_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "venezuelaAF = HLAfreq.only_complete(venezuelaAF)\n", + "venezuelaAF = HLAfreq.decrease_resolution(venezuelaAF, 2)\n", + "cafV = HLAfreq.combineAF(venezuelaAF)\n", + "cafV['study'] = 'Venezuela'\n", + "HLAfreq.plotAF(cafV, venezuelaAF)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can specify priors manually, this could be any\n", + "$n$ length list of positive real numbers. This defaults to a list of ones and is why the plot above shows a small difference between the black and blue points.\n", + "\n", + "The interpretation of the prior is that $n$ copies were found for each\n", + "allele. Note that `combineAF()` uses the first value in the prior for\n", + "the first allele alphabetically and so on.\n", + "\n", + "By using a more informative prior we can see how a prior can move the\n", + "estimate away from the observed study." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "manual_prior = [1, 10, 1, 1, 1]\n", + "\n", + "# View prior distribution\n", + "HLAfreq.plot_prior(concentration=manual_prior, labels=cafV.allele)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Combine Allele Freq of study with Manual Prior\n", + "cafMP = HLAfreq.combineAF(venezuelaAF, alpha=manual_prior)\n", + "\n", + "# View posterior\n", + "HLAfreq.plotAF(cafMP, AFtab=venezuelaAF)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively we can use another population as our prior.\n", + "For example we will use data for Colombia, a neighbouring country\n", + "with many more samples for HLA A.\n", + "\n", + "When using other studies as a prior we can downweight their samples\n", + "so they count less than the samples in our actual population.\n", + "The amount of downweighting depends on how relevent you believe the\n", + "other study is. Here we arbitrarily downweight by a factor 0.01 as\n", + "an example so that the Venezuela data is not drowned out by the Colombia data.\n", + "\n", + "When recalculating the prior to plot, sample size is doubled\n", + "as each person in the study is diploid and so provides two alleles." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 pages of results\n", + "Download complete\n" + ] + } + ], + "source": [ + "# Download data for Colombia\n", + "country = \"Colombia\"\n", + "base_url = HLAfreq.makeURL(country, locus=\"A\", standard=\"g\",)\n", + "colombiaAF = HLAfreq.getAFdata(base_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Combine Colombia studies into a national average\n", + "colombiaAF = HLAfreq.only_complete(colombiaAF)\n", + "colombiaAF = HLAfreq.decrease_resolution(colombiaAF, 2)\n", + "cafC = HLAfreq.combineAF(colombiaAF)\n", + "cafC['population'] = 'Colombia'" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a prior from Colombia\n", + "study_prior = cafC.copy()\n", + "study_prior.sample_size = study_prior.sample_size * 0.01\n", + "\n", + "# View prior\n", + "HLAfreq.plot_prior(\n", + " concentration = (2 * study_prior.sample_size * study_prior.allele_freq).tolist()\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Allele Frequency TABle with Study Prior\n", + "AFtabSP = pd.concat([venezuelaAF, study_prior], join=\"inner\")\n", + "\n", + "# Combine Allele Frequency with Study Prior\n", + "# As we're using a dataset as the prior we should set the\n", + "# argument for priors, `alpha` to 0. 59 Is the number all alleles\n", + "# in our dataset\n", + "nalleles = len(AFtabSP.allele.unique())\n", + "cafSP = HLAfreq.combineAF(AFtabSP, alpha=[0]*nalleles)\n", + "\n", + "# View posterior of all alleles\n", + "HLAfreq.plotAF(cafSP, AFtabSP)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# View posterior of just alleles observed in Venezuela\n", + "\n", + "venezuela_alleles = cafV.allele\n", + "HLAfreq.plotAF(\n", + " cafSP[cafSP.allele.isin(venezuela_alleles)],\n", + " AFtabSP[AFtabSP.allele.isin(venezuela_alleles)]\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Alternate priors\n", + "As the amount of data increases, the choice of prior has less and less impact on the posterior estimates. However, priors can have an unexpectedly large impact when working with large numbers of alleles (because the sum of the prior also increases). Fortunately this mainly affects the compound model (fit using `AFhdi()` to estimate credible intervals and \"post_mean\"), but if you are using this it is important to check your results and see the impact of alternate priors.\n", + "\n", + "We can diagnose the problem easily using `plotAF()`." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 pages of results\n", + "Download complete\n", + "2 80\n", + "3 3\n", + "4 2\n", + "Name: allele, dtype: int64\n", + "Multiple resolutions in AFtab. Fix with decrease_resolution()\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 20 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "WARNING: The default allele frequency estimate is outside of the CI estimated by the compound method for some alleles!\n", + "There are several possible reasons, see the credible intervals example: https://github.com/Vaccitech/HLAfreq/blob/main/examples/credible_intervals.ipynb\n", + "If you have set `credible_interval` to < 0.95, this may be a non-issue.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "country = \"Oman\"\n", + "locus = \"A\"\n", + "\n", + "# Download dataset\n", + "base_url = HLAfreq.makeURL(country, locus=locus)\n", + "aftab = HLAfreq.getAFdata(base_url)\n", + "aftab = HLAfreq.only_complete(aftab)\n", + "HLAfreq.check_resolution(aftab)\n", + "aftab = HLAfreq.decrease_resolution(aftab, 2)\n", + "caf = HLAfreq.combineAF(aftab)\n", + "# Calculate high density intervals\n", + "hdi = HLAhdi.AFhdi(aftab, credible_interval=0.95)\n", + "\n", + "# Plot data\n", + "HLAfreq.plotAF(caf, aftab, hdi=hdi)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The issue becomes even clearer if we compare the default model and compound model estimates directly. In the plot below, the dashed line shows agreement between the default and compound models. In this case, the compound model is overestimating rare alleles and under estimating common alleles. In other words, all allele estimates are being dragged towards equal frequency." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Q02EiIiItUSgU+PLLL9G1a1fcu3cPTZo0wdmzZzFp0iSpQyMNYs8UERGRFjx69Ag+Pj749ddfAQDDhg3DunXr+AgyHcSeKSIiIi3IyMhAWFgYjI2NsW7dOuzcuZOJlI5izxQREZGGCCEgk8kAAHZ2dti1axesra3RunVriSMjbWLPFBERkQYkJiaiT58+CA0NVZa5ubkxkaoE2DNFRERUSseOHcOIESOQkJCA69ev49atWzAwMJA6LCoj7JkiIiIqoYKCAixcuBCurq5ISEhAq1atcOjQISZSlQx7poiIiEogPj4eI0aMwPHjxwEAY8aMwapVq2BiYiJxZFTWmEwRERGpKTExEY6OjkhKSkLVqlWxdu1ajBw5UuqwSCJMpoiIiNRkaWmJ/v3748KFCwgODuaK5pUckykiIqJi+Oeff2BkZITatWsDAFatWgWZTIYqVapIHBlJjRPQiYiIXuPQoUNwdHTEe++9B4VCAQAwMTFhIkUAmEwRERG9VF5eHj766CP069cPjx8/RlJSEpKTk6UOi8oZJlNERERFiIuLQ7du3fDVV18BAPz9/XHmzBlYWFhIHBmVN5wzRURE9B8///wzRo0ahSdPnsDMzAwbN26Ep6en1GFROcVkioiI6AW5ubn48MMP8eTJE3To0AG7du1Co0aNpA6LyjEO8xEREb3A0NAQwcHB+PDDD3Hq1CkmUvRa7JkiIqJKb9++fUhOTsb7778PAHBycoKTk5PEUVFFwWSKiIgqrezsbMycOROrV6+GoaEhOnXqBHt7e6nDogqGyRQREVVKt2/fxtChQxEVFQUAmDZtGpo3by5xVFQRMZkiIqJKJzg4GH5+fkhPT0etWrWwbds29O3bV+qwqILiBHQiIqpU/P39MWzYMKSnp+Ott95CdHQ0EykqFSZTRERUqdSrVw8ymQz/+9//cPz4cdSrV0/qkKiCkwkhhNRBVERpaWkwMzNDamoqTE1NpQ6HiIheIS0tTfm7WqFQ4MKFC+jYsaPEUZEUtPH9zZ4pIiLSWVlZWRg7dixcXFyQmZkJAJDL5UykSKOYTBERkU66evUqOnTogE2bNuHatWs4evSo1CGRjmIyRUREOkUIgc2bN6N9+/a4evUqrKyscOTIEQwYMEDq0EhHcWkEIiLSGRkZGfjggw+wfft2AMDbb7+N7du3w9LSUuLISJexZ4qIiHTG1KlTsX37dsjlcnz++ecIDQ1lIkVaJ3kytWbNGtjZ2cHY2BjOzs4IDw9/ad0rV67A09MTdnZ2kMlkCAoKKlQnMDAQHTp0QPXq1VGnTh14eHjgxo0bKnW6d+8OmUym8powYYKmD42IiMrYJ598AkdHR5w4cQJz586FXC751xxVApJeZcHBwQgICMCCBQsQGRmJNm3awM3NDUlJSUXWz8rKQqNGjbBkyRJYWVkVWeePP/7ApEmTcPbsWRw+fBh5eXno3bu38i6O5/z8/BAfH698ffnllxo/PiIi0q60tDTlkB4A1K1bF5GRkejSpYuEUVFlI+mcqeXLl8PPzw+jR48GAKxduxYHDx7Epk2bMHv27EL1O3TogA4dOgBAkdsBIDQ0VOX9li1bUKdOHURERKBr167KchMTk5cmZEREVP5FRUVh6NChuH37NqpVq4ZBgwYBAGQymcSRUWUjWc9Ubm4uIiIi4Orq+m8wcjlcXV0RFhamsf2kpqYCAGrWrKlSvmPHDlhYWMDe3h5z5sxBVlbWK9vJyclBWlqayouIiMqeEAJr1qxBp06dcPv2bdja2vKPY5KUZD1Tjx49QkFBQaGJgZaWlrh+/bpG9qFQKDBt2jS8+eabsLe3V5YPHz4cDRo0gI2NDS5duoRZs2bhxo0b2Ldv30vbCgwMxKJFizQSFxERlUxKSgref/997N27FwAwYMAAbN68udAfzERlSaeXRpg0aRIuX76MU6dOqZSPGzdO+bODgwOsra3Rq1cvxMTEoHHjxkW2NWfOHAQEBCjfp6WlwdbWVjuBExFRIefPn4eXlxdiY2NhYGCAL774AtOmTeOwHklOsmTKwsICenp6SExMVClPTEzUSHetv78/Dhw4gJMnT772IZbOzs4AgNu3b780mTIyMoKRkVGp4yIiopK5d+8eYmNjYWdnh+DgYD4ShsoNyeZMGRoaol27dirL+ysUChw9ehQuLi4lblcIAX9/f/z44484duwYGjZs+NrPREdHAwCsra1LvF8iItI8IYTy53fffRebNm1CVFQUEykqVyRdGiEgIAAbNmzA1q1bce3aNUycOBGZmZnKu/t8fHwwZ84cZf3c3FxER0cjOjoaubm5uH//PqKjo3H79m1lnUmTJuH777/Hzp07Ub16dSQkJCAhIQFPnz4FAMTExODTTz9FREQE7t69i59//hk+Pj7o2rUrWrduXbYngIiIXurs2bPo2LEjHjx4oCwbPXo0zM3NpQuKqChCYqtWrRL169cXhoaGomPHjuLs2bPKbd26dRO+vr7K97GxsQJAoVe3bt2UdYraDkBs3rxZCCFEXFyc6Nq1q6hZs6YwMjISTZo0ETNnzhSpqalqxZ2amioAqP05IiJ6tYKCAvHll18KfX19AUD4+PhIHRLpEG18f8uEeKEPlYotLS0NZmZmSE1NhampqdThEBHphEePHmHUqFE4ePAgAMDLywvr16/n71nSGG18f+v03XxERFRxnDp1CsOGDcP9+/dhZGSEr7/+GuPGjePdelTuFTuZunPnDho2bMiLmoiINO7QoUMYMGAACgoK0KxZM4SEhKBNmzZSh0VULMWegN60aVM8fPhQ+d7Ly6vQsgZEREQl0a1bNzRv3hwjR45EREQEEymqUIqdTP13atWhQ4cKPTyYiIiouKKioqBQKAAAVatWxalTp7Bt2zZUq1ZN4siI1CPp0ghERFT5FBQUYNGiRWjfvj2WLl2qLK9RowanklCFVOw5UzKZrNBFzoueiIjUkZCQgBEjRuDYsWMAnj15QgjB7xOq0IqdTAkhMGrUKOUjVbKzszFhwgRUrVpVpd6rHhZMRESV15EjRzBixAgkJSWhatWq+Pbbb/Hee+9JHRZRqRU7mfL19VV5P3LkSI0HQ0REuic/Px8LFy7E4sWLIYSAg4MDQkJC0KJFC6lDI9IILtpZQly0k4ioeK5cuQInJyfk5uZi3LhxCAoKQpUqVaQOiyqpcrtopxACoaGh2LhxI/bs2aOJJomISEe88cYbWLVqFUxNTTFs2DCpwyHSuFLdzRcbG4t58+ahfv36GDRoELKzszUVFxERVVB5eXmYO3cuIiMjlWXjxo1jIkU6S+2eqZycHOzZswcbN27EqVOnUFBQgKVLl2Ls2LEc7iIiquTi4uLg7e2NM2fOYPfu3bh8+bLyxiUiXVXsnqmIiAh88MEHsLKyQlBQEDw8PHDv3j3I5XK4ubkxkSIiquR++eUXODo64syZMzA1NUVgYCATKaoUit0z5ezsjMmTJ+Ps2bNo3ry5NmMiIqIKJDc3F3PmzMHy5csBAO3bt0dwcDAaNWokcWREZaPYyVSvXr2wceNGJCUl4b333oObmxsXWSMiquSSk5PRp08fhIeHAwCmTZuGL774AoaGhhJHRlR2ip1M/fbbb7h37x42b96MiRMn4unTp/Dy8gLAldCJiCorc3Nz5WvLli0YOHCg1CERlbkSrzN1+PBhbN68GT/++CNsbW0xePBgDB48GE5OTpqOsVziOlNEVFnl5ORAoVAo14pKSkrC06dP0aBBA4kjI3o9bXx/l3rRzidPnuD777/Hpk2bcOnSJRQUFGgksPKOyRQRVUa3b9+Gl5cX2rZti++++07qcIjUVi6TqRdFRkayZ4qISEeFhITg/fffR3p6OmrWrInLly/D2tpa6rCI1KKN7+9SLdr5X5UlkSIiqkyePn2KiRMnwsvLC+np6Xjrrbdw8eJFJlJE/0+jyRQREemWGzduoFOnTli7di1kMhnmzp2L48ePo169elKHRlRuaOTZfEREpHvy8/PRp08fxMbGonbt2vj+++/Ru3dvqcMiKnfYM0VEREXS19fH6tWr0aNHD0RHRzORInoJjU5Ar0w4AZ2IdNHVq1dx//59vP3228oyIQTXEySdoY3v72IN87Vt27bY/5BefEo4ERFVHFu2bMGkSZNgaGiIqKgo2NnZAeDCzESvU6xkysPDQ8thEBGRVDIyMjBp0iRs27YNANC5c2flgpxE9Hoc5ishDvMRkS7466+/MHToUFy/fh1yuRyffPIJZs+eDT09PalDI9KKcrPOVEpKCr777jvMmTMHycnJAJ4N792/f18jQRERkfZ999136NixI65fvw4bGxscP34c//vf/5hIEalJ7aURLl26BFdXV5iZmeHu3bvw8/NDzZo1sW/fPsTFxSm7iYmIqHyLiopCdnY23N3dsW3bNtSuXVvqkIgqJLV7pgICAjBq1CjcunULxsbGyvK+ffvi5MmTGg2OiIg068WZHcuWLcOGDRtw8OBBJlJEpaB2MnX+/HmMHz++UHndunWRkJCgkaCIiEizhBD45ptv0LdvX+UD6Y2NjfH+++9DLueSg0Slofa/ICMjI6SlpRUqv3nzJv+yISIqh1JTUzF06FBMmjQJoaGh+OGHH6QOiUinqJ1MDRgwAJ988gny8vIAPFt/JC4uDrNmzYKnp6fGAyQiopK7cOECnJycsGfPHujr62PZsmUYMWKE1GER6RS1k6lly5YhIyMDderUwdOnT9GtWzc0adIE1atXx+eff66NGImISE1CCHz99dfo3Lkz7ty5gwYNGuDUqVMICAjgIpxEGqb23XxmZmY4fPgwTp06hUuXLiEjIwNOTk5wdXXVRnxERFQCM2fOxLJlywAAgwYNwsaNG1GjRg2JoyLSTVy0s4S4aCcRlWeXL19Gly5d8Omnn2LSpEnsjSL6f5I9m2/lypXFbnDKlCklDoaIiEpGoVAgMjIS7du3BwDY29vj7t27MDMzkzgyIt1XrJ6phg0bqrx/+PAhsrKyYG5uDuDZiugmJiaoU6cO7ty5o5VAyxv2TBFRefH48WP4+vrit99+w59//olOnTpJHRJRuSXZ42RiY2OVr88//xyOjo64du0akpOTkZycjGvXrsHJyQmffvqpRoIiIqLiOXXqFBwdHXHw4EHo6ekhJiZG6pCIKh217+abN28eVq1ahebNmyvLmjdvjhUrVuDjjz9WO4A1a9bAzs4OxsbGcHZ2Rnh4+EvrXrlyBZ6enrCzs4NMJkNQUFCJ2szOzsakSZNQq1YtVKtWDZ6enkhMTFQ7diIiqSgUCgQGBqJ79+74559/0KxZM5w7d47LHhBJQO1kKj4+Hvn5+YXKCwoK1E5IgoODERAQgAULFiAyMhJt2rSBm5sbkpKSiqyflZWFRo0aYcmSJbCysipxm9OnT8cvv/yC3bt3448//sCDBw/w7rvvqhU7EZFUkpKS0LdvX8ydOxcFBQUYMWIELly4gDZt2kgdGlHlJNTUv39/0bZtWxEREaEsu3DhgnBychLvvPOOWm117NhRTJo0Sfm+oKBA2NjYiMDAwNd+tkGDBmLFihVqt5mSkiIMDAzE7t27lXWuXbsmAIiwsLCX7i87O1ukpqYqX/fu3RMARGpqanEOlYhIY7799lsBQFSpUkV89913QqFQSB0SUYWRmpqq8e9vtXumNm3aBCsrK7Rv3x5GRkYwMjJCx44dYWlpie+++67Y7eTm5iIiIkJlfSq5XA5XV1eEhYWpG1ax24yIiEBeXp5KnRYtWqB+/fqv3G9gYCDMzMyUL1tb2xLFSERUWuPHj0dAQADCw8MxduxYLntAJDG1k6natWvj0KFDuH79OkJCQrB7925cu3YNhw4dQp06dYrdzqNHj1BQUABLS0uVcktLyxI/MLk4bSYkJMDQ0FB5J2Jx9ztnzhykpqYqX/fu3StRjERE6kpISMD777+P9PR0AM8e47Vs2TLY29tLHBkRASVYAf25Zs2aoWnTpgBQKf4qet4LR0RUlo4cOYKRI0ciMTERQghs3LhR6pCI6D/U7pkCgG3btsHBwQFVqlRBlSpV0Lp1a2zfvl2tNiwsLKCnp1do0npiYuJLJ5drok0rKyvk5uYiJSVFY/slItK0/Px8zJs3D71790ZiYiLs7e0xc+ZMqcMioiKonUwtX74cEydORN++fRESEoKQkBC4u7tjwoQJWLFiRbHbMTQ0RLt27XD06FFlmUKhwNGjR+Hi4qJuWMVus127djAwMFCpc+PGDcTFxZV4v0REmnT//n306tULn332GYQQ8PPzQ3h4OFq0aCF1aERUFHVnrNvZ2YmtW7cWKt+yZYuws7NTq61du3YJIyMjsWXLFnH16lUxbtw4YW5uLhISEoQQQrz33nti9uzZyvo5OTkiKipKREVFCWtrazFjxgwRFRUlbt26Vew2hRBiwoQJon79+uLYsWPiwoULwsXFRbi4uKgVuzbuBiAiCgsLExYWFgKAqFatmti5c6fUIRHpFG18f6s9Zyo+Ph6dO3cuVN65c2fEx8er1ZaXlxcePnyI+fPnIyEhAY6OjggNDVVOII+Li4Nc/m/n2YMHD9C2bVvl+6VLl2Lp0qXo1q0bTpw4Uaw2AWDFihWQy+Xw9PRETk4O3Nzc8M0336gVOxGRNjRs2BD6+vpwdHREcHAwmjVrJnVIRPQaxXo234vs7e0xfPhwzJ07V6X8s88+Q3BwMP766y+NBlhe8dl8RKQpT548QY0aNZTvr169ikaNGsHY2FjCqIh0kza+v9XumVq0aBG8vLxw8uRJvPnmmwCA06dP4+jRowgJCdFIUERElcWBAwfg6+uL1atXw9vbGwDQqlUriaMiInWoPQHd09MT586dg4WFBfbv34/9+/fDwsIC4eHhGDRokDZiJCLSObm5ufjwww/xzjvvIDk5GRs2bICaAwVEVE6oPcxHz3CYj4hK6u7duxg2bBjOnTsHAJg6dSq++OILrmVHVAbKxTDfc0lJSUhKSoJCoVApb926damDIiLSVfv378fo0aORkpICc3NzbN68GR4eHlKHRUSloHYyFRERAV9fX1y7dq1Ql7RMJkNBQYHGgiMi0iVXr15VTodwdnbGrl27YGdnJ21QRFRqaidTY8aMQbNmzbBx40ZYWlpWikfJEBFpQqtWrTBz5kwoFAosXrwYhoaGUodERBqg9pyp6tWrIyoqCk2aNNFWTBUC50wRUXHs2bMHHTp0QIMGDQAAQgj+EUokIW18f6t9N1+vXr1w8eJFjeyciEhXZWdn44MPPsCQIUMwbNgw5OXlAagcD4YnqmzUHub77rvv4Ovri8uXL8Pe3h4GBgYq2wcMGKCx4IiIKqKbN29i6NChyj88e/TowSSKSIepnUyFhYXh9OnT+PXXXwtt4wR0Iqrsdu7cifHjxyMjIwO1a9fG9u3b4ebmJnVYRKRFag/zTZ48GSNHjkR8fDwUCoXKi4kUEVVWT58+xfvvv48RI0YgIyMD3bp1Q3R0NBMpokpA7WTq8ePHmD59usqDg4mIKjuZTIYLFy5AJpNh/vz5OHLkCGxsbKQOi4jKgNrDfO+++y6OHz+Oxo0bayMeIqIK5fndecbGxggJCcG9e/fQq1cvqcMiojKkdjLVrFkzzJkzB6dOnYKDg0OhCehTpkzRWHBEROVVZmYmJk2ahIYNG2LBggUAnv1+bNasmcSREVFZU3udqYYNG768MZkMd+7cKXVQFQHXmSKqvC5fvowhQ4bg+vXrMDAwQExMDGxtbaUOi4iKoVw8my82NlYjOyYiqmiEENi4cSMmT56M7Oxs2NjYYOfOnUykiCq5Ej/omIioMklPT8eECROwc+dOAIC7uzu2bduG2rVrSxwZEUmNyRQR0WsUFBSgS5cuuHjxIvT09PD5559j5syZkMvVviGaiHQQfxMQEb2Gnp4eJk2ahHr16uGPP/7ArFmzmEgRkZLaE9DpGU5AJ9JtqampuH//Plq1agXg2Xyp9PR0/nsnquDKxYOOiYh03YULF+Dk5IS+ffviyZMnAJ7drcxEioiKUqw5U5cuXSp2g61bty5xMEREUhJCYNWqVZgxYwby8vLQoEEDPHjwADVq1JA6NCIqx4qVTDk6OkImkylX+n0VPp+PiCqiJ0+eYMyYMdi/fz8AwMPDA5s2bWIiRUSvVaxhvtjYWNy5cwexsbHYu3cvGjZsiG+++QZRUVGIiorCN998g8aNG2Pv3r3ajpeISOPOnTuHtm3bYv/+/TAwMMDXX3+Nffv2MZEiomIpVs9UgwYNlD8PGTIEK1euRN++fZVlrVu3hq2tLebNmwcPDw+NB0lEpE1fffUV/v77bzRq1AjBwcFo37691CERUQWi9jpTf/31V5GPlGnYsCGuXr2qkaCIiMrS+vXrYWVlhc8//xxmZmZSh0NEFYzad/O1bNkSgYGByM3NVZbl5uYiMDAQLVu21GhwRETacPr0acyYMQPPV4apWbMmVq9ezUSKiEpE7Z6ptWvX4p133kG9evWUd+5dunQJMpkMv/zyi8YDJCLSFIVCgS+//BIff/wxCgoK0LZtW4wYMULqsIioglM7merYsSPu3LmDHTt24Pr16wAALy8vDB8+HFWrVtV4gEREmvDw4UP4+PggNDQUADB8+HAMGDBA4qiISBeU6Nl8VatWxbhx4zQdCxGRVvzxxx8YPnw4Hjx4AGNjY6xevRpjxox57VIvRETFUaJk6tatWzh+/DiSkpKgUChUts2fP18jgRERacLKlSsxffp0KBQKtGzZEiEhIbC3t5c6LCLSIWonUxs2bMDEiRNhYWEBKysrlb/sZDIZkykiKlfeeOMNCCHg6+uLNWvWcDoCEWmc2g86btCgAT744APMmjVLWzFVCHzQMVH59fjxY9SqVUv5/uLFi2jTpo2EERFReVEuHnT85MkTDBkyRCM7JyLSpIKCAixYsACNGzfGrVu3lOVMpIhIm9ROpoYMGYLff/9dG7EQEZXYgwcP0KtXL3zyySdITU3l462IqMyoPWeqSZMmmDdvHs6ePQsHBwcYGBiobJ8yZYrGgiMiKo7ffvsN7733Hh4+fIhq1aph3bp1GD58uNRhEVElofacqaIeJaNsTCbDnTt3Sh1URcA5U0TSy8/Px7x587BkyRIAz4bzQkJC0KxZM4kjI6LyShvf32r3TMXGxmpkx0REpbV27VplIjVx4kQsX74cxsbGEkdFRJWN2nOmtGHNmjWws7ODsbExnJ2dER4e/sr6u3fvRosWLWBsbAwHBwccOnRIZbtMJivy9dVXXynr2NnZFdr+/JcyEVUM48ePR+/evREcHIxvvvmGiRQRSULtnqkxY8a8cvumTZvUai84OBgBAQFYu3YtnJ2dERQUBDc3N9y4cQN16tQpVP/MmTPw9vZGYGAg+vfvj507d8LDwwORkZHKhfji4+NVPvPrr79i7Nix8PT0VCn/5JNP4Ofnp3xfvXp1tWInorKVl5eHtWvXYsKECTAwMICBgQFCQ0O5kjkRSUrtOVODBg1SeZ+Xl4fLly8jJSUFPXv2xL59+9QKwNnZGR06dMDq1asBPHsQqa2tLSZPnozZs2cXqu/l5YXMzEwcOHBAWdapUyc4Ojpi7dq1Re7Dw8MD6enpOHr0qLLMzs4O06ZNw7Rp09SK9znOmSIqW3///Te8vLxw7tw5fPTRR/jiiy+kDomIKqByMWfqxx9/LFSmUCgwceJENG7cWK22cnNzERERgTlz5ijL5HI5XF1dERYWVuRnwsLCEBAQoFLm5uaG/fv3F1k/MTERBw8exNatWwttW7JkCT799FPUr18fw4cPx/Tp06GvX/QpycnJQU5OjvJ9Wlra6w6PiDRk//79GD16NFJSUmBubg4XFxepQyIiUtLInCm5XI6AgACsWLFCrc89evQIBQUFsLS0VCm3tLREQkJCkZ9JSEhQq/7WrVtRvXp1vPvuuyrlU6ZMwa5du3D8+HGMHz8eixcvxkcfffTSWAMDA2FmZqZ82draFucQiagUcnJyMG3aNAwaNAgpKSlwdnZGVFQUPDw8pA6NiEipRA86LkpMTAzy8/M11ZzGbNq0CSNGjCg0MfXF3q3WrVvD0NAQ48ePR2BgIIyMjAq1M2fOHJXPpKWlMaEi0qLY2FgMGTIEERERAIAPP/wQixcvhqGhocSRERGpUjuZ+u8QmxAC8fHxOHjwIHx9fdVqy8LCAnp6ekhMTFQpT0xMhJWVVZGfsbKyKnb9P//8Ezdu3EBwcPBrY3F2dkZ+fj7u3r2L5s2bF9puZGRUZJJFRNqRm5uL69evo2bNmti6dSv69+8vdUhEREVSe5gvKipK5XXp0iUAwLJlyxAUFKRWW4aGhmjXrp3KxHCFQoGjR4++dE6Ei4uLSn0AOHz4cJH1N27ciHbt2hXruVzR0dGQy+VF3kFIRGVDoVAof27evDn27NmD6OhoJlJEVK6p3TN1/PhxjQYQEBAAX19ftG/fHh07dkRQUBAyMzMxevRoAICPjw/q1q2LwMBAAMDUqVPRrVs3LFu2DP369cOuXbtw4cIFrF+/XqXdtLQ07N69G8uWLSu0z7CwMJw7dw49evRA9erVERYWhunTp2PkyJGoUaOGRo+PiIrn1q1b8Pb2xrJly9CtWzcAgLu7u8RRERG9XonnTD18+BA3btwA8OwvyNq1a5eoHS8vLzx8+BDz589HQkICHB0dERoaqpxkHhcXB7n83w60zp07Y+fOnfj4448xd+5cNG3aFPv371euMfXcrl27IISAt7d3oX0aGRlh165dWLhwIXJyctCwYUNMnz690BAmEZWNH374AePGjUNGRgamTp2KqKgorh1FRBWG2utMZWZmYvLkydi2bZuyS15PTw8+Pj5YtWoVTExMtBJoecN1pohK7+nTp5g6dSo2bNgAAOjWrRt27twJGxsbiSMjIl2lje9vtedMBQQE4I8//sAvv/yClJQUpKSk4KeffsIff/yBDz/8UCNBEZHuu379Ojp27IgNGzZAJpNh/vz5OHLkCBMpIqpw1O6ZsrCwwJ49e9C9e3eV8uPHj2Po0KF4+PChJuMrt9gzRVRyt27dgqOjI7KysmBpaYkdO3agV69eUodFRJVAuVgB/fkvv/+qU6cOsrKyNBIUEem2Jk2a4J133sGjR4/w/fffv3QpFCKiikDtnqlevXqhVq1a2LZtm3IhzKdPn8LX1xfJyck4cuSIVgItb9gzRaSeK1euwMbGRnnHbFZWFoyMjKCnpydxZERUmZSLnqmvv/4abm5uqFevnnL9posXL8LY2Bi//fabRoIiIt0hhMCmTZvg7++PPn36YO/evZDJZJXmZhUi0n1qJ1P29va4desWduzYgevXrwMAvL29MWLECFSpUkXjARJRxZWeno6JEydix44dAJ71YmdlZaFq1aoSR0ZEpDklWmfKxMQEfn5+mo6FiHTIxYsXMXToUNy8eRN6enr4/PPPMXPmTJV144iIdEGJkqkbN25g1apVuHbtGgCgZcuW8Pf3R4sWLTQaHBFVPEIIrFu3DtOmTUNOTg7q1auHXbt24c0335Q6NCIirVD7T8S9e/fC3t4eERERaNOmDdq0aYPIyEg4ODhg79692oiRiCqQ9PR0LF68GDk5Oejfvz+io6OZSBGRTlP7br7GjRtjxIgR+OSTT1TKFyxYgO+//x4xMTEaDbC84t18RC8XFhaGM2fOICAggI+FIaJyRRvf32onUyYmJrh06RKaNGmiUn7r1i20adOm0qw1xWSK6BkhBNasWYPq1avD19dX6nCIiF6pXCyN0L17d/z555+FkqlTp06hS5cuGgmKiCqGlJQUjB07Fvv27UOVKlXQtWtXNGzYUOqwiIjKlNrJ1IABAzBr1ixERESgU6dOAICzZ89i9+7dWLRoEX7++WeVukSkm8LDw+Hl5YW7d+/CwMAAS5YsgZ2dndRhERGVObWH+Yp7W7NMJkNBQUGJgqoIOMxHlZUQAitWrMCsWbOQn5+PRo0aITg4GO3bt5c6NCKi1yoXw3wKhUIjOyaiikehUMDT0xP79+8HAAwZMgQbNmyAmZmZtIEREUmIq+cRUbHJ5XI4ODjAyMgI33zzDYKDg5lIEVGlp/YwHwCcP38ex48fR1JSUqGequXLl2ssuPKMw3xUWSgUCjx58gS1atUCABQUFODmzZto2bKlxJEREamvXAzzLV68GB9//DGaN28OS0tLlTVkuJ4MkW55+PAhfH19kZiYiDNnzsDIyAh6enpMpIiIXqB2MvX1119j06ZNGDVqlBbCIaLy4uTJk/D29saDBw9gbGyMCxcucCVzIqIiqD1nSi6X8xcqkQ4rKCjAZ599hh49euDBgwdo0aIFwsPD+e+eiOgl1E6mpk+fjjVr1mgjFiKSWGJiItzd3TFv3jwoFAr4+vriwoULcHBwkDo0IqJyS+0J6AqFAv369cPNmzfRqlUrGBgYqGzft2+fRgMsrzgBnXTRwIED8fPPP8PExATffPMNHw9DRGrLys1Hq/m/AQCufuIGE0O1ZxRpVbmYgD5lyhQcP34cPXr0QK1atTjpnEiHBAUFITk5GevWrUOrVq2kDoeIqEJQO5naunUr9u7di379+mkjHiIqQw8ePEBoaCjGjBkDAGjYsCH+/PNPiaMiIqpY1E6matasicaNG2sjFiIqQ7///jtGjhyJhw8fwsbGBu7u7lKHRERUIak9AX3hwoVYsGABsrKytBEPEWlZfn4+5s6dCzc3Nzx8+BBt2rRBo0aNpA6LiKjCUrtnauXKlYiJiYGlpSXs7OwKTUCPjIzUWHBEpFn//PMPvL29cerUKQDAxIkTsXz5chgbG0scGRFRxaV2MuXh4aGFMIhI23799Ve89957ePz4MUxNTbFhwwYMHTpU6rAqnPJ+pxIRlT21fwssWLBAG3EQkZY9evQIjx8/Rrt27RAcHKyzcx+Z7BBRWSvxb5mIiAhcu3YNAPDGG2+gbdu2GguKiDRDoVBALn82NfK9996Dnp4ePD09YWRkJHFkRES6Q+0J6ElJSejZsyc6dOiAKVOmYMqUKWjXrh169eqFhw8faiNGIiqBn376CW3atFH5dzl8+HAmUkREGqZ2MjV58mSkp6fjypUrSE5ORnJyMi5fvoy0tDRMmTJFGzESkRpyc3Mxbdo0eHh44PLly/jiiy+kDomISKepPcwXGhqKI0eOoGXLlsqyVq1aYc2aNejdu7dGgyMi9dy5cwdeXl64cOECAODDDz/E4sWLJY5Kt2Tl5qv8zDlZRKT2bwGFQlFoOQQAMDAwgEKh0EhQRKS+vXv3YsyYMUhLS0PNmjWxZcsWvPPOOwA4KZuISJvUHubr2bMnpk6digcPHijL7t+/j+nTp6NXr14aDY6Iimfr1q0YPHgw0tLS8OabbyI6OlqZSBERkXapnUytXr0aaWlpsLOzQ+PGjdG4cWM0bNgQaWlpWLVqlTZiJKLXGDRoEJo0aYLZs2fj+PHjsLW1lTokIqJKQ+2+fltbW0RGRuLIkSO4fv06AKBly5ZwdXXVeHBE5Z2Uw2cnT55Ely5dIJPJYGpqiujoaFStWrXM9k9ERM+U6De/TCbD22+/jbffflvT8RDRazx9+hTTpk3D+vXrsWrVKvj7+wMAEykiIokUe5jv2LFjaNWqFdLS0gptS01NxRtvvIE///yzREGsWbMGdnZ2MDY2hrOzM8LDw19Zf/fu3WjRogWMjY3h4OCAQ4cOqWwfNWoUZDKZysvd3V2lTnJyMkaMGAFTU1OYm5tj7NixyMjIKFH8RNqSlZsPu9kHYTf7ILJy83H9+nU4Oztj/fr1kMlkePLkidQhEhFVesVOpoKCguDn5wdTU9NC28zMzDB+/HgsX75c7QCCg4MREBCABQsWIDIyEm3atIGbmxuSkpKKrH/mzBl4e3tj7NixiIqKgoeHh3I9nRe5u7sjPj5e+frhhx9Uto8YMQJXrlzB4cOHceDAAZw8eRLjxo1TO36isrJzx/do3749/vrrL1haWuL333/HvHnzpA6LiKjSK3YydfHixUK9Oy/q3bs3IiIi1A5g+fLl8PPzw+jRo9GqVSusXbsWJiYm2LRpU5H1v/76a7i7u2PmzJlo2bIlPv30Uzg5OWH16tUq9YyMjGBlZaV81ahRQ7nt2rVrCA0NxXfffQdnZ2e89dZbWLVqFXbt2qVylyJReaDIzcajg0HwGzMamZmZ6NmzJ6KjozlPkYionCh2MpWYmFjk+lLP6evrq/04mdzcXERERKh8Kcjlcri6uiIsLKzIz4SFhRX6EnFzcytU/8SJE6hTpw6aN2+OiRMn4vHjxyptmJubo3379soyV1dXyOVynDt3rsj95uTkIC0tTeVFVBbyHv2NzCvHIJfL8cknn+D333+HlZWV1GEREdH/K3YyVbdu3UJDaS+6dOkSrK2t1dr5o0ePUFBQAEtLS5VyS0tLJCQkFPmZhISE19Z3d3fHtm3bcPToUXzxxRf4448/0KdPHxQUFCjbqFOnjkob+vr6qFmz5kv3GxgYCDMzM+WLt57rhv/OSSqPjGyao+bbE3Aw9Nmwnp6entQhERHRC4qdTPXt2xfz5s1DdnZ2oW1Pnz7FggUL0L9/f40GV1LDhg3DgAED4ODgAA8PDxw4cADnz5/HiRMnStzmnDlzkJqaqnzdu3dPcwFXMhUhgZFSRkYG/Pz8cPXqVWVZ9bZ90bVbNwmjIiKilyn20ggff/wx9u3bh2bNmsHf3x/NmzcHAFy/fh1r1qxBQUEB/ve//6m1cwsLC+jp6SExMVGlPDEx8aXDGFZWVmrVB4BGjRrBwsICt2/fRq9evWBlZVVognt+fj6Sk5Nf2o6RkRGMjIyKc1hUQby4RlR5cenSJQwZMgQ3b97E+fPncersq+9sJSIi6RW7Z8rS0hJnzpyBvb095syZg0GDBmHQoEGYO3cu7O3tcerUqULDb69jaGiIdu3a4ejRo8oyhUKBo0ePwsXFpcjPuLi4qNQHgMOHD7+0PgD8888/ePz4sXIY0sXFBSkpKSoT5o8dOwaFQgFnZ2e1jqEyYs+S5gkhsG7dOnTs2BE3b95E3bp1sXr1asjlaj+kgIiIyphai3Y2aNAAhw4dwpMnT3D79m0IIdC0aVOVO+XUFRAQAF9fX7Rv3x4dO3ZEUFAQMjMzMXr0aACAj48P6tati8DAQADA1KlT0a1bNyxbtgz9+vXDrl27cOHCBaxfvx7AsyGSRYsWwdPTE1ZWVoiJicFHH32EJk2awM3NDcCzFdvd3d3h5+eHtWvXIi8vD/7+/hg2bBhsbGxKfCz0DB+qq560tDSMGzcOwcHBAIB+/fphy5YtsLCwYLJKRFQBlOhbrkaNGujQoYNGAvDy8sLDhw8xf/58JCQkwNHREaGhocperri4OJW/zjt37oydO3fi448/xty5c9G0aVPs378f9vb2AAA9PT1cunQJW7duRUpKCmxsbNC7d298+umnKsN0O3bsgL+/P3r16gW5XA5PT0+sXLlSI8dEVFz37t1Dz549cfv2bejr62PJkiWYPn06e6SIiCqQctFl4O/vr3wkxn8VNWl8yJAhGDJkSJH1q1Spgt9+e/08mJo1a2Lnzp1qxVlZlLZn6cXelKzcfPZMvYK1tTWsra2Rl5eHXbt2oVOnTlKHREREauK3HFEZS0lJQZUqVWBkZAR9fX2EhITAyMioVMPlREQkHY4lUCH/7VlSdzu9XHh4ONq2bYuPPvpIWfbfFfqJiKhiYTJFVAaEEFixYgXeeust3L17FwcOHOAq+kREOoLJFBXyNLegyJ+pZJKTk+Hh4YGAgADk5eVh8ODBiIyMLPKh4UREVPEwmSLSorCwMDg6OuLnn3+GkZERvvnmG4SEhMDMzEzq0IiISEM4Ab0S4fpPZSszMxMDBgzAo0eP0LRpU4SEhMDR0VHqsIiISMPYM1WJcOJ42apatSrWrl0Lb29vREREMJEiItJR7Jog0qCTJ08iLy8PvXr1AgB4enrC09NT4qiIiEib2DNFpAFCKPDlkkD06NED3t7eePDggdQhERFRGWHPFFEpFWQ+waMDy7HobhQAoE+fPrxTj4ioEmEypWM4ybxsnTh+HPGbp6Ag8wlMTEywZs0ajBo1SuqwiIioDHGYT8dwknnZEEJg4cKF6N/HDQWZT2BgUR8nz4QxkSIiqoTYbaFjuOBm2ZDJZLh79y6EEKjWujdquI5Dy5atpA6LiIgkwGRKxyRn5qr8bFuzqoTR6J6CggLo6ekBANasWQO3vv0wJ9JE4qiIiEhKHOYjKob8/HzMnTsXAwcOhEKhAPBsHamBHoMkjoyIiKTGnimi1/jnn3/g7e2NU6dOAQAOHz4MNzc3iaMiIqLygj1TRK9w6NAhODo64tSpU6hevTp27drFRIqIiFQwmSIqQl5eHj766CP069cPjx8/hpOTEyIjI+Hl5SV1aEREVM4wmSIqwqhRo/DVV18BACZPnowzZ86gSZMmEkdFRETlEZMpoiJMnz4dderUwd69e7Fy5UoYGRlJHRIREZVTnIBOBEAU5OH0qVN4u2d3AED79u0RGxsLExMue0BERK/Gnimq9PJSEpCw4yP07+OGqKgoZTkTKSIiKg72TFGllnnjNB7/uhIiJxM1atTAo0ePpA6JiIgqGCZTVCllZ2cjYHoAHu3/FgBgVLclwk4cQPMmjSSOjIiIKhomU1Tp3L59G0OHDlUO6Zk6D4Z5l5GwrV9f4siIiKgiYjJFlc6+ffsQFRUFCwsLyLv7o0rj9lKHREREFRiTKap0ZsyYgSdPnmDsuAlwXXdZ6nCIiKiC4918pPOuX7+OYcOGISsrCwAgl8sRGBgIm7p1JY6MiIh0AXumSKdt374dEydORGZmJmxsbLB8+XKpQyIiIh3DninSSVlZWRgzZgx8fHyQmZmJHj16YObMmVKHRUREOojJFOmcq1evokOHDti8eTPkcjkWLVqEw4cPw9raWurQiIhIB3GYj3TKoUOHMHjwYDx9+hTW1tbYuXMnunfvLnVYRESkw5hMkU5p3bo1TExM0KVLF2zfvh116tSROiQiItJxTKaowouPj1cO4dWrVw9hYWFo3Lgx5HKOYhMRkfbx24YqLCEE1q1bh0aNGmH//v3K8qZNmzKRIiKiMsNvHKqQ0tLS4O3tjQkTJiA7Oxt79uyROiQiIqqkmExRhRMZGQknJycEBwdDX18fX331FbZt2yZ1WEREBKBAIZQ/n7uTrPJeVzGZogpDCIHVq1fDxcUFMTExqF+/Pk6ePIkZM2ZwWI+IqBwIvRwP1+V/KN+P3nIeb31xDKGX4yWMSvv4DVTBZOXmw272QdjNPois3HypwylTZ86cweTJk5Gbm4sBAwYgKioKLi4uUodFlcyLf2VfiH1SKf7qJiqO0MvxmPh9JBLTclTKE1KzMfH7SJ1OqMpFMrVmzRrY2dnB2NgYzs7OCA8Pf2X93bt3o0WLFjA2NoaDgwMOHTqk3JaXl4dZs2bBwcEBVatWhY2NDXx8fPDgwQOVNuzs7CCTyVReS5Ys0crxadL52MdF/lwZvPnmm5g2bRpWrFiB/fv3o2bNmlKHROWQNocYQi/Ho//KU8r3E3ZE4s0luv9XN9HrFCgEFv1yFUX9a3tetuiXqzr7x4fkyVRwcDACAgKwYMECREZGok2bNnBzc0NSUlKR9c+cOQNvb2+MHTsWUVFR8PDwgIeHBy5fvgzg2WNEIiMjMW/ePERGRmLfvn24ceMGBgwYUKitTz75BPHx8crX5MmTtXqsmvBTZFyRP+siIQTWrFmjkgivWLEC06ZNg0wmkzAyKq+0OcQQejkeE76PxMOMXJXyhLRsTNDxv7qJXic8Nhnxqdkv3S4AxKdmIzw2ueyCKkOSJ1PLly+Hn58fRo8ejVatWmHt2rUwMTHBpk2biqz/9ddfw93dHTNnzkTLli3x6aefwsnJCatXrwYAmJmZ4fDhwxg6dCiaN2+OTp06YfXq1YiIiEBcnGryUb16dVhZWSlfVatW1frxltb5u4+L/FnXJCcnw8PDA/7+/hgxYgQKCgqkDqlIFWWiZUWJszS0OcRQoBCYve+vV9aZs+8vnTyvRMWRlP7yRKok9SoaSZOp3NxcREREwNXVVVkml8vh6uqKsLCwIj8TFhamUh8A3NzcXlofAFJTUyGTyWBubq5SvmTJEtSqVQtt27bFV199hfz8l89BysnJQVpamspLCk/SCor8WZeEhYXB0dERP//8MwwNDTF48OByOcG8oky0rChxloa2hxjO3nmMlKy8V9Z5kpWHs3d09w8colepU91Yo/UqGkm/oR49eoSCggJYWlqqlFtaWiIhIaHIzyQkJKhVPzs7G7NmzYK3tzdMTU2V5VOmTMGuXbtw/PhxjB8/HosXL8ZHH3300lgDAwNhZmamfNna2hb3MDUqXxT9sy5QKBT48ssv0aVLF9y7dw9NmjTB2bNnMWnSpDIZ1lOnx6asJlqWtkepskwI1fYQQ1hM8ZKk4tYj0jUdG9aEtZkxXvabWgbA2swYHRvq5lzX8vfnvgbl5eVh6NChEELg22+/VdkWEBCA7t27o3Xr1pgwYQKWLVuGVatWIScnp8i25syZg9TUVOXr3r17ZXEIhYiX/FzRJScno3///pg1axYKCgowbNgwREREoG3btlrb5+Grqgl4cXtsymqiZWl7lCrThFDtDzEU9xxV/HNJVBJ6chkWvNOqyG3PE6wF77SCnlw357tKmkxZWFhAT08PiYmJKuWJiYmwsrIq8jNWVlbFqv88kfr7779x+PBhlV6pojg7OyM/Px93794tcruRkRFMTU1VXlQyRfW2GBkZITY2FsbGxli3bh127typ1XMcejkeU3ddLFRenB6bsphoqYkepco0IVTbQwwujSw0Wo9IF7nbW+PbkU6wNDVSKbcyM8a3I53gbm8tUWTaJ2kyZWhoiHbt2uHo0aPKMoVCgaNHj750/SAXFxeV+gBw+PBhlfrPE6lbt27hyJEjqFWr1mtjiY6OhlwuR506dUp4NFQcL/a2CKHAqM3n8NYXx/BnbBr27NmDc+fOYdy4cVod1nvVZOLi9NhouxdEUz1KlWlCqLaHGDo1rgVzE4NX1jE3MUCnxq//XUOky9ztrXEkoJvy/eZRHXBqVk+dTqSAcjDMFxAQgA0bNmDr1q24du0aJk6ciMzMTIwePRoA4OPjgzlz5ijrT506FaGhoVi2bBmuX7+OhQsX4sKFC/D39wfwLJEaPHgwLly4gB07dqCgoAAJCQlISEhAbu6zW5rDwsIQFBSEixcv4s6dO9ixYwemT5+OkSNHokaNGmV/EiqYvBcma+0Ii0NuvqJY21/sbSnIfIKkkAVIC9+v7G25J2qidevWWo9/9bFbr5xM/LoeG233gmiqR6kyTQjV9hCDnlyGJe86vLLOkncddHYIg0gdL/47cG5Us1L8u5A8mfLy8sLSpUsxf/58ODo6Ijo6GqGhocpJ5nFxcYiP/3dIo3Pnzti5cyfWr1+PNm3aYM+ePdi/fz/s7e0BAPfv38fPP/+Mf/75B46OjrC2tla+zpw5A+DZkN2uXbvQrVs3vPHGG/j8888xffp0rF+/vuxPQAUTeOgqXJYcU75fcfQWWsz7FYGHrr5y++cHryp7W57+fRHxm6cg+24UUs/sQn52BoCymb9ToBDYfPpuseq+rMdG270gmupRqmwTQrU9xOBub421I51Qu5pqD5WVqRHW6vgQBhG9mr7UAQCAv7+/smfpv06cOFGobMiQIRgyZEiR9e3s7CDEq7+QnZyccPbsWbXjrOj+22M0sUcTGOoXzqezc//taVr223UEejqiiqEeAg9dxbqTsYXqKwSw7mQswu48xqV/Ci8ZoRDAhj9jIRQFSD2zC6mndwEQMKhVHxYDZ0HPuJpKb4uLFodKwmOTkfL01be4P/eyHpvnvSATv48stE0TvSCa6lHSdpzlkbu9Nd5sYgGHhb8DeDbE0LVZbY0do7u9NdrWN4fz4md/MKwd4YS337DSqXNIROqTvGeKysbrepSe89t2Hm8HnVS+338xAS3nh2LslnBs+LNwIvWiohKp5/IzkpEYPA+pp38AIFDV4W1Y+S6HYe0GKvW0PX+nuO2bmxi8ssdGm70gmuxRqowTQrU9xPBie+0b1mAiRUTlo2eKNEfxwjDZX/+kwL6uOb4MvfbKHiUAmNO3Ffy2ncfhq0U/xufo9YcljykvBwnbAlCQ/ggyA2PU7P0Bqtn3LLKutufvFLf90Z0bvvZLUlu9IJruUdJ2bw0RUWXHnikdEno5Hu9v/fch0R//dBWdA49g/Wt6lDb8GYvUrLyXJlKlJTcwgmnHQTCobQdr3xVFJlJlNX/ndb0+wLNeKf+eTYrVnrZ6QTTdo1QZJ4QSEZUV9kzpiOd3yv13tlhiem6R9V+kEMCYLeGvraeO/LRHUORkKofxqrcbgOqOfSDTNyxUtyzn77yq1+e58nJXFnuUiIgqBvZM6YBXrUtUXA9ecSu+up7GnEf8lil4+OPnUORkAQBkMhn0DAyxelhbyefvvKzXx7Ic3pXFHiUiovKPPVM64HXrEhWHjZlxqduwtzbBnztXIy18HwBA37Q2FDmZkBuZAAD8ujREf0cbdGtRW/Lelv/2+gDAkYBuqG786oUZiYiI/os9UzrgXnJmqT4vlwGbRnUsVt2xne2K/LxXCyMkB/9PmUhVd+oPq5FLoW9aG3IZML5rQ8zp+2xRxfLS2/Lf/bLXh4iISoI9Uzog+HzpHrrs16UhzEwM8HarOq+chP52qzqYN+ANvN+1kXKZhem9mqJexlX4jX0PT548gZmZGZau/BafXTVVbn/ZelZERES6gN9wOiA9J79En/tvj9EGnw54u1XRzyZ8u1UdbPDpAAAw0P+3B2d4J1usX/stnjx5gg4dOiAqKgoe7w5Sbh/hUp+JFBER6TT2TOmABjVNcDMx47X1ujSpiT9vP3ue28t6jDb4dMCthHTlwp0ebayUK6AXRSaTYdu2bVi9ejXmzZsHQ0NDPMqo+A/OJSIiKi52GeiAFV5ti1XvM49/HyL8qh4jY8N/yz90a1EokTrw0348ObZR+d7S0hKffvopDA0LL3tARESk65hM6YBqxvpoXc/0lXVa1zNFVeOie5eKKzs7G5MnT8bokd5IO/8jnsacL1V7REREuoDJlI742b/LSxOq1vVM8bN/l1K1f/v2bXTu3BmrV68GAJg6e8LYrng9YkRERLqMc6Z0yM/+XXD29iMM++4cAKBjgxrYNLojqhmX7n9zcHAw/Pz8kJ6ejlq1amHVuu8w5zzXYyIiIgLYM6Vzqhj9O5T3v/4tS51IBS6aj2HDhiE9PR1dunRBdHQ03nZzL22YREREOoPJFL1SR5fOkMvl+N///odjx46hXr16UodERERUrnCYjwpJePBA+XOv3u64ceMGmjRpImFERERE5Rd7pkgpKysLY8eOxdtdnJGf+u9K6EykiIiIXo7JFAEArl69ig4dOmDTpk1IS01BdtwlqUMiIiKqEJhMVTA5//l59W9/lao9IQQ2b96M9u3b4+rVq7CyssIPPx5ANQfXUrVLRERUWTCZqkDsZh8sVLb0eFyR5cWRkZEBX19fjBkzBk+fPsXbb7+N6OhodO7SrbShEhERVRpMpiqI1yVMJUmoli1bhu3bt0Mul+Pzzz9HaGgoLC0tSxoiERFRpcRkqgIo7lCeukN+s2bNQr9+/XDixAnMnTsXcjkvByIiInXx27MCWHo8TiP10tPSkBoWAqEoAAAYGxvjwIED6NKldI+aISIiqsy4zlQlERUVBc8hQ5ASEwNRkA+gt9QhERER6QT2TOk4IQTWrFmDTp06ITYmBnrVa/MBxURERBrEnikdlpaaiqEB47Bnzx4AgHvf/rjcZAT0qlSXODIiIiLdwZ6pCqC4/5NerJebGAPvvt2xZ88eGBgYYPny5di2K4SJFBERkYYxmaoADvgXb4K4Sj25Hh4lJcLOzg6nTp3C9OnTIZPJtBQhERFR5cVkqgJoVc+0WPWaWZkofzasbYegjTsQFRWFjh07ais0IiKiSo/JVAVxd0m/V27/YWBNtGjRApcizyvLXLr2gLm5uZYjIyIiqtyYTFUgd5f0K/Q/7MAHb2JSravo2rUrYmJisOarxZLERkREVFkxmapgDF74WT8rFbMmjsBHH32E/Px8eHl5Ydn6rZLFRkREVBlxaYQKKvveZTz++SvEZDyGkZERvv76a4wbNw6X/kmROjQiIqJKhclUBZQTfxOJP8wFhALNmjVDSEgI2rRpI3VYRERElRKTqQrI0KopqjTuAH0jE0Sc/RnVqlWTOiQiIqJKi8lUBXHq1Cll75NMJkPtgbNhpKfPRIqIiEhinIBezhUUFGDRokXo1q0bJk6cCCEEAECmb8BFOImIiMqBcpFMrVmzBnZ2djA2NoazszPCw8NfWX/37t1o0aIFjI2N4eDggEOHDqlsF0Jg/vz5sLa2RpUqVeDq6opbt26p1ElOTsaIESNgamoKc3NzjB07FhkZGRo/ttKIj49H7969sXDhQigUChgaGgKKAqnDIiIiohdInkwFBwcjICAACxYsQGRkJNq0aQM3NzckJSUVWf/MmTPw9vbG2LFjERUVBQ8PD3h4eODy5cvKOl9++SVWrlyJtWvX4ty5c6hatSrc3NyQnZ2trDNixAhcuXIFhw8fxoEDB3Dy5EmMGzdO68dbXIcPH4ajoyOOHTuGqlWrYtu2bdi0aRNkehyZJSIiKk8k/2Zevnw5/Pz8MHr0aADA2rVrcfDgQWzatAmzZ88uVP/rr7+Gu7s7Zs6cCQD49NNPcfjwYaxevRpr166FEAJBQUH4+OOPMXDgQADAtm3bYGlpif3792PYsGG4du0aQkNDcf78ebRv3x4AsGrVKvTt2xdLly6FjY1NGR19Yfn5+Vi4cCEWL14MIQQcHBwQEhKCFi1aFOvzVQz0ivwZAEwM9Yv8uVAbhnpF/lzcdiyqGb92xfby5uonbq88JxWdiaF+hft/UlLaPtaKeH0TkXZJ+u2Rm5uLiIgIzJkzR1kml8vh6uqKsLCwIj8TFhaGgIAAlTI3Nzfs378fABAbG4uEhAS4uroqt5uZmcHZ2RlhYWEYNmwYwsLCYG5urkykAMDV1RVyuRznzp3DoEGDCu03JycHOTk5yvdpaWklOubXefLkCb777jsIITBu3DgEBQWhSpUqxf58vZomRf4MFP9L5nVfFqX9siovX+yaiEPbx1JezhUREb2cpMnUo0ePUFBQAEtLS5VyS0tLXL9+vcjPJCQkFFk/ISFBuf152avq1KlTR2W7vr4+atasqazzX4GBgVi0aFExj6zkateujZ07dyIpKQnDhg0rtP3Ga75Y+eVLRERSqozfQ7o7rqFhc+bMUekRS0tLg62trVb21bNnT620S0RERJon6QR0CwsL6OnpITExUaU8MTERVlZWRX7GysrqlfWf//d1df47wT0/Px/Jyckv3a+RkRFMTU1VXkRERESSJlOGhoZo164djh49qixTKBQ4evQoXFxcivyMi4uLSn3g2Z1vz+s3bNgQVlZWKnXS0tJw7tw5ZR0XFxekpKQgIiJCWefYsWNQKBRwdnbW2PERERGR7pN8mC8gIAC+vr5o3749OnbsiKCgIGRmZirv7vPx8UHdunURGBgIAJg6dSq6deuGZcuWoV+/fti1axcuXLiA9evXA3i2Ovi0adPw2WefoWnTpmjYsCHmzZsHGxsbeHh4AABatmwJd3d3+Pn5Ye3atcjLy4O/vz+GDRsm6Z18REREVPFInkx5eXnh4cOHmD9/PhISEuDo6IjQ0FDlBPK4uDjI5f92oHXu3Bk7d+7Exx9/jLlz56Jp06bYv38/7O3tlXU++ugjZGZmYty4cUhJScFbb72F0NBQGBsbK+vs2LED/v7+6NWrF+RyOTw9PbFy5cqyO3AiIiLSCTLx/PkkpJa0tDSYmZkhNTWV86eIiIgqCG18f0u+AjoRERFRRcZkioiIiKgUmEwRERERlQKTKSIiIqJSYDJFREREVApMpoiIiIhKgckUERERUSkwmSIiIiIqBSZTRERERKUg+eNkKqrnC8enpaVJHAkREREV1/PvbU0+AIbJVAmlp6cDAGxtbSWOhIiIiNSVnp4OMzMzjbTFZ/OVkEKhwIMHD1C9enXIZDKNtZuWlgZbW1vcu3ev0j/zj+fiGZ6HZ3ge/sVz8QzPwzM8D88U9zwIIZCeng4bGxvI5ZqZ7cSeqRKSy+WoV6+e1to3NTWt1P8oXsRz8QzPwzM8D//iuXiG5+EZnodninMeNNUj9RwnoBMRERGVApMpIiIiolJgMlXOGBkZYcGCBTAyMpI6FMnxXDzD8/AMz8O/eC6e4Xl4hufhGSnPAyegExEREZUCe6aIiIiISoHJFBEREVEpMJkiIiIiKgUmU0RERESlwGRKC9asWQM7OzsYGxvD2dkZ4eHhr6y/e/dutGjRAsbGxnBwcMChQ4dUtgshMH/+fFhbW6NKlSpwdXXFrVu3VOokJydjxIgRMDU1hbm5OcaOHYuMjAyNH5s6NHke8vLyMGvWLDg4OKBq1aqwsbGBj48PHjx4oNKGnZ0dZDKZymvJkiVaOb7i0vT1MGrUqELH6O7urlJH168HAIXOwfPXV199paxTHq8HQL1zceXKFXh6eiqPJSgoqERtZmdnY9KkSahVqxaqVasGT09PJCYmavKw1Kbp8xAYGIgOHTqgevXqqFOnDjw8PHDjxg2VOt27dy90TUyYMEHTh6YWTZ+HhQsXFjrGFi1aqNQpj9cDoPlzUdTvAJlMhkmTJinraOSaEKRRu3btEoaGhmLTpk3iypUrws/PT5ibm4vExMQi658+fVro6emJL7/8Uly9elV8/PHHwsDAQPz111/KOkuWLBFmZmZi//794uLFi2LAgAGiYcOG4unTp8o67u7uok2bNuLs2bPizz//FE2aNBHe3t5aP96X0fR5SElJEa6uriI4OFhcv35dhIWFiY4dO4p27dqptNOgQQPxySefiPj4eOUrIyND68f7Mtq4Hnx9fYW7u7vKMSYnJ6u0o+vXgxBC5fjj4+PFpk2bhEwmEzExMco65e16EEL9cxEeHi5mzJghfvjhB2FlZSVWrFhRojYnTJggbG1txdGjR8WFCxdEp06dROfOnbV1mK+ljfPg5uYmNm/eLC5fviyio6NF3759Rf369VX+n3fr1k34+fmpXBOpqanaOszX0sZ5WLBggXjjjTdUjvHhw4cqdcrb9SCEds5FUlKSynk4fPiwACCOHz+urKOJa4LJlIZ17NhRTJo0Sfm+oKBA2NjYiMDAwCLrDx06VPTr10+lzNnZWYwfP14IIYRCoRBWVlbiq6++Um5PSUkRRkZG4ocffhBCCHH16lUBQJw/f15Z59dffxUymUzcv39fY8emDk2fh6KEh4cLAOLvv/9WljVo0KDIf1BS0cZ58PX1FQMHDnzpPivr9TBw4EDRs2dPlbLydj0Iof65eNHLjud1baakpAgDAwOxe/duZZ1r164JACIsLKwUR1Ny2jgP/5WUlCQAiD/++ENZ1q1bNzF16tSShKwV2jgPCxYsEG3atHnp58rj9SBE2VwTU6dOFY0bNxYKhUJZpolrgsN8GpSbm4uIiAi4uroqy+RyOVxdXREWFlbkZ8LCwlTqA4Cbm5uyfmxsLBISElTqmJmZwdnZWVknLCwM5ubmaN++vbKOq6sr5HI5zp07p7HjKy5tnIeipKamQiaTwdzcXKV8yZIlqFWrFtq2bYuvvvoK+fn5JT+YUtDmeThx4gTq1KmD5s2bY+LEiXj8+LFKG5XtekhMTMTBgwcxduzYQtvKy/UAlOxcaKLNiIgI5OXlqdRp0aIF6tevX+L9loY2zkNRUlNTAQA1a9ZUKd+xYwcsLCxgb2+POXPmICsrS2P7VIc2z8OtW7dgY2ODRo0aYcSIEYiLi1NuK2/XA1A210Rubi6+//57jBkzBjKZTGVbaa8JPuhYgx49eoSCggJYWlqqlFtaWuL69etFfiYhIaHI+gkJCcrtz8teVadOnToq2/X19VGzZk1lnbKkjfPwX9nZ2Zg1axa8vb1VHmg5ZcoUODk5oWbNmjhz5gzmzJmD+Ph4LF++vJRHpT5tnQd3d3e8++67aNiwIWJiYjB37lz06dMHYWFh0NPTq5TXw9atW1G9enW8++67KuXl6XoASnYuNNFmQkICDA0NC/3h8apzqk3aOA//pVAoMG3aNLz55puwt7dXlg8fPhwNGjSAjY0NLl26hFmzZuHGjRvYt2+fRvarDm2dB2dnZ2zZsgXNmzdHfHw8Fi1ahC5duuDy5cuoXr16ubsegLK5Jvbv34+UlBSMGjVKpVwT1wSTKapw8vLyMHToUAgh8O2336psCwgIUP7cunVrGBoaYvz48QgMDNSZRy0MGzZM+bODgwNat26Nxo0b48SJE+jVq5eEkUln06ZNGDFiBIyNjVXKK8P1QEWbNGkSLl++jFOnTqmUjxs3Tvmzg4MDrK2t0atXL8TExKBx48ZlHaZW9OnTR/lz69at4ezsjAYNGiAkJKTI3tvKYuPGjejTpw9sbGxUyjVxTXCYT4MsLCygp6dX6I6IxMREWFlZFfkZKyurV9Z//t/X1UlKSlLZnp+fj+Tk5JfuV5u0cR6ee55I/f333zh8+LBKr1RRnJ2dkZ+fj7t376p/IKWkzfPwokaNGsHCwgK3b99WtlFZrgcA+PPPP3Hjxg28//77r41FyusBKNm50ESbVlZWyM3NRUpKisb2WxraOA8v8vf3x4EDB3D8+HHUq1fvlXWdnZ0BQPnvpyxp+zw8Z25ujmbNmqn8jihP1wOg/XPx999/48iRI8X+PQGod00wmdIgQ0NDtGvXDkePHlWWKRQKHD16FC4uLkV+xsXFRaU+ABw+fFhZv2HDhrCyslKpk5aWhnPnzinruLi4ICUlBREREco6x44dg0KhUF4UZUkb5wH4N5G6desWjhw5glq1ar02lujoaMjl8kLDXmVBW+fhv/755x88fvwY1tbWyjYqw/Xw3MaNG9GuXTu0adPmtbFIeT0AJTsXmmizXbt2MDAwUKlz48YNxMXFlXi/paGN8wA8W0bG398fP/74I44dO4aGDRu+9jPR0dEAoPz3U5a0dR7+KyMjAzExMcpjLG/XA6D9c7F582bUqVMH/fr1e23dEl0TpZq+ToXs2rVLGBkZiS1btoirV6+KcePGCXNzc5GQkCCEEOK9994Ts2fPVtY/ffq00NfXF0uXLhXXrl0TCxYsKHJpBHNzc/HTTz+JS5cuiYEDBxa5NELbtm3FuXPnxKlTp0TTpk0lvxVek+chNzdXDBgwQNSrV09ER0er3MKak5MjhBDizJkzYsWKFSI6OlrExMSI77//XtSuXVv4+PiU/Qn4f5o+D+np6WLGjBkiLCxMxMbGiiNHjggnJyfRtGlTkZ2drWxH16+H51JTU4WJiYn49ttvC+2zPF4PQqh/LnJyckRUVJSIiooS1tbWYsaMGSIqKkrcunWr2G0K8exW+Pr164tjx46JCxcuCBcXF+Hi4lJ2B/4f2jgPEydOFGZmZuLEiRMqvyOysrKEEELcvn1bfPLJJ+LChQsiNjZW/PTTT6JRo0aia9euZXvwL9DGefjwww/FiRMnRGxsrDh9+rRwdXUVFhYWIikpSVmnvF0PQmjnXAjx7K7A+vXri1mzZhXap6auCSZTWrBq1SpRv359YWhoKDp27CjOnj2r3NatWzfh6+urUj8kJEQ0a9ZMGBoaijfeeEMcPHhQZbtCoRDz5s0TlpaWwsjISPTq1UvcuHFDpc7jx4+Ft7e3qFatmjA1NRWjR48W6enpWjvG4tDkeYiNjRUAinw9Xy8kIiJCODs7CzMzM2FsbCxatmwpFi9erJJkSEGT5yErK0v07t1b1K5dWxgYGIgGDRoIPz8/lS9NIXT/enhu3bp1okqVKiIlJaXQtvJ6PQih3rl42bXfrVu3YrcphBBPnz4VH3zwgahRo4YwMTERgwYNEvHx8do8zNfS9Hl42e+IzZs3CyGEiIuLE127dhU1a9YURkZGokmTJmLmzJmSrjMlhObPg5eXl7C2thaGhoaibt26wsvLS9y+fVtln+XxehBCO/82fvvtNwGg0PemEJq7JmRCCFH8fiwiIiIiehHnTBERERGVApMpIiIiolJgMkVERERUCkymiIiIiEqByRQRERFRKTCZIiIiIioFJlNEREREpcBkioiIiKgUmEwRkWTWr18PW1tbyOVyBAUFaaTNu3fvQiaTKZ+vVR5t2bIF5ubman1GJpNh//79WomHiEqHyRQRFduoUaMgk8kgk8lgYGAAS0tLvP3229i0aRMUCoVabaWlpcHf3x+zZs3C/fv3MW7cOK3EfOLECchkMqSkpGil/fImLCwMenp6RT7Q9Xmi+d/XyJEjJYiUSHcwmSIitbi7uyM+Ph53797Fr7/+ih49emDq1Kno378/8vPzi91OXFwc8vLy0K9fP1hbW8PExESLUVceGzduxOTJk3Hy5Ek8ePCgyDpHjhxBfHy88rVmzZoyjpJItzCZIiK1GBkZwcrKCnXr1oWTkxPmzp2Ln376Cb/++iu2bNmirJeSkoL3338ftWvXhqmpKXr27ImLFy8CeDbM5eDgAABo1KgRZDIZ7t69i5iYGAwcOBCWlpaoVq0aOnTogCNHjqjsv6jhLnNzc5V9P3f37l306NEDAFCjRg3IZDKMGjWqyON6PvR24MABNG/eHCYmJhg8eDCysrKwdetW2NnZoUaNGpgyZQoKCgqUn3vy5Al8fHxQo0YNmJiYoE+fPrh161ahtuvXrw8TExMMGjQIjx8/LrT/n376CU5OTjA2NkajRo2waNEitZJTAMjIyEBwcDAmTpyIfv36FXlOAKBWrVqwsrJSvszMzNTaDxGpYjJFRKXWs2dPtGnTBvv27VOWDRkyBElJSfj1118REREBJycn9OrVC8nJyfDy8lImSeHh4YiPj4etrS0yMjLQt29fHD16FFFRUXB3d8c777yDuLi4EsVla2uLvXv3AgBu3LiB+Ph4fP311y+tn5WVhZUrV2LXrl0IDQ3FiRMnMGjQIBw6dAiHDh3C9u3bsW7dOuzZs0f5mVGjRuHChQv4+eefERYWBiEE+vbti7y8PADAuXPnMHbsWPj7+yM6Oho9evTAZ599prLfP//8Ez4+Ppg6dSquXr2KdevWYcuWLfj888/VOt6QkBC0aNECzZs3x8iRI7Fp0ybwWfZEZUAQERWTr6+vGDhwYJHbvLy8RMuWLYUQQvz555/C1NRUZGdnq9Rp3LixWLdunRBCiKioKAFAxMbGvnKfb7zxhli1apXyPQDx448/qtQxMzMTmzdvFkIIERsbKwCIqKgoIYQQx48fFwDEkydPXrmfzZs3CwDi9u3byrLx48cLExMTkZ6erixzc3MT48ePF0IIcfPmTQFAnD59Wrn90aNHokqVKiIkJEQIIYS3t7fo27evyr68vLyEmZmZ8n2vXr3E4sWLVeps375dWFtbv/K4/6tz584iKChICCFEXl6esLCwEMePH1duf35uqlSpIqpWrap8RUZGvrJdIno1fenSOCLSJUIIyGQyAMDFixeRkZGBWrVqqdR5+vQpYmJiXtpGRkYGFi5ciIMHDyI+Ph75+fl4+vRpiXum1GViYoLGjRsr31taWsLOzg7VqlVTKUtKSgIAXLt2Dfr6+nB2dlZur1WrFpo3b45r164p6wwaNEhlPy4uLggNDVW+v3jxIk6fPq3SE1VQUIDs7GxkZWUVaz7ZjRs3EB4ejh9//BEAoK+vDy8vL2zcuBHdu3dXqRscHIyWLVsq39va2r62fSJ6OSZTRKQR165dQ8OGDQE8S4qsra1x4sSJQvVetSTAjBkzcPjwYSxduhRNmjRBlSpVMHjwYOTm5irryGSyQkNXz4fUSsvAwEDl/fO7Fv9bpu6di6+TkZGBRYsW4d133y20zdjYuFhtbNy4Efn5+bCxsVGWCSFgZGSE1atXq8yLsrW1RZMmTUofOBEBYDJFRBpw7Ngx/PXXX5g+fToAwMnJCQkJCdDX14ednV2x2zl9+jRGjRql7MnJyMjA3bt3VerUrl0b8fHxyve3bt1CVlbWS9s0NDQEAJVJ45rSsmVL5Ofn49y5c+jcuTMA4PHjx7hx4wZatWqlrHPu3DmVz509e1blvZOTE27cuFHiBCc/Px/btm3DsmXL0Lt3b5VtHh4e+OGHHzBhwoQStU1Er8dkiojUkpOTg4SEBBQUFCAxMRGhoaEIDAxE//794ePjAwBwdXWFi4sLPDw88OWXX6JZs2Z48OABDh48iEGDBqF9+/ZFtt20aVPs27cP77zzDmQyGebNm1eoF6hnz55YvXo1XFxcUFBQgFmzZhXqPXpRgwYNIJPJcODAAfTt2xdVqlRRGbYrjaZNm2LgwIHw8/PDunXrUL16dcyePRt169bFwIEDAQBTpkzBm2++iaVLl2LgwIH47bffVIb4AGD+/Pno378/6tevj8GDB0Mul+PixYu4fPlyocnqRTlw4ACePHmCsWPHFrozz9PTExs3bmQyRaRFvJuPiNQSGhoKa2tr2NnZwd3dHcePH8fKlSvx008/QU9PD8CzobBDhw6ha9euGD16NJo1a4Zhw4bh77//hqWl5UvbXr58OWrUqIHOnTvjnXfegZubG5ycnFTqLFu2DLa2tujSpQuGDx+OGTNmvHJOUd26dbFo0SLMnj0blpaW8Pf318yJ+H+bN29Gu3bt0L9/f7i4uEAIgUOHDikTvE6dOmHDhg34+uuv0aZNG/z+++/4+OOPVdpwc3PDgQMH8Pvvv6NDhw7o1KkTVqxYgQYNGhQrho0bN8LV1bXIJQ48PT1x4cIFXLp0qfQHS0RFkon/Tj4gIiIiomJjzxQRERFRKTCZIiIiIioFJlNEREREpcBkioiIiKgUmEwRERERlQKTKSIiIqJSYDJFREREVApMpoiIiIhKgckUERERUSkwmSIiIiIqBSZTRERERKXwf8IaT9ZBqAI0AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(caf.allele_freq, hdi.post_mean)\n", + "plt.vlines(caf.allele_freq, hdi.lo, hdi.hi)\n", + "plt.plot([0,.17], [0,.17], c=\"black\", linestyle=\"--\")\n", + "plt.xlabel('Default model AF')\n", + "plt.ylabel('Compound model AF')\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above plots clearly shows disacreement between the default and compound model which indicates an issue with out choice of prior. This is an example of how our defult prior (all $1$ s) can be a problem with many alleles. It's important to note though that this is a very small dataset (one study) and this will not be a problem for larger datases until the number of alleles is much higher.\n", + "\n", + "We can solve this by using smaller values in our prior, e.g. $1/k$ where $k$ is the number of alleles. This is known as Perks prior. Unfortunately models with this prior take longer to fit (minutes rather than seconds). It is also particularly important to validate models that use this prior with [posterior predictive checks](https://www.pymc.io/projects/docs/en/stable/learn/core_notebooks/posterior_predictive.html) and as described in the [credible intervals example](https://github.com/Vaccitech/HLAfreq/blob/main/examples/credible_intervals.ipynb).\n", + "\n", + "Using this $1/k$ prior we can see that the credible intervals are no longer dragged to zero and better reflect the observed data." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [frac, conc]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 293 seconds.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "WARNING: The default allele frequency estimate is outside of the CI estimated by the compound method for some alleles!\n", + "There are several possible reasons, see the credible intervals example: https://github.com/Vaccitech/HLAfreq/blob/main/examples/credible_intervals.ipynb\n", + "If you have set `credible_interval` to < 0.95, this may be a non-issue.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k = caf.shape[0]\n", + "perks_hdi = HLAhdi.AFhdi(aftab, credible_interval=0.95, prior=[1/k]*k)\n", + "HLAfreq.plotAF(caf, aftab, hdi=perks_hdi)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(caf.allele_freq, perks_hdi.post_mean)\n", + "plt.vlines(caf.allele_freq, perks_hdi.lo, perks_hdi.hi)\n", + "plt.plot([0,.17], [0,.17], c=\"black\", linestyle=\"--\")\n", + "plt.xlabel('Default model AF')\n", + "plt.ylabel('1/k Compound model AF')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "hlafreq", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.9" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "46d2d82dbc865cefb79a4a45cbcd8ead329d89ff6c8b099bf15de0f92559257f" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/noxfile.py b/noxfile.py new file mode 100644 index 0000000..0b10863 --- /dev/null +++ b/noxfile.py @@ -0,0 +1,20 @@ +# noxfile.py +import nox + + +@nox.session +def lint(session): + session.install("flake8") + session.run("flake8", "src", "--count", "--select=E9,F63,F7,F82", "--show-source", "--statistics") + session.run("flake8", "src", "--count", "--exit-zero", "--max-complexity=10", "--max-line-length=127", "--statistics") + +@nox.session +def bandit(session): + session.install("bandit") + session.run("bandit", "-r", "src") + +@nox.session(python=["3.10", "3.11", "3.12", "3.13", "3.14"]) +def tests(session): + session.install("pytest", "pytest-cov") + session.install(".") + session.run("pytest", "--cov=HLAfreq") diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..7fd26b9 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,3 @@ +[build-system] +requires = ["setuptools"] +build-backend = "setuptools.build_meta" \ No newline at end of file diff --git a/readme.md b/readme.md deleted file mode 100644 index ac8922b..0000000 --- a/readme.md +++ /dev/null @@ -1,10 +0,0 @@ -# scrapeAF - -The aim of this tool is to be able to estimate the HLA allele -frequencies at large multi population scale, e.g. globally. -Scrape allele frequency data from -[allele frequencies.net](http://www.allelefrequencies.net/). -This gives frequencies by population, which can be averaged -across studies, weighted by sample size. Frequencies can then -be averaged across populations if a relative weighting can -found, i.e. population size. \ No newline at end of file diff --git a/setup.py b/setup.py new file mode 100644 index 0000000..1aba31b --- /dev/null +++ b/setup.py @@ -0,0 +1,35 @@ +from setuptools import setup, find_packages + +setup( + name="HLAfreq", + version="0.0.6", + url="https://github.com/BarinthusBio/HLAfreq", + project_urls={ + 'Documentaion': "https://barinthusbio.github.io/HLAfreq/HLAfreq.html", + 'Tracker': "https://github.com/BarinthusBio/HLAfreq/issues" + }, + author="David Wells", + author_email="david.wells@BarinthusBio.co.uk", + description="Download and combine HLA frequency data from multiple studies", + long_description=open('README.md').read(), + long_description_content_type="text/markdown", + python_requires='>=3.10', + install_requires=[ + 'bs4', + 'requests', + 'pandas', + 'numpy>=1.24.0', + 'matplotlib>=3.6.0', + 'scipy>=1.10.0', + 'pymc>=3', + 'arviz' + ], + classifiers=[ + "Programming Language :: Python :: 3", + "Operating System :: OS Independent", + ], + package_dir={'':'src'}, + packages=find_packages( + where='src' + ), +) \ No newline at end of file diff --git a/setup.sh b/setup.sh new file mode 100644 index 0000000..37cb7e3 --- /dev/null +++ b/setup.sh @@ -0,0 +1,3 @@ +#!/usr/bin/env bash +mkdir data/example -p +mkdir data/example/globalPCA -p \ No newline at end of file diff --git a/src/HLAfreq/HLAfreq.py b/src/HLAfreq/HLAfreq.py new file mode 100644 index 0000000..61452de --- /dev/null +++ b/src/HLAfreq/HLAfreq.py @@ -0,0 +1,832 @@ +""" +Download and combine HLA allele frequencies from multiple datasets. + +Download allele frequency data from +[allelefrequencies.net](www.allelefrequencies.net). Allele +frequencies from different populations can be combined to +estimate HLA frequencies of countries or other regions such as +global HLA frequencies. +""" + +from collections.abc import Iterable +from bs4 import BeautifulSoup +import requests +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import math +import scipy as sp +import matplotlib.colors as mcolors + + +def simulate_population(alleles: Iterable[str], locus: str, population: str): + pop_size = np.random.randint(len(alleles), 50) + samples = np.random.choice(alleles, pop_size, replace=True) + counts = pd.Series(samples).value_counts() + counts.values / pop_size + pop = pd.DataFrame( + { + "allele": counts.index, + "loci": locus, + "population": population, + "allele_freq": counts.values / pop_size, + "sample_size": pop_size, + } + ) + return pop + + +def simulate_study(alleles, populations, locus): + study = [] + for i in range(populations): + pop = simulate_population(alleles=alleles, locus=locus, population=f"pop_{i}") + study.append(pop) + + study = pd.concat(study) + return study + + +def makeURL( + country="", + standard="s", + locus="", + resolution_pattern="bigger_equal_than", + resolution=2, + region="", + ethnic="", + study_type="", + dataset_source="", + sample_year="", + sample_year_pattern="", + sample_size="", + sample_size_pattern="", +): + """Create URL for search of allele frequency net database. + + All arguments are documented [here](https://www.allelefrequencies.net/extaccess.asp) + + Args: + country (str, optional): Country name to retrieve records from. Defaults to "". + standard (str, optional): Filter study quality standard to this or higher. + {'g', 's', 'a'} Gold, silver, all. Defaults to 's'. + locus (str, optional): The locus to return allele data for. Defaults to "". + resolution_pattern (str, optional): Resolution comparitor {'equal', 'different', + 'less_than', 'bigger_than', 'less_equal_than', 'bigger_equal_than'}. + Filter created using `resolution` and `resolution_pattern`. + Defaults to "bigger_equal_than". + resolution (int, optional): Number of fields of resolution of allele. Filter + created using `resolution` and `resolution_pattern`. Defaults to 2. + region (str, optional): Filter to geographic region. {Asia, Australia, + Eastern Europe, ...}. + All regions listed [here](https://www.allelefrequencies.net/pop6003a.asp). + Defaults to "". + ethnic (str, optional): Filter to ethnicity. {"Amerindian", "Black", "Caucasian", ...}. + All ethnicities listed [here](https://www.allelefrequencies.net/pop6003a.asp). + Defaults to "". + study_type (str, optional): Type of study. {"Anthropology", "Blood+Donor", + "Bone+Marrow+Registry", "Controls+for+Disease+Study", "Disease+Study+Patients", + "Other", "Solid+Organd+Unrelated+Donors", "Stem+cell+donors"}. Defaults to "". + dataset_source (str, optional): Source of data. {"Literature", + "Proceedings+of+IHWs", "Unpublished"}. Defaults to "". + sample_year (int, optional): Sample year to compare to. Filter created using + sample_year and sample_year_pattern. Defaults to "". + sample_year_pattern (str, optional): Pattern to compare sample year to. Filter + created using sample_year and sample_year_pattern. {'equal', 'different', + 'less_than', 'bigger_than', 'less_equal_than', 'bigger_equal_than'}. + Defaults to "". + sample_size (int, optional): Sample size to compare to. Filter created using + sample_size and sample_size_pattern. Defaults to "". + sample_size_pattern (str, optional): Pattern to compare sample size to. Filter + created using sample_size and sample_size_pattern. {'equal', 'different', + 'less_than', 'bigger_than', 'less_equal_than', 'bigger_equal_than'}. + Defaults to "". + + Returns: + str: URL to search allelefrequencies.net + """ + base = "https://www.allelefrequencies.net/hla6006a.asp?" + locus_type = "hla_locus_type=Classical&" + hla_locus = "hla_locus=%s&" % (locus) + country = "hla_country=%s&" % (country) + region = "hla_region=%s&" % (region) + ethnic = "hla_ethnic=%s&" % (ethnic) + study_type = "hla_study=%s&" % (study_type) + dataset_source = "hla_dataset_source=%s&" % (dataset_source) + sample_year = "hla_sample_year=%s&" % (sample_year) + sample_year_pattern = "hla_sample_year_pattern=%s&" % (sample_year_pattern) + sample_size = "hla_sample_size=%s&" % (sample_size) + sample_size_pattern = "hla_sample_size_pattern=%s&" % (sample_size_pattern) + hla_level_pattern = "hla_level_pattern=%s&" % (resolution_pattern) + hla_level = "hla_level=%s&" % (resolution) + standard = "standard=%s&" % standard + url = ( + base + + locus_type + + hla_locus + + country + + hla_level_pattern + + hla_level + + standard + + region + + ethnic + + study_type + + dataset_source + + sample_year + + sample_year_pattern + + sample_size + + sample_size_pattern + ) + return url + + +def parseAF(bs): + """Generate a dataframe from a given html page + + Args: + bs (bs4.BeautifulSoup): BeautifulSoup object from allelefrequencies.net page + + Returns: + pd.DataFrame: Table of allele, allele frequency, samplesize, and population + """ + # Get the results table from the div `divGenDetail` + tab = bs.find("div", {"id": "divGenDetail"}).find("table", {"class": "tblNormal"}) + # Get the column headers from the first row of the table + columns = [ + "line", + "allele", + "flag", + "population", + "carriers%", + "allele_freq", + "AF_graphic", + "sample_size", + "database", + "distribution", + "haplotype_association", + "notes", + ] + rows = [] + for row in tab.find_all("tr"): + rows.append([td.get_text(strip=True) for td in row.find_all("td")]) + # Make dataframe of table rows + # skip the first row as it's `th` headers + df = pd.DataFrame(rows[1:], columns=columns) + + # Get HLA loci + df["loci"] = df.allele.apply(lambda x: x.split("*")[0]) + + # Drop unwanted columns + df = df[["allele", "loci", "population", "allele_freq", "carriers%", "sample_size"]] + return df + + +def Npages(bs): + """How many pages of results are there? + + Args: + bs (bs4.BeautifulSoup): BS object of allelefrequencies.net results page + + Returns: + int: Total number of results pages + """ + # Get the table with number of pages + navtab = bs.find("div", {"id": "divGenNavig"}).find("table", {"class": "table10"}) + if not navtab: + raise AssertionError( + "navtab does not evaluate to True. Check URL returns results in web browser." + ) + # Get cell with ' of ' in + pagesOfN = [ + td.get_text(strip=True) for td in navtab.find_all("td") if " of " in td.text + ] + # Check single cell returned + if not len(pagesOfN) == 1: + raise AssertionError("divGenNavig should contain 1 of not %s" % len(pagesOfN)) + # Get total number of pages + N = pagesOfN[0].split("of ")[1] + N = int(N) + return N + + +def formatAF(AFtab, ignoreG=True): + """Format allele frequency table. + + Convert sample_size and allele_freq to numeric data type. + Removes commas from sample size. Removes "(*)" from allele frequency if + `ignoreG` is `True`. `formatAF()` is used internally by combineAF and getAFdata + by default. + + Args: + AFtab (pd.DataFrame): Allele frequency data downloaded from allelefrequency.net + using `getAFdata()`. + ignoreG (bool, optional): Treat G group alleles as normal. + See https://hla.alleles.org/alleles/g_groups.html for details. Defaults to True. + + Returns: + pd.DataFrame: The formatted allele frequency data. + """ + df = AFtab.copy() + if pd.api.types.is_string_dtype(df.sample_size.dtype): + df.sample_size = pd.to_numeric(df.sample_size.str.replace(",", "")) + if pd.api.types.is_string_dtype(df.allele_freq.dtype): + if ignoreG: + df.allele_freq = df.allele_freq.str.replace("(*)", "", regex=False) + df.allele_freq = pd.to_numeric(df.allele_freq) + return df + + +def getAFdata(base_url, timeout=20, format=True, ignoreG=True): + """Get all allele frequency data from a search base_url. + + Iterates over all pages regardless of which page is based. + + Args: + base_url (str): URL for base search. + timeout (int): How long to wait to receive a response. + format (bool): Format the downloaded data using `formatAF()`. + ignoreG (bool): treat allele G groups as normal. + See https://hla.alleles.org/alleles/g_groups.html for details. Default = True + + Returns: + pd.DataFrame: allele frequency data parsed into a pandas dataframe + """ + # Get BS object from base search + try: + bs = BeautifulSoup(requests.get(base_url, timeout=timeout).text, "html.parser") + except requests.exceptions.ReadTimeout as e: + raise Exception( + "Requests timeout, try a larger `timeout` value for `getAFdata()`" + ) from None + # How many pages of results + N = Npages(bs) + print("%s pages of results" % N) + # iterate over pages, parse and combine data from each + tabs = [] + for i in range(N): + # print (" Parsing page %s" %(i+1)) + print(" Parsing page %s" % (i + 1), end="\r") + url = base_url + "page=" + str(i + 1) + try: + bs = BeautifulSoup(requests.get(url, timeout=timeout).text, "html.parser") + except requests.exceptions.ReadTimeout as e: + raise Exception( + "Requests timeout, try a larger `timeout` value for `getAFdata()`" + ) from None + tab = parseAF(bs) + tabs.append(tab) + print("Download complete") + tabs = pd.concat(tabs) + if format: + try: + tabs = formatAF(tabs, ignoreG) + except AttributeError: + print("Formatting failed, non-numeric datatypes may remain.") + return tabs + + +def incomplete_studies(AFtab, llimit=0.95, ulimit=1.1, datasetID="population"): + """Report any studies with allele freqs that don't sum to 1 + + Args: + AFtab (pd.DataFrame): Dataframe containing multiple studies + llimit (float, optional): Lower allele_freq sum limit that counts as complete. + Defaults to 0.95. + ulimit (float, optional): Upper allele_freq sum limit that will not be reported. + Defaults to 1.1. + datasetID (str): Unique identifier column for study + """ + poplocs = AFtab.groupby([datasetID, "loci"]).allele_freq.sum() + lmask = poplocs < llimit + if sum(lmask > 0): + print(poplocs[lmask]) + print(f"{sum(lmask)} studies have total allele frequency < {llimit}") + umask = poplocs > ulimit + if sum(umask > 0): + print(poplocs[umask]) + print(f"{sum(umask)} studies have total allele frequency > {ulimit}") + incomplete = pd.concat([poplocs[lmask], poplocs[umask]]) + return incomplete + + +def only_complete(AFtab, llimit=0.95, ulimit=1.1, datasetID="population"): + """Returns only complete studies. + + Data is dropped if the locus for that population is not complete, i.e. doesn't + sum to between `llimit` and `ulimit`. This prevents throwing away data if + another loci in the population is incomplete. + + Args: + AFtab (pd.DataFrame): Dataframe containing multiple studies + llimit (float, optional): Lower allele_freq sum limit that counts as complete. + Defaults to 0.95. + ulimit (float, optional): Upper allele_freq sum limit that will not be reported. + Defaults to 1.1. + datasetID (str): Unique identifier column for study. Defaults to 'population'. + + Returns: + pd.DataFrame: Allele frequency data of multiple studies, but only complete studies. + """ + noncomplete = incomplete_studies( + AFtab=AFtab, llimit=llimit, ulimit=ulimit, datasetID=datasetID + ) + # Returns False if population AND loci are in the noncomplete.index + # AS A PAIR + # This is important so that we don't throw away all data on a population + # just because one loci is incomplete. + complete_mask = AFtab.apply( + lambda x: (x[datasetID], x.loci) not in noncomplete.index, axis=1 + ) + df = AFtab[complete_mask] + return df + + +def check_resolution(AFtab): + """Check if all alleles in AFtab have the same resolution. + Will print the number of records with each resolution. + + Args: + AFtab (pd.DataFrame): Allele frequency data + + Returns: + bool: True only if all alleles have the same resolution, else False. + """ + resolution = 1 + AFtab.allele.str.count(":") + resVC = resolution.value_counts() + pass_check = len(resVC) == 1 + if not pass_check: + print(resVC) + print("Multiple resolutions in AFtab. Fix with decrease_resolution()") + return pass_check + + +def decrease_resolution(AFtab, newres, datasetID="population"): + """Decrease allele resolution so all alleles have the same resolution. + + Args: + AFtab (pd.DataFrame): Allele frequency data. + newres (int): The desired number of fields for resolution. + datasetID (str, optional): Column to use as stud identifier. + Defaults to 'population'. + + Returns: + pd.DataFrame: Allele frequency data with all alleles of requested resolution. + """ + df = AFtab.copy() + resolution = 1 + df.allele.str.count(":") + if not all(resolution >= newres): + raise AssertionError(f"Some alleles have resolution below {newres} fields") + new_allele = df.allele.str.split(":").apply(lambda x: ":".join(x[:newres])) + df.allele = new_allele + collapsed = collapse_reduced_alleles(df, datasetID=datasetID) + return collapsed + + +def collapse_reduced_alleles(AFtab, datasetID="population"): + df = AFtab.copy() + # Group by alleles within datasets + grouped = df.groupby([datasetID, "allele"]) + # Sum allele freq but keep other columns + collapsed = grouped.apply( + lambda row: [ + sum(row.allele_freq), + row.sample_size.unique()[0], + row.loci.unique()[0], + len(row.loci.unique()), + len(row.sample_size.unique()), + ], + include_groups=False + ) + collapsed = pd.DataFrame( + collapsed.tolist(), + index=collapsed.index, + columns=["allele_freq", "sample_size", "loci", "#loci", "#sample_sizes"], + ).reset_index() + # Within a study each all identical alleles should have the same loci and sample size + if not all(collapsed["#loci"] == 1): + raise AssertionError( + "Multiple loci found for a single allele in a single population" + ) + if not all(collapsed["#sample_sizes"] == 1): + raise AssertionError( + "Multiple sample_sizes found for a single allele in a single population" + ) + collapsed = collapsed[ + ["allele", "loci", "population", "allele_freq", "sample_size"] + ] + alleles_unique_in_study(collapsed) + return collapsed + + +def unmeasured_alleles(AFtab, datasetID="population"): + """When combining AF estimates, unreported alleles can inflate frequencies + so AF sums to >1. Therefore we add unreported alleles with frequency zero. + + Args: + AFtab (pd.DataFrame): Formatted allele frequency data + datasetID (str): Unique identifier column for study + + Returns: + pd.DataFrame: Allele frequency data with all locus alleles reported + for each dataset + """ + df = AFtab.copy() + loci = df.loci.unique() + # Iterate over loci separately + for locus in loci: + # Iterate over each dataset reporting that locus + datasets = df[df.loci == locus][datasetID].unique() + for dataset in datasets: + # Single locus, single dataset + datasetAF = df[(df[datasetID] == dataset) & (df.loci == locus)] + # What was the sample size for this data? + dataset_sample_size = datasetAF.sample_size.unique() + if not (len(dataset_sample_size) == 1): + raise AssertionError( + "dataset_sample_size must be 1, not %s" % len(dataset_sample_size) + ) + dataset_sample_size = dataset_sample_size[0] + # Get all alleles for this locus (across datasets) + ualleles = df[df.loci == locus].allele.unique() + # Which of these alleles are not in this dataset? + missing_alleles = [ + allele for allele in ualleles if not allele in datasetAF.allele.values + ] + missing_rows = [ + (al, locus, dataset, 0, 0, dataset_sample_size) + for al in missing_alleles + ] + missing_rows = pd.DataFrame( + missing_rows, + columns=[ + "allele", + "loci", + datasetID, + "allele_freq", + "carriers%", + "sample_size", + ], + ) + # Add them in with zero frequency + if not missing_rows.empty: + df = pd.concat([df, missing_rows], ignore_index=True) + return df + + +def combineAF( + AFtab, + weights="2n", + alpha=[], + datasetID="population", + format=True, + ignoreG=True, + add_unmeasured=True, + complete=True, + resolution=True, + unique=True, +): + """Combine allele frequencies from multiple studies. + + `datasetID` is the unique identifier for studies to combine. + Allele frequencies combined using a Dirichlet distribution where each study's + contribution to the concentration parameter is $2 * sample_size * allele_frequency$. + Sample size is doubled to get `2n` due to diploidy. If an alternative `weights` is + set it is not doubled. The total concentration parameter of the Dirichlet distribution + is the contributions from all studies plus the prior `alpha`. If `alpha` is not set + the prior defaults to 1 observation of each allele. + + Args: + AFtab (pd.DataFrame): Table of Allele frequency data + weights (str, optional): Column to be weighted by allele frequency to generate + concentration parameter of Dirichlet distribution. Defaults to '2n'. + alpha (list, optional): Prior to use for Dirichlet distribution. Defaults to []. + datasetID (str, optional): Unique identifier column for study. Defaults to + 'population'. + format (bool, optional): Run `formatAF()`. Defaults to True. + ignoreG (bool, optional): Treat allele G groups as normal, see `formatAF()`. + Defaults to True. + add_unmeasured (bool, optional): Add unmeasured alleles to each study. This is + important to ensure combined allele frequencies sum to 1. See + `add_unmeasured()`. Defaults to True. + complete (bool, optional): Check study completeness. Uses default values for + `incomplete_studies()`. If you are happy with your study completeness can + be switched off with False. Defaults to True. + resolution (bool, optional): Check that all alleles have the same resolution, + see `check_resolution()`. Defaults to True. + unique (bool, optional): Check that each allele appears no more than once per + study. See `alleles_unique_in_study()`. Defaults to True. + + Returns: + pd.DataFrame: Allele frequencies after combining estimates from all studies. + *allele_freq* is the combined frequency estimate from the Dirichlet mean + where the concentration is `alpha` + `c`. + *alpha* is the prior used for the Dirichlet distribution. + *c* is the observations used for the Dirichlet distribution. + *sample_size* is the total sample size of all combined studies. + *wav* is the weighted average. + """ + df = AFtab.copy() + single_loci(df) + if unique: + if not alleles_unique_in_study(df, datasetID=datasetID): + raise AssertionError("The same allele appears multiple times in a dataset") + if complete: + if not incomplete_studies(df, datasetID=datasetID).empty: + raise AssertionError( + "AFtab contains studies with AF that doesn't sum to 1. Check incomplete_studies(AFtab)" + ) + if resolution: + if not check_resolution(df): + raise AssertionError( + "AFtab conains alleles at multiple resolutions, check check_resolution(AFtab)" + ) + if format: + df = formatAF(df, ignoreG) + if add_unmeasured: + df = unmeasured_alleles(df, datasetID) + try: + df["2n"] = df.sample_size * 2 + except AttributeError: + print("column '2n' could not be created") + df["c"] = df.allele_freq * df[weights] + grouped = df.groupby("allele", sort=True) + combined = grouped.apply( + lambda row: [ + row.name, + row.loci.unique()[0], + np.average(row.allele_freq, weights=row[weights]), + row.c.sum(), + row.sample_size.sum(), + ], + include_groups=False + ) + combined = pd.DataFrame( + combined.tolist(), columns=["allele", "loci", "wav", "c", "sample_size"] + ) + combined = combined.reset_index(drop=True) + # Check that all alleles in a locus have the same sample size + # after merging + if duplicated_sample_size(combined): + id_duplicated_allele(grouped) + if not alpha: + alpha = default_prior(len(combined.allele)) + combined["alpha"] = alpha + # Calculate Dirichlet mean for each allele + combined["allele_freq"] = sp.stats.dirichlet(combined.alpha + combined.c).mean() + + return combined + + +def default_prior(k): + """Calculate a default prior, 1 observation of each class. + + Args: + k (int): Number of classes in the Dirichlet distribution. + + Returns: + list: List of k 1s to use as prior. + """ + alpha = [1] * k + return alpha + + +def single_loci(AFtab): + """Check that allele frequency data is only of one locus + + Args: + AFtab (pd.DataFrame): Allele frequency data + """ + if not len(AFtab.loci.unique()) == 1: + raise AssertionError("'AFtab' must contain only 1 loci") + + +def alleles_unique_in_study(AFtab, datasetID="population"): + """Are all alleles unique in each study? + + Checks that no alleles are reported more than once in a single study. + Study is defined by `datasetID`. + + Args: + AFtab (pd.DataFrame): Allele frequency data + datasetID (str, optional): Unique identifier column to define study. + Defaults to 'population'. + + Returns: + bool: `True` on if no alleles occur more than once in any study, otherwise `False`. + """ + df = AFtab.copy() + grouped = df.groupby([datasetID, "allele"]) + # Are allele alleles unique? i.e. do any occur multiple times in grouping? + unique = grouped.size()[grouped.size() > 1].empty + if not unique: + print(f"Non unique alleles in study, is datasetID correct? {datasetID}") + print(grouped.size()[grouped.size() > 1]) + return unique + + +def duplicated_sample_size(AFtab): + """Returns True if any loci has more than 1 unique sample size""" + locus_sample_sizes = AFtab.groupby("loci").sample_size.apply( + lambda x: len(x.unique()) + ) + return any(locus_sample_sizes != 1) + + +def id_duplicated_allele(grouped): + """Reports the allele that has mupltiple sample sizes""" + duplicated_population = grouped.population.apply(lambda x: any(x.duplicated())) + if not all(~duplicated_population): + raise AssertionError( + f"duplicated population within allele {duplicated_population[duplicated_population].index.tolist()}" + ) + + +def population_coverage(p): + """Proportion of people with at least 1 copy of this allele assuming HWE. + + Args: + p (float): Allele frequency + + Returns: + float: Sum of homozygotes and heterozygotes for this allele + """ + q = 1 - p + homo = p**2 + hetero = 2 * p * q + return homo + hetero + + +def betaAB(alpha): + """Calculate `a` `b` values for all composite beta distributions. + + Given the `alpha` vector defining a Dirichlet distribution calculate the `a` `b` values + for all composite beta distributions. + + Args: + alpha (list): Values defining a Dirichlet distribution. This will be the prior + (for a naive distribution) or the prior + caf.c for a posterior distribution. + + Returns: + list: List of `a` `b` values defining beta values, i.e. for each allele it is + the number of times it was and wasn't observed. + """ + ab = [(a, sum(alpha) - a) for a in alpha] + return ab + + +# def betaCI(a,b,credible_interval=0.95): +# """Calculat the central credible interval of a beta distribution + +# Args: +# a (float): Beta shape parameter `a`, i.e. the number of times the allele was observed. +# b (float): Beta shape parameter `b`, i.e. the number of times the allele was not observed. +# credible_interval (float, optional): The size of the credible interval requested. Defaults to 0.95. + +# Returns: +# tuple: Lower and upper credible interval of beta distribution. +# """ +# bd = sp.stats.beta(a,b) +# lower_quantile = (1-credible_interval)/2 +# upper_quantile = 1-lower_quantile +# lower_interval = bd.ppf(lower_quantile) +# upper_interval = bd.ppf(upper_quantile) +# return lower_interval, upper_interval + +# def AFci(caf, credible_interval=0.95): +# """Calculate credible interval for combined allele frequency table. +# Note that this ignores sampling error so confidence interval is too tight. +# Use HLAhdi.AFhdi() instead. + +# Args: +# caf (pd.DataFrame): Table produced by combineAF() +# credible_interval (float, optional): The desired confidence interval. Defaults to 0.95. + +# Returns: +# list: Lower and upper credible intervals as a list of tuples +# """ +# ab = betaAB( +# caf.alpha + caf.c, +# ) +# ci = [betaCI(a, b, credible_interval) for a,b in ab] +# return ci + + +def plot_prior(concentration, ncol=2, psteps=1000, labels=""): + """Plot probability density function for prior values. + + Args: + concentration (list): Vector of the prior Dirichlet concentration values. + ncol (int, optional): Number of columns. Defaults to 2. + labels (list, optional): Labels for elements of concentration in the same + order. Defaults to "". + """ + ab = betaAB(concentration) + pline = np.linspace(0, 1, psteps) + nrow = math.ceil(len(concentration) / ncol) + fig, ax = plt.subplots(nrow, ncol, sharex=True) + fig.suptitle("Probability density") + # If labels is a list nothing happens, + # But if it's a series it converts to a list + labels = list(labels) + if not labels: + labels = [""] * len(concentration) + if not len(concentration) == len(labels): + raise AssertionError("concentration must be same length as labels") + for i, alpha in enumerate(concentration): + a, b = ab[i] + bd = sp.stats.beta(a, b) + pdf = [bd.pdf(p) for p in pline] + ax.flat[i].plot(pline, pdf) + ax.flat[i].set_title(labels[i]) + for axi in ax[-1, :]: + axi.set(xlabel="Allele freq") + for axi in ax[:, 0]: + axi.set(ylabel="PDF") + plt.show() + + +def plotAF( + caf=pd.DataFrame(), + AFtab=pd.DataFrame(), + cols=list(mcolors.TABLEAU_COLORS.keys()), + datasetID="population", + hdi=pd.DataFrame(), + compound_mean=pd.DataFrame(), +): + """Plot allele frequency results from `HLAfreq`. + + Plot combined allele frequencies, individual allele frequencies, + and credible intervals on combined allele frequency estimates. + Credible interval is only plotted if a value is given for `hdi`. + The plotted Credible interval is whatever was passed to HLAfreq_pymc.AFhdi() + when calculating hdi. + + Args: + caf (pd.DataFrame, optional): Combined allele frequency estimates from + HLAfreq.combineAF. Defaults to pd.DataFrame(). + AFtab (pd.DataFrame, optional): Table of allele frequency data. Defaults + to pd.DataFrame(). + cols (list, optional): List of colours to use for each individual dataset. + Defaults to list(mcolors.TABLEAU_COLORS.keys()). + datasetID (str, optional): Column used to define separate datasets. Defaults + to "population". + weights (str, optional): Column to be weighted by allele frequency to generate + concentration parameter of Dirichlet distribution. Defaults to '2n'. + hdi (pd.DataFrame, optional): The high density interval object to plot credible + intervals. Produced by HLAfreq.HLA_pymc.AFhdi(). Defaults to pd.DataFrame(). + compound_mean (pd.DataFrame, optional): The high density interval object to plot + post_mean. Produced by HLAfreq.HLA_pymc.AFhdi(). Defaults to pd.DataFrame(). + """ + # Plot allele frequency for each dataset + if not AFtab.empty: + # Cols must be longer than the list of alleles + # If not, repeat the list of cols + repeat_cols = np.ceil(len(AFtab[datasetID]) / len(cols)) + repeat_cols = int(repeat_cols) + cols = cols * repeat_cols + # Make a dictionary mapping datasetID to colours + cmap = dict(zip(AFtab[datasetID].unique(), cols)) + plt.scatter( + x=AFtab.allele_freq, + y=AFtab.allele, + c=[cmap[x] for x in AFtab[datasetID]], + alpha=0.7, + zorder=2, + ) + # Plot combined allele frequency + if not caf.empty: + plt.scatter( + x=caf.allele_freq, + y=caf.allele, + edgecolors="black", + facecolors="none", + zorder=3, + ) + # Plot high density interval + if not hdi.empty: + # assert not AFtab.empty, "AFtab is needed to calculate credible interval" + # from HLAfreq import HLAfreq_pymc as HLAhdi + # print("Fitting model with PyMC, make take a few seconds") + # hdi = HLAhdi.AFhdi( + # AFtab=AFtab, + # weights=weights, + # datasetID=datasetID, + # credible_interval=credible_interval, + # conc_mu=conc_mu, + # conc_sigma=conc_sigma + # ) + for interval in hdi.iterrows(): + # .iterrows returns a index and data as a tuple for each row + plt.hlines( + y=interval[1]["allele"], + xmin=interval[1]["lo"], + xmax=interval[1]["hi"], + color="black", + ) + if not compound_mean.empty: + for row in compound_mean.iterrows(): + plt.scatter( + y=row[1]["allele"], x=row[1]["post_mean"], color="black", marker="|" + ) + plt.xlabel("Allele frequency") + plt.grid(zorder=0) + plt.show() diff --git a/src/HLAfreq/HLAfreq_pymc.py b/src/HLAfreq/HLAfreq_pymc.py new file mode 100644 index 0000000..0adcd91 --- /dev/null +++ b/src/HLAfreq/HLAfreq_pymc.py @@ -0,0 +1,179 @@ +""" +Functions using `pymc` to acurately estimate credible intervals +on allele frequency estimates. +""" + +import math +import pymc as pm +import numpy as np +import arviz as az +import pandas as pd +import HLAfreq + + +def _make_c_array( + AFtab, + weights="2n", + datasetID="population", + format=True, + ignoreG=True, + add_unmeasured=True, + complete=True, + resolution=True, + unique=True, +): + df = AFtab.copy() + HLAfreq.single_loci(df) + if unique: + if not HLAfreq.alleles_unique_in_study(df, datasetID=datasetID): + raise AssertionError("The same allele appears multiple times in a dataset") + if complete: + if not HLAfreq.incomplete_studies(df, datasetID=datasetID).empty: + raise AssertionError( + "AFtab contains studies with AF that doesn't sum to 1. Check incomplete_studies(AFtab)" + ) + if resolution: + if not HLAfreq.check_resolution(df): + raise AssertionError( + "AFtab conains alleles at multiple resolutions, check check_resolution(AFtab)" + ) + if format: + df = HLAfreq.formatAF(df, ignoreG) + if add_unmeasured: + df = HLAfreq.unmeasured_alleles(df, datasetID) + try: + df["2n"] = df.sample_size * 2 + except AttributeError: + print("column '2n' could not be created") + df["c"] = df.allele_freq * df[weights] + + # Sort by alleles so it matches the combined alleles + df = df.sort_values("allele") + c_array = np.array(df.groupby(datasetID).c.apply(list).tolist()) + allele_names = sorted(df.allele.unique()) + # Imperfect check that allele order matches between caf and c_array. + # caf is sorted automatically so should match sorted AFloc + # Therefore we check that sorted AFloc matches c_array + # The check is that the sum of allele i is the same + for a, b in zip(np.apply_along_axis(sum, 0, c_array), df.groupby("allele").c.sum()): + if not math.isclose(a, b): + raise AssertionError( + "Error making c_array sum of single allele" + "frequency differs between c_array and AFloc" + ) + return c_array, allele_names + + +def _fit_Dirichlet_Multinomial(c_array, prior=[], conc_mu=1, conc_sigma=1): + # Number of populations + n = c_array.shape[0] + # number of alleles + k = c_array.shape[1] + + # Round c array so that it and effective ssamples are whole numbers + # for the multinomial + c_array = np.round(c_array) + effective_samples = np.apply_along_axis(sum, 1, c_array) + if len(prior) == 0: + prior = HLAfreq.default_prior(k) + if not len(prior) == k: + raise AssertionError("For k alleles, prior must be length k") + with pm.Model() as mod: + frac = pm.Dirichlet("frac", a=prior) + conc = pm.Lognormal("conc", mu=conc_mu, sigma=conc_sigma) + y = pm.DirichletMultinomial( + "y", n=effective_samples, a=frac * conc, shape=(n, k), observed=c_array + ) + + with mod: + idata = pm.sample() + return idata + + +def AFhdi( + AFtab, + weights="2n", + datasetID="population", + credible_interval=0.95, + prior=[], + conc_mu=1, + conc_sigma=1, + compare_models=True, +): + """Calculate mean and high posterior density interval on combined allele frequency. + + Fits a Marginalized Dirichlet-Multinomial Model in PyMc as described + [here](https://docs.pymc.io/en/v3/pymc-examples/examples/mixture_models/dirichlet_mixture_of_multinomials.html). + + In brief, the global allele frequency is modelled as a Dirichlet distribution, + and each population (defined by `datasetID`) is a Dirichlet distribution draw from + the global Dirichlet distribution, and the observed allele count data of that + population is multinomial count data drawn from the population Dirichlet distribution. + + The observed allele frequencies are transformed into allele counts using `weights`. + The variability of population allele frequencies around the global mean is defined + by a latent, lognormal variable `conc`. + + Args: + AFtab (pd.DataFrame): Table of allele frequency data + weights (str, optional): Column to be weighted by allele frequency to generate + concentration parameter of Dirichlet distribution. Defaults to '2n'. + datasetID (str, optional): Unique identifier column for study. Defaults to + 'population'. + credible_interval (float, optional): The size of the credible interval requested. + Defaults to 0.95. + prior (list, optional): Prior vector for global allele frequency. Order should + match alphabetical alleles, i.e. the first value is used for the alphabetically + first allele. + conc_mu (float, optional): Mean to parameterise lognormal distribution of `conc` + prior. Defaults to 1. + conc_sigma (float, optional): Standard deviation to parameterise lognormal + distribution of `conc` prior. Defaults to 1. + compare_models (bool, optional): Check that default estimated allele_freq is + within compound model estimated credible intervals. Defaults to True. + + Returns: + np.array: Pairs of high density interval limits, allele name, and posterior mean. + as a 4 by n array. + In alphabetical order of alleles, regardless of input order. + This way it matches the output of combineAF(). + """ + + c_array, allele_names = _make_c_array(AFtab, weights, datasetID) + idata = _fit_Dirichlet_Multinomial( + c_array, prior, conc_mu=conc_mu, conc_sigma=conc_sigma + ) + hdi = az.hdi(idata, hdi_prob=credible_interval).frac.values + post_mean = az.summary(idata, var_names="frac")["mean"] + post = pd.DataFrame([hdi[:, 0], hdi[:, 1], allele_names, post_mean]).T + post.columns = ["lo", "hi", "allele", "post_mean"] + if compare_models: + compare_estimates(AFtab, post, datasetID) + return post + + +def compare_estimates(AFtab, hdi, datasetID): + """Does the defaul estimate of `allele_freq` sit within the compound + model's estimated credible intervals? If not, print warnings. + + Args: + AFtab (pd.DataFrame): Table of allele frequency data + hdi (np.array): Pairs of high density interval limits, allele name, + and posterior mean from compound model. + datasetID (str, optional): Unique identifier column for study. + """ + + caf = HLAfreq.combineAF(AFtab, datasetID=datasetID) + caf = pd.merge(caf, hdi, how="left", on="allele") + mask = (caf.allele_freq < caf.lo) | (caf.allele_freq > caf.hi) + if mask.sum() > 0: + print() + print( + "WARNING: The default allele frequency estimate is outside of the CI" + "estimated by the compound method for some alleles!" + ) + print( + "There are several possible reasons, see the credible intervals example:" + "https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/working_with_priors.html" + ) + print("If you have set `credible_interval` to < 0.95, this may be a non-issue.") diff --git a/src/HLAfreq/__init__.py b/src/HLAfreq/__init__.py new file mode 100644 index 0000000..d7149ce --- /dev/null +++ b/src/HLAfreq/__init__.py @@ -0,0 +1,5 @@ +""" +.. include:: ../../README.md +""" + +from .HLAfreq import * diff --git a/src/HLAfreq/examples.py b/src/HLAfreq/examples.py new file mode 100644 index 0000000..f21f9ae --- /dev/null +++ b/src/HLAfreq/examples.py @@ -0,0 +1,9 @@ +""" +Several detailed `HLAfreq` examples are detailed in `examples/`. + + +- [Single country](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/single_country.html) download and combine +- [Multi-country](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/multi_country.html) download and combine, weight by population coverage +- [Using priors](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/working_with_priors.html) +- [Credible intervals](https://BarinthusBio.github.io/HLAfreq/HLAfreq/examples/credible_intervals.html) +""" diff --git a/tests/test_HLAfreq_pymc.py b/tests/test_HLAfreq_pymc.py new file mode 100644 index 0000000..7bb2532 --- /dev/null +++ b/tests/test_HLAfreq_pymc.py @@ -0,0 +1,69 @@ +import pandas as pd +import numpy as np +import pytest +import HLAfreq +import HLAfreq.HLAfreq_pymc as HLAhdi + + +@pytest.fixture( + params=[ + ["A*01:01", "A*01:02", "A*01:03"], + ["A*01:01:01", "A*01:02:01", "A*01:03:01"], + ["A*01:01", "A*01:02", "A*01:03:01"], + ["A*01:01", "A*01:02", "A*01:03:01", "A*01:03:02"], + ] +) +def alleles(request): + return request.param + + +@pytest.fixture +def aftab(alleles): + return HLAfreq.simulate_study(alleles, 3, "X") + + +# Not a meaningful test but slow +# def test_hdi(): +# hdi = HLAhdi.AFhdi(aftab, credible_interval=0.95) +# assert all(hdi.columns == ["lo", "hi", "allele", "post_mean"]) + + +def test_correct_c_array(aftab): + aftab = HLAfreq.only_complete(aftab) + aftab = HLAfreq.decrease_resolution(aftab, 2) + aftab['c'] = 2 * aftab.allele_freq * aftab.sample_size + c_pivot = aftab.pivot(columns="allele", index="population", values="c") + c_pivot = c_pivot.fillna(0) + c_array = HLAhdi._make_c_array(aftab) + assert pytest.approx(c_array[0]) == c_pivot + + +def test_correct_c_array_alleles(aftab): + aftab = HLAfreq.only_complete(aftab) + aftab = HLAfreq.decrease_resolution(aftab, 2) + aftab['c'] = 2 * aftab.allele_freq * aftab.sample_size + c_pivot = aftab.pivot(columns="allele", index="population", values="c") + c_array = HLAhdi._make_c_array(aftab) + assert all(c_array[1] == c_pivot.columns) + + +def test_complete(aftab): + aftab = aftab.drop(0) + with pytest.raises(AssertionError) as e: + HLAhdi._make_c_array(aftab) + assert "incomplete_studies" in str(e.value) + + +def test_unique_in_study(aftab): + aftab["allele"] = "A*00:00" + with pytest.raises(AssertionError) as e: + caf = HLAhdi._make_c_array(aftab) + assert "same allele appears multiple times" in str(e.value) + + +def test_resolution_check(aftab): + aftab.loc[0, "allele"] = aftab.loc[0, "allele"] + ":00:00" + with pytest.raises(AssertionError) as e: + caf = HLAhdi._make_c_array(aftab) + assert "multiple resolutions" in str(e.value) + diff --git a/tests/test_simulated_data.py b/tests/test_simulated_data.py new file mode 100644 index 0000000..4c2df1d --- /dev/null +++ b/tests/test_simulated_data.py @@ -0,0 +1,127 @@ +import pytest +import HLAfreq +import pandas as pd +import numpy as np +from collections.abc import Iterable + + +@pytest.fixture(params=["Thailand"]) +def country(request): + return request.param + + +@pytest.fixture +def base_url(country): + return HLAfreq.makeURL(country) + + +def test_url_string(base_url): + assert isinstance(base_url, str) + + +@pytest.fixture( + params=[ + ["A*01:01", "A*01:02", "A*01:03"], + ["A*01:01:01", "A*01:02:01", "A*01:03:01"], + ["A*01:01", "A*01:02", "A*01:03:01"], + ["A*01:01", "A*01:02", "A*01:03:01", "A*01:03:02"], + ] +) +def alleles(request): + return request.param + + +@pytest.fixture +def aftab(alleles): + return HLAfreq.simulate_study(alleles, 3, "X") + + +@pytest.fixture +def expected_freq(aftab): + aftab = HLAfreq.only_complete(aftab) + aftab = HLAfreq.decrease_resolution(aftab, 2) + aftab = HLAfreq.unmeasured_alleles(aftab, "population") + grouped = aftab.groupby("allele")[["allele_freq", "sample_size"]] + return grouped.apply( + lambda x: np.average(x.allele_freq, weights=x.sample_size * 2) + ).values + + +def test_wav(aftab, expected_freq): + aftab = HLAfreq.only_complete(aftab) + aftab = HLAfreq.decrease_resolution(aftab, 2) + caf = HLAfreq.combineAF(aftab) + assert caf.wav.values == pytest.approx(expected_freq) + + +def test_combineAF(aftab, expected_freq): + aftab = HLAfreq.only_complete(aftab) + aftab = HLAfreq.decrease_resolution(aftab, 2) + caf = HLAfreq.combineAF(aftab) + assert caf.allele_freq.values == pytest.approx(expected_freq, rel=5e-2) + + +def test_resolution_check(aftab): + aftab.loc[0, "allele"] = aftab.loc[0, "allele"] + ":00:00" + with pytest.raises(AssertionError) as e: + caf = HLAfreq.combineAF(aftab) + assert "multiple resolutions" in str(e.value) + + +def test_low_res(aftab): + with pytest.raises(AssertionError) as e: + HLAfreq.decrease_resolution(aftab, 5) + assert "resolution below" in str(e.value) + + +def test_single_locus(aftab): + with pytest.raises(AssertionError) as e: + aftab.iloc[0, 1] = "Y" + HLAfreq.combineAF(aftab) + assert "only 1 loci" in str(e.value) + + +def test_complete(aftab): + aftab = aftab.drop(0) + with pytest.raises(AssertionError) as e: + HLAfreq.combineAF(aftab) + assert "incomplete_studies" in str(e.value) + + +def test_single_sample_size(aftab): + aftab = HLAfreq.only_complete(aftab) + aftab = HLAfreq.decrease_resolution(aftab, 2) + aftab.loc[0, "sample_size"] = 51 + with pytest.raises(AssertionError) as e: + caf = HLAfreq.combineAF(aftab) + assert "dataset_sample_size must be 1" in str(e.value) + + +def test_unique_in_study(aftab): + aftab["allele"] = "A*00:00" + with pytest.raises(AssertionError) as e: + caf = HLAfreq.combineAF(aftab) + assert "same allele appears multiple times" in str(e.value) + + +def test_multi_loci_allele_decrease_resolution(aftab): + aftabB = aftab.copy() + aftabB.iloc[0, 1] = "Y" + aftab = pd.concat([aftab, aftabB]) + with pytest.raises(AssertionError) as e: + HLAfreq.decrease_resolution(aftab, 2) + assert "Multiple loci found for a single allele in a single population" in str( + e.value + ) + + +def test_multi_sample_size_allele_decrease_resolution(aftab): + aftabB = aftab.copy() + aftabB.loc[0, "sample_size"] = 51 + aftab = pd.concat([aftab, aftabB]) + with pytest.raises(AssertionError) as e: + HLAfreq.decrease_resolution(aftab, 2) + assert ( + "Multiple sample_sizes found for a single allele in a single population" + in str(e.value) + ) diff --git a/tests/test_single_country_caf.py b/tests/test_single_country_caf.py new file mode 100644 index 0000000..b5e7f1d --- /dev/null +++ b/tests/test_single_country_caf.py @@ -0,0 +1,68 @@ +"""Tests on a toy allele frequency data set + +Tests dropping incomplete studies, merging different resolution +alleles, and combing allele frequency estimates. +""" + +import pytest +import HLAfreq +from HLAfreq import HLAfreq_pymc as HLAhdi +import pandas as pd +from scipy.stats import dirichlet + +dfa = pd.DataFrame( + { + "allele": ["A*02:03", "A*02:05", "A*02:07"], + "loci": ["A", "A", "A"], + "population": ["test1", "test1", "test1"], + "allele_freq": [0.1, 0.3, 0.6], + "sample_size": [10, 10, 10], + } +) +dfb = pd.DataFrame( + { + "allele": ["A*02:03", "A*02:05:01", "A*02:05:02"], + "loci": ["A", "A", "A"], + "population": ["test2", "test2", "test2"], + "allele_freq": [0.5, 0.25, 0.25], + "sample_size": [5, 5, 5], + } +) +dfc = pd.DataFrame( + { + "allele": ["A*02:03", "A*02:05"], + "loci": ["A", "A"], + "population": ["test3", "test3"], + "allele_freq": [0.5, 0.1], + "sample_size": [5, 5], + } +) +aftab = pd.concat([dfa, dfb, dfc]) + +# Drop incomplete test3 +aftab = HLAfreq.only_complete(aftab) + + +def test_drop_incomplete_test(): + assert not any(aftab.population == "test3") + + +# Collapse 3 field alleles +aftab = HLAfreq.decrease_resolution(aftab, 2) + + +def test_resolution_decreased_correctly(): + mask = (aftab.allele == "A*02:05") & (aftab.population == "test2") + assert sum(mask) == 1 + collapsed = aftab[mask] + assert all(collapsed.allele_freq == 0.5) + assert all(collapsed.sample_size == 5) + + +# Combine allele frequencies +caf = HLAfreq.combineAF(aftab) + + +def test_combined_allele_freq(): + assert all(caf.allele_freq == dirichlet([8, 12, 13]).mean()) +