From 74651ab36cd96efde8108ab1313a220515b2565b Mon Sep 17 00:00:00 2001 From: Vecko <36369090+VeckoTheGecko@users.noreply.github.com> Date: Tue, 28 Apr 2026 14:09:56 +0200 Subject: [PATCH 1/4] Add CDO Recording --- docs/talks/index.md | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/docs/talks/index.md b/docs/talks/index.md index 48ecd72..16b98ff 100644 --- a/docs/talks/index.md +++ b/docs/talks/index.md @@ -26,8 +26,6 @@ Abstract: ... _Titles are placeholder._ -- 2026-04-16 | "Data processing with CDO" by Oliver Mehling ([:material-github: Discussion](https://github.com/UU-IMAU/python-for-lunch/issues/38)) - - Abstract: Climate Data Operators (CDO, https://code.mpimet.mpg.de/projects/cdo) is a versatile and fast (yet not too well-known) tool for processing gridded climate (model) data. In this talk, I’ll introduce CDO's powerful functionality for merging, averaging, regridding, etc. We’ll discuss the pros and cons compared to a purely xarray-based workflow, and explore ways to combine xarray and CDO, including the python-cdo package which provides an API to use CDO directly within Python. - 2026-04-30 | TBD - 2026-05-14 | _None (Public holiday)_ - 2026-05-28 | TBD @@ -130,6 +128,17 @@ _Titles are placeholder._ **Abstract:** Many academic journals require research code to be available when you submit a manuscript to them. But how do you organise that? Where do you put the code in such a way that you can still make changes to it, and that it is also archived for the future? In this talk, I will show how you can combine GitHub with a Zenodo workflow to create a DOI on every Release of your code. We will also have time for a more general discussion on the opportunities and difficulties of publishing code with manuscripts. + + +### 2026-04-16 | "Data processing with CDO" by Oliver Mehling +[:octicons-video-16: Recording](https://youtu.be/qyImj5s58aw), + + +[:material-github: Discussion](https://github.com/UU-IMAU/python-for-lunch/issues/38) + + +**Abstract**: Climate Data Operators (CDO, https://code.mpimet.mpg.de/projects/cdo) is a versatile and fast (yet not too well-known) tool for processing gridded climate (model) data. In this talk, I’ll introduce CDO's powerful functionality for merging, averaging, regridding, etc. We’ll discuss the pros and cons compared to a purely xarray-based workflow, and explore ways to combine xarray and CDO, including the python-cdo package which provides an API to use CDO directly within Python. + ### Archived talks [Archived talks](https://github.com/UU-IMAU/Python-for-lunch-Notebooks/blob/main/archived) From df09cf578cd9a769e359db9c01d741999bff90ef Mon Sep 17 00:00:00 2001 From: Vecko <36369090+VeckoTheGecko@users.noreply.github.com> Date: Tue, 28 Apr 2026 14:14:29 +0200 Subject: [PATCH 2/4] Update schedule Update template --- docs/talks/index.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/talks/index.md b/docs/talks/index.md index 16b98ff..609b9e6 100644 --- a/docs/talks/index.md +++ b/docs/talks/index.md @@ -15,7 +15,8 @@ For completed talks, add them using the following format ``` ### YYYY-MM-DD | "TALK_TITLE" by PRESENTER -[:octicons-video-16: Recording](link to video), [:material-presentation-play: Slideshow](link to slides), [:material-file-document: Supporting material](github_link to folder on main branch), [:material-github: Discussion](github_link to issue/PR) +[:octicons-video-16: Recording](link to video), [:material-presentation-play: Slideshow](link to slides), [:material-file-document: Supporting material](github_link to folder on main branch +), [:material-github: Discussion](github_link to issue/PR) Abstract: ... ``` @@ -26,7 +27,7 @@ Abstract: ... _Titles are placeholder._ -- 2026-04-30 | TBD +- 2026-04-30 | None - 2026-05-14 | _None (Public holiday)_ - 2026-05-28 | TBD - 2026-06-11 | TBD From 28b98a27d253d3a018fe323913499670369a1df3 Mon Sep 17 00:00:00 2001 From: Vecko <36369090+VeckoTheGecko@users.noreply.github.com> Date: Tue, 28 Apr 2026 14:17:20 +0200 Subject: [PATCH 3/4] Update template --- docs/talks/index.md | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/docs/talks/index.md b/docs/talks/index.md index 609b9e6..83509cc 100644 --- a/docs/talks/index.md +++ b/docs/talks/index.md @@ -15,10 +15,14 @@ For completed talks, add them using the following format ``` ### YYYY-MM-DD | "TALK_TITLE" by PRESENTER -[:octicons-video-16: Recording](link to video), [:material-presentation-play: Slideshow](link to slides), [:material-file-document: Supporting material](github_link to folder on main branch -), [:material-github: Discussion](github_link to issue/PR) -Abstract: ... +[:octicons-video-16: Recording](link to video), +[:material-presentation-play: Slideshow](link to slides), +[:material-file-document: Supporting material](github_link to folder on main branch), +[:material-file-document: Notebook](./python-tidbits.ipynb) +[:material-github: Discussion](github_link to issue/PR) + +**Abstract**: ... ``` --> From 4e5e566ea54521d6f3466f83dde3b8daa1b8a73c Mon Sep 17 00:00:00 2001 From: Vecko <36369090+VeckoTheGecko@users.noreply.github.com> Date: Tue, 28 Apr 2026 14:28:08 +0200 Subject: [PATCH 4/4] Add resources --- .../assets/20260416 - CDO/cdo-notebook.ipynb | 3927 +++++++++++++++++ docs/talks/assets/20260416 - CDO/slides.pdf | Bin 0 -> 79472 bytes docs/talks/index.md | 6 +- 3 files changed, 3930 insertions(+), 3 deletions(-) create mode 100644 docs/talks/assets/20260416 - CDO/cdo-notebook.ipynb create mode 100644 docs/talks/assets/20260416 - CDO/slides.pdf diff --git a/docs/talks/assets/20260416 - CDO/cdo-notebook.ipynb b/docs/talks/assets/20260416 - CDO/cdo-notebook.ipynb new file mode 100644 index 0000000..fbfea1d --- /dev/null +++ b/docs/talks/assets/20260416 - CDO/cdo-notebook.ipynb @@ -0,0 +1,3927 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "96c078d4-b523-4f90-8ffc-46d67c872519", + "metadata": {}, + "source": [ + "# CDO+Python tutorial\n", + "\n", + "**April 16, 2026**\n", + "\n", + "This tutorial is a short introduction to Climate Data Operators (CDO) and its Python bindings.\n", + "\n", + "More resources can be found here:\n", + "- User guide (comprehensive reference): https://code.mpimet.mpg.de/projects/cdo/embedded/cdo.pdf\n", + "- Cheat sheet (concise reference): https://code.mpimet.mpg.de/projects/cdo/embedded/cdo_refcard.pdf\n", + "- Introduction to Python bindings (which this tutorial is loosely based on): https://code.mpimet.mpg.de/attachments/download/27273/python_cdo_introduction.pdf" + ] + }, + { + "cell_type": "markdown", + "id": "8a3030bc-136a-4f75-89bd-af1ea16d9ea0", + "metadata": {}, + "source": [ + "# Getting started" + ] + }, + { + "cell_type": "markdown", + "id": "d64f85a6-73fc-4d20-8fc8-82bf51b9d7f8", + "metadata": {}, + "source": [ + "## Data download\n", + "\n", + "To reproduce the steps from the tutorial, please execute the cells below to download the data. This will download around 200 MB to your disk. (simply reduce the range of years if you'd like to use less)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0e4bb5c0-a9a9-4efe-8bd7-b6131b9870a8", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import urllib" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "20521d04-aa88-4243-8074-fb77f99c619f", + "metadata": {}, + "outputs": [], + "source": [ + "os.makedirs(\"data\", exist_ok=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "456ab45c-279a-41a6-9e15-46cdcdc7ed7b", + "metadata": {}, + "outputs": [], + "source": [ + "# One year of sea surface temperature data\n", + "url_tos = \"http://esgf3.dkrz.de/thredds/fileServer/cmip6/ScenarioMIP/EC-Earth-Consortium/EC-Earth3/ssp245/r1i1p1f1/Omon/tos/gn/v20200918/tos_Omon_EC-Earth3_ssp245_r1i1p1f1_gn_202601-202612.nc\"\n", + "urllib.request.urlretrieve(url_tos, \"data/tos_Omon_EC-Earth3_ssp245_r1i1p1f1_gn_202601-202612.nc\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "86b3c40e-652f-4b41-b822-fbafce3b5724", + "metadata": {}, + "outputs": [], + "source": [ + "# 87 years of SSP2-4.5 sea ice concentration data\n", + "for year in range(2015,2101):\n", + " url_sic = f\"http://esgf3.dkrz.de/thredds/fileServer/cmip6/ScenarioMIP/EC-Earth-Consortium/EC-Earth3/ssp245/r1i1p1f1/SImon/siconc/gn/v20200918/siconc_SImon_EC-Earth3_ssp245_r1i1p1f1_gn_{year:04d}01-{year:04d}12.nc\"\n", + " urllib.request.urlretrieve(url_sic, f\"data/siconc_SImon_EC-Earth3_ssp245_r1i1p1f1_gn_{year:04d}01-{year:04d}12.nc\")\n", + " if year%10 == 0: print(year)\n", + "print(\"Download successful!\")" + ] + }, + { + "cell_type": "markdown", + "id": "6a7b1c29-66d8-445b-a888-58fdc5c58815", + "metadata": {}, + "source": [ + "## Setting up CDO (etc.)\n", + "\n", + "There are two ways to make the CDO-Python wrapper work out of the box in this Jupyter notebook:\n", + "- A global (i.e., system-wide) CDO installation or\n", + "- A CDO installation in the same conda environment as the jupyter notebook/lab package that you're running this notebook from\n", + "\n", + "If this is not the case and you get, e.g., a `FileNotFoundError` running the second cell below, refer to the \"Advanced installation instruction\" at the end of this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a8862d89-d78c-4ba1-9a70-302a77197420", + "metadata": {}, + "outputs": [], + "source": [ + "import cdo as cdopy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "82c2dc6d-4706-4f65-b043-cfa8b9ed6e4c", + "metadata": {}, + "outputs": [], + "source": [ + "cdo = cdopy.Cdo(tempdir=\"./tmp\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d3e4d47c-67ef-407e-b33e-a3e816ffb75f", + "metadata": {}, + "outputs": [], + "source": [ + "# Clean up temporary files\n", + "cdo.cleanTempDir()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a5afbedc-df2a-4eb1-aa75-43ffe0b907e6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "python-cdo version: 1.6.0\n", + "CDO version: 2.5.0\n" + ] + } + ], + "source": [ + "print(\"python-cdo version:\", cdopy.__version__)\n", + "print(\"CDO version:\", cdo.version())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5ce9b11c-979a-4224-abc2-c0eee9fa7825", + "metadata": {}, + "outputs": [], + "source": [ + "# It's best to turn debugging on, otherwise you won't see the warnings\n", + "cdo.debug = False" + ] + }, + { + "cell_type": "markdown", + "id": "6fb2d645-0817-47e0-822d-9bcaa5f9a777", + "metadata": {}, + "source": [ + "Let's also load the other packages that we'll need later" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "95ae1bb7-4dd6-489c-b495-d096a3ec772d", + "metadata": {}, + "outputs": [], + "source": [ + "import glob\n", + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import cmocean" + ] + }, + { + "cell_type": "markdown", + "id": "b43fcc9a-ff3d-4cb4-989b-ca8100e156ce", + "metadata": {}, + "source": [ + "## Checking the installation\n", + "\n", + "CDO has around 800 operators! This command will give you the full list (which is probably not too useful):" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "167dae04-d369-41f7-b8ab-7528a50fe086", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'abs': 1,\n", + " 'acos': 1,\n", + " 'add': 1,\n", + " 'addc': 1,\n", + " 'addtrend': 1,\n", + " 'adipot': 1,\n", + " 'adisit': 1,\n", + " 'aexpr': 1,\n", + " 'aexprf': 1,\n", + " 'after': 1,\n", + " 'afterburner': 1,\n", + " 'anomaly': 1,\n", + " 'ap2hl': 1,\n", + " 'ap2hlx': 1,\n", + " 'ap2pl': 1,\n", + " 'ap2plx': 1,\n", + " 'arg': 1,\n", + " 'asin': 1,\n", + " 'atan': 1,\n", + " 'atan2': 1,\n", + " 'bandpass': 1,\n", + " 'bitrounding': 1,\n", + " 'bottomvalue': 1,\n", + " 'boxavg': 1,\n", + " 'cat': 1,\n", + " 'cdiread': 0,\n", + " 'cdiwrite': 1,\n", + " 'changemulti': 1,\n", + " 'chcode': 1,\n", + " 'chlevel': 1,\n", + " 'chlevelc': 1,\n", + " 'chlevelv': 1,\n", + " 'chltype': 1,\n", + " 'chname': 1,\n", + 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'yseasne': 1,\n", + " 'yseaspctl': 1,\n", + " 'yseasrange': 1,\n", + " 'yseasstd': 1,\n", + " 'yseasstd1': 1,\n", + " 'yseassub': 1,\n", + " 'yseassum': 1,\n", + " 'yseasvar': 1,\n", + " 'yseasvar1': 1,\n", + " 'zaxisdes': 0,\n", + " 'zonavg': 1,\n", + " 'zonkurt': 1,\n", + " 'zonmax': 1,\n", + " 'zonmean': 1,\n", + " 'zonmedian': 1,\n", + " 'zonmin': 1,\n", + " 'zonpctl': 1,\n", + " 'zonrange': 1,\n", + " 'zonskew': 1,\n", + " 'zonstd': 1,\n", + " 'zonstd1': 1,\n", + " 'zonsum': 1,\n", + " 'zonvar': 1,\n", + " 'zonvar1': 1,\n", + " 'zs2zl': 1,\n", + " 'zs2zlx': 1,\n", + " 'zsdepth': 1}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cdo.operators" + ] + }, + { + "cell_type": "markdown", + "id": "564c647a-d518-41af-b5fd-8190aa8c4f49", + "metadata": {}, + "source": [ + "List all operators starting with \"sel\"" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8e15396d-d9bf-40c3-a609-2dc9bd48ea8b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['selcircle',\n", + " 'selcode',\n", + " 'seldate',\n", + " 'selday',\n", + " 'select',\n", + " 'selgrid',\n", + " 'selgridcell',\n", + " 'selgridname',\n", + " 'selhour',\n", + " 'selindexbox',\n", + " 'sellevel',\n", + " 'sellevidx',\n", + " 'sellonlatbox',\n", + " 'selltype',\n", + " 'selmon',\n", + " 'selmonth',\n", + " 'selmulti',\n", + " 'selname',\n", + " 'seloperator',\n", + " 'selparam',\n", + " 'selrec',\n", + " 'selregion',\n", + " 'selseas',\n", + " 'selseason',\n", + " 'selsmon',\n", + " 'selstdname',\n", + " 'seltabnum',\n", + " 'seltime',\n", + " 'seltimeidx',\n", + " 'seltimestep',\n", + " 'selvar',\n", + " 'selyear',\n", + " 'selyearidx',\n", + " 'selzaxis',\n", + " 'selzaxisname']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[key for key, value in cdo.operators.items() if key.startswith('sel')]\n", + "#[key for key, value in cdo.operators.items() if key.startswith('ymon')]" + ] + }, + { + "cell_type": "markdown", + "id": "5ccb7de4-c655-458b-839b-61e8a96a83b5", + "metadata": {}, + "source": [ + "## Let's see what's in the data!" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f555ed4e-3a8b-49f4-a6e8-cd130190ed59", + "metadata": {}, + "outputs": [], + "source": [ + "fn_tos = glob.glob(\"data/tos*.nc\")[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ebdb4e67-65c3-45eb-b832-128eb06b25f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['File format : NetCDF4 classic zip',\n", + " '-1 : Institut Source T Steptype Levels Num Points Num Dtype : Parameter ID',\n", + " '1 : unknown EC-Earth3 v instant 1 1 105704 1 F32z : -1',\n", + " 'Grid coordinates :',\n", + " '1 : curvilinear : points=105704 (362x292)',\n", + " 'longitude : 0.04980469 to 359.9949 degrees_east',\n", + " 'latitude : -78.57995 to 89.74177 degrees_north',\n", + " 'available : cellbounds',\n", + " 'mapping : undefined',\n", + " 'i : 1 to 362 by 1 1',\n", + " 'j : 1 to 292 by 1 1',\n", + " 'Vertical coordinates :',\n", + " '1 : surface : levels=1',\n", + " 'Time coordinate :',\n", + " 'time : 12 steps',\n", + " 'RefTime = 1850-01-01 00:00:00 Units = days Calendar = proleptic_gregorian Bounds = true',\n", + " 'YYYY-MM-DD hh:mm:ss YYYY-MM-DD hh:mm:ss YYYY-MM-DD hh:mm:ss YYYY-MM-DD hh:mm:ss',\n", + " '2026-01-16 12:00:00 2026-02-15 00:00:00 2026-03-16 12:00:00 2026-04-16 00:00:00',\n", + " '2026-05-16 12:00:00 2026-06-16 00:00:00 2026-07-16 12:00:00 2026-08-16 12:00:00',\n", + " '2026-09-16 00:00:00 2026-10-16 12:00:00 2026-11-16 00:00:00 2026-12-16 12:00:00']" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# With CDO\n", + "cdo.sinfo(input=fn_tos)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "33d83a42-08a8-408c-b4cd-8dfa7a4210a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['-1 : Date Time Level Gridsize Miss : Minimum Mean Maximum : Parameter ID',\n", + " '1 : 2026-01-16 12:00:00 0 105704 40160 : -1.8963 15.957 32.067 : -1',\n", + " '2 : 2026-02-15 00:00:00 0 105704 40160 : -1.9165 16.222 32.222 : -1',\n", + " '3 : 2026-03-16 12:00:00 0 105704 40160 : -1.9412 16.027 32.573 : -1',\n", + " '4 : 2026-04-16 00:00:00 0 105704 40160 : -1.9286 15.682 32.938 : -1',\n", + " '5 : 2026-05-16 12:00:00 0 105704 40160 : -1.8655 15.353 32.548 : -1',\n", + " '6 : 2026-06-16 00:00:00 0 105704 40160 : -1.8756 15.247 33.478 : -1',\n", + " '7 : 2026-07-16 12:00:00 0 105704 40160 : -1.8751 15.387 34.249 : -1',\n", + " '8 : 2026-08-16 12:00:00 0 105704 40160 : -1.8784 15.518 34.383 : -1',\n", + " '9 : 2026-09-16 00:00:00 0 105704 40160 : -1.8799 15.288 34.496 : -1',\n", + " '10 : 2026-10-16 12:00:00 0 105704 40160 : -1.8846 14.979 33.375 : -1',\n", + " '11 : 2026-11-16 00:00:00 0 105704 40160 : -1.8784 14.816 33.069 : -1',\n", + " '12 : 2026-12-16 12:00:00 0 105704 40160 : -1.8388 15.260 33.396 : -1']" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Value ranges in a bit more detail\n", + "cdo.info(input=fn_tos)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "35ec5dfb-62b7-43fd-8bd6-e69756c720db", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 14MB\n",
+       "Dimensions:             (time: 12, bnds: 2, j: 292, i: 362, vertices: 4)\n",
+       "Coordinates:\n",
+       "  * time                (time) datetime64[ns] 96B 2026-01-16T12:00:00 ... 202...\n",
+       "  * j                   (j) int32 1kB 1 2 3 4 5 6 7 ... 287 288 289 290 291 292\n",
+       "  * i                   (i) int32 1kB 1 2 3 4 5 6 7 ... 357 358 359 360 361 362\n",
+       "    latitude            (j, i) float64 846kB ...\n",
+       "    longitude           (j, i) float64 846kB ...\n",
+       "Dimensions without coordinates: bnds, vertices\n",
+       "Data variables:\n",
+       "    time_bnds           (time, bnds) datetime64[ns] 192B ...\n",
+       "    vertices_latitude   (j, i, vertices) float64 3MB ...\n",
+       "    vertices_longitude  (j, i, vertices) float64 3MB ...\n",
+       "    tos                 (time, j, i) float32 5MB ...\n",
+       "Attributes: (12/48)\n",
+       "    Conventions:                        CF-1.7 CMIP-6.2\n",
+       "    activity_id:                        ScenarioMIP\n",
+       "    branch_method:                      standard\n",
+       "    branch_time:                        0.0\n",
+       "    comment:                            Production: Thomas Reerink at KNMI\n",
+       "    contact:                            cmip6-data@ec-earth.org\n",
+       "    ...                                 ...\n",
+       "    cmor_version:                       3.5.0\n",
+       "    tracking_id:                        hdl:21.14100/2bdb6564-c197-413a-b87f-...\n",
+       "    branch_time_in_child:               60265.0D\n",
+       "    branch_time_in_parent:              60265.0D\n",
+       "    history:                            2019-09-27T07:15:33Z ; CMOR rewrote d...\n",
+       "    latest_applied_cmor_fixer_version:  v3.0
" + ], + "text/plain": [ + " Size: 14MB\n", + "Dimensions: (time: 12, bnds: 2, j: 292, i: 362, vertices: 4)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 96B 2026-01-16T12:00:00 ... 202...\n", + " * j (j) int32 1kB 1 2 3 4 5 6 7 ... 287 288 289 290 291 292\n", + " * i (i) int32 1kB 1 2 3 4 5 6 7 ... 357 358 359 360 361 362\n", + " latitude (j, i) float64 846kB ...\n", + " longitude (j, i) float64 846kB ...\n", + "Dimensions without coordinates: bnds, vertices\n", + "Data variables:\n", + " time_bnds (time, bnds) datetime64[ns] 192B ...\n", + " vertices_latitude (j, i, vertices) float64 3MB ...\n", + " vertices_longitude (j, i, vertices) float64 3MB ...\n", + " tos (time, j, i) float32 5MB ...\n", + "Attributes: (12/48)\n", + " Conventions: CF-1.7 CMIP-6.2\n", + " activity_id: ScenarioMIP\n", + " branch_method: standard\n", + " branch_time: 0.0\n", + " comment: Production: Thomas Reerink at KNMI\n", + " contact: cmip6-data@ec-earth.org\n", + " ... ...\n", + " cmor_version: 3.5.0\n", + " tracking_id: hdl:21.14100/2bdb6564-c197-413a-b87f-...\n", + " branch_time_in_child: 60265.0D\n", + " branch_time_in_parent: 60265.0D\n", + " history: 2019-09-27T07:15:33Z ; CMOR rewrote d...\n", + " latest_applied_cmor_fixer_version: v3.0" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# With xarray for comparison\n", + "tos = xr.open_dataset(fn_tos)\n", + "tos" + ] + }, + { + "cell_type": "markdown", + "id": "de5c2d84-78fc-4717-a858-e71385a1fa80", + "metadata": {}, + "source": [ + "# Basic usage of the Python bindings" + ] + }, + { + "cell_type": "markdown", + "id": "6aa8775c-6e47-4625-becb-70bc7f4e0ed4", + "metadata": {}, + "source": [ + "## Output to file or assign to variable?" + ] + }, + { + "cell_type": "markdown", + "id": "68d363d5-dc09-424a-91ae-44b619916254", + "metadata": {}, + "source": [ + "As a command line tool, CDO always writes to a file.\n", + "\n", + "In Python, you can write the result to an output file and/or assign it to a Python variable as a Numpy/Xarray array or as an Xarray dataset.\n", + "\n", + "Variable assignments:\n", + "- `returnMaArray=\"variable\"`\n", + "- `returnXArray=\"variable\"`\n", + "- `returnXDataset=True`" + ] + }, + { + "cell_type": "markdown", + "id": "2638c361-7e3b-487a-802a-92ea0ef0665b", + "metadata": {}, + "source": [ + "In the following, we'll calculate the annual mean(s) of our monthly input data." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "44455fa1-52ee-407e-ae6b-a7ee638d70ca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/Users/Mehli002/Documents/Presentations/2026-04-Python4Lunch/tmp/cdoPyij88_c6t'" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 0. Default behavior: write to temp file and return the file name\n", + "cdo.yearmean(input=fn_tos)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "01887ebd-ca7d-41a5-a255-b75d0d97913b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'data/tos_ymean.nc'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. Write to a file with specified filename\n", + "cdo.yearmean(input=fn_tos, output=\"data/tos_ymean.nc\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4790f613-ede4-4442-a65d-1891fabd0d12", + "metadata": {}, + "outputs": [], + "source": [ + "# 2. Get a masked numpy array\n", + "tos_ma = cdo.yearmean(input=fn_tos, returnMaArray=\"tos\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a764be72-5241-4d56-9114-272c7b28e8ce", + "metadata": {}, + "outputs": [], + "source": [ + "# 3. Get an xarray DataArray (1 variable only)\n", + "tos_da = cdo.yearmean(input=fn_tos, returnXArray=\"tos\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1fcfec71-6fe0-4950-9ba7-89c51cd804b6", + "metadata": {}, + "outputs": [], + "source": [ + "# 4. Get an xarray DataSet (all variables)\n", + "tos_ds = cdo.yearmean(input=fn_tos, returnXDataset=True)" + ] + }, + { + "cell_type": "markdown", + "id": "c1bf1db6-56d3-4e05-a9d4-4cc7e1daa9d3", + "metadata": {}, + "source": [ + "Note that, even though our data only contained one year, this still has a time dimension - centered in the middle of the year!" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "4f57fbb4-8fa0-430e-a35f-3c6a3f8afbc4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'time' (time: 1)> Size: 8B\n",
+       "array(['2026-07-01T06:00:00.000000000'], dtype='datetime64[ns]')\n",
+       "Coordinates:\n",
+       "  * time     (time) datetime64[ns] 8B 2026-07-01T06:00:00\n",
+       "Attributes:\n",
+       "    standard_name:  time\n",
+       "    long_name:      time\n",
+       "    bounds:         time_bnds\n",
+       "    axis:           T
" + ], + "text/plain": [ + " Size: 8B\n", + "array(['2026-07-01T06:00:00.000000000'], dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 8B 2026-07-01T06:00:00\n", + "Attributes:\n", + " standard_name: time\n", + " long_name: time\n", + " bounds: time_bnds\n", + " axis: T" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tos_ds.time" + ] + }, + { + "cell_type": "markdown", + "id": "db35cd62-0248-40f8-be64-4419eb0f3d1f", + "metadata": {}, + "source": [ + "with appropriate bounds:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "1ec097d0-f1bc-4187-a9ce-d84c2c8a50ea", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([['2026-01-01T00:00:00.000000000', '2027-01-01T00:00:00.000000000']],\n", + " dtype='datetime64[ns]')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tos_ds.time_bnds.values" + ] + }, + { + "cell_type": "markdown", + "id": "53730212-d6d1-4609-8e3a-315901d41238", + "metadata": {}, + "source": [ + "## Another simple example: global mean" + ] + }, + { + "cell_type": "markdown", + "id": "ce87e12a-42f3-4e7b-9f82-9e8a43c095b5", + "metadata": {}, + "source": [ + "Let's also compute the global mean (on the monthly data).\n", + "\n", + "This will automatically apply area weights if contained within the file or if CDO can somehow derive this from the grid file.\n", + "\n", + "**Danger zone:** If CDO fails to derive a grid area, this will only throw a warning, not an error, but the results will most likely be incorrect!" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "0aacff76-b979-4749-b7b7-5fb39e7887b0", + "metadata": {}, + "outputs": [], + "source": [ + "tos_gm = cdo.fldmean(input=fn_tos, returnXDataset=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "66d49812-3048-4cc8-b27a-08876dde591d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tos_gm[\"tos\"].squeeze().plot()" + ] + }, + { + "cell_type": "markdown", + "id": "fdbf19d2-7707-49e9-ae31-b62af6a93f7a", + "metadata": {}, + "source": [ + "We can also apply an operator on an xarray object that we've returned earlier (or loaded/generated otherwise)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "50a0e1ad-1a1d-429e-b884-783d825132d1", + "metadata": {}, + "outputs": [], + "source": [ + "tos_gm_ymean = cdo.fldmean(input=tos_ds, returnXDataset=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "18fa80cb-dbbc-4524-bc32-329f7d1dfb67", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19.837902069091797" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tos_gm_ymean[\"tos\"].squeeze().item()" + ] + }, + { + "cell_type": "markdown", + "id": "f7398c12-e3cd-4d85-a3c6-9399c9cf8716", + "metadata": {}, + "source": [ + "# Remapping" + ] + }, + { + "cell_type": "markdown", + "id": "2f4a3a28-7da6-4b06-a0b7-ee5c04825281", + "metadata": {}, + "source": [ + "Our original data look like this (on a tripolar grid):" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "8fbc44cb-4ee7-4d4b-81f3-8e08517cff6a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tos.isel(time=0)[\"tos\"].plot()" + ] + }, + { + "cell_type": "markdown", + "id": "41b799d4-7e12-4aec-9ac0-55a7ee18ed21", + "metadata": {}, + "source": [ + "Now, we want to remap them to a regular 1x1° grid with CDO. There are several interpolation options:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "5f136baa-f0be-4ba0-92b0-c90ebf09dda4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['remap',\n", + " 'remapavg',\n", + " 'remapavgtest',\n", + " 'remapbic',\n", + " 'remapbil',\n", + " 'remapcon',\n", + " 'remapdis',\n", + " 'remapeta',\n", + " 'remapeta_s',\n", + " 'remapeta_z',\n", + " 'remapknn',\n", + " 'remapkurt',\n", + " 'remaplaf',\n", + " 'remapmax',\n", + " 'remapmean',\n", + " 'remapmedian',\n", + " 'remapmin',\n", + " 'remapnn',\n", + " 'remaprange',\n", + " 'remapskew',\n", + " 'remapstd',\n", + " 'remapstd1',\n", + " 'remapsum',\n", + " 'remapvar',\n", + " 'remapvar1',\n", + " 'remapycon',\n", + " 'remapycon2test']" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#[key for key, value in cdo.operators.items() if key.startswith('sel')]\n", + "[key for key, value in cdo.operators.items() if key.startswith('remap')]" + ] + }, + { + "cell_type": "markdown", + "id": "a6594cb2-af60-4a2e-a0ec-cf80714994a1", + "metadata": {}, + "source": [ + "The most popular/common ones are:\n", + "\n", + "- Nearest-neighbor (`remapnn`)\n", + "- Bilinear (`remapbil`)\n", + "- Conservative (`remapcon`)\n", + "\n", + "There are multiple ways to specify the grid, see the documentation. Regular grids are named with \"r\" followed by the number of gridpoints for longitude and latitude:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "3507f9a4-4f19-485d-b8b3-573093022c26", + "metadata": {}, + "outputs": [], + "source": [ + "tos_remap_nn = cdo.remapnn(\"r360x180\", input=fn_tos, returnXDataset=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "8c7052bd-5890-49ef-8d13-92d282c1e859", + "metadata": {}, + "outputs": [], + "source": [ + "tos_remap_bil = cdo.remapbil(\"r360x180\", input=fn_tos, returnXDataset=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "42e26389-56fa-4807-8df5-4dd8bd78d06b", + "metadata": {}, + "outputs": [], + "source": [ + "tos_remap_cons = cdo.remapcon(\"r360x180\", input=fn_tos, returnXDataset=True)" + ] + }, + { + "cell_type": "markdown", + "id": "84c3cc95-ed91-4fdf-a4fd-e4b6888084f0", + "metadata": {}, + "source": [ + "It is also possible to specify a filename instead of a grid name, then it will remap the data to the grid of that file." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f705d14e-1a08-4d62-8d35-03fdf158dbfd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Conservative'), Text(0.5, 0, ''), Text(0, 0.5, '')]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1,3,figsize=(16,4))\n", + "tos_remap_nn[\"tos\"].isel(time=0).plot(ax=axes[0], add_colorbar=False)\n", + "axes[0].set(title=\"Nearest-neighbor\", xlabel=\"\", ylabel=\"\")\n", + "tos_remap_bil[\"tos\"].isel(time=0).plot(ax=axes[1], add_colorbar=False)\n", + "axes[1].set(title=\"Bilinear\", xlabel=\"\", ylabel=\"\")\n", + "tos_remap_cons[\"tos\"].isel(time=0).plot(ax=axes[2], add_colorbar=False)\n", + "axes[2].set(title=\"Conservative\", xlabel=\"\", ylabel=\"\")" + ] + }, + { + "cell_type": "markdown", + "id": "ea3c89cc-d434-4042-9043-a923a07c9dc6", + "metadata": {}, + "source": [ + "# Interpolation" + ] + }, + { + "cell_type": "markdown", + "id": "1aac5fe3-52ae-4d8a-813e-192ffe2dc7d3", + "metadata": {}, + "source": [ + "Similarly, there are several way to fill missing values:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c16709c9-d090-453b-8674-f721818d6383", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['setmiss', 'setmisstoc', 'setmisstodis', 'setmisstonn', 'setmissval']" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[key for key, value in cdo.operators.items() if key.startswith('setmiss')]" + ] + }, + { + "cell_type": "markdown", + "id": "3b4c9142-1e34-4ad9-8c8b-6e67174f6a97", + "metadata": {}, + "source": [ + "We will use a distance-weighted interpolation (on one of the interpolated grids) for demonstration purposes:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f20132b1-78e9-42a7-878f-2c87f00abdc3", + "metadata": {}, + "outputs": [], + "source": [ + "tos_filled = cdo.setmisstodis(\"3\", input=tos_remap_bil, returnXDataset=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "38769b50-49d9-436e-834c-743464b63696", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tos_filled[\"tos\"].isel(time=0).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "fe22e539-2550-4d2c-b8db-e036274435e1", + "metadata": {}, + "source": [ + "Now, let's generate a land-sea mask from nearest-neighbor remapping of the original data:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "a681ca59-4699-425f-a765-96558ea08615", + "metadata": {}, + "outputs": [], + "source": [ + "lsm_orig = tos.isel(time=0,drop=True).isnull().rename({\"tos\": \"lsm\"})\n", + "lsm_remapped = cdo.remapnn(\"r360x180\", input=lsm_orig, returnXArray=\"lsm\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "5ff358b4-6056-4320-9abe-6bd82d244d14", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lsm_remapped.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "38d86bc6-1fb0-47f8-9c2a-36e60143a404", + "metadata": {}, + "source": [ + "and apply it (this time with xarray) to the remapped and interpolated data:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "590bffe8-d73f-440f-86ed-79388256ccc7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tos_filled[\"tos\"].isel(time=0).where(~lsm_remapped).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "e6c08384-e0d5-45f4-9c0b-7d7ba0bb9c8b", + "metadata": {}, + "source": [ + "# Step-by-step example" + ] + }, + { + "cell_type": "markdown", + "id": "a3238b12-09dd-4485-b16b-a644481392f4", + "metadata": {}, + "source": [ + "As an instructive example, we use 85 years of sea ice concentration future projections simulated by EC-Earth." + ] + }, + { + "cell_type": "markdown", + "id": "9231290d-1a37-4b1e-a2ef-c80ed182adb9", + "metadata": {}, + "source": [ + "## Merging\n", + "\n", + "This model outputs 1 file = 1 year, so we'll first merge all years to a single file.\n", + "\n", + "You can use `cat` (= concatenate) or `mergetime`. Mergetime is safer (it arranges the time axis correctly even if the file names are not in order), but also slower.\n", + "\n", + "We'll write the merged data to a file for easier access later." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "d285ba96-7d47-4fe6-a5b7-e586e6748fb1", + "metadata": {}, + "outputs": [], + "source": [ + "fn_sic = \"data/siconc_2015-2100.nc\"" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "25c794fd-839f-4f73-b883-ce8aa6729a8e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'data/siconc_2015-2100.nc'" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cdo.mergetime(input=\"data/siconc_SImon_*.nc\", output=fn_sic)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ed0f85d-e58e-4cc8-8f3b-4fe2fe931df9", + "metadata": {}, + "outputs": [], + "source": [ + "# Alternatively\n", + "cdo.cat(input=\"data/siconc_SImon_*.nc\", output=fn_sic)" + ] + }, + { + "cell_type": "markdown", + "id": "7b6fde23-780e-4fa2-b56d-21674483930f", + "metadata": {}, + "source": [ + "## Subsetting (temporally)" + ] + }, + { + "cell_type": "markdown", + "id": "bd20ee4a-1443-429a-866b-3d9b4e072232", + "metadata": {}, + "source": [ + "We can select individual months, for example March (month 3), with the `selmonth` operator:" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "82318aec-dcd4-4306-96f2-cb1aab73b910", + "metadata": {}, + "outputs": [], + "source": [ + "sic_march = cdo.selmonth(\"3\", input=fn_sic, returnXDataset=True)" + ] + }, + { + "cell_type": "markdown", + "id": "926f942d-05d2-40fc-9257-19076cb979db", + "metadata": {}, + "source": [ + "## Temporal aggregation" + ] + }, + { + "cell_type": "markdown", + "id": "0eb05cf5-3259-4e83-91b0-25d02835d3f0", + "metadata": {}, + "source": [ + "Let's take a seasonal climatology over the entire period with the `ymonmean` operator:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "07e2bd3b-97b6-40e8-a1b4-6f33a6793c9e", + "metadata": {}, + "outputs": [], + "source": [ + "sic_clim = cdo.ymonmean(input=fn_sic, returnXDataset=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "fa2b6ff7-3192-467d-a197-06f0e6c53636", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sic_clim[\"siconc\"].isel(time=2).plot(cmap=\"cmo.ice\")" + ] + }, + { + "cell_type": "markdown", + "id": "51670051-846e-4d98-b916-234b44f7ca64", + "metadata": {}, + "source": [ + "This works with different aggregation methods, not only the mean. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "192f0561-f61e-4549-8c64-a52cee333ae1", + "metadata": {}, + "outputs": [], + "source": [ + "sic_interann_std = cdo.ymonstd(input=fn_sic, returnXDataset=True)" + ] + }, + { + "cell_type": "markdown", + "id": "596919ea-90ed-4337-8e7d-ae9ca68f3243", + "metadata": {}, + "source": [ + "This returns the standard deviation over different years (i.e., the interannual variability) for every month.\n", + " \n", + "Of course here this measure doesn't make too much sense because there is also a trend superimposed... We'll see later how to remove that!" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "0d5511f2-8e50-4314-81ed-88593269a58f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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u5uUWLO3Amo/XwLnoE7R1rEAgQFESN39mWAnAbLJH/3Zjv1tCITWSUlkxDDU1EzD7s7tRbFBLJPoBPhCtszQoIkVC6vuVK1GRxn3J0dmJ7ceO5fVJdKpnRExlAO2LgIRUsYmp1WvmJLVcdc0kvrEEQ4Hol7XD1Qxv2wqYNkxFY536pbmqVgdYDKgzWeA3muDWG1BGIWS9DiaDARVWCyxG9Yve4PVj6CAfBg3zo2VIGKEOPxR3G0J+A8yWKgzyO+B0tSAUCvLydCNgQaXrfoPq+5am3oC6i6d+iKkuH6zjY6FNhF/Z1NiZtjn2mrHbq+H2dvDNmfbBH/Bi1OjtYLNV8esNG77v33YI/YZu8Hq9EeFwEMGAD0Prt+D54XAISlgV8PwDIv6NMUJK++HRfd2Jr9d0RFOvV2pkm7TtoadhJQy3pw0VFcNhMldAF/LDFDZAcRqwbHUQ1TUuXtZgt2Gw3c5/p0a9nkUVYbTZEDSZ4XS4YDKFMcZq4/mdITM2rg7B2LkTymvGI+BphaNzDdyeFv6hsHLlbJQ62SgLISGVjpgSkkPElCAIgiAUKWomof/RT+k4lxwipoSMUGavgcvdxukQ7dcWRaqaW5bAvuhHtIS34XkLvGF0TqjA5qPL+XkwHEZQCaPGaoXVaIRRr4MvqKb8Oqh4MhRGIBiGzqij9vUwmOzQ6QzQm2ygxGF751q0tq/r1zbH/7LXolKxxP/yj10mqWgVRzUMMBrM6OxYzrOs9no18gQgFAqgsmp89LW1a7+GvXxk9HUlHOJoH0VEhIGFoqt07fr87mj0hqJPNMVC54zOKS2rN5pjolQxyyWIONDyPd6YYpdP8sbX72hpl49V95HSbwG/iyNTCkWXvR4o4XJ0NHrx6xo1MmU3G7DlEAXlJhMMej3/rVKKnnAGAvAEgmh0+mAyqFGvSrsRg8eVo6FjPEwN1TDpJsLSPByO5sVo3LgptS0MLGFFndJ5v9A3IqaEjKClsUwmCwIBH39B0xd1e+cG6FZ8hEGda3g5Xcse+NU1AkajDp7BYeh1QKXViJGVQRZOZq8ewchfr8Pvg8MfgNcdQthH6RAd9PZq6KhORaeHMVyNutoJ6HA08vJaui9j9SUJiE0FJv0ZcTdHm7UCLnf7ppuwVusVgeqktBod+jy6eYeVrjd0ITPU1W2FQNDLAkqrBYyKGU3g0PyYNLDZZENFWS0aGn6Mrqd20ObwBzzw+9zdhBT9XRgMJhgNai2gumo9/9igOqJun5dlDHr1NqBdYwr9SyPAdOAfMV63+ne1od2HSqsLwyvsGGRTU3mU6iMR5fIHsLbDi2VrnAgG1f3ZYnwFhtXb4XOH0GaI1GrVVKC6cjD0ehNGjNgZNquavjabK7Bo8Ws52X9ByAQipoSMYDGXswCIjUwRwZAfre1r4fU5+Hko6EWN/gA01Nt4OZNJh2a9H42dfgwqd6HKYuJfvIQ3FEanN8hFrgpNZhN09jLonGH1C59+LZfVw2pRo1xOV2vS25uqIEonIhAK+vmGOmrUrliz5itUlA2Oiim6qTo6V3ZZvq31l0j0SulaCyZkHI/PoQpXLaqk00UHBxgM6tcjX9Oa3oEONksFi/lYWlt+RlnFaOgNRjWqGFcvZTJaYDZZYTRao+v2+ZwIWcpYxLEQ83tUYUXvjRXgMaIuLXqIltH2GY0mhEMB6KCHTm8CbHaYaq2wlhlhNKv7Sn+HDl8QDrMfVqpvtKhROX84BIcvgPUbPVjzcyd8bWoB+VMnTON/T3/xa/jcQV6P0aKH310Fw1ajULHuIChrlvEyjWs+x4Tx+2LZ8o/S20ehGzxgII1rJ533lhIipgRBEAShSCERTFM67xf6RsSUkBF+XTaT/x0yZCpCNOqJ01Ra2kCB1+fkxy1ty2Bb/SM2Lh2MgD8Em90Y/YVstuphsxpRW63+4jXodfD6qWZFUWumEtUjGUw8XJ3X4W7fFMGJ/3WfYpQqfp4WjUo1Laih1aUQJpOaIkkGipJQVIuiVUJmqaqewNeLFpWiqBKlYOOPNUWc6PxRhJGuK4q2NjcvTLhOOldavZsGpffa25YmXJ7q5epqx8LtbYcLrWq9Vnx0SnuewjWdCpTeMxjMCIa88Lg3omrIFCiDq2EuN3JkqizyN1puM8JmolopNVJFaXmtZor+6trb/PCucwEub9f1BxVYy42orrOgptrCu+HxhNDWWoHm1Wqar35BPdp+/pBTf2SNQH8j1VVjMH/BCxnfX0EYCERMCRmlvGxw1B6Ba324gBfRol7F0YSGDd9i7IKJaPWPhjkinALOIJRgGPZ6G9qHqKkQq52GoytwtvuhBCK1LOFwVDAp4QCnWywmVUwNJJqI0upmUhFUXHGjhKPHgFIZtrIR/Di+uLmicuwmewYqXDeaOUUkZB7NHkA7nz0dZ5djNf9rsQ3j8xh/zrTzFhVcsUTqrXpCG3igibbK8sGceuRaKm0V9H5FUbe3P4Iq7j2qD1zXNCX9ACKxb7OFoTdaoC8zwWQxoLLajBFDVPE/qa4cQ8tsMBsMPHDE4fcjFA7DG6Q0XxDOjgB0G9vIdKvLuim9V1lrQXmZCTUVJpRZDFzU3FFjRlXk77+xzgL9xJNQs7wZiqMDuspqwKX+ABPSQ0bzZQcRU0JGWb7iE4wdsydc7la1wDbo46gTRaoIet7SthoVK2dhkG4v+OrqoPMHEN64DmG/C66Rm8E/vpaXray3IuANw93sQ9gTpG98UmjqB/HoqSBPZlNZytvZr0LyXjyn+hrlR19omsEjLxNnnkjQKD6tCFor6Hd2rkppG4XkoQgTDVrg88URp0C3+rUEJ5KFR+wIQJ4NpauQIvFD51aHpM8hiTaKllWU16HT0RQdwRm9nmIjVAm2q1fi3hP9QRJ5m9frAGK7heh1qKw1Y8RQGzYbrNYk1peXcf2MOxhAm8eHBqcXTl8IzZ1+NDV60L7ahWDzahhr1R8KH65Zj/1HDcdjx+7CdVNGA3nJ6VBtM6HCbEKgIozBFaqYqqo0oanOgrbhdnQ2eqA36DHz2pOSOm5C70jNVHYQMSVknJWrPos+JmHl87t4ItyeDjYJbGhSh0ZXdm7Owijg68A3c+/jeQfcoBahOpp8CLqCCLsCgMsHXTAIBOiGpUCJFA3zxEmG7JEoMtVbpIqFG6WTlDCGDds2OtKR16WEONVDqRa+set0PPJLi4YIqTN61G/gD3oQCHiio/S0EWss7CMR09gUH6X3OtrVYuieoKLxIEWfIpFXwmpVHaxd2uCHSEG3RqoDB7RtIGGtFcJ3sVzQBFU88fN6EFdad4JEQt8YMMPraUM44AXtQe0gC0bX2jDIbo3elKnYnEbvrev04Je1TrS1+tHW5IVzhQPK0l/g7lyNysFjePnv1rWxmCKeOH4aLnz3e3gDYV5PpUW1V7CZDFHbhTKreo5ITNGAEyEziJjKDgPXYVEQBEEQBKEEkMiUkJUoFRWWEpoJIhWkb2hcCJ+vEyZTWZd0l+YSR79Ow50+wBuALkBRqQDXTIHqVgI0jJzqVwIcgehGhgp1+zL1TBruORaE093GBp5axIKiHFodDkWkqiqHSsuYDKTvKEXm9bmifl2BWC+n+FZDVDSeoA4qHopuBeHr4htmNaspMLIVoPRfbJ9IWifVvPUHt3NttK4uFBfdiq93Shj96sWzirZRi05pkSo+RkEv3N42BL1tMIYVmM16tkCwRiwiCCo+JxuEFmcAzRu9aF7lhn9VB0IrFqGtaR4XsVdGWuy0dPo5vUdRKeKug7fHjV8tgC+o1lmVmTcVs1dZzAhXAb5ACOuXOfH+Ffv267gJic93OvYG4oCeHCKmhKywbt030bSfw7VRvTGFAuh0NrCjudbc9Ii7ZiEQMQnkonNfUBVSZCLopxtZSE3xhfwspFhMxdQiJUt/hFF/6qxiod5ufl8IfmwyduTRX5G0H6WaSCAK6bF+/VzU1E6OiJ/uBeHxgorSaCSEyMCzp1F6BNVTma1DWHhoy8amtOOhVF0mBw8kElFqbZ2pixhMJK566g0Y+7rag9CAgN8JszuI1jY/Gmq9GFmp1iTaTCZuSG41GnikrdsRhH91J4LL56O18Se0da5hUWlfrh6T7z4aBku1GTPOexuz7j2M512x6xQ88NMSNLq8qAwE2UuO4NSf2YjhNVaYbTE/rIS0kTRfdpA0n5BV6OZDw57tthqU2wexECJDT20EoDsyco+m8EYXdJ0OKO2tUBytUKj+xe/hQnVNSAUDbhZimhhjMjh8XB2L1bW4vL+iqktdFW1jpGeW5hxPxLpqC/2HRAxFhTRTSoo+sc2EwagKEIMxUiC+6ZxQZKYvKHpI542iX8lEl/qqw+oNj2sdTxzdikSTtIiSJpjiRRS75seN1osXUtFjEplPopOMSCkqWm4fwk3E4Q+hvcWHpg4/Vnc4eXIF/PCG1E4FVExOprK69nauk9rY8iva2tfD5elAY9NCntyzPoB3zlKEf/4ZO+98XvTzz95mM77uO/1Bbh1FUyBEtVRAIKTAYjdij71u6PdxE4RcIJEpIevYLFXsDUVuy3QDo55+2s0hsGQj4FMjTYqjBUFvh9orjNMxRr75hSkqFfTxr2Cvr53do5MlrVRdBvuiRbeD0nsmC6eLeouKxBZX042cCta1baCbojniy2Mrr8dXc25FqdPUNJ89z6g1Dwl2Ejax0Kg5EiIk4qmwPNkRd7Hp2WzBETadP9IT0BgRQ9QbUM8eViTwoq1p+ohG0b5SxwArubhHOhdQSxeLtRomUzkMRitM1SMBgw4eRwBNzV40VEZG3FnNqLFa4EKQI1MG8n4jDzlPG9s5cOTVH0Sns4mXX77iY1Q2L+TPcHtasdnkQ7Dkl3f4tT9Pndxt227530IuUPd7QjBUDRmQY1mKSGQqO4iYEgRBEIQiRXymsoOIKSHrrFj5aZfn1CSWogRTtjwWVYM2U3uDRUw5tShUFPq1rRWe+x3wejuSrpmKT9fFWxwkilrFv55uRCrRevuqZ4nF4+2IRuI0LyqCIlVebzsstrqMbF+xRKd6orf0G12PBBWvq0XlmicTteUIZbwh8aC6LaDXGaKFvhStNRmtUWd/f6QZcmwkkiJMnJ6zVfF7fX5nNOUXX0yvpQYpXVhZPgSV5cNgtVbzPErpWcqGwlA7AkqZnS4qCoVRpTlCAQV+bwj+YNcaLH+IaswUdkdXKiqi6UUNn0+1QaFegw5XS3SbrZYyTJ3yux5dzRtbfbDbDOhY4djkJycIBYKIKSHnDBk0Cf6AC05XI6y2QTBGHM21Br9dfKRISIX88Hpa4fG2sbjoz2iTnoRT/Py+zDgjG5pWnRalZ/Q6PcaOnc7PV66c3eOy7EcVDkY9qQiuuTJa+Dj5PM393g5BRXOqV0dabhqdR8eZr0nyRevHoIdYyitVL6ZAwBetc9LOI4+uQzg6SpXmKzziTq2bojqqRFDqUhNfakpwk0Dj9egMsNuqUV4xHBb7YJ5nGjweuonDYB9shYmaEHtDCLhDCPvD0Bt00OtVo02izGzklBGNxjMb9bCXG6GrssNsrug6GjcC7VcoUmBOeJQw3O5mTP/9fzD7uRN43uwNjfzva9+vxbBBVv4sncUAxZp8yyWhdyTNlx1ETAk5x+neyP9yyxVfO9eFMAkiACSkOjvXcA0G3WzC4XDUkDGko5tf/7ejp358iV7btFD6tVM6RW3n4XQ2swnk5IkH4pdf30+4PNkqhAzqEHwSYITJZIXVWgWD3oQf5z2b1vaUMmSeSuch4I+pwYuYqHpcDV3avpAAphYyiRzTKbJF0UOKbGkiieucoGPDWkKrb6Jr3mi0oK52NNas+Sqt7ddsGMgSQhvcEA+N/DNba1lE8e5NHIbaceWooXYueh18nhA87iCLKoo8DRpkweBydXAEWSQ4A4HoMHsDRbAMOljtg1io9QX1LOzo3IDh65dj77+/h5qxZRgUaR1ltxnZuDNIfTipLrI89a4GQg/HPU1rhHTeW0qImBJyjt/v4hsAWQN4PC2w0GiiyBd/vFihIlfypqKIlOohtGlkVfTm0Y9IUW9CKtHz6OekSnyftMh6yRepM7iRb8J0Y4ot1o2H0jgkpLQ0X1VFPWqqx+H7H59IfXuEKFqDbs15nI5toigQudNb7fUcnaIi9/iUosfrUAvUIzYMiYrVNZFF06DqUSgvH5r2mWhpXhyNelHkUosWqaIu0pA4HIDBXA5lcA0/tw+yoJqmKvI+Uzf56ZN25dfII2pwjQU1Vq3xuB6tbi+WbnRhY6sPHa0+KB1e/jvlkZN9jHKl19zeDjSu/RL1ZhvajVuivMIUbSdTbjFgbZsXIacfs588Ju3jIQjZRMSUIAiCIBQpEpnKDiKmhJxDv+q11AhFnOw+B8+32mq79SIzGMg/yMq2ChSJSsUWITYSpP2C1orKY+f3WmSuRZbio1JJ9kbrso54qB7F70aHo4GPQ339DrCYy3gYPBUYa1EPqpvi4mNrBey2Wm4uLfQfMvikyCg3Ko7prddTbRJBqT+KOHFKLQ4uAI9cI1rdnxaJMpvUtBZZWVD9ksVSiV+WvpvR00epYILqrygqpdZOqUXiXIdF2xPpiWctN6Km2gybxYDWdj8ePUbtVEBUlJtQV25mSwSi3evF/PWd+PnnDrg7A3A3eIGmRvi97UlbRVAEtqVtBWraVsHmnIQAGfPGFMk3NnsBZ3r1aEJX6Ain0+pQbISTQ8SUkBfQl2koFILDuamAujo0CjZ7XZd0H6VgysuGwuVu5vQepRcopUGQO3rMCru3DUnCbDOp0XrJpPf6WZTOdWN+N/sf0Y3XH3B3KYqmmyPdyElIDR40GfMXvpTyZwhdoetHGwFHvlSJ6qASpfoonUbCliBHdLoeVeGkAyIpPLVw3QS7rRKjRuyMyiFTePnPZv5twE5De9vSLkXpeh79Gilk5xGJARgtqpgqrzShtsLE29wRKTTXqCgzsiu51k5mdbsTa9a60fKrA8rqFijODnibf4XL3chF78l4uHGqz9MJR+cqWJud8PvUlH6l3Qi3P4SNjV7qB5ThI1LaSGQqO4iYEnLOyJHTeFQT1awQmqCiG1wNFFitNTAabVERY7HWoLZmPFrblsPj3fS7SR2erUYCehNUmSDWziBhb7SeSBTV2rTS6Ho1UaV9lvYZJB4pqlFVOQIVVePS2gch5rT0w/KAjD6pGJ0g08rYEXRavRKdO3IWr60eix9/ejrrh3xTZEzXxUrDVKVGmyqrzKiwGrFqowf3HLpDl/caDXqYDHq4g2rUqcnlV+uk1rXDv3Yh/L52+LxtcDib1KhektBxogEkaGmE17WpVqzcYoSVWsnYMteCRxCyhYgpQRAEQShSJDKVHURMCVlnxIid4fa082goqu+gCBQ91nqGaaPzPN5O6DvXIhTywWKugtFk45opNgC01rAdAKcXokO1TdHh6ClHjPpKy+lSNNnsaV19RD9i+6bRY6p7UfvMbaq1sVgqehzpJ6RO7HWSqn8UpfsIGt1HQ/81LygNStXSNe7xtGX91Awbti28PidvE/V+JOsMsmEwWqtQPkiNTA0fbIUnEIbX2z21VmUnXynAQ43GI6NlPY4glI42uF0NcLsa4fa2w+HcmFKbJoqOUa1jwNEIT6v6t97a4cfkweWoH27H2iqJTGUUHqWZlmeMkAQipoSsQ0KK64KCfgT1fr4JUS0UuToT2h8+feH6Ozxo72xgKwDyU6KCbBIUtIzL08rr0epdEoqnZGqXtJuf9m8vy6fiVt7j5yT6rJgUn3YzJhFVVzMONYMmw2wbpL0R+ogztpAZ6Jry9eLNlKxA0K7D2PNItW8kNhKZWg4kQ4duw+7j9LfFXll6I4wkqAxm6KrqUF2nCpahlRY0dtIPGeC4Rz+n2nS8fOYe/Fql1YhQOAyvqqXQ6QlCCSlQfE54PM1oaV/FBfhdfLmSgFLVwaAXAV8HzB2qmPL5w+jwBVBTboJ9mBh2CoWHiCkh67S1/sItNKgQNVGthSYm1J5SJJBCoNsUN6z1dHRZtrebX7TWKJVamB5qmuKFTl+fndTnbFp5l8+hGy9FM6j1R0XlSNhqJ0BXofoCzXr5lP5/ppAQEhkk5lUDTTVikyratdD9+girRqBBHxes262Vfba6yQQdjiauTaIaQbqeKGpL15TZVAYMrcGgWlVM6XU6bi7sdAVhLzehzG7EuW99i9pqM8qtRnQagmh1qjVTixe3w7fOCa9jHVpaV8LhaO5X43Aq+Fc9vdxQYoaZmQ16WE16lFWZMOOYpzDrlVMzeERKF0nzZQcRU0JOIINBMjzsdDZHDA7DXYwGE0WaNomr5CJE0fdrAqkPoRQrvOLXH3uTzAhx69PSeppTNo0qo9Sei5y3GxRU6LfL7OcLUcgkldJgFFnS0nappNLirw9uBxMjlrWIFV3fTndb1G29s2P5gJ6FTeliPUemaLKX1cM63I66SlU0GnU6uL2039QHU0HLBg+3kWmtNMFs1rN1QVuT6tbu2egD1qxDZ/tKjnr1R0gR9AOKBpw4HRtQ1az+OGprrUOnN8AF7za7EfpJ6ZuYCioiprJDGjkLQRAEQRAEQSJTQs7QhmrH1jyRH05vaI1m2VOqhyhSt9qp+JqouPUlftx7JKrPFF9sTVQv64pNH2pRBK2XWyiktgGRNjEDC10vVJ9G6edUIRNVdR1xFhyR6JRWkK6e266fOZBQWi++bY3JZIO1bhJqhlnZjFNL81FEyu8JwesMwtfmh+IJop32xxeiYibofJF2TWV2BNrXsOkmW0n0E4po0f473c1wLvuS521YOAiLa8yYNKocNrsBn9x0UEaOgyCRqWwhYkrIGQ0NP2L48J3gcrfycyomj03lxYoR1T3axjcmGsGniTBKEfb3xtSXeEqUSkz0WYnEXE/1Wolqr+LTfHwj5JugEUaDOopPGDg2bPgu4fzNJx8Gj7cNq1Z/0eN7tdF/mgN4IpGtndu0auzSQPWYMqK8bBh040dj8BAbBtvV66rNS70IdTBZDDxSj4fvrW9GcONyONqWc12T0agOeDBbKtDevpzrsfqb4tOghs/BoA9tbcv4edn8JVg9zIYx9XaUlalCUMgMYSg8pfN+oW9ETAk5Zf36uV3qT6iGilpOxKIJKa3GhNqskDO43+9hQRX9lZxEBCh2nfHCKHYZLtrV09Bwdd38ObENiuM+q+tr+qTrrmLFlfaZRoMJYW5V4khv9KCQFu2OdXC5WjF61G+weo0aQYkn1pxTY1M0quv5phGpGtk4r5qIo5qwirLBqJ4wHYOn1mD0UBtqrGoBeovHB7NJj/IqE5xtfoS9QSidzWhvXoz1jfN5kIjGptG26UfVtGOxbPlH0XlnvPQ/1JaZEQjJzVsoPERMCXkVqaI+aWSZEI3wgNIQQcDUPZJQXTMJ+lAAoX6kHOgmYzbZOQpEQomHsQf9PMqIUj5l9lqep6UgAwEvWzXQ67E3Ey2S1ltaMN57iIgttNdEFG0L/UufQb0HSUDG3myE7ECeUZoYofPf6WxioU/XZyIXdMJePjLSqiWUWCzHtTKyDrC9hdaLTxcprq8buh3M247GZptVYvPBlbAY1a9+s16PYdUWdHT6YbYZ4A4rCNN1HvJz1C0c6UpAxD7uLwHfpnZR8Tx+3C74z5IVCJWLmMokUoCeHURMCYIgCEKRQpnbtBodi7ZNChFTQl4RG7GJ7aNHTs5m6xCO3nhc66LzE9VXJQNFEOizyu2DuDDX4+3gSQkq7DVks1axwSF58xCBgAceXwe8kYJjIhQORD1z1OL5xBEyrQBZ2z9KcWjPKXWi+UrRdqjF0FZ2qv512czkD5yQMXd+ikzG1vXQtafVRPVE/EAKigjFokWltOuJrq+BRCt+j17j47fB+KnVmDS0HMPKy9iMk6ixmTlyYbMZYS3TbgcKX/uUHkw3+mSy1HWb1xvBcBhlpuwanBY7EpnKDiKmhLyC/Gfi4RtRpCaJPGostmGbUnB004jcqFh8xTiK9wUJIaqJIlFkNtsRDlMxu8KpNou5HPayYdFl/T61doQ+k9ybw2HVF4sgcaTECKaeoPVSyoXSi9rN1GatgcVaDaPJztvON2GdHj5PcjcfIXOQ7xmltrSG25T2pcJtNU2bWo1TbGpXTbmpgssWMe3sqQYrU0QHM+iNqK4aA+vmddhsTAVGV5XBajQgrKj7UxW2oNHlhckYGRlrVmsJabRsf7zV4kVTsiJKI6gonHoUhEJDxJSQN5ArOtUldRFEdFOKiVCxdOKaou5f9PQaz09wE4g3+6SbHd00aSQh1SZpUQVtCDkJGpO5nAvBtfksvEJqXZVWZ6UW+Rr5eWxkSo1WqZEBKignE06LpRw2SxWLJ7O5IrpdFmsNzDVjoKuswawXTsrsQRVSsjmg9i+aiGCzS4NqdmmzqucrGboWo2+67ijSU25XIzXZgD6zonwwasZPx6jJFdhicCUG2WwwGQzRyFSQLAp89HcQhMcRgOIPIehz8A+GVFvgpCqc4nlk/i9odvph0Ou4GJ1qqITMRSnTeb/QNyKmhLxBi/RQaw8i1lqA+vJRBEhtQ+FP2D8vkcCKJ/bmxr0Bg34esWS1lMWM8lMQ8Lvg9TRH0zV0cyEhpUam/FExxq7S9mpYzeUwGdWeYiTGaDmHq5HTg7xv4SA6HU3o6Gzkz6qsUKNe5eXD8dVXt2fk+AnJM27sXnw+qak2iWQaQarZHGjnnJoUOzpXZmxUHaWPKX2WLWj764dtD9O2Y7HFuEpO79lM6kgOV1AV/i1uLzY6/PD6wgj6w2qBDEemsnsDvX7OAnj9IdgtBjg8QVRViD1CppA0X3aQeKogCIIgCEIaSGRKyBva25ZG+5YRWjqN0mSxEQJqGMv1ThGPqW4RqR6aCKtPE/9+8PpcHD2wRGqnHO6NPF8f8dbxejt4iDwZi9LnUiG8Wkiu422geWZzOS9rsVRxJIsSQ25PK7y+TrY6oMgE9SQUBoatp5wIj6eFnbXp/AyqmYDKui3x+adXdlu2w7FBjUyG/NFopGa0Gk0Fp2hWqEVzYtcRe71RXZ7JrEZAB5Jh9dvzPpG9h33L6RixeSW2GFwBY0wtEhV6E81uHzqdQXS0+RDwhICQAoPJjkDIG43UZSPFZzaqTY4v2WnLtNYjdIctOyTNN+CImBLyjtgGsOT5Y7dVdfP2IcFFN0Kq+ehWdB77xRE3wi929F8iB3QScFQ7Q6+RYWP0fVCijZjpnlRur+Eidc3ZuqJ8GCqqxvCyBqMNX35xQ+YOiNAjkyYcgEDQg0DQG23oS4auil+BxdwIW1nihrkkfqk+jzzMKK0c285Hq32jf+n600ZbJmpMTMKF0LzRYkduatA8GiFYVVGPqkGb87zpf3wNsx87ekDOLI04peMwqGYczONrMHlsOaosFq6VIto8Xjj86va2uQNwugLcSiboCHD7mFDQy+lpMsXNhpAiLt1ZRFSxWiPcdNNNuOKKK3DBBRfgrrvu4nn0nXnttdfikUceQVtbG3bZZRfcf//92GqrrVCoiJgS8hqve0PC+dqNjaJU2gjAPvuF9SCs1IiE+o1B6wrq/BxFIvFEdScE2RXYbOpILLrRVFYMh9lUxjdik9EOi70O5nL1xh0OeNPfcaFXJk7Yj/9t71gPvV7PLYb42EcGBtD5dLo2wtqhmmrGQxFIElPaIAHteoi3OFAvGT0vnwiPpyOy7KYefMSmInYdC7HhQ6di8DZHwTBRLUDvz0i5vth26z9Et9tqKUftyGkYtUUlxtWqtVLUh8/l96Pd60WbR/2baXEE0Nnmh88ZRNjhg87hgLNzNdf3DXT/QKH4mTt3Lgumrbfeusv8W2+9FXfccQeeeuopTJ48Gddffz32228/LFmyBBUVyQ/2yCdETAkFDY2Q0tpchGKcnzW62CUQCawT4r2qyOaAIg0kqIYPncKzbbZB0BuogNgCv78DNvtQ6KlXoMEMncHEoirgaORl58y5ZaB3u6TZbPIh0cJ+tXjcHxVGWoqNrgma1+lcn3AdjY0/oaJybFQ40fIUPaLnlMolaD00is9uq+7S9ihRQ2FVfKsjP2NHA9L1WVc7FoO3PRo1u42EvUK9Vp879TcZPy4NGxdGP7eifAh0kyZi4uhy9pLS69TUXofPB6c/gAanKqYcjgAcrX74WkhIeRDqaEJL2zL21hKKg1wVoDudTvz+97/Ho48+ymJJg/5OKUJ15ZVX4uij1ejs008/jaFDh+L555/HmWeeiUJECtAFQRAEocjFVDoT0dnZ2WXy+XqvqTvnnHNwyCGHYN999+0yf8WKFWhoaMD+++8fnWexWDB9+nTMmTMHhYpEpoSChtJ91BetayNWqm8KJLRPSGjmGVewTr/syXvKbqtEZdVYnm0dNB6gQnO/B+ayITAMGkEfSDk/cvSEc8OP+Pa7hwdqN4UIW25xNHw+B9ye9mjPRM3TS4swam70lPpzulowdsyeXNNGmC1V+O77R/mxWv9G9VJ6jkqpkalw1LSTUnt9DRhobfmZ/6Uavu59+XRsmzFi0iGwbTMMr583fUDPo5ZypGiZ1VIN28gyVNvVyBml+Bw+P/yhMBz+INrdahStvc0Hb7MXykYH0N4MT+fqlArPhdJh1KhRXZ5fffXVuOaaaxIu+8ILL+D777/nNF88JKQIikTFQs9XrUqcli8EREwJBY/bubbLc0rf0I2Map661VH1EbLmG6vJoppsmsthrVGLynU1g/lffXsLdOVVwMhBQCAMNHdCcbaJkMoCU7c6Dm5PCxutaqk4TUhp505L86niShVUNAqTRBVRW931hkDLmYwmtLX+0sUJnWDz1iShdKDiCXMLGm0bqFZqRP0OMO64OWqHqbV3A0lH+zL+d/DgKTxqsLzGDKOeXND1CIYVLjpvcnqwrt2Dho1qjVlboxfKmlaEGpbB72lBKORLuvBcKK0035o1a1BZqdaNatGkRKxZs4aLzT/88ENYrT1f9/F1g4kawhcSIqaEokOzUaDidKp90trOaFEngv5otaiEFsngVjIGY9StvLZ2IjBMjXrphqq2B0pNGQw1FpjsRgRoBFSHETBmz4ixlPH5nfB42llI0UhOIt5cUjufGsGgarKqfUl7fA4WG2RT0FMEpqlpfsrbRjVYVdUTgDC5C5CY0qG6sh7lW+yNkZtXYdCgxDeegcBgNMNeMRLVkc+0G41o83qxttOFFc1urF7vQsNKF7/mWdaJ4IalCHjb+IeH3+eICtVMccRdszBhs0rccZA68lEozNF8JKRixVRPfPfdd2hqasIOO+wQnRcKhfDZZ5/hvvvu4yJzLUJVX18fXYbeEx+tKiQKumaKhlzutNNOXP0/ZMgQHHnkkdETpXHqqadG+1Rp07Rp07osQ7nf8847D3V1dSgrK8Phhx+OtWu7RjsEQRAEodAII82aqRT91vbZZx/Mnz8fP/74Y3TacccduRidHo8fPx7Dhg3DzJmbGrn7/X7Mnj0bu+22GwqVgo5M0cGnIjcSVMFgkEcHUFHbokWLWBRpHHjggXjyySejz83mrpGECy+8EG+//TbneQcNGoSLL74Yhx56KCtsQ8SbRSg8aCSVFn3q9lqkZx6NwqLltNFgZfYa7p9mt9ehom5L6GrVIfHWWgusZUYYTDroDTqEQwrcRh1C7jIoipoCFAYOGvbvcjdz1CQ+ohQ7ei6+bolQI1XqNUC1dBSdovVoaQX6l/yqyivq8cOPT/V7G+la0vymqP1R/fCdUbH9UIwZXcaGlNlokUOYjTYYx03F4EEW1NktcAUCWNPpQpPDjzUb3ByVcm9QU3m65hboDRYepRoIOdDWsTrjlgi77ToY383b5NkmFDcVFRWYMkUdBa1B92O6t2rz6Z574403YtKkSTzRY7vdjhNPPBGFSkGLqffff7/LcxJMFKEiEbTnnnt2ye2SEk5ER0cHHn/8cTz77LPRUQf//ve/udjuo48+wgEHHDDAeyEMFLEmi5SCoZum1oPPZq3CqtVfdFm+pnYywuEg18pQk2OdyUKdYPk1o1mPimoTzFZyywb3MdPrdQj5wvAVbpq/YPD7HfD5XJzei3UYj0WdTycj9jVVSMXWYmiCR+vDR0J6Y+tyhMIBbLftqf0WVLFCbsigSbDtuQ8mblENm9mAy6cNvBmhzVbD/5ZXjEDltkMwepCNC8+XNHdy/73mVh+aN3jgafJCcUQEqd/Hvfj0JjscLYvR3JJ+L8J4flnlRON3LcCfMr5qoUAbHV966aXweDw4++yzo6adVGNVqB5TBS+mEgkjora2tsv8WbNmsciqrq7m4Zc33HADPydIeAUCgS7DNIcPH84KmoZpJhJTlBaMHRZKw0SF/EYrzu0NrQh5UN0WGGG0w9i2CtZm1WTRP8zGgqqq0gyTUceNYSlKxese4G0XALe3LSKkNrVsIbRi854KV1XR1V18aWaamkkn+SptaFrCzY8njFd/VC1b/lHSh37EiJ15PTRVV9Vj6LSTsOVvBmNIjRlrGz1ZaaWjtVWybbEHdty5DlUWExY1dqKhxYf1a11oX+9BoNENXbsT6FQjRUrABz9F/Lyt6HQ0qKNdM3zz9HtD0NmK6lZTUOTaAV27B8f//dFIwJ5GAxYiRXOF0xfqRRddhN13371LiPGggw7CscceizFjxrC/xVVXXYW9996bRRRFrKgIjtJ+NTXqrzoNKoTThnAmqtUiK3yhOIkdDj9m9O7877jgn9BSNgZldiMqyyyoKjOh3G5As0mPYCCMfa54HyGvGpmYdcchOdv2YoV7MOp0CdN4vb4vLmWliSitD6PZXMZ9FLUUXUv7GlRV9F0EO3bsdLS0rkKZvTra25FGFtZUDceEXf+CCYeOxdh6O9Zu9MLnT22bU2HatIsi7V9cGLq5et2N3nck6qssWNzowLLlDmxY0onwqjYorU0IulsR8jsRDKhF5nq9ER53Ezod61lIDgRjx5TDZCno8lxBKB0xde6552LevHn44ouuqZvjjz8++phEFhXCkbB65513ou6riejt1+7ll1/Owi02MhXvwSEIgiAIpeqAXmoUhZiikXhvvfUWD70cOVIdyt4TNBSTxNTSpUv5OdVS0UgCytvGRqdomGZPIwsootWTx4ZQXGh1VTvteDYUsxkm6wg1OmUzotxiQTCkwOkIwjhOD59r4CIQpU5sei/e/iD29Vi0KFbsjyLNkJUKxDds+C46f/So38Dr64TT3RZtVdMbLlcLR6IckWbY1Fh4+JAtUL/baZh42FhsNb4Sa5o8WLG0E29eMAOZYuedzoVOb0LA3wmvpwVgw1Ebhu5wPMYcPI6X2Xrzaqxu8WDJkk40fbeRjH/gaV6KpqZ5aGlbzanN2urRm7y0lDDaOtZH7SYyzarVTowZrVqLCNmH/jbCeVYzVYwUtJiik0xC6vXXX+ec7Lhx6pdJb7S0tLCpmOZvQV4YJpOJh2ked9xxPG/Dhg1YsGABN2MUBGLutw/wv9NPfpH9e2rKTagsN8McGaX10p/2kAM1gKxe8yXq6rZid+9UU33d0nwmCw9AiF8/UV0zKTpacPy4vbF8xScJ10NF6ySgzGbV2HNk/fao3vlobHXYaGwxpgItzgBWrnCgY2nm6il33vk8HiDh97TC7dkIs7kCg8ftjUGHTsXYcZsKdxev6MTapQ54v1kBx8qv0NL6C1rb13IBvxIZ5u72zI8xqbUi4PdEX8s0TWvdGD48caNoQSgWClpMkS0CNUZ88803eRSAVuNUVVUFm83GjRapwO23v/0ti6eVK1fiiiuuYD+po446KrrsGWecwXYINHSTitcvueQSTJ06tVtPIUGY/YyaNr7m803Gjv8+pXC9UQoJEkGGgCfaULg3No3sU9EeszGr3phwNKD2PoNBtU7x+hzYY68b8PmnV0ZfH1a/PbxeBwsuu7UKY0ar5758p4OxxQEjsOXYSm7VspIKvle5gQ0tHNXUxHg6UJ2Trbwe5dMPw9AKE4aOL4fRqENzgwfff7geWN/Gy4UaV6KjeTGaWn5m5/dAwMcirKf99adh0hnwNff6+vQ/vwZ9tRXLlztwxPxZePPCzEXphOSgGG46ZheZNcooXgpaTD344IP874wZM7pZJJBZJ3lEkXnYM888g/b2dhZUe+21F1588cUuQzDvvPNOGI1GjkzRcE0yHXvqqafEY0roEZc3CF8wzEPPf/f4F3jhDLVQXRg4tNFqJIgoVdXrsjGpQHqsiSd9xIuqJy8lGvU5bNi2/Jja1oQjhdqajxOJE9qOirJBGF6/Hcp3UYu+x+05DFuNq4TbH8Kvq5xYs7Ad4WWNCDT+iva2vkeS9sYuu/yV2xpV7HwoRu46BBWVJrS2+LB2bjMCP/4PTRu+hcPViIaGH6ODJppaVkRFp9/bBJNFHZWabXTlFihL16Phe7XwHT2Iqa8am7G6w4HjJ/edXRBSQ2qmskNBi6m+crkUnfrggw/6XA/1D7r33nt5EgRBEARBKBkxJQgDyYyjHoNSow59n/3EMV1ec7mCcHiDGFFjhXNUEMc89Bm8TjWVQu7oOjL0DITx/hWSKs4UFI2i4vF4B/SunlPdI05aGymCaq5oPQa9qcfP0dZPBeYN6//HESlqqhEM+vjzB1WPQUXlSFRM2Q+jpql+dVuMr4BBr8PytWpUKvRLE4IbV6G95WduOpwK+/7fBzCXGRH0qfsy4uQjMaTeho52P9Z914rwooVoWvMlGpuXwON1cKQtNm0Zb0bL++Rrzkl0imxCfrPHP7jOq2zYVPzx5f/hsWN3ib7+7iq1bZc3GMqIn5HQk89UOqP55Kgmg4gpQUgA+UaNPW5K9Jvkwne/RyAQxv1H7MjPGzd4MH5EGRsjbje6CsNqLGhsV2/C69e50drgRTgg1QaZhEVQpBG1Jnhii9F7St1xkbVRHX1LHlMWczmWLvugT58xKnh3OBs5Ak6Nka2WStQN2gy2sqEwT9geg38zHJtNVBu/DqmwYPlGN9aucCL0azOCjSvgaP0FHm8bRm/9u6T38Q/PzMFOM9RuDY0b1VGFjavd+Pn5RWhZ/C42tv4Kh7MZgYC3y/7SY00s9VXHlCmS/RzTiM1hrC5HzVY1cHYGcNDNH8Pb7IWxzIQxU9SBALECSyg+085SQMSUIMRx/GNfYJf96jnSsHCBWtS77hcHTHYDZjz5KGAwwrBZPS75y5Z4a8UaWI0G+MPh6JeOxxNi4SUj/DLLmjVf8b9U00SiiHB7yX8+cURK84ojwaVFomgUX08j9OIxGk1dBJvZVAZ72TCYR2wJ+5TBGDu+AsOrVZHm8ofQ2OyFc40bSlsTPI61aO9YBbenPaV9HFRnhdMVwK8LO+CZu5rntS6ZiQ2N89i2geqgMt07b6CZ9cJJOPetb9HW6uMfGZ5vVqFj+Wfw+Tox89rXcr15RU8+tpMpRkRMCUIcTT93YPKkSvxvdiN8y1QxBZsZwXITMGYYTNUW1Iyw4eRn52Da1oMwaVAl9F4/nF41zWcw6NIWUsmmZLIVhcgnqNC6vn4HfmwJB9h9PBFqek8VWtR3j+ircD0Wtc2MCyaTBXaTDdW1k2AeOgnKkGqU15hRW2GCUa+m15odXrRQz7uNDnYZ9/s64HS3wOlqw/pFb2Cvi0fg03/17ox/zpvfwh8I45cP12LjZ8+gtUMVUzR6kNJ55ALfH/uCgUjvpXrd3Xf4jjji7lnw/LAevg2L5AYtFB0ipgRBEAShSJE0X3YQMSUIcXx6+yE47YWv4ft6CXTWiNlg9WCU1dswfrMqDKm1wGTQocxixJAyKzq8fngCIXZDJ+4+RI2aZINs18nkC5p7OaX8qKdesJf0V2xxdiou32FO3arNi3XQw9m5GkZbLfT1g8mngfEF1RRgpzMAZ6sfOrcLoYAbbk9rpDg8iIamnzF8Q+/tsC945zuEwwqWztmI5s+fw6p130etDThNk0JUKlc2CH3R8b/1aFn4Dj+mtKvRYMXUKWo92fwFL+R464oXsUbIDtJ9UhAS4OoMwNO8BKG2DTwp7R542wNc9+H1h2A0RNI7bh9PmpjSBFU69OdmSO/J15voQKf8LOYyTt/1ZMRJUME6TSRQqCVLMlCx+6DqUSgvG8Q1Wj6/E+2NP0LX2MrNrf1BBf6QOrk9QfjbfFB8XgT8DnQ6GhAM+Hj0INNH3YnRqMfil5fC/fl7WN84nx3Jw6GgOoWDA+ZOrpENMe74+VO4XE08dTrWwefvXWAKQiEhkSmhaJh+8L3wt63CV1/d3q/377LzBejsWImaQZvD7WqA07ke5V61gLgs6IHOuxnWdPrR2epH3XAbLGY9yqmtjN0Is5HMIJXoiKxnT07NFT1TQih+PaUQsaJ2KBRBohFu8REqqpuKLaAl4ZUs5WWDYbPWIBj04udf3o46oFe3bQCU8fw8FDnnPn8Y4XYfwt5Odip3edpZAKl90UJonf8ODr9zON76614JP6thgxvtCz9AY9MCuD2dAy6e0r3+aPlUri0yHqW/p6aWZQiFgjy6srNjeT+2VEgVSfNlBxFTgiAIglCkyGi+7CBiSih4pk27iP81lw2BefLO2O+aDxHyhBBa247Zz53Q5/vLK8dwi5CwEuaoxoamRVwnQ6aNdusGXqbO14nqoBdmx1i0O4bB1VqB8joLaoda4fWaUGY3RjM5Jkv+ZM9TjSAUav0Uje6jnnsen2piGRuN4n57evWrzmxKvuHusuUfdZtH6wlStFJHj3UIhNQomELpXX8ASsiPUMgf/XxuTOwLYcXqOQg94sMeb6v2DoN/+xu8ds50frzX396F8statLUtQ6dzI9dHFRu2cTugsZHqwIJsfkqTIBQTIqaEvOHAGz+C99vVmPXa6Umn9cLudlhqxqgzhg6HZXw1/IsaAacDOnvfKR2LbVj05qWlVihdpEG1K/xv0McGjNWuRpQ5x0HXOR5tFeVwjqxAZb0V5RUmWGzqnxPdR499+HO8fGZ69giZolQE1ciR0zilRgXpJITpxq2JGqNR9aXS6034Zu59/f4cqs3yeVqghCiFCPiD4ai3mC4QhBIKIByxYdCg68rnc2HZqjlo2LiI521J/4uIqfDC5Vj78xvodDZ1ufbynfjrip7TjxK/b2NCr6lh9XdkeQsFgv4E0jHeFJup5BAxJeQFe13yDnQGPXTjh+KAf87keUFvCMEGF7BmJUI+J/RmOz6b+bfoe5SAF4bqYVCq1ZYv+jo7Qr4QDBPq8PENJ2WkLkkTWC53G/wBD9yeNlQ4N6Cqcy1slSOh6xiLluZadNRaYalUi42t5UZ4XUHsdem7UNxBzLrv8H4fFyF51q79mgUVjdhzu9uh6BWOUpFjutWiNjYnsZWuceikCQfA4wx0G2ygmIwIBT38+Vr7muhr1JAmFGTfKWLxvOcwatTbKLcPQVgJorl1BY/+oztXtuulMoH2t0XbbrYM5sfxooqaRIeCm0ZT0nKJhJeQWWQ0X3YQMSXknD33uw2mXaaiZqQdlTVmDKpVXaVDQQUOVxCNa2rR8WsnEAxj+tlvQl9m4rSKcfspqB5jRyig3nyoF55jhQOz7z8i2ltvzruXZ+zmRFGD9s5GuL2daO9ch3L7IFS1jkZF0zigchhCdvWG7SqzUw6I7izQuT2YccgDCJETdiQCpp+wJWY//tvoerMxCq9ULBRIUBG1gzYHguBCZ5u1klvBEL8sfTftz/AHXPA2eHhUp9WsmoAajTr6MOj0Rh72T+nAQCJhHrkGHK4WnjbqVvJzElr0OkV2ConYa1cfSaX2hN/nLkihKAjJIGJKEARBEIqUYhzNFw6H8euvv6KpqYkfx7LnnnvmZJtETAk5gxqeepq8MO00FXVjyzF6TBlMRj0GVaj1LdU2I9o9QYwYakNwu1qOUoVCCrdr8fvD8PpCaN/og6NBrWsKrevE7GeOj65/5Q/PZvyXMBUzU/0L/cqmViPtnRtga/mZo1TlZWqDWrO1mmtzggEXAn4nFyRT2of+NRrtqK2pj64v295QpVA/FW+BQNdAomLy/mKgvoAhBYGggkq7Gkmy2o1AJEpFVgo9XXfR+dE6va7z8yFyo10fqV6bPk9DtA4xnkTrGl7PlWPCAFNso/m+/vprnHjiiVi1alW3bVO/Z3MzgEPElJATDrjhI4zbohKGLapgtxs4XUJeTe3OANa3qEW4DXqgrd0PnyfEI+Qonef3h+DuDMLTGYC/xQulzQ1Y1VqlWCFFNG78dcC2n256fr8bASq4DXi5RqejUx35Z4gUO2spGzKTpKJkKoiuKB+Cea//ccC2S9hUKK7XqeKmYcP3GT0sRqMVSigMjycIXZV6rs0mPUyDbdDVjIWp9Zc+15EPoikZUdUfsU8jGGPpaR0rV87u97YJpRuZOuuss7DjjjvinXfeQX19fbf6xFwhYkrIKtPPegPmYXYMG1+OcSPKMLzSinZvABvafVi5zoW2Zi+cG9Vh04HOAMKeIOANQNfhQLhjI0LeDoBulAYLdHoDbHvviA+u3DfhZ2Vj+DXdFOlzqLCWRvxpN3JurhsKRpvtamzcuID/LUW38mxCv1ipEJxqpjKNyWiD/6c5WD3hQFRHxJTdboS10gSn1YbK6vGwty4r+RqhRNd4KURFhYFl6dKleOWVVzBx4kTkEyKmhKyi63AhVGWBxx3kdhwjq8rgDTnYQbptoxct89ugW7Oelw3SUHFvB9yuDfB62uBwNbI7tNlkQ5m9BnV1W+CzKy/LizOoiareMEZu7LkWUqWQ6qP2L8RA/GpduPhVTNnyWJg/WYSVg7bjeSNHlaFuhB2u8UNh8bhQ0zoaHQ7yjOoapSlm+rquiv2ay1c0J/503p9P7LLLLlwvJWJKEARBEISsUGxpvvPOOw8XX3wxGhoaMHXqVJhMkf6XEbbeeuucbJdEpoSs8t07V6Kqchi2/PM/4fAE2UHaqNfBZNSxN5Oy9Gd0tvzMy7qcDeh0NsDlbue6JK0Ww+PtRKejCatWf1FQZ49SgbmOSpWKVUJ5+VAEqBA8TV+pnliw6GVsu80p0M0by88rq0woLzOibKgVzjXVqK6ZDOOG+fD7gwUdYepP3VSxXlNCfvDb36q2Mqeffnq3HpxSgC6UDI5O1Vdnu21Pxf8aj8LGPbzYelIVyqyqrg/5HNxVnmhpXwWHs6VL49pkQ8/5IlryOVxezJRXjEAo5IPL3TJgn/HjT09jxqEP8mPntrUYOsyGunobHOV2GM1lbBZKDvpy3oVcUmyj+VasWIF8RCJTQk744cen+N8ZRz+BVZPqscO+w6A3qPUtXioyZ8fktoRCShD64ptv7sXWU04c8BtB2OfkfzeudqGm1gyrzQB9rRUGcznX9TmdAyfmBtISITZymaxVgkSk8pNiS/ONGRNpH5ZniJgScsoPn9yAjteW4aSn58Bo0kNnMMEfVH2j+tPwNR8jUkJumLfg+QH/DK290d5/fw/kHWgy6aE36REMkzt6JfQGI0KheC/0/CMZIdRbyk+ElJBtFi1ahNWrV8Pv39SiiDj88Ny07xIxJQiCIAhFCgVn0wnQ5lmWD8uXL8dRRx2F+fPnR2ulYkfu5sq0c5MBjiDkACosJ8JhBX5PCDoa0k6pPUnvCQWEqdwIfyAMg0EPg5miU1aYzGXsOVZMSASqcBsdpzPlExdccAHGjRuHxsZG2O12LFy4EJ999hkbec6aNStn2yWRKSGneFzr+F9qEePZ6IWevJg0k0v6pZHCH7Kk+FKnFDynsoGl3IhgMIxOhx8BZ5AHUgQD7i6GrcWKXD9CNvnqq6/wySefYPDgwdDr9TztvvvuuOmmm3D++efjhx9+QC4o/r90IW/ZY68bMOPC/27STYEwdCYbtwHRWoEkQ2zBrJA6cvzSx2wz8A8Co1EPI/Xpgw4eXwcCkchrIZJsHZWQ50TSfP2d8m0QcigUQnl5OT+uq6vD+vXro4XpS5Ysydl2SWRKEARBEIqUdFN1+ZbmmzJlCubNm4fx48ezG/qtt94Ks9mMRx55hOflChFTQs7wu5pg7VR/udfVWbG+yoygzQ6DIXJZ5tkfcbEjKb/+Y7Ea0NnuR9taD/wr2hDwtsPpSuyRlo/0J7IrUanCoNgK0P/xj3/A5XLx4+uvvx6HHnoo9thjDwwaNAgvvvhizrZLxJSQM1pbfsbIQQdEnxtoSLkh+RSfpPYyjwiqrpC5bMDvgtfXjjXr57MLv8FgwuYT98WP856NLmexUXNrGjehAM0b0d72Czv3FwOF1LC42J39BeCAAzbdMygSRRYJra2tqKmpGZBenMkiYkrIGW0da7H0toP5MY2E0hl1QCCwyWgxxQJ0Qcg0JlM59HoTmpp/jrYzIt+olWu+7rJcwBeGs91PpVLQ6Q2wmKtYdPXV/DqfKTRPKflxVRoO6BrU7HjZsmXYc889UVtbm/PtlAJ0IWdffE53Kz+efsarcHQGEKDefB4HFIR5KoWRUEJ+YzRXwGi0w+3t7DK/vW1pl+fPnrwb3vrrXuoTnQ5llSMxZNA46EhdFQmxbuj5MmhCBFTyDujpTPlES0sL9tlnH0yePBkHH3wwNmzYwPP/+Mc/cgPkXCF3K0EQBEEQCoK//vWvMJlM7H5OPlMaxx9/PN5///2cbZek+YSso/2ajLbZCIawdnEHguudCHQ2IBxpI1MoxbvFhtRNbcJgssPtXJ90CiG4YB3cDQs4JVheNhQVFS1wOJoLttlxvkSihP5TbAXoH374IT744AOMHDmyy/xJkyZh1apVOdsuEVNCztEFgggtbUJ44xr4vW0Ihfz5+VcslBwk6H3edhgNJgSgi4qingSnZ918rN/wLf8goFGpVksFPF5HQftN5TuS6iutmimXy9UlIqXR3NwMi8WCXCFiSsj9F5/fj0Djr/B7WtHRviIamZICdCHXUN2ew9Wo3lDiBkTEXsu0XHlZLcrsNdjYspJFGLWSKfS6v9h9zIcoVbLCKd+2W8gcVHD+zDPP4J///Cc/pxF84XAYt912G/baK1K3mANETAk5/RKcNOEAjNj8CAT9LrS0/Ay3t53/MIhCHw0lFD6GskEYOXI3LFv2ITxxReixkHhyOJvhdLZEo1ehUHGlqSX9W5ikW0SebwXot912G2bMmIFvv/0Wfr8fl156KffnI3uEL7/8MmfbVdg/mwRBEARB6DPNl86UT2y55ZbsgL7zzjtjv/3247Tf0UcfzT35JkyYkLPtksiUkNPQ/Kp1P0BvMMJgsKDT0QiXpz1amC4F6EKumfXO2fzvkCFTk1q+UAvNi9lQU4w8i49hw4bh2muvRT4hkSkhZ9CXKgmmFavnYkPjAvgDHoSCfp4nQkrIJ5zutlxvAkq9YFwKzftHOk2O0x0JOBA8+eSTePnll7vNp3lPP/00coWIKWFA6esLUBNUTlcr16TIL/vcU2oFu7EGkPHXqzZPRuOlfzxjrysRRtmj2MTUzTffjLq67veVIUOG4MYbb0SukDSfMCBFqql8WWpfsvIFK+QDch1m53hlqqBdRFrvcN1TGlXk+VYztWrVKowbN67b/DFjxrCRZ66QyJQgCIIgCAXBkCFDuAA9np9++gmDBg1CrpDIlJDxX6jJ/FKVX5P5SykNgZcoVFcG4rzHXk/xUetU/KASRbzj31Mq120pWyP87ne/w/nnn4+Kigr2nCJmz56NCy64gF/LFSKmhJzdlORGJgjFS6z4iRdU2rxUECPO/lFsDujXX389p/qo2bHRqEoY8iY8+eST879mijwckuW1115LZ3uEEkGElCDXX2n9HcdbFPRVW5noNYk8CWazGS+++CI7oFNqz2azYerUqVwzlUuSElNVVVVdVOrrr7/O83bccUee991336G9vT0l0SUIgiAIwgCT7oi8/ApMRamtrcXee++d0zqplMUU+Tpo/P3vf8dxxx2Hhx56CAaDgeeFQiGcffbZqKysHLgtFbJOX2Z3/Y0uyeg9IZdIVDS3x7CnmrzeavUkItV/iinN197ejiuvvJIjU21tqvdbTU0N10pR+q+6urpwaqaeeOIJfPHFF1EhRdDjiy66CLvtthv3zREKm0ReOxrypSYIQqa/Y5JZXr57SpvW1lbsuuuuWLduHX7/+99jiy22YKG3ePFiPPXUU/j4448xZ84cFlcFIaaCwSBv/GabbdZlPs3TGtQKglDYFOvNS6JS+X2si/W6yyXpGm/mS2Dquuuu43qpZcuWYejQod1e23///fnfO++8szDE1GmnnYbTTz8dv/76K6ZNm8bzvv76a3YlpdeEwqe3wtBMjMrp73sEQSgOUjX2FfpPsYipN954Aw8//HA3IaX16rv11ltx1llnFY6Yuv3223nDaYM3bNjA8+rr63HppZfi4osvHohtFARBEAShhNmwYQO22mqrHl+fMmUKGhoaUDAO6Hq9noUT5S2pGIwmekzzYuuossFNN92EnXbaic27yBX1yCOPxJIlS7osQznVa665BsOHD+chlDNmzMDChQu7LOPz+XDeeedxv5+ysjIcfvjhWLt2LUr9l2OmC8+19QqFQTFFDhL13RP6fyzT/V7pyxIh0ety/tIrQE9nygfq6uqwcuXKHl9fsWJFTkf2pdVOhkbv5XIEH7mennPOOZxmnDlzJtdzUd7U5XJFl6HQ3x133IH77rsPc+fO5ajafvvtB4fDEV3mwgsvZLuHF154gYvrnU4nDj30UB6lKKSP9gUqQkoQClt0JtO4PH5KZf3Jbl9vk1CcjY4PPPBAHsnn9/u7vUYBkauuuoqXyRU6JUXZ2djYiEsuuYQr55uamrqp1lwKkI0bN3KEikQW2czTtlFEisQSWTpoB51yrrfccgvOPPNMdHR0YPDgwXj22Wdx/PHH8zLr16/HqFGj8O677+KAAw7o83M7OzvZd4vWVUz2EL19MSXbDmYgoltCdikGESzXW+6uiWwf+0K4XrNxz9A+47RnP4bZXt7v9fjdTjz5h31yfn9bu3Yte1taLBYOomy++eY8f9GiRXjggQf43v7tt9/yvbsgaqZOPfVU7sxMKpBqpXQ6HfIFOtmamZcW9qMcKkWrNOhETJ8+nYdQkpgiw9FAINBlGRJglH+lZRKJKTppNMVetEJyX2ZyUxOyjVxz/aOndFyqYkWKzYVMMHLkSHz11VfsaXn55ZdHAzmkQSjbRNmnXAmpfokpSoN9/vnn2HbbbZFP0IElr6vdd9+dhRChFaPFV//Tc+rtoy1Dwy3jvSlomZ6K2ahW69prrx2gPREEQRCEzFBMjY7HjRuH9957jw07ly5dyvMmTpwYDaDkkpTFFCm/fClIi+Xcc8/FvHnzWOzFEx89o+3vK6LW2zKkikm4xUamcqmIc0Ffv1hjLRQkMlDcTvj5jFx76VGI51woTmuEWCj4sfPOOyOfSLkA/a677sJll13Wa1V9tqGReG+99RY+/fRTDgVqULE5ER9holovLVpFy1BBm2ZNn2iZeChVqBXf57oIP1++SBMJJykILS4KTZgU2vbmE4Uqogp1u4XeIf+oNWvWIBmo1cxzzz2HvI9MUZG22+3GhAkTYLfbYTKZulm+ZwuKHpGQopF4s2bN4hBgLPScxBKN9Ntuu+14HgknKlCnAnRihx124H2gZajnoOZnsWDBAh4JKKSO3MSKl0KJUsk12D8G6rymUjclEe2BiEyl05sPOWfw4MFcvkMt68i6iArRqbbZarVyIISK0CkrRSPyR4wYgUceeST/xRRFpvIFquh//vnn8eabb7LXlBaBohEM5ClFaToayXfjjTdi0qRJPNFjEoEnnnhidNkzzjiDDUfJo4JyrzRacerUqdh3331R6qTyJSg3MCEfkOswP0lmBHDsMiKqMkMxpPn++c9/cuDk8ccfx0MPPcTBjljo/k/368cee6zLYLK8FlOnnHIK8oUHH3yQ/yUjzliefPJJHnVIkJmox+PhEQCkYHfZZRd8+OGHfPA1yM3daDRyZIqW3WeffbhxYrZNSAVBEARB6A7ZHlG9Mk1kFk6DyOh+TWaelCnLtbNAyj5TmpcU9cmh5sa0A1tuuSWH3kpVfBSrz5SG/NIXEpGvqT65XgvnfMafq1RsVfL1+ss3n6nfP/ERzPayfq/H73bhudP3TXpbH3zwQZ60umpqAfN///d/OOigg/g5SQ4aDU+pOC3Acf/99/faKqYQSDkyRQ2ODz74YG4hs9lmm/GB+eWXX3g02zvvvMMKURAEYSAophuq0L9BLkJ+p/lGjhyJm2++mS0LiKeffhpHHHEEfvjhBxZMWlcSyv5MnjwZ119/PftEUSu42IxRoZFyZIqEFL2FquU1b4eWlhacdNJJ3LePBFWpIZEpoVQZqBtcf6JLUmOTHqUsVrIt0rMZmTrx8fQjU8+fkXxkKhGkFW677TacfvrpfXYlKVRStkagkXCkLGNNsqhwm5QovSYUF5IyEbJ9fcg1l31KWUgVO5nqzUfiLHaK7QLSW0kQjbCjfrm77rprn11JCpmUxRTteGyTYA1qDkxO4oIgCIIg5JkFejpTxLCbIl3aRJ1AemL+/PkoLy9nvUAeUWRfRLXVvXUl6anjSNHWTB166KH485//zEMUNQfS//3vf3zAqAhdEAQhlxEp6QWX2rESul8zsR0cCh2SQmnVTEX+JdPM2DQfCaWe2GyzzfDjjz/yqLtXX32VXQBiM1f96UoSSzAYZG/JZcuWsc0R1VqtX7+et49EXEGIqXvuuYcPDIXsNMNO2jESUnffffdAbKOQIyTdIiR7neTDjSdftkMoTEPZ+Jq7+PWV+vWVSrcPs9kcLUAng825c+eyPtDqpCgKVV9fn1THkXjIEuHAAw/E6tWrOdVIxeskpqj8yOv1sg9VQYip6upqNsmkUX1kjUCKksJ32oETBKH00G40uXZIL/UbXrIU8zHK9DVQ6D8q6R6dngN6+q6diqKw8EmmK0lfXHDBBSzQfvrpJ67X1jjqqKPwxz/+EbkiZTGlQeJJBJQgCIIg5C/Ztka44oor2FOKaqyovpoK0Ckl9/777yfVlaQvqG3Ml19+2a1Ge8yYMWzZVDBi6phjjmFVSM2OY6Fhj9988w1efvnlTG6fkCMK/deYUFjRgUxeb3LtlmZUKlO1conWo81LZf3Fepz7orGxEX/4wx+4xy0Vqm+99dYspCgdl2xXkt4Ih8M8SjCetWvX5tSnKmWfKWo4+Mknn3DvuvjqfeqNQwey1Cg2n6nYLwwp5hUycSNK5ZoTBpZivsnHf3dlYl3J9BTsiZ62IZs+U8c9+CFMtv77TAU8Lrz0l/3z5v52/PHH836RgzqJp3nz5rEuIWPQ0aNHczu5gohM9WSBQMXodPKEwkXcpYVMX0PavGK+gRcSpXQeMlWQnmheKs3fc33M86FmKpNQL9299tqLa7Wp4JzSg0uXLuUeff/5z3+QK1IWU1OmTMGLL77IvXZiobwo7ZxQOCTzhSARA6GQImLpRBGEwidbkfRURFWuB2UUG8OHD2fbBRJO33//Paf9zjjjDPz+97+HzWYrHDF11VVX4be//S37O+y999487+OPP+Ydk3opQRAEQSjdAvRsQKKJWtPQlC+kLKbIT+qNN97gCvxXXnmFd4oKzD766CO2hBf6T6JfOZn6NRP760h+sQvZZqDTHfHeQIT06itNsvEdV0jfocWW5nvrrbcSzqeRglarlV0GyIKhIKwRDjnkEJ6E/L8JpfNHX0hfGELx3wBTTeFlooBYKHzyxXcq9n0tG5dnbHtKjSOPPJKFU7zI0+bRv7vvvjsHfWpqavJbTJFFPEWlli9fjksuuYSbHlPukhxMR4wY0W357bffPqX108Eg9ZloXcVGsjeF/nwZSEF5YVHqUcPeIknpCKJMr08oPPKhEDxXFFuab+bMmbjyyitxww03RFvakS3TP/7xDy5DopF+Z555JmsTanuXt2KKhiGSBQJt8MqVK9lxlMQUNTIkm/dnnnmm23uoWOziiy9OqmcOKcubb745qY7UhU4uvsT7M7RXbjbZodiPc7I3NLnmhHQZqGuoEP9Gi01MXXDBBWyLsNtuu0Xn7bPPPpzio77BCxcuxF133ZX1eqqUxdRFF12EU089lfvgxBpkkeNpbw6mf/vb3zBkyJCkPuNf//pXqpslCIIgCEKR10wtW7Ysod8VzaNsGUHO6s3N2Y1E6lN9AzUspBBaPJSSo+aFiVixYgWbaiXLokWL2Bq+mCmEqJQgDMQ1mMx1SJGF2GmgtkP+JoqX+Gsn3fpRuVbygx122IGDMxs3bozOo8fkrL7TTjvxc/KdGjlyZH5HpiiUlsicc8mSJT0KplSFEfX0KWay9UeZbqi7VGsMhMJyqhaEQmhzlDMosJROcCm/AlOgOihyOyexRFqBaqxXr16N8ePH480334yai1P9VF6LKdqJ6667Di+99BI/13aEevWR/1R/cblc+O6777DnnnuiUKmtG4ugv3XAR4JoJFt/ks7nCsJA09O1KSIrs8jxTI2B/M6ke0W2KLaaqc022wyLFy/GBx98gF9++YXTkJtvvjn3/tPr9dERf9kmZTF1++234+CDD+b6J2pWSN5SlN7bddddubq+v/z6669sEZ+ogWGxkEtBI0W9QqHRk3N0T6JAfjAImfjuk+so/9HpdDjwwAN5yhdSFlNU5PXFF19ws2PNyp2sD2iEnyAIgiAI+UOxFaBrmazZs2dzVszv9yOW888/H7mgXz5TBLWS0drJkO9UX5B9Qm8US0SqmPxMimlfhMJFrkMhkxGqRNdTMUejii3N98MPP3B2zO12s6gibUEj9+x2O2fMCkZM3XLLLRg7diyOP/54fn7cccfh1VdfxbBhw/Duu+9im222Sfg+8o36y1/+gqlTpyZ8nTyqrr322lQ3Rxjgm4227mL+shHyn74MaOX6FHpDu15iv8vkmilM/vrXv+Kwww7Dgw8+iOrqanz99dcwmUw46aST2IMqV6Qsph5++GH8+9//jjqR0vTee+9xQToNV/zwww8Tvm/bbbflyvtTTjkl4es//fSTiKk0kM7kgiD09R0hkeau35elQLGl+X788UfWIQaDgScK1NBIPvK+JH1x9NFHF4aY2rBhQ9S64L///S9Hpvbff3+OVu2yyy49vo96+fWWDqRQ3cknn5zq5giCIAiCUCLWCCaTiQvQCWphR3VTW2yxBXdloce5ImUxRY0D16xZw4Lq/fffx/XXXx9Vr73VPV1xxRW9rpfW9+STT6IYKIZfgPGWCpLqE/IJicSW7nfTQCPfdfnNdttth2+//RaTJ09mB4D/+7//45qpZ599tscyorwUUxRCo7YxZNfe0tLCbWS00NvEiRMHYhuFFMLV8V+W/Qlny5etUKz0dm2XUuqnlNHEUql8zylhdUrn/fnEjTfeCIfDwY//+c9/cmqP6rFJfzzxxBOFI6buvPNOTulRdIpylFrzYkr/nX322Qnf89Zbb7HoovBcMlAhOylOm82W6uYJGSoaj32vtj75xSbkG8lem6kY3Pb0OcVCKQmJniil/VeQZs1UnuX5dtxxx+hj6rpCeiEf0ClZqC6jIjEy9ky2Px95WVGki4rKCgFqr0P5WoOpBjpd13aHsV/ymRYjvbmbp/NZPb1X3NSFQkpLJ3qeDsUkqEpRVOTTuVaUMEKBNnR0dCRs2pvJ+9JBN/8XJmtZv9cT8Lrw3mWHDui2pgJZMr322ms8ki9+f8n5nDwwC8pnKhVIr5166qmwWCxJLe/1egd8mwRBEARBKCxmzZrVzahT0w2ff/45ckVWxFRPdgg98fvf/z4vFHAhk06tVDH+AhdKJ903UJEXSXOXBkX3/Vcko/nmzZsXfbxo0SLOdmnQ4DcaEDdixIh+G4fHQyMGqcvLmDFj8kdMFcsovXz7w8xW7YOkAoRCoL/NwFNBBJVQaBSLz9S2227LAocmrftKLFRjfe+99/b4frJmuuuuuzj1mcw+Uw14Kp1ZsiKmhE3Il7EgCPmCFKMLhcKKFStY5FAt9TfffNOlBttsNnMrGarP7o3f/e53vFwynHfeeSltn4ipIiATAq2nX/DxBfSCUOoU2w8iEVSbjkMxUiy9+cZE0m3hcP+8GlJ9n2a/MKCmnZr7aCw0z2q1stcDFZufdtppqa5aEARBEIQMUixpvlh++eUXLkRvamrqJpLIxDMXpCymaENvuOEG9o3aeeed+UDPnTuXi7/OOeccDsWRgVYwGMSf/vSngdnqAmagfv0U269lQcgEEnURhOLi0UcfZY1RV1eHYcOGdQnu0ONUxBRFn6677joWZlQf9Zvf/AZXX301r3vAxdQXX3zBLWTOOuusLvOp8SA1OX711Vex9dZb45577hExFcdAiJ2BvFnEr1fEmiBs+tsopr+H/nyPxO+/lAHkKUUymk+D9AcFdP7+978jXSjgQ4Xr1157LQKBAB555BF2E/jggw8GXkzRh9xyyy3d5u+zzz64+OKL+fHBBx+Myy67rMd1fPzxxzwlCtHl0g6+0MnUF3zseorphiEImSSReCiVv5dS2c9ioFhqpjTa2tpw7LHHoj9QB5cLL7wwGs2irBqlDLXC9c022wzTpk3r17q72nUnAXk1vP32293m0zzNx8HlcqGioiLh+0kB7r///iymqDkhHZjYSegZzUcnW78A5QtTEEqHRH/vNE+beluu0CnGfSpWjj32WM6C9Ydff/0Vu+yyC3744Qd+vt9+++GQQw7BQw89xLYKJ598Mg444IB+rTvlyNRVV13F+cpPP/2Ua6ZI4dEwReqPQxtEzJw5E9OnT0/4flrmqaeewh/+8Id+bbAgCIIgCKVZgD5x4kTWIV9//TWmTp3arefv+eef3+N777//fnz11Vc4/fTTuf/vTTfdhH//+9+sWahmioTaueeem73efF9++SXuu+8+LFmyhA/05ptvzp4Mu+22W5/vHTRoEIuvCRMmoFjorTdfpomNSsX+mkrHvVxqo4RiJtu1PIUc5Ui3C0Kh1k1l+5xlszffvte8mXZvvo+uOSJvevONGzeux9couLN8+fI+10ED5G6++WYWUrfddhsOO+ywwmh0HAsVjZWXl7OyLBYKWUyVct2HUBqImCqdY99filpMXf0mjGmIqSCJqWvzR0xlkqVLl/JgOrJ8ogARjQ7sL/0y7aSicco9Jiog33PPPXt9LzUjpIr5jz76iEf9xYfo7rjjjv5skiAIQl5QbCP9ih05V4WJ3+9nKybKchmNyUmZ+fPn44wzzsDixYtZf9CAN6rfpn8ps/a3v/2Ny5iyIqYoT3niiSdi1apV3XKpFGLrq5cNNSukHjvEggULur1fEARBEITMUGw1U263m8uKnn76aX5Oo/GoxQzVSg0fPrxXJwEyE6eAzzPPPMPemBSVovpvqqGiVB+N9KPXqK5qwMUUffiOO+6Id955B/X19SkLINpwof/EtnZJ9As4lV/FUislCMJAIqapeUCR+Uxdfvnl+Omnn9ho88ADD4zO33fffdlwszcxRXXeL7zwAhexT5o0iRsfa1Cvv+eee67fIwWN/ckxvvLKK7wx6bJ27VoWYyNGjEh7XUJ2kBSGIAiCkCveeOMNvPjii+wHFRvM2XLLLbFs2bJe3ztjxgz8+c9/5obHn3zyCTuex0PWTf0h5Wpp8migeqn+QjVWZN9OhXHUuHD06NGorq7GP//5z343MCxlCqXAUxBygfx9CKWOZtqZzpRPbNy4EUOGDOk2n/wt+8qUUQpv++23x5tvvsmpwQcffDBj25VyZIpyleR03tDQkNDjgYq6euPKK6/E448/zsMSSRVSPpasFq655houTiebeCH18Hmq4fREy6Y7LFoQBKGQKInvurCiTum8P4/YaaeduMyItAihCSjq2bfrrrv2+l4atXf77bcPyHalLKZ++9vf8r9UsKVBO0OiKJkCdCoae+yxx3D44YdH522zzTac6jv77LNFTAmCIAiCkBAy2qRaqUWLFrFf1N13342FCxdy0fjs2bN7Hfw2ZcoU6PXJJeRondReJtmRgimLKRqKmA6tra1s8hkPzaPXhPxOfZTELzlBEIQiodh68+22226czaIIE9kiUME4pe5ITFG2rCe22247zqhRoXkyUJTrxx9/5HTggIgpqnNKB4pCkTnWPffc02U+zaPXUuGzzz5j99LvvvsOGzZswOuvv44jjzwy+vqpp54aHT4ZW/NF9g4aPp8Pl1xyCf7zn//A4/Fww+YHHngAI0eORKEVhcvIGUHo+nchCCj1H4bFpqYAFk3x9/a+oOwZmYXb7fakfawG3LSTKuZpSCEZX1Fqb4sttsAFF1yQVIuYW2+9lRsLkmknKT96/5w5c7BmzRru75cKVHBGAoy8I7T0YzwUDnzyySejz81mc5fXyVeCmjTTcElqdUP1YIceeigLNK2TdL4SK56SGWUnI/EEITvI35ogDAykE+jeHN+Q+IMPPuBBbAcddFDC95G/FFkjJAvpE5vNNnBiijaY6p3IeFMrICcxtNVWW7EooS7MvUENkMlkixoO/vzzz/z+o48+muulyHArFeig9XTgNCwWS48W8WSPT8Xwzz77LHtUENSrZ9SoUSz2+ts9OpckI6j6Qm4EgiAUMyUTldJsptIJTCG/uOyyy3gAWzykJei1njQB+VINJCmLKdrYv/71r912huZT372+xBRBoilbo/boANIwSrJfICFHn6sNq6ToUyAQ6OIrQdtGRWokEHsSU5QapCm2B5IgCIIg5B1FZtq5dOlS9pRKVHedjm1T1sUUpfZeeumlbvNpdF+sm2hPVfT0uDf6slZIBVKoxx57LNd5UeE85Uv33ntvFlEUsaJiNEr70XDJWIYOHcqv9Taa4Nprr0W+kemIUrxVgkSsBEEQCotiaydTVVWF5cuXY+zYsV3mk5AqK+t/Q+esiymqhKcKd7Jij4XmJTLSIiglSOKEXqfHmpVCPMlYK6TC8ccfH31MYo7a4JCwIo8KSi32hGbz0Jud/UUXXdQlMkWpwWIhUYuaVOYLQq6R4nOhJ+T7qrA5/PDDudaZBpxpddokpKjeOdZyKe/F1J/+9Ce2YydlSEMUSXR88cUXuOWWW3hnEkFRIW04YrrWCulAvQRJTFGYkKBaKqrYb2tr6xKdampq4n3rCYpq0ZSPpBM9SvS+ntYlNytBEIQCoMjSfLfddhsPLKO0njbqnlrT7bHHHgNmyDkgYopSZRUVFfjXv/7FERqtzogczKlrc192CulaK6RDS0sLjxokUUXssMMO7OA+c+ZMHHfccTyPLBYWLFjAow4LgVzaIcgvPCEbSHq5cJEfXbmnGNN8X375JQ8So4bHNOKOyoNotF4uSVlMUSSKCtBpcjgcPI/EVbKQN0RdXR3bIxCXXnopHnnkES4oI6+nVMSW0+nsUnBGUS9KN9bW1vJEAo8sE0g8rVy5EldccQV/9lFHHRU9KWeccQZH1MgWgd5DnlPkYaGN7hMEQRAEIfcEg0FYrVa+z9PAsf42JaYBZN988w3rArfbzZkzMvUcN25cv7etXz5TGqmIKI0bb7wx2lyQHEvJrJMK1//73/+yQHvttdeSXte3336LvfbaK/pcq2M65ZRT+DPmz5/PjQ3b29tZUNGy1G06drvvvPNOtounyJRm2vnUU0/lvcdUvkWLJHogCPI3IeQhRZTmMxqNHHDpb201jdK/99578cYbb3CJD43yp8gWdV8hgUVu51TGdNZZZ6Wsb3RKEjE8Umx9dWPW+P7773t9ndxHyV9q9OjRbKVAaTUSPNQHZ8aMGdwRutCgAnSKchlMNdDpkuv7k0niGx4ns1wiEhWYJ1MzFbuMiCoh0/TnmsqX9FKpp8Lz5Tzk2/lQlDBCgTb2OqysrBzQ+9KeF70Co6X/o9yCPhc+u+OYAd3WVCAT7pdffpk9ISmblCxHHHEE5s6dixNPPJEL1WlAWqwbOtWBf/7555who/Qh6ZJkrJ5SikzFtmhJl/Lycq5dIjFFPXUoGkVQ6I4iQ8LA3Xj6W1+VaJ2JPiMVN3ZBKIUbuIx4FYTMQq3oqLyHarUpShVvh9BTQIdSgiTC4rugaFBUiibKbFFwZ/369SltV1Ji6uqrr0amIKX3xz/+kaNd5ISu1U7Rxsf7RgiCIAiCkG5rvnQK0PPr6B/Zz+DOOeeck/Sy1NGFpqzVTPUHaiPzj3/8g0fVvfrqq1z4TZCR5gknnJDtzSkKBmJEX2yUqafX49N7gjAQFEOUU6K1Qs4IR6Z03p9HXJ3B4E4mSVlMUeEXFW2TC/rq1au7dVamQq7eoIIvKjqPJx8dxUuJ3m5Y8WIt1hG9r/cKgqAigiq3lOr3VLFZIxA0qOyVV17BsmXL8Le//Y1rpyi9R91LRowYgUSQl2Sytd996ZiMiCkSPY899hiPnCPPqSuvvJKHF1J1/P/93/8lfSBoWCKZY1KXZw3a0T/84Q+pbpIQx0CInJ4EVfzzRBGqZAvkBUEoLnLpgycUJ/PmzWPrIiquJ+1BRuIkpsgRfdWqVVw4nojYdndUt3399ddz/91dd9016i7wwQcfsK7pD0mN5ouF7NupAIxqnWjoIPk9aPO+/vprPP/8872+/+2338bvf/97uFwufn+sUqTH/VGEpT6aj0j0hdVbkXhfy6YjgPpKAYqgEgaSfL55l+K1ny/nI5+OfTZH8+1+3sswWjaNWkuVoM+NL+49Nm9G8+27777Yfvvt2VibNASNvKPCcbI9oJF6JLD6gvwnySrp3HPP7TKfsmZkBkrBoVRJ+c5PPfbI1FIbmUcHmDj00EO5511fkEEmNUUmw0+KUFErF20qRCElCIIgCHlegZ7elEfMnTsXZ555Zrf5lN4jfZIMFIGiljTxUKSKxFR/SFlMUS8c8oYiJk6cyPYG2g4m069u3bp13HYm1t9BKN5fhH2l/QShlKBrX67/0o5KCelBNkoUdYtnyZIl0R7AfUED3ygtGA9FpLRBcQNeM0WtWD7++GPssssuuOCCC3gE3uOPP87F6JpnVG+Q8iPncgrLCQNbm9Bb4+JMfKH3lgrsq9hWinGFUkZS30LWKCIHdM1887rrruNBcFp5EOmPyy67jNN3ydZ+Uyu5WbNmRWumqEzp/fff55rwrIipm2++Ofr4mGOOwahRo7jpIEWpyFW0L6jWiqrvFy1axOlCajQcSzLrENInHVGlCaG+nM/7WrcIKkEo/r8FKULPLelm6vIsy4fbb78dBx98MIYMGcJG39OnT+f0HomiG264Ial1nHrqqdhiiy241pta2FHpOPUHJi1DgaKsFKCni17fc2aRFGZ/e+6UegF6Or92+xJC/fmST0WkFetNRMgNhZpGK+a/g1yfk3w7ttksQP/N2S+lXYD+5QPH5U0Busann37K/pTkCEAF6VSYnkuybtoZa4UgCIIgCMIAUkShqZdffpnrmgKBAIunSy65JCVxqYnBRDVXsfRHNGZdTMXi9Xq5mEzIbTi9r15+/UlBpLItxZziEIRkkb8DYUAokpqpRx55BGeddRYmTZrEuoE6qKxYsQI33XRTUu8n004aPEfpQTIPT2TgSYm6/mbIsi6maCNvvPFGPPTQQ2hsbOT+fFSMTkZZ1JuPisKE4iCTtRJyoxGEwiWXdVPyQ604uPfee9kk/J///Cc/f+qpp3DeeeclLaY++eQTNvfUUoSZJusFPlQgRgeBDLdiuzdTMXp/q+iF/CWVuq1MrEcQCplc1xYJRUiR+EwtX74cp512WvQ5dUvx+XxJe0tRobrRaEQwGORRfBTEoXmJpqyIqd4MrR5++OE+309W7xSuIxd0g8EQnb/11lvj559/TnVzhAEWHZlYX7rrkBuMUErI9S5kFCWm2XF/pvzQUqCRe2QUrkH6gbwt3W53SushQUUjAjM92C3lNB9ZG5AFO4XWtMjSxo0b2dWchhUmciaNN+0kG4VEhelUVCYIgiAIQoYoogL0xx57rIugoigTZbrq6jb9YCdT8L7YZ599ODpFFgk5E1OfffYZh9coQkV9+KgPDgkp8migHjl9sdVWW+Hzzz/HmDFjulXpb7fddqlujjBA9Qn5kFaTX+hCqSI1gkKhctNNN7F3E2WabDYbdtttN9xyyy3YbLPNuhR6k3EmZamolRx5O91///2sD3pi9OjRePTRR7vMGzZsGJ599tnocyoeT0ZMHXTQQbj88suxYMEC7LDDDigrK0vb7zJlMUU7/cMPP3BVPW0ERZSo+zIZcSaqjo/n6quvZjFGESp6Lx10soGn9N9///vflHdAGHgxlC1h1dMNJB+EnSAI6SHmnbmBhEs6dpKpvnf27Nk455xzsNNOO3HkiIrG999/fzbq1kQL1UzfcccdHFWaPHkya4j99tuPtQA1L05EMg2Mk+Uvf/kL/0vbEE9/R/P1qwCddph68VGfPso/kgJNNm952GGH4cUXX8S7777LG/1///d/WLx4Md5++20+mELm0GwN8iHCE++Yns578mF/hPxFxLcgJLBGSGdKgffff5/TZxRl2mabbfDkk09yuxcy2OTNURTcddddLLKOPvpoTJkyBU8//TRrCMp2ZQMK5PQ09beWSt+fdjJk207Ch0JkJKooUkUF5F999VVS66D+fKRenU4nH8AvvviClasgCIIgCPkHGV3GTjSSLhk6Ojr4X82WgLyhaARe7D2fCslpFN2cOXNQqKSc5rv77rvZgZRyjgSpz2+++QZXXHEFZsyYkfQBJkhMxTui55NdfTGhpdC0qE4h/3ov5G0XBEEoxAJ06sMbX7JzzTXX9PFWBRdddBF23313jkARmpXB0KFDuyxLz1etWoWBHhH48ccf49BDD+XnVDcVq1lohCD5WPXHTDxlMTV//vwulfMENSu+7bbbohvYG6RKaTQgVdKTA3omnEeF5GoU4h9nWpRI0ayQL0h9jiBk1gF9zZo1XYIdFE3qi3PPPRfz5s3j7FM88TXWmgYYSLTabE2r3HfffRwQokJ5gkqWhg8fjr/+9a8DL6ZISLW3t+OVV17BsmXLuPCcwnfff/99QsuDeMhfinjiiSdYiQ70wSt1emtgnGnx09u6eqtz0t7X39Y1giAIwsBCQiqVzNF5552Ht956ix0AqL46dgSeFqGqr6+Pzm9qauoWrco0zz33XDehRHVaZOBJ/Pvf/+ZRhVkRU6QyqcEgdaOm6vo//elPLKZef/11DtGR8uvr/VSIFjtMUsituEr2V3x8mjCVlGHsMrGfJcJJEASheHymFEVhIUWagDJQ48aN6/I6PSdBNXPmzKgdkt/v5zpqslBINW0X70/Zm+Cj9nU0elCD0nl6/abS8Z133plHImalAJ3yn1Spv3Tp0i55RaqhIgXaFzRcksKFgiAIgiAUVzuZc845hyM8FPEhmwOKQNFEwoegbNSFF17IPXpJcNFANtIUdrsdJ554Yp/rp0FrlD6khsVk4EkNjGOnvorhyYFAgwzHqSewBtVwp1L3nVZkikbvJWobM2LEiKR65JCDKXlUkc8UFaRRvVUsNCpQyB5aZCiVCFF/3pPo/fHRMC3aVQxF8kLukbopgZDSgezy4IMP8r80IC0WskjQHMcvvfRSFldnn3121LTzww8/7NFjKhYqLaJGxQ888ABOPvlkTsuRniBdQm4DvUHpRhJvPWXGKHMWm5IcUDFF0SgaFpnIe2rw4MF9vp+UINVaxTYsJKUqBej5/yWUjS+l2BugfAkKpYr8kBAyhtZjL533Z9jkU6fT8UjAvkYDJoI8KamciMQadV/ZY489uF6buqpQTZRWl52Igw8+mL0tqS1e/Ig9Enfkyk6vZUVMHXHEEbjuuuvw0ksvRQ8KGXJddtll+O1vf9vn+2nnKU/6n//8RwrQC+wLPVtNlOVGIpQyxXz9S7QwBxRRbz6itbU1WodF9VH0nCD7Bc3ZvCfIwom0C0WmKFVI9VOkYWgUH43sI8d2WiYrYoq6LZO6o3wlKTky2qL0Hhl53nDDDX2+n4rUqcI/mZF/QnEjkSdhoJGbt1DyFJmYGj9+PA9+o0gU9QQmcUSF4xSxqq6u7vW9NFqQjEFJdFEASIuikaAiI3JKHfZ3RGHKYoqUIHlGfPLJJ2yHQAVb22+/PY/wS4a9996bGyKLmBIEQRAEIRWoRIg0BAVyyHST0nL33nsvR5US9dqLh6Ja1PKGIlq//vorzyM9ojm095eUxVSsKKIpVag3H3k4kPnn1KlTuxWg96dbs5A/iO2BIPSfYk7xCYVt2pkv/DXGA2qvvfbiFN23336LCRMmcC/AZCHxRBGtTJGUmLrnnnuSXuH555/f6+s0ko+guqt4xAG9cEnkUyVpPCEfKJRUXykIqXw+D0U7irjI0nyxUBeV0aNH85RrkhJTd955Z7cReeT1oOUnyRGdPCKojqovMRXfi08obURwCYKQ6++ZfBZ5Qleo5Rx5VD300ENobGxkI06qo7rqqqvYM+qMM85ALkjKtJP66WkTFZlvu+22WLx4MeccaaLHVDdFDQKF4kbzgcrkl498kQkDDd1Iiy7iUGDI33lpmHYONKRBnnrqKdx6660wm83R+VQ2RD6WuSLlmilSf9SXL9b0ih5T9OqYY45J6PFAacI///nP7OvQV8qwr8iWIAiCIAilmeZ75pln8Mgjj2CfffaJlg1pht9UP1UwYmrDhg3deuFooTcKuSWChBaJLBJT8SnD+JopEVPF9UtT0nhCPlEo9VNCZukpKinXQuGxbt26hG4AVEKUSJvkrZgiNUjNjR9//HHssMMOLICokv7MM8/s0R6B0oOJHguFRX+/eBIJqvh1iegSskVP7YyE0hFSJXXuiywytdVWW+Hzzz9nn6lYXn755Wjj5IIQU0888QROOeUUHlKo2RqQv8MBBxyQ03ylMHBk4ounkL68inZUj9AFiVIVL/352y3av3cSQ+HiEVNXX301/vCHP3CEiqJRr732Grezo/Tff//738IRU9R/79133+UKespPkoPoFltswbbsPXHRRRclvf5kTLcEYSAp2i9VIW8FlVxzciyF5L0qX3zxRR7RR5kx6rVHA+DIAZ1czHNFv007STz1JqBi+eGHH7o8/+6777jGSitiJ2FmMBg4bSgIgiAIQmbQKQpP6bw/XwgGgzyaj3r8zp49G/lEymKKRBANS/z444/R1NTUzTeK2szE8+mnn3aJPFVUVODpp59GTU0Nz2tra2OLeOr+LOQX2fzVLnVTglC8ZCMKKBG+4q6ZMhqNuO2227jUKN9IWUxdcMEFLKaoH86UKVM4zJYK//rXv/Dhhx9GhRRBj6+//nrsv//+uPjii1PdJCHD5DLtIe1ohFJDBIAw8O1k0hFTyCv23XdfzJo1C6eeeioKWky98MIL3KX54IMP7tcHdnZ2soUCVeTHQlEuh8PRr3UK6ZMPdSOCIBQ3+VKjFo8I2sLhoIMO4gbHCxYs4NKgsrKyvOjvm7KYIsfRRB4PyXLUUUdxSo8iVNOmTeN5X3/9Nf72t7/h6KOP7vd6BUEQBEEo3jQf8Ze//KXHwWq57O+bVDuZWCgNd/fdd/Movv5A/XQoRXjSSSexTwRNZOhJavOBBx7o1zqF/pPp1jCZJF+3SxAyRSlGRHK9zyX3vVJk7WTC4XCPU66EVL8iU1988QUXlL/33nucqtO8pjTI86E3qCEyiSYqIlu2bBmLMop0xYfqBIGQonShmMi1kBDyN9UopEdLSwueffZZXHjhhSgIMVVdXc2punQh8US9dAShL0RQCYWOiKj8pejPTZGl+WKhYAwNaKOOLG+++SYqKysLR0w9+eSTA7MlgtALIqiEQqXob9YFeJy16FRJnJsiFFMrV67kbizkLEBO6FQq9M4772CvvfbK2TalXDMlCIIgCIKQTXw+H/7zn/9wf2DqukKj+agIXa/X47LLLmPLBDL/zhVJRabIqp1MOskPihoJ9uYt9f3332dy+wRBEAYMMZEsDqQXX/FHpkaMGIEtt9ySB6+98sorUa/KE044AflAUmLqiCOOgMVi4cdHHnnkQG+TIAiCIAiZoEjEVCgU4kAOTbmMQKUlpqhLc6LHueazzz7jUYHU62/Dhg14/fXXu4g9Kk679tpr8cgjj3DLml122QX3339/F8NQCh1ecsklHD70eDwcQqTRhiNHjszRXgmCIBQ3MqJOSBW6x7/66qtcbE6dWMhOiaJUqXZhGSgKumbK5XJhm222wX333Zfw9VtvvZVzqvT63LlzMWzYMO4qHeu0TpX/JMLI2Z1sH5xOJw499NCc+lVkk5IowBQEoWi/e+Q7rA+UcPpTHmC1WrnQnPr/zp8/n+umzj///Gjz45kzZ+b0vq1T+uu+mWeQOo2NTNFuDR8+nMXS3//+92gUaujQobjllltw5plnoqOjA4MHD2ZviuOPP56XWb9+PUaNGoV3330XBxxwQNItcqqqqmAw1UCnKzx9WiieK/KlKWQaqZkq/ONfiN8LihJGKNDG9yAazj8QaPel3xx8N4wmW7/XEwx48OW7FwzotvYXMur84IMPOFr19ttvo6KiAs3NubmfFd6dP0lWrFiBhoYGbp6sQXVf06dPx5w5c/g5pQcDgUCXZUiAUQNnbRlBEIRSuckXGnKMS88BPRYayUfpPipIX7t2La644grkipR9pgoFElIERaJioeerVq2KLkO9BrVRAbHLaO9PBEW4aIr9BSAIQmExkFEpuckLQnahLNNFF12EXFG0kSmN+OI0Sv/1VbDW1zI33XQTh0+1idKChYx88QuC/D3l6runv98/8r2VJOFw+pOQmchUKmovUSfnXEDF5gRFmOrr66Pzm5qaotEqWsbv9/NIv9joFC2z22679bjuyy+/vMsxochUoQuqTH+RZfpXv3xxCoIg3wela41QFGLqhx9+SGpl+TJEkRg3bhyLJarwJ6NRgoTT7NmzuQCd2GGHHbhRMy1z3HHHRYdfkrMqjQTsCaq90ny3BEEQBEEobZISU59++inyEbIx+PXXX7sUnf/444+ora3F6NGjeSTfjTfeiEmTJvFEj+12O0488URenlJ0Z5xxBi6++GIMGjSI30eeU1OnTmVreiH93leCUEpIBFWOb95RpJEpv9/P9/wJEybAaMx9+XfutyANvv322y6NDbXU2ymnnMINEC+99FI24jz77LOjpp3UYZqGT2rceeedfCIoMqWZdtJ789FhtVRvELn+fEEQBpa+fnzJd0B6Ngw0pfP+fMLtduO8887D008/zc9/+eUXjB8/nj2naDQ+9enLW5+po48+OukVvvbaayg1Ct1nioj/IhuoL6/+RKvki1QYCKSuTygFn6nd9r01bZ+pOR9dmjc+UxdccAG+/PJL3HXXXTjwwAMxb948FlNvvfUWd2hJtiwpJ5EpOiGCIAiCIBQaFC9JJ1WXX2m+N954Ay+++CKmTZvWpU6bmiAvW7YsZ9uVlJh68sknB35LhJySr9GffN0uQZBrUygMqGYqXDRiauPGjRgyZEjC9nK5HATXr5wU9cL56KOP8PDDD0f73FEbFioIF4TekBuQkA/I4AhBKEx22mknvPPOO9HnmoB69NFHseuuuxZOATq5h1OecvXq1ewCTo2DqaCbrAS8Xi8eeuihgdlSQRAEQRBKejTfTTfdxBpk0aJFHNi5++67sXDhQnz11VdsfVQwkSkq/tpxxx15dJzNtqmo7aijjsLHH3+c6e0TSjA6pbkiZzuKRdEKiVgIySARVqFgoBRfulMesdtuu3EBOo3qI1sEGqFPRtwkpsg7smAiU1988QXvCPW0i2XMmDFYt25dJrdNEARBEIR0KLLIFEFekJo1Qr6QspgKh8MIhULd5lPH5lj/JkHoDfllLxQqcu0KQu5499132QfygAMO6DL/gw8+YH1y0EEHFUaaj2qkyN8htviLCs/J3+Hggw/O9PYJgiDknFylngUhU6ad6Uz5xGWXXZYwoEOWmbky7OxXZIocw8l1nDwdqOCcWrMsXboUdXV1+M9//jMwWykIgpAhpC5OKCmKLM1HeoP0Rzybb755l/ZyeS+myK6d+t+98MIL+O677zisRv3tfv/733cpSBeEQkOiDoJcE4KQ31RVVWH58uUYO3Zsl/kkpMrKygqrNx+JptNOO40nQRAEQRDylHRH5OVZmu/www/HhRdeiNdff51H82lC6uKLL+bXcoW+Px4PTzzxRLf5NO+WW27J1HYJJYZmS5DtFIzYIQg9IZFKoRgotpqp2267jSNQlNYbN24cT1tssQUGDRqE22+/vXAiU+R6/vzzz3ebv9VWW+F3v/sd/v73v2dq2wRhQJHaGUEQhMJL882ZMwczZ87ETz/9xJmyrbfeGnvuuWdOtytlMdXQ0ID6+vpu8wcPHowNGzZkaruEEiMXBp25+mxBEISsUWQF6JqLwP77789TvpCymBo1ahSbdlJoLRaaR8XpglBI0SgRUoIgFDVFUjN1zz33JLXc+eefj4IQU3/84x+5+CsQCGDvvffmedRG5tJLL+UCMEEQBEEQhExCtkzJRKwKRkyRaGptbcXZZ58Nv9/P86xWK9dKXX755QOxjYKQESQqJSSDRCuFYiLdIvJ8KUBfsWIF8pmUxRQpPxq1d9VVV2Hx4sVc/DVp0iRYLJaB2UJByABSbC4kgwgpoTjJv7qnTEBt7Ki8SK9P2ZggP3ymiPLycuy0006Z3RpByBJy0yxNRFQLpUaxRKYSQU7oZCI+fvx45JrcyzlBEARBEIQUoX58+UK/I1OCUEhIJEoQhJKkSEbz5TsSmRIEQYggaUChaH2m0pnylCuuuAK1tbXIByQyJQiCIAhCwXF5HjkIiJgSBEGIIOlgodgoxgL0tWvX4q233sLq1aujFk0ad9xxR062ScSUIAiCIBQrRVYz9fHHH+Pwww/nLixLlizBlClTsHLlSi5G33777XO2XVIzJQiCIFEpYQDr8KQWL7OpPeq2smDBAjYMf/XVV7FmzRpMnz4dxx57LHKFiClBEEoGSeMJubjmcnndKRn4L59YvHgxTjnlFH5sNBrh8XjY9/K6665jQ/FcIWJKEISSR0SWUPRpvnSmPKKsrAw+n48fk/v5smXLoq81N3dtZJ9NpGZKEARBEISCYNq0afjyyy/Z/fyQQw7hlN/8+fPx2muv8Wu5QsSUIAiCIBQpxTaa74477oDT6eTH11xzDT9+8cUXMXHiRNx555052y4RU4IglFxKr78FwfQ+SQkKhYWSZtuV/KqZGh/Th89ut+OBBx5APiA1U4IgCEkiQkooOIqsZopob2/HY489xiP7Wltbed7333+PdevWIVdIZEoQhJJHIk6CUBjMmzcP++67L6qqqthf6k9/+hO3lHn99dexatUqPPPMMznZLolMCYIgCEKRopobhNOY8ivNd9FFF+HUU0/F0qVL2WdK46CDDsJnn32Ws+2SyJQgCIIgFCvpNivOs0bHc+fOxcMPP9xt/ogRI9DQ0IBcIZEpQRBK1kgxtgYqX1yq82U7BKE/fPbZZzjssMPYA0qn0+GNN97o8joVw9MoPHrdZrNhxowZWLhwYdLrp2hUZ2dnt/nUWmbw4ME5O2kipgRBEPIIKXIXBsIaIZ0pFVwuF7bZZhvcd999CV+/9dZb2d6AXqco07Bhw7DffvvB4XAktf4jjjiC3c4DgQA/J8FGDY8vu+wy/Pa3v0WukDSfIAgljYgXoZjJts/UQQcdxFPidSm46667cOWVV+Loo4/meU8//TSGDh2K559/HmeeeWaf67/99ttx8MEHY8iQIdxKhnryUXpv1113xQ033IBcIWJKEARBEIReiU+tWSwWnlJhxYoVLHz233//LushQTRnzpykxFRlZSW++OILfPLJJ2yHEA6Hsf322/MIv1wiYkoQBEEQihYqIE/ftHPUqFFd5l599dVc+5QKDZECcYpExULPydYgFfbee2+e8gWpmRIEQRCEIiVTNVNr1qxBR0dHdCLDzP6i0+nitlHpNi+e//3vf3jvvfe6zCNPqXHjxnHK789//nO0AXIuEDElCIIgCEKf6bXYKdUUH0HF5kS8hUFTU1O3aFU8FAUjw04Nam58xhlncHqPis/ffvtt3HTTTcgVIqYEQRAEoUjJ9mi+3qAoEgmqmTNnRuf5/X7Mnj0bu+22W6/v/fHHH7HPPvtEn7/wwgvYZZdd8Oijj7KR5z333IOXXnoJuUJqpgRBEAShWMmyaafT6cSvv/7apeichBC1fBk9ejQuvPBC3HjjjZg0aRJP9JgaFp944om9rretra1L9IoE2IEHHhh9vtNOO3EqMleImBIEQRCEIkVrC5PO+1Ph22+/xV577RV9TlEj4pRTTsFTTz2FSy+9lC0Nzj77bBZIFF368MMPUVFR0et6SUiRMKNCeIpm0Ui+a6+9Nvo6+VSZTCbkChFTgiAIgiBkhBkzZnBBeU9QoTnVP6U6EpCiUFQbdcstt7CrOkWz9thjj+jrVE81YcIE5AoRU4IgCIJQpJCw6U3cJPP+fOD6669no0/ypCovL2ezT7PZHH39iSee6OJflW1ETAmCIAhCsUIF5OkUkWewAD0dqO/e559/zrYMJKYMBkOX119++WWenytETAmCIAiCUBBUVVUlnE8F7rlExJQgCIIgFHWaL1zwab58R8SUIAiCIBQpxVIzle+IaacgCEIG0enka1UQSg2JTAmCIGTqC9VoQSjol+MplKzPVKlS9D+hyMuCfC1iJ60/kBbCpGWGDx8Om83GHhkLFy7M6TYLgiAIQkZH86UzCX1S9GKK2GqrrbBhw4boRA0SNW699VbccccduO+++zB37lwWWvvttx+7qQqCIPSGLvKfFpUiFEiNiSCUGiWR5jMajV2iUbFRqbvuugtXXnklm4ERZARGtvXPP/88zjzzzBxsrSAIhYJOr3rdkJzS6w0ISopPyDOkAD07lERkaunSpZzGo47Vv/vd77B8+XKeT31+GhoaurimWiwWdlidM2dOj+vz+Xzo7OzsMgmCUFoEfM3weRp4MpksXEIQDgdzvVmC0AWyRUh3Evqm6MUUNVF85pln8MEHH+DRRx9l8bTbbruhpaWFHxOxnai159pribjpppvYOEybqPGiIAiCIOQbSgb+E/qm6NN8Bx10UPTx1KlTseuuu3IzRErnTZs2jefTL8r4sGj8vFguv/zyaCdsgiJTIqgEoXQiUsTmkw9DY/MSfmw0mOHzu9X6KfruIG8fuQkJQslQ9JGpeMrKylhUUepPq6OKj0I1NTV1i1bFQqnAysrKLpMgCMUvojQhpWHQm3gKhvz8A8xgNLPPlAgpIW+Q0XxZoeTEFNU7LV68GPX19VxDRYJq5syZ0df9fj9mz57NqUBBEEobTTzFiqjpZ77O/1ptm3qBmYwWLkDXaky0EX6CkC8F6OlMQt8UfZrvkksuwWGHHYbRo0dzxOn666/ntNwpp5zCvyQvvPBC3HjjjZg0aRJP9Nhut+PEE0/M9aYLgpBjTJa6qJCafvor0Hn90Lmc2G23v8Pt3tilHMCgN/I3Ko3oC4ekEF0QSomiF1Nr167FCSecgObmZgwePJjrpL7++muMGTOGX7/00kvh8Xhw9tlno62tjQvWP/zwQ1RUVOR60wVBEAQhLdIdkSej+ZJDp0gML20o0kWj+gymmgHvy6X9SrbYhkEJh7q9Xii1GlKoKxQC2t/bjHPfAtY1QfG6EPZ0orPlZzicG+DxdkT/7sKhALw+F0IRe4RAwCs3IqFHgRIKtKGjo2PAam61+9KE8fvBYDD1ez2hUADLls8c0G0tBkquZqqQia3bIG8bv28jjxyif/lxZJm+BJ3m2kzLxTo4ZwK93giz2c4TPY5+jjZBx3/YJrMNNmsF7PZqWCxl0hxWyGtm3Xc4oDdAV14NndECk7kCVkslzCabOhltMBjM7Ddls1RwDZUgCKVD0af5ih2/t2nT44igonla5Co2UqWJJm05wmqvT7q+g8SQ0WjmQlu/3xP91U2iieZT/YheZ0Bnh2qKOmrUrujobOQbDNeTAAiHwzAaTbDbankUlN5g5M/vdDbA7eng4eUSVhbygfiRe0pdNRAMQ+fqhMU2COGQn0fxEeFwgNvJkLCiyFQw6IXH65BruYjOP9XPFSJs0pFGEXmhZDtyjYipIv2DpcgVQaKK0FKC8X8YXvcG2MpGcCg3XsSQeKIoklZkS4LI0bmSH1MB7qLFr/FjEletLT9324Y1a76KPp4wfl/+1x9wQQc9+/IYTXZYLdXqv7YauN3NaOtYC6erVd1Wcd4V8uBvUmP2w0dhxkXvQPHW8RenJeRTPaXoPX4HQiE/vL5O/rsJJ0jBC4V9/ml+QQoqElLpfJfKaL6kkDSfIAiCIAhCGkhkKs9+AfX0qyjdCFVveFzr+N+KyrH8rz/gVQ0IDSa4HKsTvmfOnFsw/c+78OPZj6hNontj2fKPus0bO2ZPjm7tPv0aGE1lMJnKOBqlNYv1UppEQsxCFunr789cbYY/XAFFr4M56IfeoNZGmcyV8LqbEApThFeRyJSQP6TrFSWRqaQQMZUDMi2YMoWWwkuWZERUb6xc9Rn/+8Xsa/jfPWb8E07nBpTZa/g5CTqPp1MElZA3f5N6kw6WwVZ4fUHo/ENgMtl4vs65EUo4wCk+qpfy+50DvMVCLq4BbZlCSvcpCPOUzvuFvhExlWXyVUjlA2oRr5WL2Qlt1F+Ait0lQiVkyZyzJ46+fzbdWWCxG+AvNyPst5O3jHqthvwwhQN8DRM6naHX/p5CYX8f9/a+fBNa6bqYi3tSckjNVBYRIdU7X352HReka1ARr9FggtVawSMGNasFQRgI+roJGox6mG0GGM16GMuMgMUIxWTiSWexQ2+0QW8w88QjW/UGOVF53GNxoL6PY9cfOw20B6GQWyQyJQiCIAhFijigZwcRU1lColLJ8f2PT3SbN3bsdKxcOTtaJO/zuSTtJ2Qdq80AvYFMaAGTzYCAxQDFFPkKtdqgc5thMNrYCZ2tPwxmBAM+uVbziFx+D1NkKhd2L5Lmyw4iprKACKn00ISUViQvgkrIFFraOJmavOoaM0IhBf5AGB5HEDqDDopVbdOhUFrPVQ69t4MFFY1MJQNPMvWktjLCwH/Hmq1DehQr+fAdHDuy2miuzem2CJlHkrgZpLV5ZV7+ERcbJKjIxV3qp4R0oL9Nuo7MFntSy9fVWDB8iA3lZSaundJbDdBZ1Inqp1BWDoO1ik1oLZYqrvWjtjJSKzNwxNY+UecHepxOH7pc3isGejRfOpPQNyKmMox2gx/IAkdBhW6EcoyFdNl2u9P6/Hu94tOfUG41YkS1FXYqQjfpYC43QWfSq5NRD8Vqgd5eBYOtGhZ7HezWaljM9kirJfmqzSS9nS/q6mAyWTP6eQUNO6CnOQl9In/hgiAIgiAIaSA1UxkmtomwkB0K0UhPyC2xUQ3NNLY3btxrGzzw0xKY9XqUWw2w2Iyw2IMI2NWv0CBlQijVZ7FCHw7DpCioqh7PNVPBUABeOBEKBREOJ9dUPJ9Jp0ddT9EkbX19rTvZSLTbuRZmy2B+XOrfyTKaLzuImBKKhoJtRCoUxDVSYTaiwmJCpc3EqT6XxQCjTfWSCvvCCJkMnOqjRD8JKmt5PWrCAfabau9YD4+PmiGrZQDhULAgR/lpYiZRg/Z0Uu6x740/R/1db6mLKA0ZzZcdREwJRYVEqYTeSOembzEaYDboUWM1obrKjM6OAHxWVUyFrGEoISPCHrJLMEFXXgG9EoZNCXFkQK8zoMOxAW5Ph3qdRgRVF8hzgdyq80BkpXqMMl27KLWQQqEhYkoQBEEQihTpzZcdREwJRUmiNESikZf5EAUQskc6EY9QWL1WKNVXX22BwxlAKKQOGw+H1P5nSsDCnlNKQA+dUgmjTg8bRab0Jp4MBtVryOPtgM/v5pZJXfqfURZQCfPoP623X7ZSghINKk4kzZcdREwJJVsrQ02Ug0F/URQFC8kRW+icKt5QCN5gCHaTEfUVNnQMCkZHjRuNenSa9HDrdQga9Qi7A6o7uskEk8UKg7kcBoMFJnMZL+9yNUUElQuhEDVIDiEQ9PGNT3PK1tatNxgHXFCJkCp2MdV/ryhpdJwcIqaEkiH2hqHdVLVf/0Lp0F/hcNqWE/HWijV8zVRZzRhVY4tGq+gyogbIJoseLqsBQY8JQU8Qis8MxWuFrswOm6UchjbV/0gHPbebsZjLIiP+/NyGhgQVCXwaAUgiS7uZkaCKvanxzTFP6qsEQRAxJZTwDbWsYrSYKZYYmYjAGPU6Tt/VWM3wV6u/+ElUmYx6mEx6GIx6+NxBBANGhAIKQr4Qgm4rQuVWmO1qZKrSZIOxYzU8nhaEQmpEiggrIY5SeX2dHLUiOHrKhewKv6alBjWBpYRDSYmqnlrnSFSquJE0X3aQyJQgCIIgFClqyrj/EfhcNGcuRERMCSVJZdV47ptGaRUh+/QWDclnrzAtKmXU62E1GlBlUfvAeStC0Ot0MFJkSq+D06yH3x9GMBBG0GdAwBZCwGpAwKp+5RqNRpSby2BsXwWftw3hcCBSL6WDTmdEeflQ+P0OXtbtaYXP50QoHITf7wFV+IWCaoSKC9X1Bi5a7+vmp0WkJBIlCJlHxJRQklDaxGoq47oUreBXyA593cwH0nyVXLFp4IHLsbrf6yDRRJNBr2ffKaLSaoInsOkaohoqtyuIgFGHIAksvyq09EY1QuBTqqAzGWEz2WByNCDIhp6U7iOBZIDeYILNrjp422x18Hnb4fG2wWtywuPpgJdSezQpoegHxvb/6+l6FiFVeqiVdf2vrZO6vOQQMSWULHTDMpttCCthBAJeEVR5ar7aXyNW7X1aWxHCaLKgtnpEv7crGCk4JyGl16nCiter08FuNnDtVJjqmMqMHGVye4IwBMgagT6bokib0i0+vQ6KwQCTyQyDuwNhvwthLVIaI4ZoFKDFUg172RD4fR1wuZvR3rkeHq8DoaA/sjx9bjBaG6XZftC/4gRe4vBghTQG2sgPzaQQMSWUJORIbdAboRjMsFrUeWKTkH/Etxnpj6giMTFy5DR+bDRaUFM9Drv95nLM+fKmlLcnGA4jqKi999R0X0RM6XUoMxvgC4YRDCkImxQoNiAcVuCNjBoNBsPQlUWKwMNUOK6ApJCiHwR9hxk6tw36gAdKKKBOkaiTjgrOdXqY9AYWVmZLFUwmG9raV8Pl6eAfAlEfhUgkgdN/irRUEYRsIWJKEARBEIoUGc2XHURMCSUF2SHwv7Yq9vnRohXk++PVOREM6jb1TOupDkX8ffLOLyz+dVvZCAwdug0aG3/ieWvXfh19ffrpr0DX2pZWqi8UVq8FKkRHJPJk1uthM+nhD4YRCOnYKsFs1nPqL6hTR1RFXc3tRo5akXN6EFZ2TdcZDNC5jVD8bihUx6e5o+uCoE+hT9RRkXo4CIu5CuVlg/lG6aZ9Dng5EtUF8VATZDRf1hAxJZQUZpNqmmghA0WDedMIKqvavsOv98Af8PJIKT2NkuqCISqq6PViK1ofyMLvTDUbThaPa12Pr81+4ph+rfON5at5BF8gFGIBE1P+FK2dshj1sJr0aqovHGJndJORHKgBhQb+RYrUDUYdzFYDwkEFSkhBKGSCEraxE5SOBJrXSUP2Yj5dgY7b0oQRjgh8SvXZbdU8yk8z+CToB4DmRSUIQnYQMSWUBPX1OyAY9LGIIgzcK41GTUWGqusNLKYMRjOMRnPUhVqLJMQbHmrmidEoVpGMhElU+J3PlgX9raPqD9RGhuj0BWDUh1hY+SO9+YhgpG6J7RMMOo5OkS7i4nODDuGwDkpEgRkM6ug+k8WAoCWMsD8MxUqCKiLuQyFAcXcpANYbgVBAtUPQR+qnbNYa1T090o6GUC0TdPC6Nwz4MRHyH0nzZQcRU0JJCCntBmS1VPA8k8HK/jyGSGRKE1hGgxUWkx3+AEWo3N36UqkGeArCuhAUfRghvSEaBYhNCcYuqz3O1/RgoihRT/PiRUt/olkDEZXKxpB/uk4ovecKBHnEXpnJGI1I+YIhFlbqaD41akWv0Xv0evqXrrO49el1MJh00NNk1kMJGKAEDVDCJuhsdkDrGckF6NT82MDNksPUMNloBSWpdRYDfv7l7QHfd6FwETGVHURMCYIgCELREmaTjHTeL/SNiCmh6KNSZpNN/UUfDkSLzqleKpo7iUSUKIqg9jozcz2KJVjGESrN5JPSLVp/NPo3FA5AHzZwOjBR/RRFEjZFpiJpwhR6qWWDVCM6fUWxkolSke9TIXofeQJBTu1RVMrpC7INArmdE1xkTnYHioJAJEKVCC3QqUZDFcofQ2+g4nMddCY9YDFxDZUSMkMXUOv7QPVQdO1RdMtggiFsBhS79JUUhDxCxJRQ1JCQslgq1RRNyM9pPM2wk+qguMicPHniaqLoucUMmIOqmAoEPAiG1MJ0FlRKCIawEaFQkNdB/8YKKm09aog9HCOs6Kao6+ILNNBk0/U6W0XsuWC9w4OtBlejwmxCqzsAP9U1xUACirRVIESCisS2Kq4I+odH70VEljaSL+Qnca2KK71Jj1BIoRw0EDQAloiY8vs41cdXKKUOlTAPhSAfKvqBIAi9wd9FaXzf5MsPv3xHxJRQ1JBBI0GtOgJQ66YIMuykHmgEzeP+ZhHxw/N06nOTWS1YD/idLKZIVIXDQbX4nASVQf2XnKg5ehVZhzbaTxNTBDmtU4Qqdt5Aky/tQ9iTO1LkH19bViis3OhGjdWEKqsZtXYTXP4QHF61romEE00UqeIoVURMqdFOTVSrIoqgnn1+bwgBXwhhrQ2NHtAZyRWdwlWRynU6djRIImTgW5pOoVGnkcd6EwsrQegN9btGGh0PNIX5rSYIgiAIgpAnSGRKKFr22OsGmMwVHAkJBj1dRuZRDRUNLVejJRSxIhMgFfrlz6m/mCiK2VIJv7cdBoMLwSCl+wJqao/SduEQQuxZFY6xTQhGh6wT9Nl6hWpp1KhWsUeiEm1LZdV4tp3Qon6Fxs37bIvLPv4R44fYUWuzYJDNggaDmgZucwc4GkWGnXSZadEpNUoZiVQFwggG1Wsw4Avzc0r1cWuZyLXJ15xezxYKihaZMho57cfRU0r3BdX5nF4OSmRK6B310kojzSdZvqQQMSUULS0b5rIwqh68FfR+J8IhfxcxZTTZOVXCaT4d3ayMVEylPo5LRdEfitFUDqO3DcGAKqg0UaXVUMWKJKpnITHlp+a1YRpNo6b8NEPFWJPFQhdNydLZsRyFDgmq897+FiOH2DCprhxjq9U0cIXZhzUdHji9wWiKT6uL8gfCLJ58vjD8HvUaoRQfCSEy7aRl+F5Hkz4yGfVAxNcKZgs7n/NdLRgE/B6uYyHx/u13D+XycAgFQLolBcVmTjxQiJgSipZFP7/B/8445inom9cg4HdEvxiMRht79ehNdhZWNEqKR/VxWw96rIuO8mPIfdpsh95oQdDXiRCLKTcLKips5+hUTDEwPacRgzR60OvrjBauc6FxyFDUIqoQtjEd7j1sR/734g9+wLajK/nxILsF3lCII1P+ADmSR2qjSEz5w/D7Q1wnFfCrYoqFVECNSnFdFQ1ej4wM5FF9VCOlFa+HaLAEd+KmsKd6jYJqs6T4XBDyBRFTQlFywA0fsR4K+cJQqiuhd5RxZElR1IJhA4kpElIUnTKaoTNaNvUyo/QKFf3Sv9o8jgoEYDBaoDdaEfI7YQpVsJAKh3xc4E6pPV6UUnkUqQpRKtDPkS5VUAV52LtQHPzrgO1w4bvf8+MJ9ZT6M6PCakSnO8giiQgG1XReMKAg6FMjUUzsZUC6HZsEFYkphZaLpPNgMEAxUk++MIspha041OtLEPpCFeXppPnkOysZREwJgiAIQpEiab7sIGJKKEr8rT4Y7EbuecY1KAYzTNYqhCP9yygqpTNZoTeXAVYbYDarBb8GvRqF0qJSWmSK/gmFofMHoPPZofPYoAR8MJLdQSig1k5F1q2m/dR5lAakmiyqmfL6HNBxvVTv/fxKMXVWqNx18Pb87xkv/Q8TR5ejymZEmdWAVh+ldbUypzBCZOQZ08evCzFGnhyd4uuORzJEXo9EpbwehH1OhINervWTeilByB9ETAlFSbjDp6bUNC1ktcMQqoQ+qBahc2rPZANsdig2K2Azq0KKS6XI40c1SIzas2iiKhCG4glA57JA51PNFAlDkFI7qkgykedU0Mc3PROLKSMXo/t8Tm5GS55UqSBCKv95/LhdcOp/vsbgOgusZgPMZj2cTrUYnXrzGQw0YjSMsC4yao/Searzplp7Hu+YTmm+iP+UzucHPG6EXK28/Jwvb8rFLgoFSuQKS/P9Ql+ImBKKEp3DBYVGRJEBImEwsHhiARV5ThEpxU6CygS93Qi92aAaJ8aIKK0Jsvach7FXmBBym6G4/QAVFKtujNAFIhGnYBCGYAB6vxcKjbwKB2H0tPBLJKY4+rDpA3oNw4uQKhyeOmEajn34c5RVmlBRboTJpEeArgVqFRNpG6MP6TZ1S6PIFReTk+jXqdcWjQD0h6AEQmrBOREIQPE6+eHnn16Zy10UChCpmcoOIqaEomTWi3/A9JNfVEUTR5x0PMRcc5VWLBagzAKd3Qy9xQC9RQ+DSc8tPQzkQh1NvURWGGMgTNonVGFEyGtG0BOEQhEEujHSDZDwhQBKB3rMPDLQFPTBbK6AyWhl53Wj0RIVaZQC9PvcCX/9iZAqPF4+cw/+97hHP8fwEWUwGfUIGhXoDWG+vjTdTNcMCywjwAHNSMSKBRVdT+QfpUWrggHKS+PzDy7K2X4JhYvUTGUHcUAXBEEQBEFIA4lMCUWLrqNDjUaRg7TRqNZGWSKXvNEAHUWkrAaORhmtBhgpOmWk2pZNYSjNrDua7otAQ9xD1jCCdgOCZMBItVQR/yiKLCg+ExT6DKMR+lAQVu9glPk6uXaKCtFjDT6dvlVZOR5C9njpT3vg1Oe+Qlk5mcJSBJKaaus41UfoQoCOolQ0z0QRKfKNCql1fqFI2tjrVVcWDmP2u+fJ6RP6haT5soOIKaFoCbSs4tF6hsrBgL1MnamJomCIE2thqlUJRUZQETSQj0SWcVOdC0H1L1T7wotEGtaSMWMoqHCz2qCfvIQi7WQCCsLBMIKU1qGamGAFzIF6lAXc7EdFn0VtZYTipqPVD683xCLK5w2x+7l2mXEbGS2zyxdixAWd5gfDXPMHnyqmZv33L7nbCaHgkTRfdhAxJRQtHucG/reM3Mj1I6ALGACval/Aw86pB5rNyhEkPwklg54NE6kY3VRu4topqnPhxe0GlFeYYLYaeKg7D3snMRVSeLmAKQwD2TDQ/ZDbh6gFxaGAGUrACn24DvbIdpHjus+vFhSTZYJQnLx+3nTsd/WHLMwpeklGnOaqSA9IHRBwRQQ1R6jU64kjUx519J6IKEEoHERMCUXL9z8+gcmTDobP14FKXwe++ur26Gt77H0jPv/kioTvm37KSwhRcbqZ0nRqKMFjM8JbFUTtUGtUYFGKhhJ7Wh8/LXIV0Os4coWwAaikYIMt0nZNFVS0vNKppvYMMQ2WheJj5rX7d3k+/Zw3+V+93YRwp0+NlJKPlMmg2iO4fJyeFiElZApJ82UHKUAXBEEQhCJO86U79YcHHngA48aNg9VqxQ477IDPP/8cxYxEpoSixuVu5kiQP5JW0+gpKkXMfvq4Hl878KaPYLGpfzZUT0VBKfquoUhUtBwrYpXAxcVGPcI2IxSvCfBQzzU/zNYaLPn2gUztolBAzL7/CP53+umvYPYTx0TnTz/1ZbLOh87tgeKPFJ4LQoHy4osv4sILL2RB9Zvf/AYPP/wwDjroICxatAijR49GMaJTpIth2nR2dqKqqgodHR2orFS7yAv5wbBh23L7FrPZjnXrvsnIOve6+B1OyZCLNdVOsYiKHewXaSOiVqqro7MUh5dvlLNePiUj2yAIQuGSjXuG9hlGU220FKE/UGQqGGhNaVt32WUXbL/99njwwQej87bYYgsceeSRuOmm4nTwl8iUUNQ0NPyY8XV++q9DMr5OQRCEYmgn4/f78d133+Gyyy7rMn///ffHnDlzUKyImMoAWnCPfgkIgiAIQm9o94rsJIbIhiOdUcOJ728Wi4WneJqbmxEKhTB06NAu8+l5Q0MDihURUxnA4XDwv6NGjcrE6gRBEIQSuXdQKm4gMJvNGDZsWEYETHl5ebf729VXX41rrrmmx/fo4oyOSTjGzysmRExlgOHDh2PNmjWoqKgoqouFfonQHxDtW7HVgsm+FSZy3goPOWfdIWFBQoruHQMFjaJbsWIFp93SJZEQShSVIurq6mAwGLqJuKampm7RqmJCxFQG0Ov1GDlyJIoVElLFJqY0ZN8KEzlvhYecs64MVEQqXlDRlE3MZjNbIcycORNHHXVUdD49P+IIdTRrMSJiShAEQRCEjHHRRRfhD3/4A3bccUfsuuuueOSRR7B69WqcddZZRXuURUwJgiAIgpAxjj/+eLS0tOC6667Dhg0bMGXKFLz77rsYM2ZM0R5lEVNCj1BOnIoMe8qNFzKyb4WJnLfCQ85ZaXL22WfzVCqIaacgCIIgCEIaSG8+QRAEQRCENBAxJQiCIAiCkAYipgRBEARBENJAxJQgCIIgCEIaiJgSuCUAudvGTtSGINb9lpYht16bzYYZM2Zg4cKFeXfkPvvsMxx22GG8nbQPb7zxRpfXk9kPn8+H8847j118y8rKcPjhh2Pt2rXI93079dRTu53DadOm5f2+UQf5nXbaibsHDBkyhLvKL1mypCjOWzL7Vqjn7cEHH8TWW28dNeIkL6H33nuv4M9ZMvtWqOdMGFhETAnMVlttxX4g2jR//vzokbn11ltxxx134L777sPcuXNZaO23337RnoT5gsvlwjbbbMPbmYhk9uPCCy/E66+/jhdeeAFffPEFnE4nDj30UG7cmc/7Rhx44IFdziH5usSSj/s2e/ZsnHPOOfj666/ZITkYDHJ3edrfQj9vyexboZ436vhw880349tvv+Vp7733ZndrTTAV6jlLZt8K9ZwJA4wilDxXX321ss022yQ8DuFwWBk2bJhy8803R+d5vV6lqqpKeeihh/L22NGl/frrr6e0H+3t7YrJZFJeeOGF6DLr1q1T9Hq98v777yv5um/EKaecohxxxBE9vqdQ9q2pqYn3b/bs2UV33uL3rZjOG1FTU6M89thjRXXO4vet2M6ZkDkkMiUwS5cu5ZD8uHHj8Lvf/Q7Lly/n+dQokxpW0i/qWBO+6dOnY86cOQVz9JLZj++++w6BQKDLMnRMyL23EPZ11qxZnE6aPHky/vSnP3FjUY1C2beOjg7+t7a2tujOW/y+Fct5o2gLRWAo4kYpsWI6Z/H7ViznTMg84oAuYJdddsEzzzzDXwyNjY24/vrrsdtuu3FYW+v8Hd/tm56vWrWqYI5eMvtBy1CTzpqamm7LxHdAzzcOOuggHHvssdyugW5mV111Facn6IudbmSFsG8UdKOeXrvvvjvfeIrpvCXat0I/b1QKQALD6/WivLyc01pbbrllVDAU8jnrad8K/ZwJA4eIKYG/HDSmTp3KXyITJkzA008/HS2spCLL+JtD/LxCoD/7UQj7Sr2wNOhmTQ1G6cv+nXfewdFHH10Q+3buuedi3rx5XGNSbOetp30r5PO22Wab4ccff0R7ezteffVVnHLKKVwnVgznrKd9I0FVyOdMGDgkzSd0g0afkKii1J82qi/+FxWFteN/eeYzyewHLeP3+9HW1tbjMoVCfX09f8HTOSyEfaORT2+99RY+/fRTLgAupvPW074V+nmj6MvEiRNZTNDIRRogcffddxfFOetp3wr9nAkDh4gpoRs0rHfx4sX8JUE1VPTlQKORNOiLgn6lUSqwUEhmP3bYYQeYTKYuy9BInQULFhTUvhLUsX3NmjV8DvN53+jXOkVtXnvtNXzyySd8norlvPW1b4V83nraX/ruKORz1te+Fds5EzJIBovZhQLl4osvVmbNmqUsX75c+frrr5VDDz1UqaioUFauXMmv06gcGonz2muvKfPnz1dOOOEEpb6+Xuns7FTyCYfDofzwww880aV9xx138ONVq1YlvR9nnXWWMnLkSOWjjz5Svv/+e2XvvffmkY7BYDBv941eo3M4Z84cZcWKFcqnn36q7LrrrsqIESPyft/+8pe/8Dmh62/Dhg3Rye12R5cp1PPW174V8nm7/PLLlc8++4y3e968ecoVV1zBo9U+/PDDgj5nfe1bIZ8zYWARMSUoxx9/PH/R0XDe4cOHK0cffbSycOHC6JGhoc5kn0DDnS0Wi7LnnnvyF2S+QV9sJDTiJxrKnOx+eDwe5dxzz1Vqa2sVm83GwnL16tVKPu8b3Zz3339/ZfDgwXwOR48ezfPjtzsf9y3RPtH05JNPRpcp1PPW174V8nk7/fTTlTFjxihms5m3f5999okKqUI+Z33tWyGfM2Fg0dH/MhnpEgRBEARBKCWkZkoQBEEQBCENREwJgiAIgiCkgYgpQRAEQRCENBAxJQiCIAiCkAYipgRBEARBENJAxJQgCIIgCEIaiJgSBEEQBEFIAxFTgpAnnHrqqTjyyCOjz2fMmIELL7ywx+WvueYabLvttml/7tixY3HXXXchl2RqXzLBzz//zA2+rVYrb9PKlSu5QS01vhUEQUiEiClBKFAuueQSfPzxx7nejKLj6quv5mbfS5Ys4eM7atQo7q02ZcqUfq/zqaeeQnV1dUa3UxCE/MGY6w0QBKF/lJeX8yRklmXLluGQQw7BmDFjovOocW9PUBOJUCgEo1G+TgWhVJHIlCBkiHA4jFtuuQUTJ06ExWLB6NGjccMNN0RfX7duHY4//njU1NRg0KBBOOKIIziFlKnUmJYmvP3227mDPX3GOeecg0AgEF2mqakJhx12GGw2G8aNG4fnnnuu23o7Ojrw5z//GUOGDEFlZSX23ntv/PTTT/zaxo0bWVjceOON0eX/97//wWw248MPP+xxW//+979j8uTJsNvtGD9+PK666qou25XoWF533XUYOXIkH0vaz/fffz/6upZ6e+2117DXXnvxerfZZht89dVXXdbz6KOPcmSJXj/qqKNwxx139BohonV+9913/Nn0mI5xfJpv1qxZ/PyDDz7AjjvuyNv3+eef8zGibamoqODjtsMOO+Dbb7/l5U877TQ+rvQ+bb2CIBQPIqYEIUNcfvnlLKZIKCxatAjPP/88hg4dyq+53W6+0VIk6bPPPsMXX3zBjw888ED4/f6MnYNPP/2UIyv079NPP83pJZpiBReJg08++QSvvPIKHnjgARZYsVEWiso0NDTg3XffZWGx/fbbY5999kFraysGDx6MJ554gsUACQWn04mTTjoJZ599Nvbff/8et4sEBm0HHZe7776bRc6dd97Z4/K0zL/+9S8WhvPmzcMBBxyAww8/HEuXLu2y3JVXXsnpThI6JNZOOOEEBINBfu3LL7/EWWedhQsuuIBf32+//bqI20RQOm+rrbbCxf/f3r2FRLVGcQD/NNSCTLBesoceukwXUyoMKs2gKLoahhUaRWlEdrE8dBelixb2IARRlqJkkPWSVCbdkF5UCpKSEkMSxeoly9RSId2H/4K92TNnZhydmRrn/H8w6N57Zl+mzmnxfetb659/5Hec25Fjx46pCxcuqMbGRhUVFaVSUlIk+Hv16pV8bydOnFBBQUFqyZIlkpOGAAvnHOq8RDQKebmRMtH/QldXlxYSEqLduHHD7vHi4mLNYrFog4ODxr7+/n7pKP/48WPZRvf5hIQE43h8fLyWkZHh8Jo5OTladHS0sY3Po9v979+/jX1JSUna1q1b5fempiY0Ndfq6uqM442NjbKvoKBAtp8/f65NmDBB6+vrs7rWtGnTtMLCQmM7PT1dmzlzppaSkqJFRkZqvb292nDk5+drCxcudPgsERERWm5urtVnYmJi5LrQ0tIi911UVGQcf/funezDMwGee926dVbnwP2GhYU5vTfcB+5Hp1+rvr5etqurq2W7oqLC6nOhoaFaaWmp3XOWlJQMeV0iGr04MkXkARid6O/vlxEcezBS0dzcLCM0eq5TeHi46uvrk5EkT8GoypgxY4xtTPfpI0+4R+T1YGpKN2vWLKtpL9wnRpswRajfJ14tLS1W94kRI4wA3b17V6YKsfLNGYyCxcbGyhQhzofRu7a2Nrvv7erqUp8/f1ZLly612o9tPIMZRoTMzwr68yKBfNGiRVbvt912h/l7hMzMTJWWlqZWrlypLl686NE/VyLybcyYJPIA5CA5gxwg5NDYy1HC1JmnYFrJDPk5uLY+hafvc3afCEqQ52PLHHR9/PhRAh68v7W11SqosVVXV6e2bdumzpw5I9N1YWFhqry8XKbxnLG9T9y/7T7z8+rHzM9r7xyeghV/Zpj6TE5OVpWVlaqqqkpWBeI5katFRP6NwRSRB8yYMUMCKiylx+iELeQd3blzx0jq/htmz54to0nIddJHaDB609nZaXWfyJfCCBbqT9mDHC/kByGZHiNbqampqqGhwcgPs4XcJayMQ36TDgGYI/h+IiIiJK9s2bJlxv6ampphjSzh3l6+fGm1D8/uTcjbwuvIkSOSv1VSUiLBFBL0seKPiPwTp/mIPADTXFixhqTkmzdvyhQPRmSKi4vlOIKPSZMmyQo+rPzCtNmLFy8kObq9vf2P/BlYLBZJeN+zZ4+swMOUHgI/86gapqgWL14sqwKxWg3J6ghisrKyjEAEQRFWpl2+fFmeF0EaAipHsLoRU3oYpcH3gs/du3fP6b0ePXpUkvkRgCLgQzI3ksjxfbnq4MGDkkSPFXxIXC8sLJQRI2cjcyPV29urDhw4ICN6CBQRQCIRHd8NIDDF9CmC7a9fv8qCBCLyHwymiDwEeUBYBZadnS3/iGLkRs/fwdJ8rOJDuYTExEQ5vnv3bvlH+E+OVGGkBKUC4uPj5T70Egg6BBoIQDAihPvDKAum6BBUYeQJwQJWppWVlcl9BwYGyu8YRbp69ardayKAxEgNgg2UOEBwhu/KmUOHDsl3ide8efOkLML9+/dlBNBVyLG6du2aBFMom4Bz4D6Gyu8aCeSpdXR0qB07dsh3tmXLFrVmzRqZ2gSs6MPKQvydwLRufn6+x++BiP6eAGSh/8XrExH9MRiVQ7sYjA4SEXkKc6aIyG9h1SHqSyFZHFN8qL2F2lpERJ7EkSki8luYbsPUZHd3t1ReRx4VptuIiDyJwRQRERGRG5iATkREROQGBlNEREREbmAwRTRKLV++XB0+fNjYRi0jlC3wZSixgPILqBnlTWjojOvgVVFRMez7wwtlHIiIXMFgishPoEgk6kb5MtS4+vLli4qMjPT6tVCgFNdCvSddbm6u1HxC3S9zexzb+0N9KyIiVzGYIvITKAaJIMGXobglmh2jXY23hYSEyLXw09wKJykpSe3bt8/p/aEZMxGRqxhMEY0CP3/+lOra+EcejYjtNQm2nebDVBVaqKxfv16CLFRdr62tVc3NzTJFiNpLaB2DFi9mDx48kKbMqBSOcgKo4o2efubzFhUVSc85nBdVyVGdXPf9+3dpn4PgDq1qcByV1x1N86GtDnruIejBs6F1jPl6uFdUREfrmvDwcAl20FR4JPAsqIKOqupERJ7CYIpoFECvuurqaulp9+TJE6mdhN56Qzl37pwEYQhe0Pg3OTlZ7d27V508edLotYc2Lzr049u+fbsEL+/fv5dgrLS0VKbHbIMS1HB6+/atWrt2rQRP3759k2NoFYPPokhmY2OjtJlBX0J7Pn36JJ+PiYlRb968kfein+H58+et3odimwj+0FMQrVjOnj2rnj59OqLvkojI49BOhoh8V3d3txYcHKyVl5cb+zo6OrRx48ZpGRkZxr6pU6dqBQUFxjb+887KyjK2a2trZV9xcbGx7/bt29rYsWON7bi4OC0vL8/q+mVlZdrkyZMdnrenp0cLCAjQqqqqZHvDhg3arl277D5LS0uLfL6+vl62T506pVksFm1wcNB4z5UrV7Tx48drAwMDsh0fH6/FxsZanScmJkY7fvy4w+9s586dWkJCgsPjJSUlWlhYmMPjOTk5WnR0tMPjRERmbCdD5OMwDYdcH0zJ6TDdZbFYhvxsVFSU8TsaFYN5igv7+vr6VFdXlzQuxmgXEtnNI1EDAwPynl+/fhk5WebzYsQoNDTUaOqMfKTNmzer169fq1WrVqlNmzZJ0rc9GLnCc2Hqz9yguKenR7W3t0tjaNvrAaYD9esREf1tDKaIfJw7vciDgoKM3/WAxd6+wcFB4yem8BITE/9zLuRQ2Tuvfh79HFg919raqiorK9WzZ8/UihUr1P79+6VPnr1nMwdS5uc173d2PSKiv405U0Q+bvr06RJM1NXVWSV5f/jwwePXWrBggWpqapJr2r4CA13/3wWSz1Hr6datW5IUf/36dbvvmzNnjqqpqbEKGLGNka4pU6Z45JmIiLyNI1NEPg4r+FJTUyUJfeLEiTI1d/r06WEFN67Kzs6W1X+ot4QSArgGkswbGhr+kxTu7BxYDTh37lzV39+vHj58KCsJ7UlPT5dgCw2IkQiPQC4nJ0dlZmZ65fna2tokUR4/MX2prypEsMhyCEQ0UgymiEaBS5cuSR7Rxo0bZdQGRSV//Pjh8eusXr1agh+slsOqOYyIYRVgWlqay+cIDg6W1YIog4DSCHFxcaq8vNzuezH69OjRIwkUo6OjJRcMgWNWVpbyBgR6WBmomz9/vvzESkmUYCAiGokAZKGP6JNERD4KU4ydnZ3DaiVjhjpW+Ky3294QkX9gzhQR+SWMsGHqDj9dhek/fCYvL8+r90ZE/oUjU0Tkd1A2AeUe9DIKKN/gClRex/QkoCI7cseIiIbCYIqIiIjIDZzmIyIiInIDgykiIiIiNzCYIiIiInIDgykiIiIiNzCYIiIiInIDgykiIiIiNzCYIiIiInIDgykiIiIiNXL/AkRBwhuIsk2OAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sic_interann_std[\"siconc\"].isel(time=2).plot(cmap=\"cmo.ice\")" + ] + }, + { + "cell_type": "markdown", + "id": "6f291eee-a67a-4910-9fa1-4556c9fda2b4", + "metadata": {}, + "source": [ + "## Subsetting (spatially)" + ] + }, + { + "cell_type": "markdown", + "id": "37ba3f6b-ea58-4bab-b1bc-ff464d1efd72", + "metadata": {}, + "source": [ + "Now, let's select only the Northern hemisphere with the `sellonlatbox` operator. It takes four numbers in the following order:\n", + "\n", + "`lon1,lon2,lat1,lat2`" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "ce2f3b84-0c03-45ff-8ca7-e269cc43d5a7", + "metadata": {}, + "outputs": [], + "source": [ + "sic_nh = cdo.sellonlatbox(\"0,360,0,90\", input=fn_sic, returnXDataset=True)" + ] + }, + { + "cell_type": "markdown", + "id": "8b94d53d-3921-402a-b465-1c8a286e9233", + "metadata": {}, + "source": [ + "This can of course also be applied to the temporal subsets (e.g., the climatology) that we've already computed:" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "f8f449ee-da21-4781-b4a4-5d267eb117c7", + "metadata": {}, + "outputs": [], + "source": [ + "sic_nh_clim = cdo.sellonlatbox(\"0,360,0,90\", input=sic_clim, returnXDataset=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "e2948cdb-3808-4231-86df-cfd2744ebf38", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sic_nh_clim[\"siconc\"].isel(time=2).plot(figsize=(8,4), cmap=\"cmo.ice\")" + ] + }, + { + "cell_type": "markdown", + "id": "d854404f-0f80-4159-960a-bfd3f5cab9a9", + "metadata": {}, + "source": [ + "## Operator chaining" + ] + }, + { + "cell_type": "markdown", + "id": "e6c84d23-6c7f-4b5f-8af6-66d1bc1e0607", + "metadata": {}, + "source": [ + "Ok, isn't it tiresome having to define so many temporal variables for each operation?\n", + "\n", + "Wouldn't it be much more convenient to get the entire chain of commands into a single line?\n", + "\n", + "Don't despair: That's where operator chaining comes in!\n", + "\n", + "With this, the Northern hemisphere climatology can be calculated from the merged file in a single line:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "0c52a08b-9b20-4d00-a93d-3d301c5dbc1c", + "metadata": {}, + "outputs": [], + "source": [ + "sic_nh_clim_fldmean = cdo.fldmean(input=\"-sellonlatbox,0,360,0,90 -ymonmean \"+fn_sic, returnXDataset=True)" + ] + }, + { + "cell_type": "markdown", + "id": "1e514673-008a-4b42-9809-79fbfd1abbfd", + "metadata": {}, + "source": [ + "instead of\n", + "```\n", + "sic_clim = cdo.ymonmean(input=fn_sic, returnXDataset=True)\n", + "sic_nh_clim = cdo.sellonlatbox(\"0,360,0,90\", input=sic_clim, returnXDataset=True)\n", + "sic_nh_clim_fldmean = cdo.fldmean(input=sic_nh_clim, returnXDataset=True)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "8097f092-3720-43e7-a49d-0414fa639743", + "metadata": {}, + "source": [ + "**Operators are executed from right to left!**\n", + "\n", + "In this case, we first compute `ymonmean`, then `sellonlatbox` and finally `fldmean`.\n", + "\n", + "This can make quite a difference performance-wise, so choose the order wisely for large datasets." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "807a4674-4676-4cdd-b470-f752533130c0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sic_nh_clim_fldmean[\"siconc\"].squeeze().plot()" + ] + }, + { + "cell_type": "markdown", + "id": "857c9b50-122d-48a2-8d26-ed08edf4cf53", + "metadata": {}, + "source": [ + "NB for advanced users:\n", + "\n", + "Normally, merge/concat operations have to be done first, unless you use the `apply` operator\n", + "(milage varies, limited to operators without arguments), e.g.:\n", + "\n", + "`sic_gm = cdo.mergetime(input=\"-apply,fldmean [ data/siconc_SImon_*.nc ]\", returnXArray=\"siconc\")`\n", + "\n", + "applies the global mean *before* merging. See the User Guide for more info." + ] + }, + { + "cell_type": "markdown", + "id": "ff8fb57f-56b5-4f1a-9c7c-7211ecba6f99", + "metadata": {}, + "source": [ + "## (Simple) arithmetics" + ] + }, + { + "cell_type": "markdown", + "id": "88a2e127-b954-4f79-b361-89abfab9f0e1", + "metadata": {}, + "source": [ + "For sea ice, we're usually not interested in the mean concentration but rather in the total ice area. This can be computed (per gridpoint) as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "3442c366-fcbb-4479-8087-b9a183a24cb4", + "metadata": {}, + "outputs": [], + "source": [ + "siarea = cdo.expr(\"'siarea=gridarea(siconc)*siconc/100'\", input=fn_sic, returnXDataset=True)" + ] + }, + { + "cell_type": "markdown", + "id": "f17d3973-0b4e-4f3c-8803-969c8f46ce8f", + "metadata": {}, + "source": [ + "Using operator chaining, we can now calculate the north hemisphere total sea ice area:" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "4d8c91a1-3360-46e3-a7d5-91efb761a995", + "metadata": {}, + "outputs": [], + "source": [ + "siarean = cdo.fldsum(\n", + " input=\"-sellonlatbox,0,360,0,90 -expr,'siarean=gridarea(siconc)*siconc/100' \"+fn_sic,\n", + " output=\"data/siarean_2015-2100.nc\",\n", + " returnXArray=\"siarean\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "b15bda1f-b6b3-4f59-b30e-f059fca2d6e9", + "metadata": {}, + "source": [ + "(NB: `fldsum` is *not* area-weighted by default)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "c922b5dd-3164-4722-a698-ca58e52f3c15", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(siarean.squeeze()*1e-12).plot()\n", + "plt.title(\"Northern hemisphere sea ice area\")\n", + "plt.ylabel(\"NH sea ice area [10^6 km^2]\");" + ] + }, + { + "cell_type": "markdown", + "id": "1af1a291-a762-4188-86d0-05808ec0fe91", + "metadata": {}, + "source": [ + "Climatology:" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "c6a0d737-9684-4d57-8a41-32eb8b19bb62", + "metadata": {}, + "outputs": [], + "source": [ + "siarean_clim = cdo.ymonmean(input=siarean, returnXArray=\"siarean\")" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "8214f006-09c0-4395-bbba-b04b7016cb32", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(siarean_clim.squeeze()*1e-12).plot()\n", + "plt.title(\"Arctic sea ice area climatology\")\n", + "plt.ylabel(\"Arctic sea ice area [10^6 km^2]\");" + ] + }, + { + "cell_type": "markdown", + "id": "b19a265f-95ab-4e8b-a9dd-96e077449190", + "metadata": {}, + "source": [ + "And finally, a multi-year time series for March and September!" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "31679cc3-b631-46b7-a681-7b83e470645e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2,1,figsize=(7,5))\n", + "fig.subplots_adjust(hspace=0.5)\n", + "\n", + "(cdo.selmonth(\"3\", input=siarean, returnXArray=\"siarean\")*1e-12).plot(ax=axes[0])\n", + "(cdo.selmonth(\"9\", input=siarean, returnXArray=\"siarean\")*1e-12).plot(ax=axes[1])\n", + "\n", + "plt.axhline(1, c=\"k\", ls=\":\")\n", + "axes[0].set_title(\"March sea ice area\")\n", + "axes[0].set_ylabel(\"[10^6 km^2]\")\n", + "axes[1].set_title(\"September sea ice area\")\n", + "axes[1].set_ylabel(\"[10^6 km^2]\");" + ] + }, + { + "cell_type": "markdown", + "id": "2d565ec2-6441-44a3-9e6e-9929d89d275a", + "metadata": {}, + "source": [ + "## Deseasonalizing" + ] + }, + { + "cell_type": "markdown", + "id": "519937f5-7ec4-4a8f-801a-aaafd9ca1a68", + "metadata": {}, + "source": [ + "Using the operator `ymonsub`:" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "552cad63-10a2-49a8-9cec-04e56a16851e", + "metadata": {}, + "outputs": [], + "source": [ + "siarean_deseas = cdo.ymonsub(input=\"data/siarean_2015-2100.nc -ymonmean data/siarean_2015-2100.nc\", returnXArray=\"siarean\")" + ] + }, + { + "cell_type": "markdown", + "id": "c2163647-2d8f-4e98-86fb-42ee0bc4698e", + "metadata": {}, + "source": [ + "Or using a low-pass filter (note: preserves the mean):" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "b5c4f832-8912-4862-b6e1-0db6119db041", + "metadata": {}, + "outputs": [], + "source": [ + "siarean_lowpass = cdo.lowpass(\"0.5\", input=\"data/siarean_2015-2100.nc\", returnXArray=\"siarean\")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "202b20e1-ddcf-4f3b-a05a-d76714527a04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "siarean_deseas.plot()\n", + "(siarean_lowpass-siarean_lowpass.mean()).plot()" + ] + }, + { + "cell_type": "markdown", + "id": "883a4d00-f3a8-49c5-b87d-caf3b34e46ad", + "metadata": {}, + "source": [ + "## Detrending" + ] + }, + { + "cell_type": "markdown", + "id": "796d7c7c-d7e6-427e-8958-a0b473f11081", + "metadata": {}, + "source": [ + "CDO only supports linear detrending (for now).\n", + "\n", + "Let's linearly detrend the March sea ice concentrations that we computed above:" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "ba444702-74d5-49ef-8dd0-1ff54a46f639", + "metadata": {}, + "outputs": [], + "source": [ + "sic_march_detrend = cdo.detrend(input=sic_march, returnXArray=\"siconc\")" + ] + }, + { + "cell_type": "markdown", + "id": "70879c74-f990-4041-95e3-f88aef89bfc1", + "metadata": {}, + "source": [ + "And now let's look at where the largest interannual variations are located:" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "60616198-ac6d-4a6c-bd6d-787dfe0bc782", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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BtLsDMOh1qLAa0exUIyG/Lndg9afr4Fz4CdraVsDnd8Hnc3EkP6T4YTaXA9pnljdKDyUURDCoPr+6ahiqq8dh5qy7UGpQSyT6AZ6N1lkaFJEiIfXdypWoSOO65OjowE6jR/P6JDrVMyKmMoAmMkhIlZqYWr1mTkLLVdeM5wtLIOiPCAeHsxnulmUwNUzEprrwcrUGDKoyo8ymfjG7+QuZRAVg0etQYzXBYlSFhtsfwCCjHxuGAO3rQlA6fFBcLQgFTDBZKjHA2wFHZxNCoWDM1nS/QPUlk3Q9XIz6EmF9Qu9Pb4hMhE/Z3NiZLmrR54zVUgm3p5MvznSh9fk9GDFyR9ht1fz4hg3zUtsOIWXox4Neb0QoFEAw4Meg+i35uJG4UkKhzcc5tgQ1SkhFi5eu6+75B0ACWxb3vOz1TI0RU/TdFVJCcLqbUVExFEazFbpQACbFCMVjBAU1KmvVZccMssMcfj5ttc1kQIXZiPJgCP52N9qcfhh1RtTV2ngZZ9CMpgkhmNp3R0XNFvC5muBwrIHL1cSibcXKT9HfyUVZCAmpdMSUkBgipgRBEAShRFEzCWlEQKXjXEKImBIyQnnZADhdLXAH/ZFfvT6/G01Nv8C+YCQ2hXZQ57mDaBtdjhH1NpgpbRD+oNrNhkhUitJ7hCeo/moPBRTozXoE9XroTXbo9CboTTZQrKa6Yy1a2tbxclq0gH99J/AFEC8CFUvsL/+k04GKAoPBBKPBhPa2ZTzLah+iRp4ABIN+VFWPizxGkSd7+fDI45T2oGif3+9J/DWFlKipncB/vT5X5HyiqGds5JPu63QKRxUMRnNkHp972nkXJ+JAy/d4YYpePsGLVzppaS0ior1HSr/5/Z0wmSsQojSbxw0oFXC1+tCwQY2k2iwGjBtYBiNHsxSYDZujbZS29/hCaHe4UVFu4nmUsh80ugzrOkbBsK4CNt0YWJqHw7FpIRo2Lkh524XkCCnqlCrpPLc/IWJKyAj05UxfzFQD5Pd7I/fbOjZAt2IGBnSsVpdr3Afu9qEIhhRUVapfulRr4bUa+UJDt6kOg6Av7EBIgdsdRMgT5AuOwVYNhb7s9UYYQ9WoGzAe7Y6NvHwwLECSIVlxFC2+En0eX2j1mz9qVks5XO72yGOxF2uzyRap0aHX4OdzYkXINHV128If8LCA0moBu4iZsDDXjjf9peNjt1Zi06afIovVDtiKfzz4vKoQi0ZL8ZqMli7pvkDQB5/P3V2AaT8GtPtZjgwY9EY13aedh7QP/OF0vUEHr1ed39bhR5Pdh0FlZlRYTPz5pFT9JpcPbZ1+tLR60das1pARE7asQt1AK9xblKMl/H50NeWoqhgAvd6E4cP3gM2i1lKazGVY9PNrWX2fgpBNREwJGcFiLmcBQFN0HQBdMFra1sLjdfD9YMCDGuVAbKw2w1tngcGk48iT0axHk90Im9UAs0m94FChKxEK0kUOUEwm6OxlgFMVFnRhspcNYXFCUKF8ovQUiUqUZARYMOCDwWDEyBF7YfWaLziKp4kpeg+OjpVdlm9rXRKOXil9RzSEtPD4Oln8UwQwvLMjgwPomBF8Tmt6Bzou2I4edEG0NP+C8spR0BuMkaiiBh1jElIkwkwmtZ7IaDDD6+vkAQYEiSqOiMUTUZkSVT1Ey2j7KMLGhd80gERvAixWGKstMJcZYQp/HukcdHmDcFuCMOr1/PmkqEWTw4e2dh/amrxoXdGJkEMtIL/t3Cn898z/fg2PI8CfcZPVAK+rEsZth6F83SFQ1qzgZTaumoktxh2EpctmpPcehW6Q6NWi/amQznP7EyKmBEEQBKFECYUUntJ5vtA3IqaEjKD9ohw0aBJCSlD9ta8EI79oPd5Ovt3cugzWNXXAsjr4vUGYbQb+wa3X6+CwGWA261FWrp6WZrMhnPFQoDPqoNCwvwgKRxP0BhPM4V/3iI5MJVg31RNpj+KLgVKQPr+Tb5uManQiEShKQlEQinwImYVGoHIKNRyVon1ts1ZwZDAaijjR8aMII51XFKlqbvo57jrpWMVGpqLr5WKherm62jFwuVs5QsSfEy06pZ2/2v00z+meoM8rRcoCQQ/czo2oGjQRyqBamMqNsJYZYStTP482mxFmI9VLUT1jEJ3+AI/E9QVC8HtDcDsCCG1yQufuWt9Hn1+L3YiqOguqq8z8HLcniLYxZWheq6b5htTWo+3nDzn1Fwh4OIJXXTUKC356MePvVxCygYgpIaOUlw3kgmn6AqXiarUmaHNRb6ijAUbD9xi1eCScgXHwVFqgM+gQdAWAQAjGGgsqBqlOu2XhmipXux9KQIGOCtKjLiZKSK3rsJjsXQvQk6S3lF/0Y6nUS2nL03Z5vKqYoiHhVGQer86LLtyR19MbuAaNLnRC9tCOp9lkjTtUvbNjFf+12OpZeHW34qDh56M3C64uK1frrXoiWmTROVFVMQguT0e3AQcRX7dU6qliRBitR6vd0tLHav2WC3YboDdZoS8zwWDSw2ozsAAihtRYUGs3w0d1Up0+dLj87A3X4fBzXZW33QddczOUsPeWhsVsQPVACxemV1fQYAwdghUKysuNKKtQP+PNNWbox56M6pUtZGwElFcA7u71Z0LyyGi+3CBiSsgoy1d8gtGjp8DpbGbfKZroAqWJBhJaza2rUbZmDuqovqRmIBe7hlo3IujtAKqHo22C6iYfHG5HwBeCu9kLxe2Hjr74A6qAAkcUyIspxPVayaIVE+cqWkVfaJrBYzTRtTc8ii98odaKlrULuZB5SOzTecnHkyJOQX+3+rV450CQzruo6FZkfrSQomgqHVvdZjHWF67OtRypqiivQ4ejEQH/5vOFtzE6QhV5IEFRFSMStR8dHPXV6eDxOIDobiE6oKzKhJpaC4YNUB+os5vR5vFjk8OHphYv2tt88FFEqtMPX2cAwU1uBNrWQm8u4+XPevUbPHrcbnjomF35NkWfaYAJmfXSa9rMBh4hSFgtBpRXmdA20IrO9dXQWw34+KZDE9pvQu9IzVRuEDElZJyVK2dFbo8etS+8PidPBBVek0lgY9Nivl/t2AqhkB/BgBvffHM/zzvgmvf5b2ejh0fxKe4A4PRQJbA60aWLRruFowSUpihkWLiRwaMSwuDB26vzIpGBICqrxvJ74As7jVg0mOB0qKMfheQZNXJvdWSd3xUZpUcj1tT9rmMxRPtaNd1Uzx0axNDRvrzX9VJBuurQvVlMWa2qg7VTSzGHC7o1ko2UapEqEtZaIXykOF5dYXxX9dh5PYireOahmtA3+s3weFoQ8nugV4DKGjMG1arRKIKEVHOnHx2dAbicAXS2++F1BeBt9SHU4EBo9a9wda5DxcBtefmmhs3mtCSqLvvwe04JUqrQbtYDBhq5qx4XGsFrCI8cdNBnPsp2QUgPEVO5Qc5YQRAEQRCENBAxJWSVlatmsxGlzVrJEw0FpygBRQwaNi3Cxg3foKN1GdyuTZufpAtPVCLV7gEcbuj8FJXyq7/SlRBCfvLnCSHEffrcPHUhQ4W6uqh/adkqcA1ZgCNzarREjVRRqomjKD43p/VqqoZKVCpNOL3sV72jaCAE3abCbprcHgd7QVFKTisUpwhQItFNrXYtOtpktVTwZLdVwWiycFSRjqNqZxHimrdUoJSfalsQTutFTzG1T3Fb1cRZPl4djVYjRhFe8ttyulsQ8LTxx4dqnSglZ+VefHpO0dktBi4gpwgSGfB6m7xQ1rQisHIhWjbOh9PZGHkNKko/7PaPI/f/cfCObNRLkH9ctKEkRavK7GoNlc5mxCe3T0tpvwnxj3UojUlsWRJD0nxCTli37ptICsbhbGLfHbroOTob4dS3RJqbHvGPTxByh0cBBsg8MABdMEhGPOqkBKHQSMEgmVpSms8ftxapL1IRRH25pfcF9XbzhovQtYscj/6iUYl6A+y2ysgISCF11q+fy27mel1XLygmdqRcOI1Gx2BA3dY9jtIjKA1otg7i55JJJ42wjE5px1JWMZJH8qXKZpEUHm0YI5pIrGm1ddGpx3ipxdjnRjuga/e189DvbYfZRfVjPjgHWCLLVllM8AZCsNsMsNiMCHpdCDV0ILD2Z7Q0LkBrxxqEgn7YGuar61w0DvoaK6ac9RpmPXosz7t2r4n4x9xFaHX62aeK0n6EP0AF9qqgMtjiHDchZSTNlxskMiXklFWrP+dRUzZbNSrK6lgIkaGn1iDZ3epjEcVTUyd0DgeUjlYona0I+ZxQfG6E/NR53s9f3GQCSkJME2NMBoePq2OxlLSL17XnbV4xuZCqv/o0d2yiIXwhEtKDDDIpKqSZUmqig8wp+bbBGC4QjzKYjR2JFwct0kQRxb6gureeLBESwe1cx5P2mpFIVZRgUtvYqOeiFu2MjVb11GQ58p4MJraEqKqsR5mtDmZLNeANsAlnhzOAJpeXJ6prIgFEheRGsiqhzk2dDrgca7GpeSla29bD6W7HpuZfeXL/8AlCC5dBWfYrdtv1/MjrXbbrNhyh8vopGhbiiaJTVCZFb89oNWDvKTekvN8EIR9IZErIOVZrFY/AM+hNnOJyulojF4fg0k2AVx0WrjjbEHC38ag9Ei/UgoK+bal3GAkpElQeTxuvI1F668EX77GeRu6l6z8Vea1QEAaTBRZzGZqaFvb5PIrs0TB2KqLWtoHFGPvyjIa9fCjmfHEr+jsbN/7AnmeUVibBTmmzaGjUHAkREvFUWJ7oiDtttGU8e4RsQWnxAOgHgx/6cOsXXTjqRiKcUotaajOaeCKK3isV21NqcnOashJmSxVMpjIYjFaYKgZzmt3bGUBzixd1YWsEm8kAm0nPoooEFVmakO+J19MGt9fBkVefL4COTjXVt3LVLFS2LIbZXAGXqwlbTTgSv/z6Nj/218kTu23bhf+bB5c7iKAvBGPtsCzsyf6JRKZyg4gpQRAEQShRxGcqN4iYEnJObJ0J1Z/QL/2J2xyPqtoJ0IXrTCgixem8cE1USOdXC3s5tRGE3+eA29Paa81UtDdUX5GnVNN3qdDldTktk1iky+1ph8/v4UgeRSQ4SgE9R6ooQmCzD8ziVhcXjY0Lenyst/Qb1U4RVLxO+5XOTa2miCNSCR6rRKHXo+hTKKTWDbFNgcEMi0X1a6Ljzb5V4XOGe+kZjPwcu62aI5NUi9dT1Ezr7UjpwqqKwaiqGAqLtZofo6iR2T5QjQRZrBTmhGI0UGNM7pnpdQfg9IQ94srN3NiY6pyCQQVmuwG+svLNDaLDaHWBNKjC4WyJpB6pp+F2E0/Gjz+9EHc/kPknP6/RnaG+A4KQO0RMCXln4IBxPBqv07kRVtsAGDVHc/IGii6m5ZoQqlfxwuNuZiFF9Va9jTZJVyDFc0Dv/iLptfmgWh0aaTZ2zP48qqy3ombVI4mcp/3QsSEqpV30MBpNfNHqMipSSAnNrZ+OS7RQUEfp6VnMpzLoIZ7Tvdp2SRUb0bVzIX0wIkpYMJPHVXj0HdVRxYP8ynidAW84JUitmjY3y9bEV1n5EFjsdTzfNGAUMHYoLAPUpuNBbwgBTxAhXwh6qosKj7bTcHgC8HiC7AnFraCqyjg9GNv4maD3FYjaT24lBKerEVNPeg4zX/wdz7v9azW1veCXdtQOsKg1hDYjFBJ2QkaQNF9uEDEl5B2nqzny5ev1tnG/PUIXpy6FhFRHx2q43C0swGgUk2bIGNRRG5vUBVVCwqnbyjNQO0VGkKEAj2wkE8gJ4w/Dr0vejbs8vVeKSJHxKYkoughTxIHq0OiCNv+Hp9Panv4MiRGqR4t2HqfjS/s7WsDQKD2qTyJBFK/WiiKtVMdHYkwTSWoEkfrahUevheubVPsEC+pqR2LNmi/T2n6TybJZDEYNaY+2QDAYzDBba1QRRW9v3FBUjSpDNY3aM5BQC8BNbub+ECxlRlRUmdkOgdcbCMHtU4vFyR5BTzVTOh2s9gHxR07GQFYU7R0bMLRhBab++X8oH2ZHWXW4HqvMCJNJD7+fqtoBpTzcb1NIGxFTuUHElJB3SBSR/w+NKHK7m2Gh0UQUCaA0VsyAU0rveb0dcLnbIqOv6AKoPqb0GCnKWAovet2pCKnYPmlh0UYX8PZAI18I6cK05YTDsfjXd7o9XY02qEKKR6cZTKiuHMrF59/NfyKNNyZozuia8zjt33hRIBqlZ7UP4fOvri7s9h01eICijHxuhm0Y4o3801K7BoMVtdXDUFE2OO0DoNk6aI2Z2bFdUbqMUqRRr3qjFcqgAXzfNtCKqloLKiopsglO7b145t782O+fnYOqShNMJJq09+YLosPhQ2eHH64OP3QdLhgMFhZyHk/vnzF6zOVpR+P6r1BvtsNl3iYipqjBuc2ih9PpR8gdwKx/q1YKglAsiJgSBEEQhBJFIlO5QcSUUBDD2Ck1QlEZo6cdZT4Hz7dYa6DoQl2iU/Qr2Gi0RhymqT4k2mcnWejXcqSwN5my19ioVPT9RJrOxltGUXgftDs2cuStfshOPHSdIlVeXycv4nJ3RMwaKZJnt9Vyc2khdcjg0+N1qo2Ko3rr9VSbRFBEUHOvj4UNNMNRKa6xilMTRT5YVL9EFiFLln2Q0cOnvYZmjKtFM/nzEt5enVn96rfYDRyVMpsNXAD+9O/2jKynrNwEu9UQcS13egNoaPRg4yon/M4A/E1uoHUTvJ7WLqahvUER2OaWlaiuXg2bczyUcEGW0UApUKC1xQc4+/b7EhKHvhWj696SJflv1f6JiCmhINDEUYdjczuKmqpRXJAene4jf52K8iFwuprUZrVQ27QQoVCUoMp2qi+Rx3sQTL09n7af00RBH0xBC198FIQiRdH0XuniWGarxcDaLbBg4X/Tey8C71NtBBz5Ujk6Vva5VyjVR+k0rQ3NwIETw8JeHZGHsEmoKnxN7G4/fMhOqAw3Af7sk6uztudbW37t4qfF7URCWopYgRLyQxeugyqvMqOmyoxgiOqquq6Hi8yNqq8U0dThQ0uDG65VDug2tgCuDnhaVsDlVNPTidYlOt1tcHSsgq2lE153Jc+32Yxs3uls96kfZCFjSGQqN4iYEvLOiBF7RoahE47OJv5LF7haJcTDuGmEnyaozNZq1NaMRUvrcrg9m794VSGlRgJ6E1SZQIs4ZIyo9h400XvXBFT0a1EdDF3wqyqGoKJqTOZev5/D+zfJGjgqPqdidIJMK7WCc83VnqD7VZWDUVs9Gj8seB75QLN24L6B7PxuhClsxFlTa0a51YA1G9149LjdujyPjDmp0JwiUkR7hx/uNj90ja3wNSyGz9vOA0Yczo1qVC9BKKJHA0iUpg3wudVaMbJasFkMsNiNcNhS62coCPlExJQgCIIglCgSmcoNIqaEnDN8+B5wuloi5oRa7ZPWR00bnef2dKCtYw3Kgx5YLWp0imqmKIJgsw2A1d3MhoZaikZr+JpS1Kgvr6ioqMXm5rC9vE6yvlORGpvoCJWO616ovoaGtBN022KpiDvST0iD8P5P1j+K0n0Eje6jof+0jmjPJTp+dI5T26NcU1+/g5p+UxTuh0m2GrQtBmslKgepdVXDB9k4xRcINxyOprrSBJeXbDvU+z5fCAGnH4qzHR7XJnQ6G9jrjVLzyaTPaf9QrZm/sxGeZnV/dzr9qKk0oabOgpYKiUxlFG4DmkZ5Q258jIseEVNCzqHiavqSp7RIQE999tTh6JTCioa+cH3tbrR1NLAVgNlsg9lk5z52JGI6Xc1cX6SJqegvjIjQiRVJ8QrFtXkJmG/21TS2y3rjr6DH+ZtFmiqq6EI8oGYUamu3hCnsWK2QGWPY1FTIDCRQPR5HF2+mZCGBoKbTup4fqn/Yprimltlk8ODt4XA2RwQepfjIz8pktENXPRB1g1RTzOFVNqxoIXsDPY57aDYC3hDevHgqP1ZlN3GdFIktIuCjokQg5HPB5dqEltZVnN70+xLvjUmQL1og4OEOBqZO9YdTKKTw65SXmdhAVBCKjQSuDIKQWVqaf4HdWqWaT/YyCkgtnA1yjQVFDJyuNrS2r0fDpiXY2LSM73MRel8XQRIw2hRvfm/LhyetlikhehFMfc2PHvVVVVGPyooRsNWMgaluNE9z5tyOz2ddl9h2CAlhMllVbymdji/0qRAr5DfPD6mtfnwuLlgnkUNTtml3NEaMQel8ooneG7mVY2gNBtVZeTIZ6EcHeWMFeVTf4BF2nPHiVzj/rW+xocUDpyuAxo1udVrlRKjJCW/nBjS3ruCIlC/BwvPuBf/kju6KfL5IzA0oN6OizAh7lQlTT3w2S3um/6b50pnS4dZbb+UfhxdffHGXz8v111+PoUOHwmazYerUqVi4sO9G74WMRKaEvEAmh3RRoS99Eku6qJFqGrEptOjWHr0JG20oetSMHoVM7IUvuhC823oyRcz2xEak6B8VmVNqjyIAaFyIivrtMr8dAkPnHKXBSPRoabtEGTRoEv/trbeiJrTo/KZokTbKrrf+gJlA+wHAQspggoFGFZbXo2yoHYMq1eiPUa+D2xdk53NK9TVvVAVYu5Wep+NolKNRnRdo9gCNG+BoX42OzqaUR8ZSsbo/4IGzswFVTe08r6NtAFy+II8etNmNMIyXHpOlUDM1d+5cPProo9huu67fX3fccQfuuusuPPXUU5gwYQJuuukmHHTQQVi8eDEqKipQjEhkShAEQRCEjNLZ2YlTTjkFjz32GGpqarr8uLjnnntwzTXX4Nhjj8XEiRPx9NNPw+Vy4YUX4jfBLgYkMiXkDUqtaLUmWsSpL4sZrdEstZWJjiJpaOvpEtVKcMh7bBQqrahUb21neoxKbY4kaK0/aL60icku9OVOqT5H8y9JP5fMPrV1dF+vatVBtoeax5MWwdLq/LIFpdCJ6HPKZLTBOnACBtRbMahMi0ypaT6vJwi3ww9Pqw8hdxAIhKB4AuT5AJ1HjUzBaoWvfR2aWpbxZzBVKKJF79/h3ITOZXPU7fx5AJZWmjB0sA0WmwEf33RoJnaDkMHIVEdHR5f5FouFp54477zzcPjhh+PAAw/kyJPGihUr0NDQgIMPPrjLuqZMmYI5c+bg7LPPLsrjJmJKyBsNG77DsGG7oTOc+tBGHkWn8vhLOzxCilJfBI3g00QYpQgTGbkXm7aLTeH1lqaJJV6he9yRfb2kFnW9pPn4QsjLUHpGLRQWssf69XPjzqf+iB5PO1at/rzH52ojT+P13+tNlGclfdwDah9HE8rKBgFbDMegwTYMLFPPq1a3OprObNHDTddKOoXXNSPQuBKOll/hD7hZhBEmczna2pZzaj5d81tq+Ew/FtrCqc6yhUuwrs6CAbUWlNnlspRJQmz7m4aYCj93xIgRXeZfd911XPcUjxdffBHfffcdp/liISFFDB7ctR8l3V+1qnvj8GJBzlohr6xb902XodxUi0Gu3wRHn8I1LSSktBqTIUN2hs/vgs/n7hLV6ovoCxgJltjnRQstbiKsN/KXPtHT66iiaLNVQizRoi2eYIt+THtNqm+huhKvrrPbCEchd3Q4GuB0tWLkiL2wes0XcZeJNueMdz5FrC7oXxcBnRnz2J7Qzjst4lluH4DqLfZD/cRqjBpoQ41VFVObnB5YTHpUVJnhaPEh5A1C6WhG26afsK7hB25fpKGdi5kwqyWBRz9Kli6bEZl32nNfopLqpcgpVCg41qxZg8pK1bGe6CkqtWbNGlx00UX48MMPYQ2fZ/GI/QxER26LEfmmFgqGhob53CdN63LPFwTouo3427BhHv+trhkPfdCPYCCccoj9IPZaeE5F3uWRCJfmfUO3yX6hzF7Ly2iu7CTwvD4n34+OTPV1YelJSEUX2msiih2qdQYEyP5AZ4DZbO9ysRFyA3lGqcdMH0lHUZ9EiqTGc0En7OXDI6NPexu4oEV0tChrNlG3wwCTyYK6wTvCvMMITBhfia0GVsFsUM8/ahVTX2VBS7sPZrsBCCoI+T0cNaIRtKHw+U9E304Vv1ftbhAP6gt473e/iJgq0DQfCaloMdUT8+bNQ2NjI3beeefIvGAwiNmzZ+OBBx7gInMtQjVkiPpZI+g5sdGqYkIK0AVBEAShRCGbsHSnZDjggAOwYMECzJ8/PzLtsssuXIxOt8eOHYv6+nrMmLH5h6LP58OsWbMwefJkFCsSmRIKiuiITXQfPbfHAbN1ED/ucW2IHxmKjUT1EjLW+pVVlNXBbCqDy9MacWInPx4b+2CZYTSqYWq/zwm3t53NHakCgfoEBkN+jqJRKjCRdKNWCEwpDi1yQakTuk2+UiaTjddhMlr5tZct/yjJvSekC6WQ6VgQdFwDAS+fe1q0tCe0CGePTbzDESlt3VZL37/w00HzXqPtohSfedQkjJ1YhS0HlWNYRTl8QXVbq6xmjjxQnZK9zIQW9cls8EnR0XSjTyZLXbd5vT43GGJ7BKF4rREqKip4hF40ZWVlGDBgQGQ+eU7dcsstGD9+PE9022634+STT0axImJKKCio4fHm2qWws7naD4Fvh4IKLLZ69QJFFwwSMeELFYuvnkbQ9WQeqAS5iJgElZbCo5Qb3S8rr+e1Ej5DR6TQmFIgZDpIz4+ud1IUXe9CikSTycoO7iTWCKu1mlvlGIxWfr+UlqFlqYmskFvIM4pSrJHUbsAHvd4YruXo/QLfUwNtrfExiWQ6r7Tj3lMNVqaIDGbQG1FVORLmrQZi69GVGFtTCYtx89d+pdmMBocLRkO4tsusB8I/DlKpX4kVTYmKKA2PX8RUf+CKK66A2+3Gueeei9bWVuy+++5cY1WsHlOEiCmhYBhQtzXXLUWGXYftBaIvVCSclFAg7sWLHuP5cS4C3aNGFFkKcIExGTZG9/ejCBHZNhhNZQiF/JsjD0qQ60bogqvWo5CIUoeg0/PpcY1ooUXRCKqRsVjKYTVXwmqt4j6D6nYpMJkrYKkaDn1lHWa+ekb6O1JICY5AkYFslOUGRQ5JkNhtvUeSoke3xbPq0CwKKEqUK+j1KsoHonbMvhixVSW2q69GfUU5DPrN2+fw+uDw0ecgAGeHHwr13/PRflBHzCZDssIplr/O/AEeXwhmkx5/fPlr/Pv43dNan6DSZ4eIPkirr1+YmTNnIhr6jNFIwJ5GAxYjIqaEgiEiQMJf4tGO5BTRoYsaRZE45RLnA95TdKAnaD3UcoMuOlZLWdQoPwU+nwMedzNHJgi/38URKdpG1Y6BeokF1AutvRpWc/nmIeQmW7hweSP8JA4VhS/Sno6NaMdGFlaVFRT1AsrLBuPrb+5Na78JyTN61L6RNC0JIRo9uVkkq+cfiWxHx8qUd2+3ptUmSyRtnAto++sH7wDjDmOww/gqjKyqgsVkBA2W8wbUz1q714s2lx8+fwgBfwgKGb0p9De7PlixXPTOPP5Il5cZuU9fTbU0Oy4FB/T+hCSnBUEQBEEQ0kAiU0LB0Na6JNK3jKBIAUV4yHcpOkJADWPVZqlB/gXdLSIV/UsqJuUXa9qp3Scna/azouHwShCdLtVIVEvjeb0d6OhsZGNRel3VxkCNONA20DyTWY1uUQ1UMKh6ZbncLfB4OyKRieamnzO+3wSV7SedAre7mY8dHcu62vGoHLgtZn98Zbdd1O5o4KgURRc1d/Ju50iSRofaOrp6i23+vUoRS240nIMienpdsvco33JfDN+mChMHV7PbOUWlotN8ZNrZ4Qqgvc0HvzfIQ7f0JvvmCHCOUnxVFSZuunztXl0Ll4X0YcuOPKf5+gMipoSCI7oBLHn+lNmru3n7kOCikXeUjOhSY0X08uHvacSdWtAe4ouI293OFyOnk8c2RWD/J26BA5Tba9inSiuEryivR3nFcF6OisnnzLk95fcvJM6ELQ6FL+DmUXdcw6YzwOvr5GPS6WyArXyzj0009Dj7KAUDnFaObuej1c/RXzr/1EbBZnS0L++2HjKaJTThoa0nFqqbq6kcgcq6bfj+lHPfxKwHp2flULs9HfwDpLZ6NIzjBmCbcZUYYLPBYiI/Mz063F6ulSKa3T50OgNwdvrh6/ADngBCAQ+b4tIPh1wIKeLGfaWRd7ZIxd4g9vlC34iYEgqaaBuEeIKronI0t5ch4tZ5RNslxFgndGlbExZgNJowoPOxPQJFv6juhCC7gupwETLVQVVWDOURf3QhNhntsNhqYbKrw8CD/sQuQkLqjB93CP9tbV/LReLahT9aLHc6N8HatiLu86lujQc7hO0DtOdGWxzQffWU2VxTF69oPZ578+Z6KR0LsWH122PAzsfBskWttkDGD/8O258W2W6rpRy1Q3fFiG2rMKGuHGVmMwspty+AVrcHLW43L9vY4UNbqw8eRwDBDh90jk50tq9Ee0dDRpzOBaG/IGJKKGroQkfCh+BiYr4Abr4IdLFLIOJYJ8R6VSk6Ha+L1jt0sJp2sNkGQG8ww2CwwO9zwFo2GHqjBTq9CTqDiUWVr3MjL/vlnDuy/bb7NVtvOR0+v9pgmK0tfL6IMNJSbJrAanesjbuOjRt/YCGuCSdanqJHdF8TZrQem7UCZfaaLm2P4jUUpnNFW1d04TlFygbWjmUhNXCvoSivUJd/6pQ9M75fGhoXRF63onwQdBO2xNZjKzG4zM4pPkr1dHg8cPp92NCpiqk2hx/tzV64m7yAw4NQWyM2tSyFx9uZ8e0T8oMUoOcGEVOCIAiCUKKImMoNIqaEoobqWMoqRsY0YlXYviBu7VS89EpMwTr9sjebbOwtVFk1mmdbB4wlx1CEfG6YywfDUDtUXVfAT70Q0NnwA76d90i23qYQZuI2x3NBv9ujmpqStQU5lcf2S6QoEaV/HZ1NbINANW2ExVoTOU5q/ZtqkkpRKTrm2sAGwmy29TlgoKX5F/5bWTW2iwO6ZodAthlDtzwS5dsNwivn7JvV40ju/NrngAZB2EeWY3CF6rhO29Lp8cETCKLd40OTU62Zamv1wtXkRWiTE7rmZrjaVkYajQuCkDgipoSix+lY3eU+pW/oIslpv9g6qj5GpvCF1aSabFLLD2vNKHV+tVoPpW9vga68ChhWC8UXhK6pA6HOVhFSOWC7iSfDRaP1nJsiqTitlU/sMVRTfkEuMqdRmJ1OdXRmbfh4arBpqtGE1pZfuzihE+bw6MxEIOHtdLWFhV0oUis1fOhuMO82AbWDrTkbDUvbTyNLKwaYYeSifB37SlHReUOnE6vanFjTqKb5mhrcCK5sQWjDCvhcTTwKlVKmQukgkancIGJKKDk0GwWyUFDrqNRaGmLzkHW1BYx64dV66yn8q15zK6+pGQvUqyP0dIPK1XqqmnIYaiww2o3wd/oRbDNyzZSQfby+djhdzSykaNQloUWkNhd/q8dTIxAIhtvCqEXmbq8DdXXbwswF6OrAhVgaw7VHydDQMB/VNeNp9AGC4devrhqKskkHYOQ2VaityZ0JJfV1tFcMx4A6VcCVmU1cdL62w4GlzU6sXO/E2hVqTZRjmQOh9cvgc7ewWSfVA2a6Xmr6PTMxYmw5Hjhql4yuV0gMGc2XG4ratPPWW2/Frrvuyv18Bg0ahKOPPhqLFy/usszpp58e6VOlTXvssUeXZbxeLy644ALU1dVxQ8ajjjoKa9fGL1wVBEEQhGIhRK3ZlTSmJP3W+itFHZmaNWsWzjvvPBZUgUAA11xzDQ4++GAsWrSIRZHGoYceiieffDJy32zu+iuROli//fbbePHFF7mz9aWXXoojjjgC8+bNg8GQWud0If/QSKrNhoxdj6PqHWRiywO9Xs/RDlqORm5VlA3k0XsVddtAV6v20LPUmmEtM8Jo1kOv1yEYVOA26uByqRErIbvsuMPpXaJSXU02o72dQt2iU2rkcfNtj68zksrSfMK2GHcQysvqMf/HZ1PeRkrraa9L9VZDh01G9Y4DMW5EGWzm7H+PjB2zP/+lc9o4djsMrrOivsLO6b2VbQ40Or1Ysc6JdSs74Vgffv8bW6AzWjiaFfA70dK2MuOWCFP3GYwvv0vfi0oQCpmiFlPvv/9+l/skmChCRSJo3303F3taLBbU16sFqLG0t7fj8ccfx7PPPosDDzyQ5z333HMYMWIEPvroIxxyiOpnIxQf0SaLmqs6+e8QNmsVVq6a3WX52gFbcSNjcqk2W6qgM9uAgHrRNlkMqKwxw2wlHyIFfi/VxQABrxWJ+0QLqeLzOrjAmgYWUEo21hgz2nWciBVX0R5QWupXnadnYdXUspJFGnk1zf/h6ZS2kXr9qa8bxKABE2DbbwombFPFQurPO2+NbGO1qua25RXDUL3TIIwfWMaO5z9tasXGDi82tXqxcYMLnY0ehDrDJqM+L6f3DOZytDb/gk1N8X250mHB0nZs/LYJ+FPGVy0USaPj/kBRi6l4woiorQ0b40V1rCaRVV1djSlTpuDmm2/m+wQJL7/fzxEtjaFDh2LixImYM2dOXDFFaUGaNDo6OrL4roRMu6r3NTKLamqG0a/71lWwNKnnkm+QFabhdlRXmTky5XKpjWKVgUCHWARnHWrLQ2KFCrx5v8fUwEXPi0Z9vKvQIugYUiRJM+mkOqGNm5ayI/qY0fvxMitWfprw9g0fvkdkFGlN1TAMmnwqtt9rEAZXW/Dr6k5gZ2SVHbY7NXLbts2+mLzHQNTYzJi/oRVrmzxYs7oTrevc8G10QddOUxsvq5DbubMRXk8L2h3r1RGqGb54Bnwh6MqkcXG+kJqp3FAyYoq+yC655BLsvffeLIQ0pk2bhuOPPx6jRo3CihUrcO2112L//fdnEUURq4aGBk771dTUdFnf4MGD+bGearVuuOGGrL8nIT80NS2M3KZh9fw3+Ec0lhlhtxlQU2WGxUQGnjoYTHoEvCHsd+k7UKi3GYn3B46SQ5dhaGRedKuXro9tdh+P/RUdK7C0UXb0lwYa0Ig9ikgZfWa2WWhpX4uqisF9bs/o0VPQ0rqGR/FpvR01ITV273Ox1ZEjscXQMixroLRk9n7Z7zn5CgQDbu4dOXirw9VtO2QE6iutmL++DYuXObD2l3YEVrUBTRsRdLWyQ7/m0q/TGeBybYTDsR7BcFF/phk/thIWW8lcagQhLiVzhp9//vn48ccf8fnnn3eZf+KJJ0Zuk8jaZZddWFi98847OPbYY3tcX2x7iGiuuuoqFm7RkSlKCwqCIAhCISHWCLmhJMQUjcR76623MHv2bAwfrg5l74khQ4awmFqyRPVkoVoqn8+H1tbWLtGpxsZGTJ48Oe46KKJFk1D6aHVVu+16PhSLGessepjG6lFZbkJtFbUQUeB2GmGeUAmPU039CZlHizDF1kZtfryraWfsPO13kWbIStYI69fPjTw+csRebAba6WqFL4EGv05nM4KhABzhZtgGvRFDBm+DIXv/AVsfNQrbj6vC8kYXli1uxxsXTkWm2H23i7h1ERWLu11N4dY5Zgze8XiMnr4FL7PL1jVY2ezCz4vbsWFeM7ByDTxNS7CxcT6aW1ZxC5zaavXHH/WXpJY8re3ruJF3NlixthMjhybu2SVkFvockKBK5/lCiYspOsgkpF5//XWuixozZkyfz2lubsaaNWtYVBE777wzTCYTZsyYgRNOOIHnbdiwAT/99BPuuEN6rAkq38x9gP9OOf1l1Ay0wmo1oMpuhMWijtJ6+ex9ZFdlkVWrP+daNq0BdbyaKQ3NO2zz/a4NiE0mKw9AiGb1mi/4L3lFkdGnNjpu+YpP4m4PFa1rqUJixNBdUDX5OOxw5AhsN7oSjQ4fVixzoO3XjowKKTbVdHXA5d4Es7kCdaP3Re207bDlNlWR97loZQdW/toB19er0bliDpqbF6O5dTW8XieU8DB3p6s1sq9o5KHP64o8lmkaVjkxeKAtK+sWhEKhqMUU2SK88MILePPNN9lrSqtxqqqqgs1mQ2dnJ66//nocd9xxLJ5WrlyJq6++mv2kjjnmmMiyZ555JtshkC0CFa9fdtllmDRpUmR0nyBozHrqeP57xUfz+S/9aHvpj3vLDsoBRpMFer8bASV+bU/3EX1dRZS6DBmzmnpM4dM6tMbZLk8b9tr3b/hi9o2Rx4cM2RluTwcLLru1CqNHqSK6bI9p2H7acOwythqNTh+WrelEyyon0NCCXXc5F3O/fTDt9x8IuGC1D0L55MMxsMqEoRMqeXRpc4MbX7+/HqH16gAcpWEVOjYtxMZNi9j5ncxJaZRqT++XRFaq+L29Wx5MOecNNrldscKBY/81C6+dNyXl1xJSg35WpGN2kVmjjNKlqMXUQw89xH+nTp3azSKBzDrJI2rBggV45pln0NbWxoJqv/32w0svvcTiS+Puu++G0WjkyJTb7cYBBxyAp556SjymhB4J+EPwhW0T5CKRO98wzRdKczSPRhNS3YvO9ZHH9D0UsUeP+qyv34Fvu1xt8HvUCI4WqXI4m6CDDhVlAzBsyM4soogJ+w3BjmOr4PAF8MtKB1YtbEdwaSP8G5eirbXvkaS9sfvuf4alcijKtz8E9XvVo6rGDEe7D2u+a0Hg+2/RuO4rdDgb0bDhO15+1Mi90di8IuzqH4LP0wiTRW2HlGv05SaEfm3AhnmLEPQ6gB7E1LdNrVjZ1oHfbNG13Y+QPlIzlRuKWkz1lcul6NQHH3zQ53qsVivuv/9+ngRBEARBEPqNmBKEbDJ1+qNQBqq/6Gf9u+vIT68vBK8/iEHVZniGl+HIuz6FL6oA3WDRIxRU8P5VkirOFBSNouLx6J56ibh1a22k+LgYTLweinL1hFYzRYXZjRt/YBsEsg2gWi2qkRpQPYqNMSsmHYxRewzkZbffooqbCv+yphMrf2qDf/EmBDetQXvzYpjNqlFsoux3+buwDrDw+UOM/MOxGDrcjtYWL1Z/14INCxZh05ov0LDpZ7g9jm4mplRf1u09eZvyEp369B+Hc6rU726Bfeh2OPeNuXjw6F0jj8/asJH/uv0BNhgVsuUzlXo9nNjoJYaIKUGIw35XvIuRv5kYaUNy1qvfwO8P4cmT1L6Omza6MbDWgiqbCduONqK+zoqmNvUivLHBjbaNHoTCaUAhs+2BSNBEBE9Um5iebE3oOSajOvqWPKYs5nL8urRr94Rompt+5r9U8O50tfD6qGjdaqnEoLqtYC8fCtMWO2Hg5CHYerxayD6ozIKlTZ1YtcwB35JmhBpWwtH8C9yeVozYbrM9S1/8/tk52OfI4TAb9VjfqLZ8WbfKiR+eWYSWhe9hU/NiTjX6fO5uLXM0sdRXHVOmSPR1TMO3grGmDIO2r0Wnw48j/vkJXE1emOxGjJukurZHCywhs4hpZ24QMSUIMRz/yGfYcT+1/dCyxeporA2/dsBg1nO0CmTYuVU9rj9rHzz/y3JYjAaYDHoYDeoFPBBQ2DLhv3+SEX6ZRBtxVz9kJ5gCqjhyutt6TPdroooiStZwdIhG8S1b/lFCr2c0mvgvPZ8EGYkpe8VwmIdtDds2dRg1pgKja9TRfE5/ABuaPOhY4wRaGuHuWIO29lUsxpKhfogdbm8Q33/bDMdXa3he2y8zsL5hPtswkDFopnvnZZuZL5yMSz/4Hs0tXjStd6Hz67XoWDILPm8HPrj25XxvXskj7WRyg4gpQYihaakDI0aWYcHXTfCtVEdIwWZCqMwEjBkKc40ZNcPsOO25L7HLtjXYZlA1vIEgvH71Imcy6dMWUommZHIVhSgkqNCaRtURFKUi9/FotCL16OgUtaIh9IbEv/LUNjNOHt1nMtlQWT0W5roxUAZUwl5lwoBKEwzh3FRjmxeNFI3c5GSXca+3DQ7nJnQ6W7Fh0RvY/y/D8cntarF6T1z4v3kswhe8vw6bPn0arW2reD6NHqR0nkIF5SnYF2QjvZfseffPQ3bEcQ/NhuO7jfCvXciO9sUmCgWhN0RMCYIgCEKJImm+3CBiShBi+PTOw3DqM3Pg/3YZdBarOrOqDmX1Nozdqgr1Ayxc02I3G1BfboXD64MrEEQwXKl5z2E75Wyf5rpOplDYsGEe/yUbg0DAx+7d8Yw6Y009k+k/pzpHqxEUHfRwOtbCbK+Dvn4g18PR4aaIJNHmDMDR4oWu04mgrxNud3O4ODyADRt/Rv2G3s07r/x4Pjdf/umzRrTMeh6r1n7LKT1tO5KJSuXLBqEvmr7cgLYf/6daWxhMMBqt2G7iyfzYjz+9kO/NK1nEGiE3dLcPFgQBHncQ7k2/ItS2kSelzQ1Pux/tbT54/CFYjHoY9Tq0enxodnvhDYS4oW0mmtqmcjGk5xTqRTSbNDTMh8VcBoPBGNcNXYMK1mmi+idqDZQItM66mlGoKBvIhev+gAstDd9Bt7GJfcYoresLqVOn0w9Pqw/weuD3daLD0YCA38ujB5k+RlNRvd33Ly2Fc+aHWLthPvw+N0LBgDqFAllzJ9fIhRh3LvwUnc6NcLoa4XCs4+bM0SMtBaGYkciUUDJMPfJh+FpWYc4Xt6b0/D33vAztrUtRPWBreJwb+Qu/3KuaNtr9Lug847Gq04/2Fi8GDbPDajGgutKEcqsRpnDxOXH681/iqVP2TOq1MyWEYtfTHyJWNNJOQYhHuMVGqGKhnnyRRn19UF42EDbbAAT8bvy8+E2eR7VaNa3roNNtwavRopFklRFs80LxOLhvntPdzgJIi261//AOjv3XkB4dwNducKPjh3fRsHEBXO6OrIundM8/Wj6Zc4s+W52OdWhsWsrHiEZXdrQvT2FLhWSRNF9uEDElCIIgCCWKjObLDSKmhKKH2m0Q5rKBMI+ahCnnvamO6Gp3YdazJ/X5/IrK0ZwiCob7l63fSKONKG3nR5ljPc+r87ShKuCBpXM0Wh31cLX6UDHICn+9De7yIMqslGZS12e19WwImWuSjSAUa/3U0KG7sg+V2+vgVJ4GnQc0Ks+gV7/qzEYb1z8lwtJlM7rNo7Sd39PO66WRfL5wWpdG4cETgBL0czNirWUNpeh83iCWrfwMwQe92Pe1L3l+/Yl74b9nqSM+D7j6fQR/WY/W1uXo6NzE9VGlhnnszvA1fMefsUDAy5MglBJSMyUUDFMveBtTj34s4eWnHHY/9p5yPazVI3jSDx8H/YgaYNkKYNV66Pzxm7tGY7HVc6NXj8cBn8/Fk9PVCpe7nW+3tTfwRAJrw/qv0b7uGwSXLIBvYQOavt2EZT+2YvUqJ9ZscKHD4eeJLrQnP6l6IhUC/aGWav36ubBaK9gqwWyycr0ToXlQmYxWngwGC77+5t6UX4eOrd/brjZM1uvg8QfVyRUkgzGEgt6IKNeglB2dY0tWfIaFPzzNU8PLX0UeD/64Amt/+A/aHQ3wR7m7Fzqx5xXdN1tUR/hYZj3/W24c3VcLMCHz0C4PpTEle8geeughbLfddqisrORpzz33xHvvvRd5nPrmarVy2rTHHqoZcjEjkSmhIJhy1mtAIARUVmLKH17heToPFfR6EWrfBCXghd5sx6wPL408R/F7YKwYDKW2Vl2+tox/Hph33wYzbjg4I6JCq10hgeXzu+F2t6HCsQ6VHathrxwJX/sobGwagJYBFlgr1WJjW4URns4ADrjmfQRdAcy8+4iU94uQOGvWfIkRI/bkQnNqUqzoyTw1yAKLhBYRUgJpv8b4cYfA2xngwQY+nVqfxVFJo5HPU4pMxRZV03lExeTkO0Us+v4pjBjxGirKBvM2bmpezqP/6MqV63qpTKB9tmjbNUHl827qskynsxnBwObRlLRc7DJC8Y/mGz58OG677TZsscUWfP/pp5/G9OnT8f3332PbbbfleYceeiiefPLJyHPMZjOKHRFTQt6ZcvA/gS22gGlwGYw2Ayx29bT0+4LwdQYQ9AxGiIaWhxRMOe2/FGagil/othgPc70durBxIvXDc67qxCf/ms73px7+IOZ8dF3GLk4UNWht38Cu263ta1FRtgRVLSNQ3jgOqKiHv1y9YHeU2QCjHggBOpeHC+NDVFQcjljox2+NWY8ck9PIUX+xUCCxQ9QO2AoIgKNU5HputajHZvGv76T9Gj6/E54GF1zeIIzhCJiBBiBYjIBOz9EvSiuqxgab4fMwnMJzOJt52tS8ku+T0KLHdSiukW3R564+nErtCZ/XVZRCUUiOI488ssv9m2++maNVX331VURMWSwW1NerXSZKBRFTgiAIglCiZGo0X0dHV680EkQ09UYwGMTLL78Mp9PJ6T6NmTNnYtCgQaiursaUKVNYcNH9hLcpFMLSpUvR2NjIt6PZd999kQ9ETAl5Y8rpLwMN64ARo6EvM8FUpp6ORotaymexG+CzGuD3hqAMsHCUin64G60GNY8fUhD0hxBoU1MHSqODazM0Vv70YsZ/CVNhOtW/0DB8ajXS1rEBtqZfUG6vQ3nFEF7GbK5iU0LyG6Jh8pT2oYgFGUaajDbU1KjL5aOeqT8UpGsWCHSsqKce/Y1XTJ4qBoMZCCrweIKoKQ+ndu1G6CzqwIOA39XjcyPnYzhCpcTML4TIjXZ+JHtuet0NkTrEWOKta/jQSSlvo5D70XwjRozoMv+6667D9ddfH/c5CxYsYPHk8XhQXl6O119/Hdtssw0/Nm3aNBx//PEYNWoUVqxYgWuvvRb7778/5s2b16c4IyjCdfLJJ2PVqlXd3pfaizM/AzhETAl5YcqZr0I/sAwhyygYaq3QGXRQwj+BqN6IoLITqk0J+ULQm/Sczgv6gvA4/FDcAcDpgc7lhmK38fLRQopobM6ejw1doKlAncwVveGi9fbwyD8SUlq6hkYJ8gc8RMXJflSUD8YPr56Rte0SVGhkHwkpGrmnuaVnCurTR/V9Ttfm+iujUQdLnRWoGwNjy+I+11EIoikRUZWK2KcRjNH0tI7lKz5JeduE3Eem1qxZwwXlGr0Jny233BLz589HW1sbXn31VZx22mmYNWsWC6oTTzwxstzEiROxyy67sLB65513cOyxx/a5Peeccw4/h5YfMmRIwZi+ipgSch6N0g+wwzqWojc6hMJF2/QDI+gNIeAOINQeHjbt8kLn8/MoqYCzHQFnE4J+F/R6E/R0QYMOhok7YFa4RiqWXIyMoosiDfOmwtpAuFWJ5sRNbU7U0SqbB802Ni7oNyPs8g1ZJFDNVKYxGe3wLfoKa8ccjAG16gXFYjHwAASvxYqqmi3Q1LyEI5jFIJqyRbxzvD9ERUsVbXReIpjN5kgBOgmfuXPn4t5778UjjzzSbVkSRCSmlixZktC6ablXXnklsv5CQcSUkFOod5lSYUXIH4LBZEB5nQVeJ7XMULgdh7KmFcqmdbxswNXMaTK3qxFuTys6nZvgdLVx+5Ayew3q6rbGvH9dVxBHkC6afYk3o9FSEEKqP6T6yGE7W79Yf1r0MiZNPAnmL37G8gHb87yxW1RiQL0VnVsMgsW7BWqbRqPdQZ5R6Y0eLCb6Oq9K/ZwrVDQn/nSen/Y2KGQPEt9brLm5maNeJKoSYffdd+d6KRFTgiAIgiCUZDuZq6++muuiqMbK4XDgxRdf5ILz999/H52dnVxnddxxx7F4WrlyJS9fV1eHY47ZPMK5Ny644AJceumlaGhowKRJk2AyhftfhiGPq3wgkSkhp8z78HpUlA/E+OnXwDCinOeFguTBoyDkDiKwfgk621bwfJdzI9odqhWB30+u0uqvfI+XGsk2YtXqz4vq6FEqMN9Rqf5ilVBeNpj9pqgvXjZY8NOL2GmHP0C3cDTfryafMYsB9joLOsorUFO3NdY2/AivN1DUEaZU6qZK9ZwSEmPjxo049dRTsWHDBlRVVbG4ISF10EEHwe12c3H6M888w/VUJKj2228/vPTSS6ioUO1L+oKEGPGHP/whMo87XiiKFKAL/QdHh+qrs8N2p0K37aHwDquGqdIMf4cPiieAoK+TRRTR3LYKjs7muI1r+wo9F4poiaY/18/kmvLKkTx60unO3oX9u/lPsJcZ4dyxBuX1dgwYbEVHuRUGk53NQsVbSehvvfkef/zxHh+z2Wz44IMPkA40ArAQkciUkBfm//gs/506/VF4B9RCV2YB/GoUweN18F9yi44npAShL77++m4W7Ao5p2YRxe/mv81r3agdYIXZaoCh2grFXAa7rRoOR/FEaaItEaIjl4laJUhEqjDJdZov21CxeiEiYkrIK/Nn34m21iWq55TRAJ3OAF9AvUCl0vC1ECNSQn4FezbR2hvt/5f3+Be8mSw8jDr2kbJZaMSqEcFgrBd64ZGIEOot5SdCSsg1ixYtwurVq+HzbW5RRBx11FHIByKmBEEQBKFEoSxdOv2lC6039fLly7lYnWqvtFopQhu9my/Tzs0GOIKQB8jwktA5OsntDzq9kSNSqUSlBCFfmMqN8PpC3KOPDWaNZphMZWwcWkpIBKp4Gx2nMxUSF110EcaMGcOF7na7HQsXLsTs2bPZz4pGDeYLiUwJecXtVD2loNdD53RDZzBv9geiv0l8kCXFlzz9wXMqF1CLI783iHZqb9TpR4BGoAbcXQxbSxU5f4Rc8uWXX+KTTz7BwIEDodfredp7771x66234sILL8T333+PfFD6n3ShYNlrn79iylmv8W3FZuXIlMFSznVTNCVKdMGskDyy/9LHaKIvdR31sYHeSuevHh5Pe05c+PNdRyUUOOE0X6pToQ1CDgaD3O+PIH+q9evXRwrTFy/uu5VTtpDIlCAIgiCUKOmm6gotzTdx4kT8+OOPGDt2LLuh33HHHdy+5tFHH+V5+ULElJA3fO4WGN3hfnZ15VBa9NC57TAYwo62BfYhLnUk5Zc6BrMO7S0+dGxwI7iyBX53KxzOTUVj7ZFKZFeiUsVBqRWg//Wvf4XT6eTbN910E4444gjss88+GDBgAJt/5gsRU0LeaGtdhrK6w/i2wWpAwKCnBnbQJ5jik9Re5hFB1ZUdtj8NwYCbU3ar1//ALvwk9reecAi+n/9UZDmL1QCfNwQlqEBp3YS2tqXcR7IUKKaGxaXu7C8AhxxySGQ3UCSKLBJaWlpQU1OTtX6ciSBiSsgbre1rseTuIzbPMBug+KKaYSZZgC4ImcZsrkDQYEZj0+JIOyPyjVqx6osuy9GXuNvhV4dp6/T8PBJdgUD85q7FQLF5SsmPq8JwQM8V1Ox42bJl2HfffVFbW5v37ZQCdCFvX3ydrha+PfWIhxDyhwB/CIrPxa7VNPWHkVBCYWM0V8BotHN/yGjIaDaaF87YC+9ecUDkl3F5xXAMGjAGOuTvl3KmiXZDL5RBEyKgEndAT2cqJJqbm3HAAQdgwoQJOOyww7gHIPHHP/6RGyDnC7laCYIgCIJQFPz5z3+GyWRi93PymdI48cQTuaFyvpA0n5BztF+TkTYbBgNCLW7o2h3wORsRCht2FkvxbqkhdVOb0RstcHWuTziFEFq0Cs6NP/Ht8rLBqKho5v58xdrkulAiUULqlFoB+ocffsjNkocPH95l/vjx47Fq1aq8bZeIKaEg0G1shL9jA/w+B4JBX2F+ioV+hxIKwOtpg9Fggh+6iCjqSXC6N/6MDQ3fs/gyGIywWirg9jiK2m+q0JFUX/+qmXI6nV0iUhpNTU2wWCzIFyKmhPx/8QWD8LWuht/bjva2lZs/vFKALuQZamvkcG6Mez5Gn8tU31deVoty+wA0tazmqCq1kin2ur/o91gIUapEhVOhbbeQOajg/JlnnsHf//53vk91iqFQCHfeeSf2228/5AsRU0JevwTHjzsEQ8dPQzDgQXPzL3B72hEMqqOmin00lFD8GO21GFK/EzwrZ8GltPe4HIknR2cTOjubI9GrYLC00tSS/i1O0i0iL7QC9DvvvBNTp07Ft99+C5/PhyuuuIL785E9whdfdB1lm0uK+2eTIAiCIAh9pvnSmQqJbbbZhh3Qd9ttNxx00EGc9jv22GO5J9+4cePytl0SmRLyGppfte576PQGGI1WODob0elqjRSmSwG6kG9mz7ic/w4aNCmh5Yu10LyUDTXFyLP0qK+vxw033IBCQiJTQt6gL1USTCvXfIsNG3+Cz+9GMODjeSKkhEKCRL6Q34JxKTRPjXSaHKc7EjAbPPnkk3j55Ze7zad5Tz/9NPKFiCkhq/T1BagJqk5nC1zudvllXwD0t4LdaAPI2PNVmyej8dLfn9HnlQij3FFqYuq2225DXV3368qgQYNwyy23IF9Imk/ISpFqMl+W2pesfMEKhYCch7nZX5kqaBeR1jtc95RGFXmh1UytWrUKY8aM6TZ/1KhRbOSZLyQyJQiCIAhCUTBo0CAuQI/lhx9+wIABA5AvJDIlZPwXaiK/VOXXZOHSn4bASxSqK9k47tHnU2zUOhk/qHgR79jn9Jfztj9bI5x00km48MILUVFRwZ5TxKxZs3DRRRfxY/lCxJSQt4uSXMgEoXSJFj+xgkqblwxixJkapeaAftNNN3Gqj5odG42qhCHTzt///veFXzNFHg6J8tprr6WzPUI/QYSUIOdf//ocx1oU9FVbGe8xiTwJZrMZL730EjugU2rPZrNh0qRJXDOVTxISU1VVVV1U6uuvv87zdtllF543b948tLW1JSW6BEEQBEHIMumOyCuswFSE2tpa7L///nmtk0paTJGvg8Zf/vIXnHDCCXj44YdhMBh4XjAYxLnnnovKysrsbamQc/oyu0s1uiSj94R8IlHR/O7DnmryeqvVk4hU6pRSmq+trQ3XXHMNR6ZaW1Xvt5qaGq6VovRfdXV18dRMPfHEE/j8888jQoqg25dccgkmT57MfXOE4iae146GfKkJgpDp75hElpfvnv5NS0sL9txzT6xbtw6nnHIKtt56axZ6P//8M5566il8/PHHmDNnDourohBTgUCAN37LLbfsMp/mURGYIAjFT6levCQqVdj7ulTPu3ySrvFmoQSmbrzxRq6XWrZsGQYPHtztsYMPPpj/3n333cUhps444wz84Q9/wNKlS7HHHnvwvK+++opdSekxofjprTA0E6NyUn2OIAilQbLGvkLqlIqYeuONN/DII490E1Jar7477rgD55xzTvGIqX/84x+84bTBGzZs4HlDhgzBFVdcgUsvvTQb2ygIgiAIQj9mw4YN2HbbbXt8fOLEiWhoaEDROKDr9XoWTpS3pGIwmug2zYuuo8oFt956K3bddVc27yJX1KOPPhqLFy/usgzlVK+//noMHTqUh1BOnToVCxcu7LKM1+vFBRdcwP1+ysrKcNRRR2Ht2rXo778cM114rq1XKA5KKXIQr++ekPq+TPd7pS9LhHiPy/FLrwA9nSkZHnroIWy33XY8II0mqnN67733kromx4OuzytXruzx8RUrVuR1ZF9a7WS0nZUvyPX0vPPO4zTjjBkzuJ6L8qZOpzOyDIX+7rrrLjzwwAOYO3cuR9UOOuggOByOyDIXX3wx2z28+OKLXFzf2dmJI444gkcpCumjfYGKkBKE4hadiTQuj52SWX+i29fbJOS30fHw4cO57Ofbb7/liewLpk+fHhFMiVyT43HooYfySD6fz9ftMQqIXHvttbxMvtApScrOjRs34rLLLuPK+cbGxm6qNZ8CZNOmTRyhIpFFNvO0baR+SSyRpYO20ynnevvtt+Pss89Ge3s7Bg4ciGeffRYnnngiL7N+/XqMGDEC7777Lg455JA+X7ejo4N9t2hdpWQP0dsXU6LtYLIR3RJySymIYDnf8ndO5HrfF8P5motrhvYaZzz7Mcz28pTX43N14slTD0hrW2tra3mkP9Vb93VN7gnKFpG3pcVi4SDKVlttxfMXLVqEBx98kNdD4o2u3UVRM3X66adzZ2ZSgVQrpdPpUCjQwdYOnBb2oxwqRas06EBMmTKFh1DSgSPDUb/f32UZOtiUf6Vl4okpOmg0RZ+0QmJfZnJRE3KNnHOp0VM6LlmxIsXmpUHsdY6upTT1RjAYxMsvv8zZIkr3JXJN7i3i9eWXX7Kn5VVXXRUJ5JAGocgWRbryJaRSElOUBvvss8+www47oJCgHUteV3vvvTcLIUIrRout/qf71NtHW4aGW8Z6U9AyPRWzUa3WDTfckKV3IgiCIAiF1eg4Vqhcd911XPsUjwULFrB48ng8KC8v5zKabbbZhgVTX9fk3hgzZgzXX5Fh55IlS3jeFltsEQmg5JOkxRTt0EJyRNU4//zz8eOPP7LYiyU2ekbb31dErbdlSBWTcItW7PlUxPmgr1+s0RYKEhkobSf8QkbOvfQoxmMuZMcaYc2aNV3SfL1FpbbcckvMnz+fB6i9+uqrOO2007j8Jp1rcjQU/Nhtt91QSCRdgH7PPffgyiuv7LWqPtfQSLy33noLn376KYcCNaiwjYiNMFGtl6aMaRkqaNOs6eMtEwudRFrxfb6L8AvlizSecJKC0NKi2IRJsW1vIVGsIqpYt7sYiL3m9SamzGYzR4yoxokyOdtvvz3uvffehK7J8SD/KBJziUCtZp5//nkUvJiiIu2ZM2di3LhxbElA4bXoKZeQmqWI1GuvvYZPPvmEQ4DR0H06eDTST4OEEylkan1D7LzzzjCZTF2WIT+Ln376KbKMkBxyEStdikUgF8M2FiLZGnWb7A8zEUWZjkylY42QiW1QuM44kWtyPGiQGJXvTJs2ja0XaBQgWTI1NzezgTgFU8ieaeTIkRzwIWuGgk/z0YYWClTR/8ILL+DNN99kYaepXRrBQP4VFDakUQO33HILxo8fzxPdttvtOPnkkyPLnnnmmWw4Sh4VJAhptOKkSZNw4IEHor+TTPGoXMCEQkDOw8IkkRHA0ctImUBxOqBfffXVLHqo9IXsDshyiAIw77//fkLX5Hj8/e9/5wzU448/jocffpiDHdHQ9Z+u1//+97+7FLcXtJii3GehQAqVINOvaJ588kkedUiQWnW73TwCgFJ5u+++Oz788EPe+Rrk5m40GnHCCSfwsgcccAA3Tsy1CakgCIIgFDMbN27EqaeeyhkeClZQlIiEFI24S/SaHA+yPaJ6ZZqoFosK1mk9ZOZJmbJ8Owsk7TOlDXekPjnU3JjeAFXpk2t4fxUfpeozpSG/9IV4FGoqRs7X4jmesccqGVuVQj3/Cs1n6pQnPoLZXpbyenwuJ57/w4Ele33LW2SK8pOHHXYY5yupYp+02K+//sohvXfeeYcVoiAIQjYopQuqkNogF6F/NjouOTF14YUXsmCiFi5awTkVgf3ud7/jx0hQCYJQ+kTbX2Rj3ckuJxdbIVPnm5xLQtbFFFXdRwspggq3qRfPXnvtlfQGCIWNpEyEvs6PTF945JzLPSIeSheJTBWomCJviXgNCak5MHlLCIIgCIJQYhboQmZ9po444gicddZZ+PrrryM+FBSpIlMtKkIXBEHIp4eVRFmS21eyv7qfM6UUHVWiolMpTSg8AoEAPvroIzzyyCOR4M769es5qFM0Yuq+++7jminqu2O1Wnmi9B65nZLDqVA6lNIXilD650mhbIdQnGI8VljGrk/Or8Jg1apV7AM5ffp09prctGkTz7/jjjvYI7Jo0nzV1dVskkmj+sgagSJTZI1AYkoQhP5dO5XvPn7ZLIovJUp5H2X6HCh2EaVlkNJ5fiFx0UUXcZuaH374geu1NY455hj88Y9/LB4xpUHiSQSUIAiCIBQupVaA/vnnn+OLL77oVqM9atQotmwqmjTfb37zGx65F8udd96J448/PlPbJeSZYv81JhTX+ZPJ803O3f4ZlcrU+4q3nujWNolOQnYIhUJsHB7L2rVr+3RRLygxRdYIhx9+eLf5hx56KGbPnp2p7RLyiHj3CKmeN73VnAhCrkj3vIvXIzBZsVYw5346xedcvY6C4qCDDurSI5i6sFDh+XXXXceG4kWT5uvJAsFkMrF9vVC8iHGdkOlzSJtXqtGQYqM/HYd06/f6ilAlug353uelVjN19913Y7/99uNabY/Hww2SlyxZwj36/vOf/xSPmJo4cSJeeukl/O1vf+synzpD05sTiodEvhAK5teVIPSCVvweGxkT+hfRgyCy/TrJfofmW1SVCkOHDsX8+fNZOH333Xec9jvzzDNxyimnwGazFY+Yuvbaa3Hcccdh2bJl2H///Xnexx9/zG/s5ZdfzsY2CoIgCIKQAqVWgE6QaPrDH/7AU6GQtJgiY8433ngDt9xyC1555RV+U9tttx0baE2ZMiU7W9lPiPcrJ1O/ZqJ/HckvdiHXZDvdoZ3T8er95HzvX+TiO66YzqlSS/O99dZbcedT7RT5XpLLwJgxY4rDGoEK0OMVoQuFdxFK50NfTF8YQulfAJNN4cVLr8g53f8oFN+p6Oc1b1qese3pbxx99NEsnGJFnjaP/u69994c9KmpqSlsMdXW1sZRqeXLl7PjKDU9ptzl4MGDMWzYsG7L77TTTkmtn3YGqc946yo1Er0opPJlIAXlxUV/jxr2FklKRxBlen1C8VEIheD5otTSfDNmzMA111yDm2++GbvtthvP++abb/DXv/6Vy5Cqqqpw9tlnszZ5/PHHC1dM/fjjjzjwwAN5g1euXMmOoySmXn/9dbZ5f+aZZ7o9h4rFLr30UpSXl/e5flKW5GPl9XpR6uTjSzzZ1+zvF/hcUur7OdELmpxzQrpk6xwqxs9oqYmpiy66CI8++igmT54cmXfAAQdwio/6Bi9cuJCtE3JdT5W0mLrkkktw+umncx+caIOsadOm8RDFnrj88ssxaNCghF7jn//8Z7KbJQiCIAhCiddMLVu2DJWVld3m0zzKlhHjx49HU1NTYZt2zp07l0NosVBKrqGhIe5zVqxYgYEDByb8GosWLWJr+FKmGKJSgpCNczCR81BrOhvbfDbT2yGfidIlXuPiVJFzpXDYeeedOTijNTgm6PYVV1yBXXfdle+T79Tw4cMLOzJFobR45pyLFy/uUTAlK4xGjBiBUiZXX+Dphrr7a42BkH3EZV8ohtqpkhDb6bqYF1ZgClQHNX36dBZLpBWoxnr16tUYO3Ys3nzzzYi5ONVPFbSYojdx44034r///S/f197IlVdeyf5TqeJ0OjFv3jzsu+++KFZq60Yj4GvJ+kgQjUTrT9J5XUHINj2dmyLmM4vsz+TI5ncmXStyRanVTG255Zb4+eef8cEHH+DXX3/lNORWW23FbWb0en1kxF+uSVpM/eMf/+D+N1T/5Ha72VuK0nt77rknV9enytKlS9kiPl4Dw1Ihn4JGinqFYqMn5+ieRIH8YBAy8d0n51Hho9PpuB8wTYVC0mKKirw+//xzfPLJJxErd7I+oBF+giAIgiAUDqVWgK5lsmbNmsVZMZ/Ph2guvPBC5IOUfKYIaiWjtZMh36m+IPuE3iiViFQp+ZmU0nsRihc5D4VMRqjinU+lHI0qtTTf999/z9kxl8vFooq0BY3cs9vtnDErGjF1++23Y/To0TjxxBP5/gknnIBXX30V9fX1ePfdd7H99tvHfR75Rv3f//0fJk2aFPdx8qi64YYbkt0cIcsXG23dpfxlIxQ+fRnQyvkp9IZ2vkR/l8k5U5z8+c9/xpFHHomHHnoI1dXV+Oqrr2AymfC73/2OPajyRdJi6pFHHsFzzz0XcSKl6b333uOCdBqu+OGHH8Z93g477MCV96eddlrcx3/44QcRU2kgnckFQejrO0IizV2/L/sDpZbmmz9/PusQg8HAEwVqaCQfeV+Svjj22GOLQ0xt2LAhYl3wv//9jyNTBx98MEerdt999x6fR738eksHUqju97//fbKbIwiCIAhCP7FGMJlMXIBOUAs7qpvaeuutuSsL3c4XSYspahy4Zs0aFlTvv/8+brrppoh67a3u6eqrr+51vbS+J598EqVAKfwCjLVUkFSfUEhIJLb/fjdlG/muK2x23HFHfPvtt5gwYQI7APztb3/jmqlnn322xzKighRTFEKjtjFk197c3MxtZLTQ2xZbbJGNbRSSCFfHflmmEs6WL1uhVOnt3O5PqZ/+jCaW+sv3nBJSp3SeX0jccsstcDgcfPvvf/87p/aoHpv0xxNPPFE8Yuruu+/mlB5FpyhHqTUvpvTfueeeG/c5b731FosuCs8lAhWyk+K02WzJbp6QoaLx6Odq65NfbEKhkei5mYzBbU+vUyr0JyHRE/3p/StIs2aqwPJ8u+yyS+Q2dV0hvVAI6JQcVJdRkRgZeyban4+8rCjSRUVlxQC116F8rcFUA52ua7vD6C/5TIuR3tzN03mtnp4rbupCMaWl491Ph1ISVP1RVBTSsVaUEIL+VrS3t8dt2pvJ69K02/4Hk7Us5fX4PU68d+URWd3WZCBLptdee41H8sW+X3I+Jw/MovKZSgbSa6effjosFktCy3s8nqxvkyAIgiAImeXWW29lsfPLL79wdmny5MlsqURtYDRIDzz99NNdnkcD2MjmoC9mzpzZzahT0w2fffYZ8kVOxFRPdgg9ccoppxSEAi5m0qmVKsVf4EL/SfdlK/Iiae7+Qcl9/+V4NN+sWbNw3nnnYdddd0UgEMA111zDI/4XLVqEsrLNETJqBRM96MxsNve63h9//DFym9ZF2S4NGvxGA+KGDRuWsnF4LDRikLq8jBo1qnDEVKmM0iu0D2auah8kFSAUA6k2A08GEVRCsZFrn6n333+/2/WfnMnnzZuHfffdNzKfMlVk9p0o5FVJAocmrftKNBQFu//++3t8Plkz3XPPPZz6TOQ9Uw14Mp1ZciKmhM3Il7EgCIWCFKMLiUI1SdGQGEqkdKe9vT1uZIjSdSSyqPZpypQpuPnmm/l+T6xYsYJFDtVSf/PNN11qsCmqRc+l+uzeOOmkk3p9jWguuOACJIOIqRIgEwKtp1/wsQX0gtDfKbUfRCKoNu+HUiRTvfk0s26N6667Dtdff30fz1VwySWXYO+998bEiRMj82l0//HHH88pNBJJ1157LUebKHrVk0DT0m2hUGpeDck+T7NfyKppp+Y+Gg3Ns1qt7PVAxWVnnHFGsqsWBEEQBKEA03xkhxRdy5xIVOr888/nWqfPP/+8y3ytty9BIovsDkgsvfPOOwm1g/n11185stXY2NhNJJGJZz5IWkzRhlI4jpTlbrvtxjt67ty5nCelojNSmWSgRYVnf/rTn7Kz1UVMtn79lNqvZUHIBBJ1EYTMQEIqmYFhF1xwAXtMzp49G8OHD+912SFDhrCYWrJkSZ/rfeyxx1hj1NXVcc1VdHCHbicjpij6dOONN7Iwo/qovfbaiyNutO6siylSmNRC5pxzzukynxoPUpPjV199Fdtttx3uu+8+EVMxZEPsZPNiEbteEWuCsPmzUUqfh1S+R2Lfv5QBFCg5Hs2nKAoLqddff51FypgxY/p8DnVTocgXiaq+IP1BAZ2//OUvSBcK+FDh+g033AC/349HH32U3QQ++OCD7IspehHyjIjlgAMOwKWXXsq3DzvsMFx55ZU9ruPjjz/mKV6ILp928MVOpr7go9dTShcMQcgk8cRDf/m89Jf3WQpkqmYqUc477zy88MILePPNN1FRURGxMKBRdCRcOjs7udbquOOOY/G0cuVK7t1L0aBjjjmmz/W3trZyvVUqUAeXiy++OBLNoqwapQy1wnXywtpjjz1SWndXu+4EoIr8t99+u9t8mqdV6zudTt6J8SAFSJ4TJKaoOSHtmOhJ6BnNRydXvwDlC1MQ+g/xPu80T5t6W67YKcX3lC8eeughHsE3depUFkva9NJLL/HjJFwWLFiA6dOnc7Ni8qGkv19++WWPuiEaElKUBUuFpUuXsjno999/z/cPOuggHH744Xj44YfZVuH3v/89DjnkkJTWnXRkiqruKV/56aefcs0UKTwapkj9cWiDiBkzZvBQx3jQMk899RROPfXUlDZYEARBEITC9JlS+lieolOppNE0aJAb6RByS580aVK3nr8XXnhhj8/917/+xaLtD3/4A/f/Jbf25557jjUL1UyRUKOi+Zz15vviiy/wwAMPYPHixbzjttpqK86Rkm18XwwYMIDF17hx41Aq9NabL9NER6Wif02l414utVFCKZPrWp5ijnKk2wWhWOumcn3Mctmb78Dr30y7N99H108vmN58Y3qpwaLgzvLly/tcBw2Qu+2221hI3XnnnTjyyCOLo9FxNFQ0Vl5ezsqyVChmMdWf6z6E/oGIqf6z71OlpMXUdW/CmIaYCpCYuqFwxFQmodGDNJiOLJ8oQJSMI3tGTDupaJxyj/EKyKPt4uNBzQipYv6jjz7iUX+xIbq77rorlU0SBEEoCEptpF+pI8eqOPH5fGzFRFkuozExKUO1WmeeeSZ+/vln1h804I3qt+kvZdYuv/xyLmPKiZiiPOXJJ5+MVatWdcuNUoitr142ZOBFPXaIn376qdvzBUEQBEEozpqpbONyubis6Omnn+b7NBqPWsxQrdTQoUN7dRIgM3EK+DzzzDPsjUlRKar/phoqSvXRSD96jOqqsi6m6MXJrZScSqlCP1kBRBsupE50a5d4v4CT+VUstVKCIGQTMU3tfz5T2eaqq67CDz/8wB5Whx56aGT+gQceyIabvYkpqvN+8cUXuYh9/Pjx3PhYg3r9Pf/88ymPFDSmkmN85ZVXeGPSZe3atSzGhg0blva6hNwgKQxBEAQhX7zxxhtss0B+UNHBnG222QbLli3r9blk13DWWWdxw+NPPvmEHc9jIeumVEi6Wpo8GqheKlWoxors26kwjuzjR44cyV2j//73v6fcwLA/UywFnoKQD+TzIfR3NNPOdKZCYtOmTRg0aFC3+eRv2VemjFJ4O+20ExuKUmqQPLEyRdKRKcpVktM5uZrG83igoq7euOaaa/D444/zsERShZSPJasFckSl4nSyiReSD58nG06Pt2y6w6IFQRCKiX7xXRdS1Cmd5xcQu+66K5cZkRYhNAFFPfv23HPPXp9Lo/b+8Y9/ZGW7khZTZAFPUMGWBr0ZEkWJFKBT0di///1vHHXUUZF522+/Paf6zj33XBFTgiAIgiDEhYw2qVZq0aJF7Bd17733YuHChVw0PmvWrF4Hv02cOBF6fWIJOVontZdJdKRg0mKKhiKmQ0tLC5t8xkLz6DGhsFMf/eKXnCAIQomQ69582YYsDCibRREmskWggnFK3ZGYomxZT+y4446cUaNC80SgKNf8+fM5HZgVMUV1TulAUSgyx7rvvvu6zKd59FgyzJ49m91L582bhw0bNnCX6qOPPjry+Omnnx4ZPhld80X2DhperxeXXXYZ/vOf/8DtdnPD5gcffBDDhw9HsRWFy8gZQej6uRAE9PcfhqWmpgAWTbHX9r6g7BmZhdvt9oR9rLJu2kkV8zSkkIyvKLW39dZb46KLLkqoRcwdd9zBjQXJtJOUHz1/zpw5WLNmDff3SwYqOCMBRt4RWvoxFgoHPvnkk5H7ZrO5y+PkK0FNmmm4JLW6oXqwI444ggWa1km6UIkWT4mMspOReIKQG+SzJgjZgXQCXZtjGxJTvz8axDZt2rS4zyN/KbJGSBTSJ9RHMGtiijaY6p3IeFMrICcxtO2227IooS7MvUENkMlkixoO/vLLL/z8Y489luulyHArGWin9bTjNCwWS48W8WSPT8Xwzz77LHtUENSrZ8SIESz2Uu0enU8SEVR9IRcCQRBKmX4TldJsptIJTKGwuPLKK3kAWyykJeixnjQB+VJlk6TFFG3sn//8525vhuZT372+xBRBoilXo/ZoB9IwSrJfICFHr6sNq6Tok9/v7+IrQdtGRWokEHsSU5QapCm6B5IgCIIgFBwlZtq5ZMkS9pSKV3edjm1TzsUUpfb++9//dptPo/ui3UR7qqKn273Rl7VCMpBCPf7447nOiwrnKV+6//77s4iiiBUVo1Haj4ZLRjN48GB+rLfRBDfccAMKjUxHlGKtEiRiJQiCUFyUWjuZqqoqLF++HKNHj+4yn4RUWVnqDZ1zLqaoEp4q3MmKPRqaF89Ii6CUIIkTepxua1YKsSRirZAMJ554YuQ2iTlqg0PCijwqKLXYE5rNQ2929pdcckmXyBSlBkuFeC1qkpkvCPlGis+FnpDvq+LmqKOO4lpnGnCm1WmTkKJ652jLpYIXU3/605/Yjp2UIQ1RJNHx+eef4/bbb+c3Ew+KCmnDEdO1VkgH6iVIYorChATVUlHFfmtra5foVGNjI7+3nqCoFk2FSDrRo3jP62ldcrESBEEoAkoszXfnnXfywDJK62mj7qk13T777JM1Q86siClKlVVUVOCf//wnR2i0OiNyMKeuzX3ZKaRrrZAOzc3NPGqQRBWx8847s4P7jBkzcMIJJ/A8slj46aefeNRhMZBPOwT5hSfkAkkvFy/yoyv/lGKa74svvuBBYtTwmEbcUXkQjdbLJ0mLKYpEUQE6TQ6Hg+eRuEoU8oaoq6tjewTiiiuuwKOPPsoFZeT1lIzY6uzs7FJwRlEvSjfW1tbyRAKPLBNIPK1cuRJXX301v/YxxxwTOShnnnkmR9TIFoGeQ55T5GGhje4TBEEQBCH/BAIBWK1Wvs7TwLFUmxLTALJvvvmGdYHL5eLMGZl6jhkzJuVtS8lnSiMZEaVxyy23RJoLkmMpmXVS4fr//vc/FmivvfZawuv69ttvsd9++0Xua3VMp512Gr/GggULuLFhW1sbCypalrpNR2/33XffzXbxFJnSTDufeuqpgveYKrRokUQPBEE+E0IBUkJpPqPRyAGXVGuraZT+/fffjzfeeINLfGiUP0W2qPsKCSxyO6cypnPOOSdpfaNTEojhkWLrqxuzxnfffdfr4+Q+Sv5SI0eOZCsFSquR4KE+OFOnTuWO0MUGFaBTlMtgqoFOl1jfn0wS2/A4keXiEa/APJGaqehlRFQJmSaVc6pQ0kv9PRVeKMeh0I6HooQQ9Ley12FlZWVWr0v7XvIKjJbUR7kFvE7Mvus3Wd3WZCAT7pdffpk9ISmblCjTp0/H3LlzcfLJJ3OhOg1Ii3ZDpzrwzz77jDNklD4kXZKI1VNSkanoFi3pUl5ezrVLJKaopw5FowgK3VFkSMjehSfV+qp464z3Gsm4sQtCf7iAy4hXQcgs1IqOynuoVpuiVLF2CD0FdCglSCIstguKBkWlaKLMFgV31q9fn9R2JSSmrrvuOmQKUnp//OMfOdpFTuha7RRtfKxvhCAIgiAI6bbmS6cAvbD2/tEpBnfOO++8hJelji405axmKhWojcxf//pXHlX36quvcuE3QUaav/3tb3O9OSVBNkb0RUeZeno8Nr0nCNmgFKKcEq0V8kYoPKXz/ALiugwGdzJJ0mKKCr+oaJtc0FevXt2tszIVcvUGFXxR0Xkshego3p/o7YIVK9aiHdH7eq4gCCoiqPJLf/2eKjVrBIIGlb3yyitYtmwZLr/8cq6dovQedS8ZNmwY4kFekonWfvelYzIipkj0/Pvf/+aRc+Q5dc011/DwQqqO/9vf/pbwjqBhiWSOSV2eNeiNnnrqqclukhBDNkROT4Iq9n68CFWiBfKCIJQW+fTBE0qTH3/8ka2LqLietAcZiZOYIkf0VatWceF4PKLb3VHd9k033cT9d/fcc8+Iu8AHH3zAuiYVEhrNFw3Zt1MBGNU60dBB8nvQ5n311Vd44YUXen3+22+/jVNOOQVOp5OfH60U6XYqirC/j+Yj4n1h9VYk3tey6QigvlKAIqiEbFLIF+/+eO4XyvEopH2fy9F8e1/wMoyWzaPWkiXgdeHz+48vmNF8Bx54IHbaaSc21iYNQSPvqHCcbA9opB4JrL4g/0mySjr//PO7zKesGZmBUnAoWZK+8lOPPTK11Ebm0Q4mjjjiCO551xdkkElNkcnwkyJU1MpFm4pRSAmCIAhCgVegpzcVEHPnzsXZZ5/dbT6l90ifJAJFoKglTSwUqSIxlQpJiynqhUPeUMQWW2zB9gbaG0ykX926deu47Uy0v4NQur8I+0r7CUJ/gs59Of/7d1RKSA+yUaKoWyyLFy+O9ADuCxr4RmnBWCgipQ2Ky3rNFLVi+fjjj7H77rvjoosu4hF4jz/+OBeja55RvUHKj5zLKSwnZLc2obfGxZn4Qu8tFdhXsa0U4wr9GUl9CzmjhBzQNfPNG2+8kQfBaeVBpD+uvPJKTt8lWvtNreRmzpwZqZmiMqX333+fa8JzIqZuu+22yO3f/OY3GDFiBDcdpCgVuYr2BdVaUfX9okWLOF1IjYajSWQdQvqkI6o0IdSX83lf6xZBJQil/1mQIvT8km6mrsCyfPjHP/6Bww47DIMGDWKj7ylTpnB6j0TRzTffnNA6Tj/9dGy99dZc600t7Kh0nPoDk5ahQFFOCtDTRa/vObNICjPVnjv9vQA9nV+7fQmhVL7kkxFppXoREfJDsabRSvlzkO9jUmj7NpcF6Hud+9+0C9C/ePCEhLf11ltvZYFCbeOo793kyZNx++23Y8stt4wsQ7KDokOPPvoo10uTgCEPymSMMj/99FP2pyRHACpIp8L0fJJz085oKwRBEARBEEonNDVr1ix2G991110RCATYPolauVA2Smv9QiPx7rrrLjz11FOYMGEC2xRQdxSqe+qtwTC1g6G6Jr/fz+LpsssuS0pcamIwXs1VNKkI3JyLqWg8Hg8Xkwn5Daf31csvlRREMttSyikOQUgU+RwIpVAz9f7773drTEwpOYoi7bvvvhyVIs8nElnHHnssL/P000+z4SZZK8UbqUdQFOucc87B+PHjWTdQB5UVK1ZwJCwRyLSTBs/RtpB5eDwDT9q2VDNkORdTtJG33HILHn74YWzcuJH781ExOhllUW8+KgoTSoNM1krIhUYQipd81k3JD7XMEBvNodH7iYzgbw/bJ5GxJkECiGqcKFoVvS6qfSKvqJ7E1P33388C7O9//zvfp6jWBRdckLCY+uSTTyLbQCnCTJPzAh8qEKOdQGG+6O7NVIyeahW9ULgkU7eVifUIQjGT79oioQTJkM8UDTajGixtSkTEKIrC3VL23ntvTJw4kedpXlAUiYqG7vfmE7V8+XKcccYZkfvULcXr9SbsLUVizWg0cuqRRvFREIfmxZtyIqZ6M7R65JFH+nw+Wb1TuI5c0A0GQ2T+dtttxwVrQnpkWnRkYn3prkMuMEJ/Qs53IaMoUc2OU5nCab41a9ZwlEmbrrrqqj5f+vzzz+f2L//5z3+6PRabZtNSbD1BI/fIKFyD9ANFtFwuV1K7gwQVjQjM9GC3pNN8ZG1AO4hUqRZZ2rRpE7ua07DCnkJ00aadZKMQrzCdisoEQRAEQcgQGSpAp6LsZAqzL7jgArz11luYPXs2m31r1NfX81+KKA0ZMiQyn3r1xkarYqHsVbSgoigTZbrq6jb/YCdT8L444IADODpFFgl5E1O0Yyi8RhEqKhajPjgkpMijgXrk9AUNffzss88watSoblX6O+64Y7KbI2SpPqEQ0mryC13or0iNoFCsKIrCQoocxkmwjBkzpsvjdJ8E1YwZMyLXfJ/Px6MAyUKhJ0aOHInHHnusyzxaz7PPPhu5T5GtRMTUtGnTOLL2008/Yeedd46MMkzH7zJpMUV+EN9//z1X1dNGUESJhjWSEWdvITqN6667jsUYRajoueRHQcMhKf33v//9L+k3IGRfDOVKWPV0ASkEYScIQnqIeWf+xE06dpLJPve8887jQMubb77JNgdaTRPVWZHvFOmEiy++mAei0cg8mug2tZijRsU9kUgD40T5v//7P/5L9gyx5HQ0H4kf6sVHobv169dzrRPlLWPVXTyOPPJIvPTSS7zzaKP/9re/seHW22+/zT4TQuZI13gz347rPW2z/GoX+jpvJKopCPmxRnjooYf479SpU7tZJGhptSuuuIJroM4999yIaSf1+e3NY6rQ/S71qbSTIdt2Ej4UIiNRRZEqKiD/8ssvE1oH9eejkF5nZyeLsM8//7zLMElBEARBEIo3EqbETNH1SRRIuf7669n3ifwmSQ9oo/2KlaQjU/feey87kFLOUauB+uabb3D11VezEqWhiolCYipWIWbLWr+/o0VztF/s+Y5UpUMxb7sgCEJOKbXmfGlA0bCPP/4YRxxxBN+nuqlozUIjBMnHKhUz8aTF1IIFC7pUzhPUrPjOO++MbGBvkGEXjQakwjRSpJlwHhUSS3fE3s60KJH0m1AoSKpPEPKT5itktNpsTas88MADHBCiWi6CSpaGDh2KP//5z9kXUySk2tra8Morr2DZsmVceE6uot99911cy4NYyF+KeOKJJ3gYZCJF60Lq9NbAONPip7d19VbDEl1PJYJMEARByAbPP/98N6FExfJk4Ek899xz3HA5J2KKDLiowSBV5lN1/Z/+9CcWUzQMctWqVaz8+no+9eiJ7iAt5FdcJforPjZNmEzKMHqZQiqMFwRBKGlKOM3ndru7+VP2VipE7euosbIGpfP0+s2l47vtthuPRsxJATpZw1Mh2ZIlS7rkFamGijyo+oI6SZOTqiAIgiAIxdFOplBwuVxcKkQNi8nAkxoYR0+9Qc7t5ICuQYbj1BNYg2q4k6n7TisyRaP34rWNGTZsWEI9csjBlDyqyGeKqvep3ioaGhUo5A4tMpRMhCiV58R7fmw0TIt2lUKRvJB/pG5KIKR0oLS4/PLLuVHxgw8+iN///vecliM9QbqE3AZ6g+ycyIWgp8wYZc6i3dqzKqYoGhXbPVrznho4cGCfzyclSLVW0Q0LqW5KCtAL/0soF19K0RdA+RIU+ivyQ0LIGFqPvXSeX0C8/fbbXE5E7gHUfWWfffbhem3qqkI1UVpddjwOO+ww9raktnixI/YoZXjDDTfwYzkRU9OnT8eNN96I//73vxEhtHr1alx55ZU47rjj+nw+vXmykKfGh1KAXlxf6LlqoiwXEqE/U8rnv0QL80CJ1Uy1tLREWtRQfRTdJ/bee++Is3lPkIUTaReKTFGqkOqnSMPQKD4a2Ue9/miZnIgp6rZM6o7ylaTkpkyZwuk9MvK8+eab+3w+FalT88NERv4JpY1EnoRsIxdvod9TYmJq7NixPPiNIlHUE5jEERWOU8Squrq61+dSAGfOnDksuigApLXKIUFFRuSUOuyr2XLGxBQpQXIs/+STT9gOgQq2qB0MjfBLhP33358bIouYEgRBEAQhGahEiDQEBXLIdJPScvfffz9HleL12ouFolrvv/8+R7SWLl3K80iPkCtBOqTUm08TRTQlC/XmIw8HMv+cNGlStwL0VLo1C4WD2B4IQuqUcopPyBMlZtr55ygPqP32249TdN9++y3GjRuH7bffPuH1kHiiiFamSEhM3XfffQmv8MILL+z1cRrJR1DdVSzigF68xPOpkjSeUAgUS6qvPwipQj4OJTuKuMTSfNFQF5WRI0fylG8SElN33313txF55PWg5SfJEd1ut3MdVV9iKhvdmoXiRQSXIAj5/p4pZJEndIVazt1yyy14+OGHsXHjRjbipDqqa6+9lj2jzjzzTOSDhEw7qZ+eNlGR+Q477ICff/6Zc4400W2qm6IGgUJpo/lAZfLLR77IhGxDF9KSizgUGfI5zxMlZtp5880346mnnsIdd9wBs9kcmU9lQ+RjmS+Srpki9Ud9+aJNr+g2Ra9+85vfxPV4oDThWWedxb4OfaUM+4psCYIgCILQP9N8zzzzDB599FEccMABkbIhzfCb6qeKRkxt2LChWy8cLfRGIbd4kNAikUViKjZlGFszJWKqtH5pShpPKCSKpX5KyCw9RSXlXCg+1q1bF9cNgEqI4mmTghVTpAapufHjjz+OnXfemQUQVdKfffbZPdojUHow3m2huEj1iyeeoIpdl4guIVf01M5I6D9Cql8d+xKLTG277bb47LPP2GcqmpdffpkNwYtGTD3xxBM47bTTeEihZmtA/g6HHHJIXvOVQvbIxBdPMX15leyoHqELEqUqXVL57Jbs553EUKh0xNR1112HU089lSNUFI167bXXuJ0dpf/+97//FY+Yov577777LlfQU36SHES33nprtmXviUsuuSTh9SdiuiUI2aRkv1SFghVUcs7JvhQS96p86aWXeEQfZcao1x4NgCMHdHIxzxcpm3aSeOpNQEXz/fffd7k/b948rrHSithJmBkMBk4bCoIgCIKQGXSKwlM6zy8UAoEAj+ajHr+zZs1CIZG0mCIRRMMSP/74YzQ2NnbzjaI2M7F8+umnXSJPFRUVePrpp1FTU8PzWltb2SKeuj8LhUUuf7VL3ZQglC65iAJKhK+0a6aMRiPuvPNOLjUqNJIWUxdddBGLKeqHM3HiRA6zJcM///lPfPjhhxEhRdDtm266CQcffDAuvfTSZDdJyDD5THtIOxqhvyECQMh+O5l0xBQKigMPPBAzZ87E6aefjqIWUy+++CJ3aT7ssMNSesGOjg62UKCK/GgoyuVwOFJap5A+hVA3IghCaVMoNWqxiKAtHqZNm8YNjn/66ScuDSorKyuI/r5JiylyHI3n8ZAoxxxzDKf0KEK1xx578LyvvvoKl19+OY499tiU1ysIgiAIQumm+Yj/+7//63GwWj77+ybUTiYaSsPde++9PIovFaifDqUIf/e737FPBE1k6Elq88EHH0xpnULqZLo1TCYp1O0ShEzRHyMi+X7P/e57pcTayYRCoR6nfAmplCJTn3/+OReUv/fee5yq07ymNMjzoTeoITKJJioiW7ZsGYsyinTFhuoEgZCidKGUyLeQEAo31SikR3NzM5599llcfPHFKAoxVV1dzam6dCHxRL10BKEvRFAJxY6IqMKl5I9NiaX5oqFgDA1oo44sb775JiorK4tHTD355JPZ2RJB6AURVEKxUvIX6yLcz1p0ql8cmxIUUytXruRuLOQsQE7oVCr0zjvvYL/99svbNiVdMyUIgiAIgpBLvF4v/vOf/3B/YOq6QqP5qAhdr9fjyiuvZMsEMv/OFwlFpsiqnUw6yQ+KGgn25i313XffZXL7BEEQsoaYSJYG0ouv9CNTw4YNwzbbbMOD11555ZWIV+Vvf/tbFAIJianp06fDYrHw7aOPPjrb2yQIgiAIQiYoETEVDAY5kENTPiNQaaX5qEszjcLTbvc25ZLZs2dz08OhQ4fyDn7jjTe6Faddf/31/LjNZsPUqVOxcOHCbqHDCy64AHV1dVwUT4Zfa9euzen7EARB6E/0i1qlfsrsPq7L5FyuiSJt0jwne2PDhg0466yzONVXX1+P4447Dq+//nrSXViyRVHXTDmdTmy//fZ44IEH4j5+xx13cE6VHp87dy4fAOoqHe20TpX/dEDI2Z1sHzo7O3HEEUfk1a8il8iXmiAIxfzdI99hfaCE0p8yeF0mDj30UBZH2vTuu++iL6xWKxeaU//fBQsWcN3UhRdeGGl+PGPGjOLymSokyOiTpnhQVOqee+7BNddcE3FWp+bKgwcPxgsvvICzzz4b7e3tPKSSvCmoeI147rnnMGLECHz00Uc45JBDcvp+BEEQBKGY03zTerkua1DZEAU3UmXcuHHcz/fGG2/EBx98wNdxCoJUVFSgqSk/HmJFHZnqjRUrVqChoYGbJ0cfwClTpmDOnDl8f968efD7/V2WodAkNXDWlhEEQUgFiZhkH9nHuXNAp7660ROVyKTKzJkzMWjQIEyYMAF/+tOfuDdvKtBIPhJuVJBO5TlXX3018kXJiikSUgRFoqKh+9pj9Jd6DWqjAuItEw86iWJPLEEQiotsjuSTi7xQalDGpqqqKjLdeuutKa1n2rRpeP755zldRz16qQRn//33T0ucEQMHDsQll1yCfFHUab5EiC1Oo/RfXwVrfS1DJ9ENN9yAUkHaKwhCZj9PQnL7KhVhK/s5QUIhdUqV8HPXrFnDDuMa2gj/ZDnxxBMjtykLtMsuu3CPXjLd1EpyipGExFQyai9eJ+d8oOVjKcI0ZMiQyHwKJ2rRKlrG5/OhtbW1S3SKlpk8eXKP677qqqu67BOKTJFq70/09UWW6V/98sUpCIJ8H+SvZoqEVLSYyhRDhgxhMbVkyRIUMwmJqe+//z6hlRXKEEVizJgxLJaowp+MRgkSTrNmzcLtt9/O93feeWdu1EzLnHDCCTyPRhaQsyqNBOwJUuSpqnJBEARBEDY3KKaoV3TQo2TF1KeffopChGwMli5d2qXofP78+aitrcXIkSPZ9uCWW27B+PHjeaLb5Jd18skn8/KU9z3zzDNx6aWXYsCAAfy8yy67DJMmTYqM7hPS630lCP0JiaDK/u3vo/k6e7ku00Tej+QRReKJeuxR0Tj5PB5zzDFJvQ4FR2jdNLLPaMx/xVL+tyANvv322y6NDbXU22mnncYNEK+44gq43W6ce+65nMrbfffducM0DZ/UuPvuu/lAUGSKlqW+P/TcQnRY7a8XiHy/viAI2aWvH1/yHZA6ihLiKZ3nZ+q6/NBDD7FH1DPPPIO2tjYWVLTsSy+91OW63Bsul4uNtsnqiPj1118xduxY9pyi0fjUpy8f6BSqtu6DZIrCXnvtNfQ3qGaKolwGUw10uuIcIBn7RZatLy8pNBUKBanrE/IFCZSgv5W9DrNRhxR9XZp84B0wmmwpryfgd2POR1dkdVuT4aKLLsIXX3zBPpJk/vnjjz+ymHrrrbe4C0uiZUl5iUzRAREEQRAEodigeEk6/fUKozefBrWnoUgWtaCJrtOmJsjLli1DvkhITD355JPZ3xIhrxRqGL1Qt0sQ5NwUigOqmQqVjJjatGkTG37Ga2OTz0FwKeWkqBcOtVt55JFHIn3u1q9fz4VngtAbcgESCgEZHCEIxcmuu+7KnlQamoB67LHHsOeeexZPAfqqVas4T7l69Wp2LKXGwVQ4RlYCHo8HDz/8cHa2VBAEQRCEgh7Nl23INJs0yKJFiziwc++992LhwoX48ssv2fqoaCJTVPxFjqU0Os5m21zURsMaP/7440xvn9APo1P0uDblOlohEQshESTCKhQNlOJLdyogJk+ezAXoNKqPbBFohD4ZcZOYIu/IoolMff755/xGqKddNORgum7dukxumyAIgiAI6VBikSmCvCA1a4RCIWkxFQqFEAwGu82njs2J+kQIgvyyF4oVOXcFIX+8++677AN5yCGHdJn/wQcfsD6hRspFkeajGinyd4gu/qLCc/J3OOywwzK9fYIgCHknX6lnQciUaWc6UyFx5ZVXxg3okGVmvgw7U4pMkWM4OZaSpwMVnFNrFmpQSHbw//nPf7KzlYIgCBlC6uKEfkWJpflIb5D+iGWrrbbq0sam4MUU2bVTn50XX3wR8+bN47Aa9bc75ZRTuhSkC0KxIVEHQc4JQShsqqqqsHz5cowePbrLfBJSZWVlxdWbj0TTGWecwZMgCIIgCAVKuiPyCizNd9RRR+Hiiy/G66+/zqP5NCF16aWX8mP5Qp+Kx8MTTzzRbT7Nu/322zO1XUI/Q7MlyHUKRuwQhJ6QSKVQCpRazdSdd97JEShK640ZM4anrbfeGgMGDMA//vGP4olMkev5Cy+80G3+tttui5NOOgl/+ctfMrVtgpBVpHZGEASh+NJ8c+bMwYwZM/DDDz9wpmy77bbDvvvum9ftSlpMNTQ0YMiQId3mDxw4EBs2bMjUdgn9jHwYdObrtQVBEHJGiRWgay4CBx98ME+FQtJiasSIEWzaSaG1aGgeFacLQjFFo0RICYJQ0pRIzdR9992X0HIXXnghikJM/fGPf+TiL7/fj/3335/nURuZK664ggvABEEQBEEQMgnZMiUSsSoaMUWiqaWlBeeeey58Ph/Ps1qtXCt11VVXZWMbBSEjSFRKSASJVgqlRLpF5IVSgL5ixQoUMkmLKVJ+NGrv2muvxc8//8zFX+PHj4fFYsnOFgpCBpBicyERREgJpUnh1T1lAmpjR+VFen3SxgSF4TNFlJeXY9ddd83s1ghCjpCLZv9ERLXQ3yiVyFQ8yAmdTMTHjh2LfJN/OScIgiAIgpAk1I+vUEg5MiUIxYREogRB6JeUyGi+QkciU4IgCGEkDSiUrM9UOlOBcvXVV6O2thaFgESmBEEQBEEoOq4qIAcBEVOCIAhhJB0slBqlWIC+du1avPXWW1i9enXEoknjrrvuyss2iZgSBEEQhFKlxGqmPv74Yxx11FHchWXx4sWYOHEiVq5cycXoO+20U962S2qmBEEQJColZLEOT2rxMpvao24rP/30ExuGv/rqq1izZg2mTJmC448/HvlCxJQgCP0GSeMJ+Tjn8nneKRn4V0j8/PPPOO200/i20WiE2+1m38sbb7yRDcXzhYgpQRD6PSKyhJJP86UzFRBlZWXwer18m9zPly1bFnmsqalrI/tcIjVTgiAIgiAUBXvssQe++OILdj8//PDDOeW3YMECvPbaa/xYvhAxJQiCIAglSqmN5rvrrrvQ2dnJt6+//nq+/dJLL2GLLbbA3XffnbftEjElCEK/S+mlWhBMz5OUoFBcKGm2XSmsmqmxUX347HY7HnzwQRQCUjMlCIKQICKkhKIjxzVTs2fPxpFHHsn1TDqdDm+88UbXzVEUjijR4zabDVOnTsXChQuTeo22tjb8+9//5pF9LS0tPO+7777DunXrkC9ETAmC0O+RoeuCkBmcTie23357PPDAA3Efv+OOOzhVR4/PnTsX9fX1OOigg+BwOBJa/48//ogJEybwyL1//OMfLKyI119/Pa+O6CKmBEEQBKFEUc0NQmlMyaX5pk2bhptuugnHHnts921RFNxzzz245ppr+HEy3Hz66afhcrnwwgsvJLT+Sy65BKeffjqWLFnCPlPRr0tRsXwhYkoQBEEQSpUMNTru6OjoMmn2BMmwYsUKNDQ04OCDD47Ms1gsbLg5Z86chNZB0ayzzz672/xhw4bxuvOFiClBEPqtkWJ0DVShpPoKZTsEIZoRI0agqqoqMt16661J76CGsNgZPHhwl/l0P1EhRNEoEnOxUGuZgQMH5u2gyWg+QRCEAkKK3IVCtEagli2VlZVdIkqpotPpYl5D6TavJ6ZPn85u5//9738j66KGx1deeSWOO+445AuJTAmC0K+JF6UShFITU+lMBAmp6CkVMVVfX89/Y6NQjY2N3aJVPUFF55s2bcKgQYO4lQylCMljqqKiAjfffDPyhUSmBEEQBEHIOmPGjGFBNWPGDOy44448z+fzYdasWQn31SMh9/nnn+OTTz5hO4RQKISddtoJBx54IPKJiClBEARBKFmogDx3pp2dnZ1YunRpl6Lz+fPno7a2FiNHjsTFF1+MW265BePHj+eJbpP55sknn5zU6+y///48FQqS5hMEQRCEEiVTab5E+fbbbznqpEWeyMqAbv/tb3/j+1dccQULqnPPPRe77LILG21++OGHnKbrja+//hrvvfdel3nPPPMMR7so5XfWWWelNMIwU+iU9HzmhfCQURrdYDDVQKcTfSoIgiD0DAmUoL8V7e3tXYq6s3Fd2n6738NgMKe8nmDQhx9+fCar25oI5CNFbul/+ctf+D41N6b0HnlObb311rjzzjvZMoHc1fOBXPkFQRAEoUTJdWQqW1Cq8IADDojcf/HFF7H77rvjscce4+jXfffdFxnhlw+kZkoQBEEQSpUo482Un18AtLa2dhnxR0Xrhx56aOT+rrvuyvYN+UIiU4IgCIJQoqTXSkadCoHBgwdzMbs2ApBG8u25556Rx6m3n8lkytv2iZgSBEEQBKGgOfTQQ9mY87PPPuOGxjQCcJ999unSAHncuHF52z5J8wmCIAhCiUJjzNIZZ1YoY9RuCjdPJpPO8vJybpBsNm8urH/iiSe69PzLNSKmBEEQBKFUoQLydIrIC6QAfeDAgRyVolGFJKYMBkOXx19++WWeny9ETAmCIAiCUBRUVVXFnU+moPlExJQgCIIglHSaL1T0ab5CR8SUIAiCIJQopVIzVejIaD5BEIQMIl0QBKH/IZEpQRCETH2hGi0IBv2yP4WCIV2vqELxmSp0Sj4yRX16dDpdl6m+vr5LCJOWGTp0KGw2G/f+WbhwYV63WRAEQRAyOpovnUnok5IXU8S2226LDRs2RCZqkKhxxx134K677sIDDzyAuXPnstA66KCD2E1VEAShN3Thf1pUin6sFUovM0EQcke/SPMZjcYu0ajoqNQ999yDa665hs3ACDICI9v6F154gTtQC4Ig9IROr3rd6HU6GAxG+P1e2VlCQSEF6LmhX0SmlixZwmm8MWPG4KSTTsLy5ct5PvX5aWho6OKaarFY2GF1zpw5Pa7P6/Wio6OjyyQIQv/C722C193Ak8lo4XmhUCDfmyUIXaBIabqT0DclL6Z23313PPPMM/jggw/w2GOPsXiaPHkympub+TYR3Ylau689Fo9bb72VjcO0acSIEVl/H4IgCIKQLEoG/gl9U/JpvmnTpkVuT5o0ibtMUzNESuftsccePJ/qHGLDorHzoqEmi5dccknkPkWmRFAJQv+JSBHbbHU0NjQu4tsGgwlen2uzLQJ5+8hFSBD6DSUfmYqlrKyMRRWl/rQ6qtgoVGNjY7doVTSUCqysrOwyCYJQ+iJKE1IaBr2JJ7JDoB9gJKr0eoMIKaFwkNF8OaHfiSmqd/r5558xZMgQrqEiQTVjxozI4z6fD7NmzeJUoCAI/RtNPEWLqCnnvsl/LdbqiN2KyWRlERWJbIdH+AlCoRSgpzMJfVPyab7LLrsMRx55JEaOHMkRp5tuuonTcqeddhp/CV588cW45ZZbMH78eJ7ott1ux8knn5zvTRcEIc+YLHURITXlzFcBjw86Zycm73UVXK5NkeWoSNegV79OuWg3b1ssCEI+KHkxtXbtWvz2t79FU1MTBg4cyHVSX331FUaNGsWPX3HFFXC73Tj33HPR2trKBesffvghKioq8r3pgiAIgpAW6Y7Ik9F8iaFTJIaXNhTpolF9BlNN1vtyab+SLbZ6KKFgt8eLpeiV0yBU5C+FukIBo33epp7/FrCuEYrXg5C7HY7mX9DhWAeP1xG54JAtgtvjQEgJcmrE7/fIhUiIC50vQX8r2tvbs1Zzq12Xxo09iGv5UoXqAZctn5HVbS0F+l3NVDETXbdB3jY+7yYWJPSXb4eX6UvQaa7NtFy0g3Mm0OuNMJvtPNHtyOtoE9QiXZPZBpu1AnZ7NSyWMmkOKxQ0Mx84CtAboCurgM5ohslcAaulkv2l1MkKg8EMs8kGm6WC50nDY0HoP5R8mq/U8XkaN98OCyqap0WuoiNVmmjSliNsZcMQDPgSei26OBiNZi609fnckV/dJJpoPtWg6XUGdLSrpqgjRuyJ9o6N/Jgx/MsoFArBaDTBbqvlUVB6gxGhYAAdnQ1wudt5eLmElYVCIHbknlJdCYQU6JxWmG21CAY8CATVzw591kxKkEUURaYMATNHqYTSOf5UP1eMsElHGkXkxZLtyDcipkr0A0uRK4JEFaGlBGM/GG7nOlVQBf3dRAyJJ4oiaZ5bVGDr6FjJtydP/gsW/fxaeDkdWlt+7bYNa9Z8Gbk9buyB/Nfnd0IHPQspk7kMFksljEY7rLYauFxNaG1fi05ni7qt4rwrFMBnUmPW48dh6gVvA55a/uK0BDybn+PvRDDo43NWpwQRipOCF4r7+NP8ohRUJKTS+S6V0XwJIWk+QRAEQRCENJDIVIH9AurpV1G6EareoOgUUVE5mv/6/J6IAaHTsTruc+bMuR1Tztwt8ou9L5Yt/6jbvNGj9uXo1l77/JVrUEymMv5lHwinHT0eh4SYhZzS1+fPWG2GP1SuekvR50Svpq+N/jJ4XM0whfx8P97gEEHIC+l6RUlkKiFETOWBTAumTKGl8BIlERHVGytXzea/X3x2E//dZ+rf4XQ2oLxsAN+nC5bb3SGCSiiYz6TOoINpgBV+fxB6/yCYjGZ1vrOZLzp6gwnBgBteX2eWt1jIxzmgLVNM6T4F5HuWhjVCGs/tT4iYyjGFKqQKgVDQC6OBRkWppyUVrtOoPz8Vu0sRpJAjc86eOOyOj6EEFZjKjAjYzVC8NuhC6oXGSJGosD0CQQMxeuvvKRT393Fvzys0oZWui7m4JyWG1EzlEBFSvUMRKoulKnKfinhpFKDVWsEjBjWrBUHIBn1dBPV6HQspg0kHg90IWIyAycSTzmSD3miDwWBhiwQavKG1lxEKs8ditr6Po9cfPYlVRmkjkSlBEARBKFHEAT03SGQqR0hUKjG+m/8EWyrQRHYL7W3LMKBmFBfS08QGnxKdEvKA2W6AtcwIs80Ag9UAmAxQDOoEqw06gwl6owV6vYmjU2LcWXjk83s4X5HKXDc6vv766yMNwLWpvl616CllJDKVA0RIpceKlZ92KZKnUYder1PqqISMQOI8kZq8yiozFUMhFAjB4wjAp9dDsaij+RSDHjqXHXqvGQajFWZTGbui+41ebisjZP871mwd1KM3XSF8B3tcGyK3jeZalDLbbrstPvpo8whuA/3gKHFETGWQlqaVGDBwbMF9iEsNbdSh2TJQBJWQMtpns6xiJHw+V5/L19ZaYDTp0dHhg8lqgM6ihxIIf4XSL3B7OQy+Sh7VZ6Z2M9YK+MklPaCaeQqZJ/r7VesGYbUPYRPiQr9WUN+8Uh3NZzQa+0U0KhpJ82UYLQWVzQJHAZG2OLKPhXTZYcfT+/y8/umVb2C3GTCoygyr1QijWQ9jmQk6o4EnGPWA2Qy9rRIGaxUs9jrYrdWwmO3hVkvyVZtJejteFAEyGi0Zfb2ihh3Q05zCjZOjJ6/X2+NLLlmyBEOHDsWYMWNw0kknYflytcVYKSOfcEEQBEEQemXEiBEcTdOmW2+9Ne5yu+++O5555hl88MEHeOyxx9DQ0IDJkyejubm5pPewThETibQhlU4nV3t7OyorKzNxXIQUKDR/F6FwSSWieetXC1FhNWJ9qwerVnWibZMXrk1qPVTI6QecPugcnYDXg5C7Ha62lWhp+RVtHevh8VLvvkDEh6qYSadHXU/7XVtfX+tO5rhRGUBsY/f+dM3QXmP4sN3ZViZV6Jxdu+5rrFmzpsu2WiwWnvrC6XRi3LhxuOKKK3DJJZegVJGaKaFkKNpGpEJRnCNVNiPKzEZU2IywlRnh7PCro/ook+ILQaF0n9ms1k+FgrBVDEONEuQUX1vHOni8TgSDahlAKBgoyno/TczEa9CeTso9+rmxxyjV9RaiiCpm004SUqkIv7KyMkyaNIlTf6WMiCmhpCjGdg9C7kjnom8zGWDW61lUVVWa0dHqg8GiiqmgOQhYjVC8Bgr3Q1dWAb0ShDU0BFVKiB3R2x3r4fY4eHl/WFB1gRzT6cJXACIr2X2U6dpFqYUsHbxeL37++Wfss88+KGWkZkoQBEEQShRtNF86UzJcdtllmDVrFlasWIGvv/4av/nNbzjleNppp6GUkciUUJLES0Ok6i8klA7pRDxC1MhYB1SYjairMqO9xgyvO6g+5g8hEFKg+C1Q3DroAnroyqpg1Olho8gUtUMyGGHsVIfvuz3t8Ppc3DKJiKRhKAuohDg1qPX2y1VKUKJBpUmue/OtXbsWv/3tb9HU1ISBAwdijz32wFdffYVRo0ahlBExJfTbWhlqokweQKVQFCwkRnShc7IEQ+pFxWI0oK7cjJZqM3weVQyR7nEbdPDpdAgZ9FA8foBsEwwGmNgZ3Qa9wcxmnoTT1RQWVFRH5WdR5Q94+cJFQkptAaK+LomwbAsqEVKlLqZCORNTL774IvojIqaEfkP0BUO7qGq//oX+Q6rC4axJE/DG8tV8u8piwsAqC7xe9SIVCgF6ow56kx4+sx4hL9VPhaD4zIDdBoO9DLaOcm6EzOj0MBrMsJjLEAj6eAoF/SyoSOAHgv6I8SRdzEhQqUJLt/niWCD1VYIgiJgS+vEFtbxyFPfLKnS3ZKFwIjB6nQ5GyvXR6CarEbXUYoZGjvmC0OupbYYeLoMOARrdFwghFDBz+5mQ2wqU22Gx2NX1GCxwOtZC725BMOiL1KVQhIrEksfbwVErgs7PYCjA89XH1WiYJrAUmpeAqNIMhWOXlahUaZPrNF9/RSJTgiAIglCiqCnj1CPw0gopMURMCf2SyqqxnGYJwJfvTemX9BYNKWRbC7NBD4NezxEqskogzynCWWEClVTpjXrK4MHrDCIYpMiUglBQQdBsQMCkR8ikGkmaDEZUmOwwdqyG19vOKT6KGJGFgk5vQHn5YHi9Hbysy90CH9VWhQLw+dygCr9gIMhRKi5U1xu4aL2vi58WkZJIlCBkHhFTQr8kpARhM1cg5FEvSPLrK3f0dTHPpvkquWKbLXZ0dqxKM82nh1Gng4V68pE4t5si9VOwq1+rfg8Vo1NqjmqedNBR+i+cIgwq1TAYyQTUBrNjIwJ+KkSnAvTwyD+9CTabug/s9oHwetrg9rTCY+qE290OD6X2olJ+bBQa1f+vp/NZhFT/Q62sSyPNJ3V5CSFiSui30C96k8nCv/j9fo8IqgI1X03ViFV7ntZWhDCaLKitGp6WPQLZHegNCkwGfaR+ymjQwWql+jsFIbMCa4iiRbQNIbY7IKGjCSqNoF4XHu1nhsHTgZDfBSUcoYrGZrTCYqmGvWwQfD4HnM5GblFDBqBc7xduRhtSApHaKM32g/6KE3g/hwcrpDHQJo2RgP0JEVNCv8SgN3KaL/qLIp5NQk9Fu0JuiG0zkoqoIjExfPge6nONNtTUjMVe+/4NX8y+MSUxRZCgshpJCKnnh0Gvg9Wsh8+nhz8QgsGkh4mEFXlP+Sj/p2OHZJNFjR4pdgMUxayWnVPq0GGB3uOEQqKeBJVCkSf1XKQIlF6nh0lvgMFohdlcAZPJhta21XC62/mHQMRHIXyucvpPkZYqgpArREwJgiAIQokio/lyg4gpoV9RVjFS/Wur4uiUQikWgxkUN/DoOhEI6Db3TIuqQ2Fjai2KJf4+BecXFvu4vXw4Bg/eHhs3/sDz1q79KvL4lLNeg66pLeWaKWqwoYeOi9GtBrU3n8kQgNmoh5mjUzr4/WSToOPUHk1UhE7nE9WKE0YrRabArukh8o6ic81gBNxGwO8GAjQwIpyaoShTSM9RLOr7R/VUVks1KspVk08XvWe/hyNRXRAPNUFG8+UMEVNCv8JiVn1+rJZKGI3WyHydVQ+9Xs8tPnzh+qnogl7NLJGgx1S/n9KqJchm4Xemmg0niqtzbY+PzXr02JTW+fG6BpgMBviCIQTCykWrmaL6Kb0uCItJD6+JUn0Kj+TTU10UTSEt/aYuTwLLQOaeJKqC5BVlUU05o19QyzjTc/WALhRgX7RwBxoYjRbYbdVc8xftlUbnrdamRhCE3CBiSugXDBmyMwIBL8xhMUWGh9owdMKoN/B9ilKZjB74Ax52odYuflrtFMFjYxRFbQOiRbF6oNhqreIVfheyZUGqdVSpQFGogBJCu8evFqLr9WyHEC2q6HQxmfQw+kIIkCO6n6KbHFxSRZH2BF1YULFdgh7w66GYTdSzRj3nXAo15dv84qTbDSYWXmrfPj27qdusNap7ergdDS/Klgk6eFwbsr5PhMJH0ny5QcSU0C+ElHrxMcJqqeB5ZqONr3AGxRQRTIrexGLKbLLB53dz6oQsFIhI09mwQzUPYdfpEaRIQfiiFx3J2myWtzmaVajpwXhRop7mxYqWVKJZ2YhK5XLIv9MXgC8UgtWgR4D6yEQVplPBOUEpPi3LRtEpbX6kTlzTVDyiTweFBFWAolQmTuXpLDZAaydDKTw6t/RG6FgohQvR6fkWA3759e2cvXeh+BAxlRtETAmCIAhCyUJVfun0IC2tcoZsIWJKKPmoFEWaqGiXhpubDGqdVKThbEyzY44kKRaYTWXwBz3w+VxRUSY1AkWRqFAoxFErfbhvWrwaFYogbO5rZYhEqhLtpZYLko3o9BXFSiRKZbYOgs/TiGLDEwzCzKk9BQ5vAE4dRaTUx1y+IPxkhUBF5VQvFYlEhReg04psEqIiVNpDkVSykVJ9BighikBZoPPb1PlBtS8fLaUzmKBXLDDIBU4QCgoRU0JJYzGXwWwu5wsWNZTVis6pVoqtDcMFLdE1Ufy4Tg+zUg6zyc33/X43P58ElFZ8TuIqqDeymCKPqtiCdK22im9zQbsqrmgpzUMoF+QyBZZQ2q9IG6eu7XBi24G1qLCY0Oj0IhhSWEARvkAIHqqTCoa4jUyAPabU57HXVEj9y6P6wruAblOROtVBcU6QPKuMBsAY4pQfLOFzlWqh6HwLUcrQBBjCqcWwH5Ug9Ab/cEun0XGB/PArdERMCSVNVeUIFkbUqsNPA9rDBedki6BGq9QRVnqDiedr99liUaeDKVTO8wN+F/wBFxexB0N+ji6RsDIYgiymaH1afZVWU8XCKRyx4vvYfD9XFEr7EBauJGBpX2v+AEXGsk1OVFlMKDObUGk1osMTQKdHPZ5efwheL50TYBd0dkIPhDYLpyhBxfMCCoL+EEJ+Ekl0zpFJtTryT9Hrw7fDNXh6oyr49bQuCoep8+mclUF7Ql+oP/Kk0XG26VoxKwiCIAiCICSFRKaEkmWf/W6GyVyh9kULmMJDxvWRmilOmXCkxMgpuIhBp86gRgKiTDspsuXzdnBvNLrNKb9wdMpENglGf1QUiiJQfgQCfoT0m/2o2E4Bm5cr5UhUvG2pqh4Ho9HMFhTFyI37boe/zvwBIwfYOEJVYTYhpKhpYK/fF66XIg8ytWZKS/MRWr0URaQILb3HKT6uo4tKpdApR1YL4cgUR1M5mkf9/kLQBX3h89QIRfHkdB8IxYea4UsjzSdZvoQQMSWULM0N8zi9VD1gKwR85G7uiaSY9AYzjEabKqIo/aQJKr5t6mZ1QB8Uo6kcJi/1QnNy2o8ElZbyMyjmLjVTJLLoca+3k4vVCaqWIoEWUkJdTBaLXTQlSnvbMhQ7N03dHhe8/S2G1FkxprYMo6pV3zKbSY81zR44XdEF5qqgIuGk1UtpoolSgCysQpqgCr/AZj+FiJiC2cJ2CVx3R6lkn0utuVNCmPfdY3nYC0Ixka65cKmZE2cLEVNCybLo59f479QjHgLa18Hoc0QuViSkyKtHb7SqQopaynBtCvn+qBEr1WkxDPlKme3QGy0weDsQNJUhSMaeAQ9HqrgYPRT2BeIraQihcKsaj9eh1lhRRIpLsXQlLaKKYRvT4f4jd+G/F7/7HbYZodbU1VjNcFUE4fOH4PeTaFb9pdgtPxgWUqSdwpEpElJKkG3Rw+dkWFDRKWfQcyF6RF8FKZJpVUf1+X0R085gSKJSglAoiJgSSpL9rniX/yreIFBZBb2rFUZzWSRmbTCRMLLyX53RDJ3JRrk/qhDeHBWgKJYmfOh5wQAMRgsLL0PAAyXg5XReKOhDIOBGSBuhF243Q49RdIrSWiSodDo/IIOvSoZ7DtuJo1TE0IE22M0G2K0GODr9EeNOgovOSUhRsXlkNF+c3Al7H5CY10OhEXvagM9w/z/GR+eZmiqWkXxCIqjnWjppPsnzJYKIKUEQBEEoUSTNlxtETAklieIKQGc1AJReoSa0ZjtM1hoo4VolNSJlgc5sh85qBywWKOTxw2PUw74/2kTQ31AIOp8fBosVeo8Tij/s/xP0w0S1U+F1h4JaxIoiUx6uw6Jfd25vOz8e7KOfX39MnRV7yu+0577EsGF2bnRsMevhdashSEr1EWrmt/svfP7RHz2fFqeIlnYeaguFQlA8LoS8ToSo9s9gwtdfP5KT9ygIQt+ImBJKEsVJI57MUMjrx2CAzmKHkVJv4WawepNVTe3Z7FBsVsBu4YtYxNuHF4oqCNbKnKjWxW2DzmmDzueLNKM1BAJQNJEU9EEJ+PiiF/S7eNQg1VV5vB3cjDbZ4nMRUoXP07/bE6c89QUqq8xqs2OLHp0dlI5TWFBRU2OqldMMECO3OQVIf8MiiqDb1NA4EM4J+/2Ax42Qq5Xvfjnnjry9T6H4UM85Me3MNiKmhJJE53RxRIqhi5XByOLJQAKKMJnYYVqxk6AyQV9ugt6s2iGwcOLC4DitZuhaV25EqMwExe0H/GoDY45a+cNiKhCALuCHzuuBntrRKCEY3M3qQyS0aFSWps7ootrLaBkRUsXD86fvhen3zoTFZoC9zAizWQ+XMxAZx0ANjbU6KHWQghZ1Cq8gPE8hEcWTdj75EfI5+eZnM6/Nx1sTihipmcoNIqaEkmTmf3+PKae+qN7RCsrNZvI34FkK3S63QkdCymaAwWxgMWUwqlEEzak60jctagAe16JXmhD0WBBwB9Qh7jSThBU97gsA3gB0bjN0XjOMQT/M5gruEUhO6UZKL4ZXSFYNPq8rbssGEVLFx5sXTeW/R983E7WDrTB49Qj61WOrN+oQCoTPp0A4MsVtZBBzcrFV+uZ5JM4NJsyecXlu34xQEkjNVG4QB3RBEARBEIQ0kMiUULLoHA41EmU0clRKIWsES/iUN+qhsxhhsBmgN+lhtBq4zkWrbdEiU1oBMZt2h1N/hBI0IGRT4LcbEPCGugx7D/mNUDxBTjPqDAaup7J5BsJHhp8BLwxeR8QFnV6rs2NVXvaPkD3euHAqTnjsM1iths0+U1Q/ZVR/v7L7uaL24ovU49G8sA8VR6h8an0fMev9i+VwCSkhab7cIGJKKFn8zatgMJdDXzEASln55lF6BDlQI4AQDZoKN5olDCYdTGYD/yWM4Yuf0aSP+AZFGtdSe5iAAQF/CD5PEAFfaHMTW5sBAVO4YW0wCLN/CMr8rogLO9VOEZHaKaHkcLb54beGWIgHgyEEw+cHQxpKKzgnqPRORyk+ddK53FDCYmrWu+fnYeuFUkHSfLlBxJRQsrg7N7DysQdGwagfoUaovKqI0YRViEbymfQIchSJnKf1MNiNMJUbOUplNKtiymI3wlxpgtWih59G9EVahYRYNBmMehZURJBqp8j9OqQg6KcRhUHogrWwhQvN9R1r4PV1qpsRqT4WSo13Lt8f+1/1Hkc+gxSpDCgwlqtfuXqDHgEawKCdigadGq2iiKjPD8XtFBElCEWEiCmhZPnu+8cxYfxh8HjbUOltx1df3RV5bN8DbsPsj6+M+7wpp7+MQJkZOrMBunBkymUzwN1pwoDBNhZYWpCL0jYmnSquuEEyRcS4jYjaiJbSeAF9uFOITofwWEKgYw3/0XoFCqXJJ7dO63J/yllqiyMa+KB0bE7jKWYDR0t1Lg/Q6cBMiUYJGULSfLlBCtAFQRAEoYTTfOlOqfDggw9izJgxsFqt2HnnnfHZZ5+hlJHIlFDSOF1N3BTWR02Oo+gpKkXMeur4Hh877PaPYbaRo7lanK55CFGBsWZ3EKQIA/dJ1nGKR281Img1AR4Du6SbbbX45dsHM/UWhSJi1qPH8t+pJ7+AWS+cHJlP90ENjV1OKORNJghFzEsvvYSLL76YBdVee+2FRx55BNOmTcOiRYswcuRIlCI6RboYpk1HRweqqqrQ3t6OysrKTBwXIUPU1+/A7VvMZjvWrfsmI+vc7/J3ub6FhZQ2wi/aiAoxJoxUrN7ugc7pxsyXTs3INgiCULzk4pqhvYbRVMs/KFOFIlMBf0tS27r77rtjp512wkMPPRSZt/XWW+Poo4/GrbfeilJEIlNCSdPQMD/j6/z0zsMyvk5BEIRSaCfj8/kwb948XHll1+j/wQcfjDlz5qBUETGVAbTgHv0SEARBEITe0K4VuUkM0QCZdEYNx7++WSwWnmJpampCMBjE4MGDu8yn+w0NDShVRExlAAeZQwIYMWJEJlYnCIIg9JNrB6XisoHZbEZ9fX1GBEx5eXm369t1112H66+/vsfn6GJKH9QRz6XrqydiKgMMHToUa9asQUVFRUmdLPRLhD5A9N5KrRZM3ltxIset+JBj1h0SFiSk6NqRLWgU3YoVKzjtli7xhFC8qBRRV1cHg8HQTcQ1NjZ2i1aVEiKmMoBer8fw4cNRqpCQKjUxpSHvrTiR41Z8yDHrSrYiUrGCiqZcYjab2QphxowZOOaYYyLz6f706dNRqoiYEgRBEAQhY1xyySU49dRTscsuu2DPPffEo48+itWrV+Occ84p2b0sYkoQBEEQhIxx4oknorm5GTfeeCM2bNiAiRMn4t1338WoUaNKdi+LmBJ6hHLiVGTYU268mJH3VpzIcSs+5Jj1T84991ye+gti2ikIgiAIgpAG0ptPEARBEAQhDURMCYIgCIIgpIGIKUEQBEEQhDQQMSUIgiAIgpAGIqYEbglA7rbRE7UhiHa/pWXIrddms2Hq1KlYuHBhwe252bNn48gjj+TtpPfwxhtvdHk8kffh9XpxwQUXsItvWVkZjjrqKKxduxaF/t5OP/30bsdwjz32KPj3Rh3kd911V+4eMGjQIO4qv3jx4pI4bom8t2I9bg899BC22267iBEneQm99957RX/MEnlvxXrMhOwiYkpgtt12W/YD0aYFCxZE9swdd9yBu+66Cw888ADmzp3LQuuggw6K9CQsFJxOJ7bffnvezngk8j4uvvhivP7663jxxRfx+eefo7OzE0cccQQ37izk90YceuihXY4h+bpEU4jvbdasWTjvvPPw1VdfsUNyIBDg7vL0fov9uCXy3or1uFHHh9tuuw3ffvstT/vvvz+7W2uCqViPWSLvrViPmZBlFKHfc9111ynbb7993P0QCoWU+vp65bbbbovM83g8SlVVlfLwww8X7L6jU/v1119P6n20tbUpJpNJefHFFyPLrFu3TtHr9cr777+vFOp7I0477TRl+vTpPT6nWN5bY2Mjv79Zs2aV3HGLfW+ldNyImpoa5d///ndJHbPY91Zqx0zIHBKZEpglS5ZwSH7MmDE46aSTsHz5cp5PjTKpYSX9oo424ZsyZQrmzJlTNHsvkfcxb948+P3+LsvQPiH33mJ4rzNnzuR00oQJE/CnP/2JG4tqFMt7a29v57+1tbUld9xi31upHDeKtlAEhiJulBIrpWMW+95K5ZgJmUcc0AXsvvvueOaZZ/iLYePGjbjpppswefJkDmtrnb9ju33T/VWrVhXN3kvkfdAy1KSzpqam2zKxHdALjWnTpuH444/ndg10Mbv22ms5PUFf7HQhK4b3RkE36um1995784WnlI5bvPdW7MeNSgFIYHg8HpSXl3Naa5tttokIhmI+Zj29t2I/ZkL2EDEl8JeDxqRJk/hLZNy4cXj66acjhZVUZBl7cYidVwyk8j6K4b1SLywNulhTg1H6sn/nnXdw7LHHFsV7O//88/Hjjz9yjUmpHbee3lsxH7ctt9wS8+fPR1tbG1599VWcdtppXCdWCsesp/dGgqqYj5mQPSTNJ3SDRp+QqKLUnzaqL/YXFYW1Y395FjKJvA9axufzobW1tcdlioUhQ4bwFzwdw2J4bzTy6a233sKnn37KBcCldNx6em/Fftwo+rLFFluwmKCRizRA4t577y2JY9bTeyv2YyZkDxFTQjdoWO/PP//MXxJUQ0VfDjQaSYO+KOhXGqUCi4VE3sfOO+8Mk8nUZRkaqfPTTz8V1XslqGP7mjVr+BgW8nujX+sUtXnttdfwySef8HEqlePW13sr5uPW0/ul745iPmZ9vbdSO2ZCBslgMbtQpFx66aXKzJkzleXLlytfffWVcsQRRygVFRXKypUr+XEalUMjcV577TVlwYIFym9/+1tlyJAhSkdHh1JIOBwO5fvvv+eJTu277rqLb69atSrh93HOOecow4cPVz766CPlu+++U/bff38e6RgIBAr2vdFjdAznzJmjrFixQvn000+VPffcUxk2bFjBv7f/+7//42NC59+GDRsik8vliixTrMetr/dWzMftqquuUmbPns3b/eOPPypXX301j1b78MMPi/qY9fXeivmYCdlFxJSgnHjiifxFR8N5hw4dqhx77LHKwoULI3uGhjqTfQINd7ZYLMq+++7LX5CFBn2xkdCInWgoc6Lvw+12K+eff75SW1ur2Gw2Fpar/7+9ewGqooziAH7UBG1EfNZkJaUmpiil0UylYZKomWI6Zqlj+eiFGmoPNUnKhPKJOmM+CVJTbJpyKjUto6dQaY46SaRJMmpNpSmiggnb/M/M7uy93QvIXeRy/f9mbrC79+5+u7fizPed7zsFBYY/3xv+OMfGxhotW7bU77B169a6373d/nhvnu4Jr/T0dOs9tfV7q+jeavP3NmbMGCMsLMwICgrS9sfExFiBVG3+ziq6t9r8nVH1qoN/ONnTRURERHQlYc4UERERkQ8YTBERERH5gMEUERERkQ8YTBERERH5gMEUERERkQ8YTBERERH5gMEUERERkQ8YTBH5iccff1wGDRpkbffs2VMmTZrk9f2vvPKK3HbbbT5f96abbpJFixZJTXLqXpzw888/a4HvBg0aaJt+++03LVCLwrdERJ4wmCKqpZ5//nnZsWNHTTcj4CQlJWmx77y8PH2+N954o9ZWi4iIqPI5MzIypEmTJo62k4j8x1U13QAiqppGjRrpi5z166+/Sv/+/SUsLMzah8K93qCIRGlpqVx1Ff93SnSlYs8UkUPKyspkzpw50q5dOwkODpbWrVtLcnKydfzYsWMybNgwadq0qTRv3lzi4uJ0CMmpoTFzmHD+/PlawR7XGD9+vPz777/We/78808ZMGCANGzYUG6++WZ55513/nfe06dPy5NPPinXXHONNG7cWHr16iV79+7VY3/99ZcGFikpKdb7v/vuOwkKCpLt27d7bevUqVOlffv2cvXVV0ubNm3k5ZdfdmmXp2c5a9YsueGGG/RZ4j4/+eQT67g59Pb+++/Lfffdp+eNjIyU7Oxsl/OsWrVKe5Zw/KGHHpKFCxeW20OEc+7evVuvjd/xjN2H+b744gvd3rZtm9xxxx3avq+//lqfEdoSEhKiz61bt26ya9cuff/o0aP1ueJz5nmJKHAwmCJyyPTp0zWYQqBw4MABWb9+vVx77bV67Ny5c/qHFj1JX331lXzzzTf6e9++feXChQuOfQdZWVnas4Kfb7/9tg4v4WUPuBAcfP755/Lee+/Jm2++qQGWvZcFvTJ//PGHbNmyRQOLrl27SkxMjJw8eVJatmwpb731lgYDCBSKiopk5MiREh8fL7GxsV7bhQAD7cBzWbx4sQY5qampXt+P9yxYsEADw3379kmfPn1k4MCBcvDgQZf3zZgxQ4c7EeggWHv00Ufl4sWLeuzbb7+Vp59+WhISEvR47969XYJbTzCc16lTJ3nuuef0d5zbmxdffFFef/11yc3NlS5dusiIESM0+Pvhhx/0uU2bNk3q168vd999t+akIcDCOSs6LxHVQtVcSJnoilBYWGgEBwcbq1at8ng8LS3NCA8PN8rKyqx9JSUlWlF+27Ztuo3q83Fxcdbx6OhoIyEhwes1k5KSjMjISGsbn0e1+4sXL1r7hg4dagwbNkx/z8vLQ1FzIycnxzqem5ur+1JTU3V7x44dRuPGjY3i4mKXa7Vt29ZYsWKFtR0fH2+0b9/eGDFihBEREWGcP3/euBRz5841unXr5vVeWrVqZSQnJ7t8JioqSq8L+fn52u7Vq1dbx3/66Sfdh3sC3Hf//v1dzoH2hoaGlts2tAPtMZnX2rNnj25nZWXp9qZNm1w+FxISYmRkZHg8Z3p6eoXXJaLaiz1TRA5A70RJSYn24HiCnopDhw5pD42Z69SsWTMpLi7WniSnoFelXr161jaG+8yeJ7QReT0YmjJ16NDBZdgL7URvE4YIzXbilZ+f79JO9BihB+jdd9/VoULMfCsPesG6d++uQ4Q4H3rvCgoKPL63sLBQjh8/Lvfcc4/LfmzjHuzQI2S/VzDvFwnkd955p8v73bd9YX+OMGXKFBk3bpzcf//98sYbbzj6vRKRf2PGJJEDkINUHuQAIYfGU44Shs6cgmElO+Tn4NrmEJ65r7x2IihBno87e9B1+PBhDXjw/iNHjrgENe5ycnLkkUcekVdffVWH60JDQyUzM1OH8crj3k60332f/X7NY/b79XQOp2DGnx2GPocPHy6bN2+WrVu36qxA3CdytYgosDGYInLALbfcogEVptKjd8Id8o42btxoJXXXhFtvvVV7k5DrZPbQoPfm1KlTLu1EvhR6sLD+lCfI8UJ+EJLp0bM1duxY2b9/v5Uf5g65S5gZh/wmEwIwb/B8WrVqpXll9957r7V/586dl9SzhLZ9//33Lvtw79UJeVt4TZ48WfO30tPTNZhCgj5m/BFRYOIwH5EDMMyFGWtISl6zZo0O8aBHJi0tTY8j+GjRooXO4MPMLwybffnll5ocffTo0cvyHYSHh2vC+xNPPKEz8DCkh8DP3quGIaq77rpLZwVithqS1RHEJCYmWoEIgiL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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cdo.ymonstd(input=sic_march_detrend, returnXArray=\"siconc\").squeeze().plot(cmap=\"cmo.ice\")" + ] + }, + { + "cell_type": "markdown", + "id": "0c3796c0-5523-4208-b451-ccee8674468c", + "metadata": {}, + "source": [ + "# Appendix: Advanced installation instructions" + ] + }, + { + "cell_type": "markdown", + "id": "c08e1cf5-0489-4e3a-8133-bc65545b6228", + "metadata": {}, + "source": [ + "In some cases, the initialization or the first command with the Python CDO interface fails with a `FileNotFoundError: [Errno 2] No such file or directory: 'cdo'`\n", + "\n", + "For example, this can happen if you're running this notebook from a system-wide Jupyter notebook/lab installation but installed CDO within a dedicated conda environment. In this case it will not be enough to simply use that environment's kernel but additional steps need to be taken:\n", + "\n", + "1. Run `jupyter kernelspec list` to find the location of the Jupyter kernel of the environment in which CDO is installed. Let's call the resulting path `$KERNEL_PATH`.\n", + "2. Run `which cdo` inside the (conda) environment containing your CDO installation. This path should end in `bin/cdo`. Let's call the resulting path (including \"bin\" but excluding \"cdo\") the `$ENV_PATH`.\n", + "3. Open `${KERNEL_PATH}/kernel.json` with a text editor of your choice.\n", + "4. Add the following line to the kernel.json file (at the uppermost level):\n", + "\n", + " ```\n", + " \"env\": {\n", + " \"cdo\": \"${ENV_PATH}/cdo\"\n", + " },\n", + " ```\n", + " where you replace `${ENV_PATH}` with the actual full path.\n", + "\n", + "5. Restart your kernel, if needed.\n", + "6. Run the following initialization (again changing ENV_PATH to the actual path from above) within the jupyter notebook:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6cb9b3e3-5bcf-4c09-8ee7-28c69713ac47", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "ENV_PATH = \"/Users/Mehli002/miniforge3/envs/cdo_demo/bin\"\n", + "CDO_PATH = ENV_PATH+\"/cdo\"\n", + "\n", + "os.environ[\"PATH\"] = ENV_PATH+\":\"+os.environ[\"PATH\"]\n", + "\n", + "cdo = cdopy.Cdo(cdo=CDO_PATH, tempdir=\"./tmp\")" + ] + }, + { + "cell_type": "markdown", + "id": "bcfe4384-72e1-46f1-ae14-2ee34ef2d128", + "metadata": {}, + "source": [ + "where again CDO_PATH needs to be replaced with the actual full CDO path." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6960e486-8669-4c6f-9fa6-193cfbe36840", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "name": "cdo_demo" + }, + "language_info": { + "codemirror_mode": 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Notebook](./assets/20260416%20-%20CDO/cdo-notebook.ipynb), [:material-github: Discussion](https://github.com/UU-IMAU/python-for-lunch/issues/38) -**Abstract**: Climate Data Operators (CDO, https://code.mpimet.mpg.de/projects/cdo) is a versatile and fast (yet not too well-known) tool for processing gridded climate (model) data. In this talk, I’ll introduce CDO's powerful functionality for merging, averaging, regridding, etc. We’ll discuss the pros and cons compared to a purely xarray-based workflow, and explore ways to combine xarray and CDO, including the python-cdo package which provides an API to use CDO directly within Python. +**Abstract**: Climate Data Operators ([CDO](https://code.mpimet.mpg.de/projects/cdo)) is a versatile and fast (yet not too well-known) tool for processing gridded climate (model) data. In this talk, I’ll introduce CDO's powerful functionality for merging, averaging, regridding, etc. We’ll discuss the pros and cons compared to a purely xarray-based workflow, and explore ways to combine xarray and CDO, including the python-cdo package which provides an API to use CDO directly within Python. ### Archived talks