diff --git a/labels-survey/Label_Analysis.ipynb b/labels-survey/Label_Analysis.ipynb index 7c0a4ad..ac662eb 100644 --- a/labels-survey/Label_Analysis.ipynb +++ b/labels-survey/Label_Analysis.ipynb @@ -1,537 +1,6452 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Project Title: Hack4LA label survey Analysis**\n", + "***\n", + "\n", + "**Project Description:**\n", + "This dataset has been scrapped from the Hack4La repository on github and then converted into pandas DataFrame for further analysis.The purpose of project is to analyize the labels used throughout the hack4LA repositories.In this dataset the date attributes(ClosedAt,CreatedAt) are converted from str into datetime and DaystoClosure is calculated based on CreatedAt and ClosedAt dates of repositories. UniqueKey has been generated in order to uniquely identify the issues.In order to understand that how labeling an issue could be effective, we have visualize the dataset in different ways and answered few questions.\n", + "\n", + "**Exploratory Data Analysis Questions:**\n", + "***\n", + "\n", + "1.- How is the usage of labels in HfLA?\n", + "\n", + "1a - What percentage of issues are labeled?\n", + "\n", + "1b - How many labels are used?\n", + "\n", + "1c - What are the most popular ones?\n", + "\n", + "1d - How many labels are used per project?\n", + "\n", + "2.- How does the usage of labels impact the resolution of issues?\n", + "\n", + "3.- Cluster analysis\n", + "\n", + "\n", + "**Project Data Manipulation Overview:**\n", + "***\n", + "* DaysToClosure attribute is added to analyize how the usage of label helps resolving the issue faster.\n", + "* Assigned uniqueKey to identify the issues uniquely.\n", + "* Flagging the issues without labels(haslabel)\n", + "* LabelName column is split into Label + LabelStatus in-order to plot the labels in categorical way.\n", + "* Identify the null values and handled the case sensitive label for projecting.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Pre-requisites package installation in order to run this notebook.\n", + "\n", + "* pip install pandas\n", + "* pip install numpy\n", + "* pip install multidict\n", + "* pip install wordcloud" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { "colab": { - "name": "Label Analysis", - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" + "base_uri": "https://localhost:8080/" }, - "language_info": { - "name": "python" + "id": "X36HL-zZXFv_", + "outputId": "cc495a64-aa37-4e5e-add5-dbf572433b5b" + }, + "outputs": [], + "source": [ + "import itertools\n", + "import collections\n", + "import pandas as pd\n", + "import numpy as np\n", + "import plotly.express as px\n", + "import matplotlib.pyplot as plt\n", + "import multidict as multidict\n", + "from wordcloud import WordCloud\n", + "from nltk import bigrams\n", + "import networkx as nx\n", + "import seaborn as sns\n", + "\n", + "url = 'https://raw.githubusercontent.com/hackforla/data-science/160-survey-repo-labels/labels-survey/output.csv' # GitHub URL to .csv data\n", + "plt.rcParams[\"figure.figsize\"] = (24,5.5)\n", + "\n", + "\n", + "data = pd.read_csv(url) # Load data from GitHub into pandas\n", + "data['ClosedAt']= pd.to_datetime(data['ClosedAt']) # Converting into datetime\n", + "data['CreatedAt']= pd.to_datetime(data['CreatedAt']) # Converting into datetime\n", + "data['DaysToClosure'] = (data['ClosedAt'] - data['CreatedAt']).dt.days # calculating daystoclose the issue\n", + "data['DaysToClosure'] = data['DaysToClosure'].replace(0, np.NaN) \n", + "data['IssueNbr'] = data['IssueNbr'].astype(str) \n", + "data['UniqueKey'] = data['IssueNbr'] + data['Repository'] + data['Organization'] # Generating a unique id for issues\n", + "data['haslabel'] = np.where(data['LabelName'].isnull(), 'Without Label', 'With Label(s)') # Flagging issues with or without labels" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 37932 entries, 0 to 37931\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Organization 37932 non-null object \n", + " 1 Repository 37932 non-null object \n", + " 2 IssueNbr 37932 non-null object \n", + " 3 LabelName 31021 non-null object \n", + " 4 LabelDescription 17952 non-null object \n", + " 5 LabelDefaultTag 31021 non-null object \n", + " 6 CreatedAt 37932 non-null datetime64[ns, UTC]\n", + " 7 ClosedAt 26025 non-null datetime64[ns, UTC]\n", + " 8 Assignees 37932 non-null int64 \n", + " 9 DaysToClosure 20002 non-null float64 \n", + " 10 UniqueKey 37932 non-null object \n", + " 11 haslabel 37932 non-null object \n", + "dtypes: datetime64[ns, UTC](2), float64(1), int64(1), object(8)\n", + "memory usage: 3.5+ MB\n" + ] } + ], + "source": [ + "# Create a pandas dataframe from the records using from_dict():\n", + "df = pd.DataFrame.from_dict(data)\n", + "df.info()\n" + ] }, - "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "execution_count": 137, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "X36HL-zZXFv_", - "outputId": "cc495a64-aa37-4e5e-add5-dbf572433b5b" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", - "Requirement already satisfied: multidict in /usr/local/lib/python3.7/dist-packages (6.0.2)\n" - ] - } - ], - "source": [ - "!pip install multidict\n", - "\n", - "import pandas as pd\n", - "import numpy as np\n", - "import plotly.express as px\n", - "import matplotlib.pyplot as plt\n", - "import multidict as multidict\n", - "from wordcloud import WordCloud\n", - "\n", - "url = 'https://raw.githubusercontent.com/hackforla/data-science/160-survey-repo-labels/labels-survey/output.csv' # GitHub URL to .csv data\n", - "plt.rcParams[\"figure.figsize\"] = (24,5.5)\n", - "\n", - "\n", - "data = pd.read_csv(url) # Load data from GitHub into pandas\n", - "data['ClosedAt']= pd.to_datetime(data['ClosedAt']) # Converting into datetime\n", - "data['CreatedAt']= pd.to_datetime(data['CreatedAt']) # Converting into datetime\n", - "data['DaysToClosure'] = (data['ClosedAt'] - data['CreatedAt']).dt.days # Converting into datetime\n", - "data['DaysToClosure'] = data['DaysToClosure'].replace(0, np.NaN)\n", - "data['IssueNbr'] = data['IssueNbr'].astype(str) \n", - "data['UniqueKey'] = data['IssueNbr'] + data['Repository'] + data['Organization'] # Generating a unique id for issues\n", - "data['haslabel'] = np.where(data['LabelName'].isnull(), 'Without Label', 'With Label(s)') # Flagging issues with or without labels" + "data": { + "text/plain": [ + "(37932, 12)" ] - }, + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# To visulaize the shape of dataframe(number of rows, columns in the dataset)\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['hackforla' '100automations' 'civictechindex' 'hackla-engage']\n" + ] + } + ], + "source": [ + "# list of organizations\n", + "print(data['Organization'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "Two Research Questions:\n", - "\n", - "**1.- How is the usage of labels in HfLA?**\n", - "\n", - "1a - What percentage of issues are labeled?\n", - "\n", - "1b - How many labels are used?\n", - "\n", - "1c - How many labels are used per project?\n", - "\n", - "1d - What are the most popular ones?\n", - "\n", - "**2.- How does the usage of labels impact the resolution of issues**?\n", - "\n", - "**3.- Cluster analysis**" + "name": "stdout", + "output_type": "stream", + "text": [ + "['codeofconduct' 'ohana-api-la' 'ohana-web-search-la' 'project-groups'\n", + " 'food-oasis-la' 'dwc-data' 'la-twitter' 'adopt-civic-art'\n", + " 'website-redesign' 'la-street-data' 'cog-transparency'\n", + " 'project-light-the-way' 'ndoch-2017' 'carbon-commuter' 'spare'\n", + " 'governance' 'website' 'jobs-for-hope' 'heart' 'intro-cli-git-github'\n", + " 'hip-recruiter' 'shared-housing' '311-data' '.github' 'project-ideas'\n", + " 'tdm-calculator' 'github-api-test' 'not-today'\n", + " 'rrcc-mock-election-locations' 'hack-generator-workingtitle' 'food-oasis'\n", + " 'lucky-parking' 'expunge-assist' 'education-equity' 'undebate'\n", + " 'ems-triage-tracker' 'new-schools-today' 'getting-started' 'VRMS'\n", + " 'HomeUniteUs' 'open-source-automations' '311-report' 'writeforall'\n", + " 'job-match' 'ops' 'covid19-help' 'marketing' 'calendaring-service'\n", + " 'data-science' 'civic-opportunity' 'product-management' 'racial-justice'\n", + " 'workshop-wednesdays' 'messaging-project' 'calendaring-service-fe'\n", + " 'ballotnav' 'civic-tech-structure' 'CivicTechJobs' 'ballotnav-states'\n", + " 'GreenEarthOS' 'collabrativegames' 'community-survey-nc-websites'\n", + " 'YouthJusticeNav' 'community-survey-empowerLA-website' 'UI-UX'\n", + " 'brigade2point0' 'engineering' 'revenue' 'access-the-data' 'livestream'\n", + " 'communities-of-practice' 'HackforLA_TDMCalculator' 'incubator'\n", + " 'open-community-survey' 'program-area-citizen-engagement' 'internship'\n", + " 'admin' 'design-systems' 'guides' 'team-analytics' 'tables' 'peopledepot'\n", + " 'CivicTechJobs-Documentation' 'merl-center-site-eval'\n", + " 'google-drive-migration' 'Website' '.github-automations'\n", + " 'futureautomations' 'cherp' 'action-check-org-members-enable-mfa'\n", + " 'github-actions' 'jekyll-gather-data-types' 'terraform-aws-postgres-vpc'\n", + " 'true-github-contributors' 'terraform-loadbalanced-ecs-webapp'\n", + " 'terraform-aws-terragrunt-modules' 'landingpage' 'Architecture'\n", + " 'GHA-add-issue-to-project' 'github-story-points-calculator'\n", + " 'CTI-website-frontend' 'publiccode-pusher' 'CTI-website-backend'\n", + " 'CouncilTag' 'desired-JSON-format' 'engage-backend' 'engage-client'\n", + " 'engage_flutter' 'CouncilML' 'counciltaggame'\n", + " 'Engage-Product-Documentation-Past-' 'engage-warc-test' 'engage-scraper'\n", + " 'engage-scheduler' 'engage-docker' 'council-portal'\n", + " 'council-portal-backend' 'start-here']\n" + ] + } + ], + "source": [ + "# list of all the repositories\n", + "print(data['Repository'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OrganizationRepositoryIssueNbrLabelDescriptionLabelDefaultTagCreatedAtClosedAtAssigneesDaysToClosureUniqueKeyhaslabelLabelLabelStatus
0hackforlacodeofconduct2NaNNaN2018-10-02 00:55:40+00:002018-10-02 00:57:13+00:000NaN2codeofconducthackforlaWithout LabelNaNNaN
1hackforlacodeofconduct1NaNNaN2015-08-26 01:28:38+00:002015-08-26 01:29:17+00:000NaN1codeofconducthackforlaWithout LabelNaNNaN
2hackforlaohana-api-la15NaNNaN2017-06-07 03:32:50+00:002017-06-07 03:39:25+00:000NaN15ohana-api-lahackforlaWithout LabelNaNNaN
3hackforlaohana-api-la14NaNNaN2017-04-15 03:28:59+00:002017-04-15 03:29:04+00:000NaN14ohana-api-lahackforlaWithout LabelNaNNaN
4hackforlaohana-api-la13NaNNaN2017-04-08 15:30:34+00:002017-04-08 15:39:56+00:000NaN13ohana-api-lahackforlaWithout LabelNaNNaN
..........................................
37927hackla-engagestart-here4Improvements or additions to documentationTrue2021-01-23 02:53:34+00:00NaT0NaN4start-herehackla-engageWith Label(s)documentationNone
37928hackla-engagestart-here4NaNFalse2021-01-23 02:53:34+00:00NaT0NaN4start-herehackla-engageWith Label(s)product managementNone
37929hackla-engagestart-here3NaNFalse2021-01-23 02:44:19+00:002021-02-04 03:08:50+00:00112.03start-herehackla-engageWith Label(s)product managementNone
37930hackla-engagestart-here2NaNFalse2021-01-23 02:40:42+00:002021-02-04 03:59:05+00:00112.02start-herehackla-engageWith Label(s)product managementNone
37931hackla-engagestart-here1NaNFalse2021-01-23 02:25:59+00:002021-02-01 00:15:27+00:0048.01start-herehackla-engageWith Label(s)product managementNone
\n", + "

37932 rows × 13 columns

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" ], - "metadata": { - "id": "CpQrZkmSZKxC" - } + "text/plain": [ + " Organization Repository IssueNbr \\\n", + "0 hackforla codeofconduct 2 \n", + "1 hackforla codeofconduct 1 \n", + "2 hackforla ohana-api-la 15 \n", + "3 hackforla ohana-api-la 14 \n", + "4 hackforla ohana-api-la 13 \n", + "... ... ... ... \n", + "37927 hackla-engage start-here 4 \n", + "37928 hackla-engage start-here 4 \n", + "37929 hackla-engage start-here 3 \n", + "37930 hackla-engage start-here 2 \n", + "37931 hackla-engage start-here 1 \n", + "\n", + " LabelDescription LabelDefaultTag \\\n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "37927 Improvements or additions to documentation True \n", + "37928 NaN False \n", + "37929 NaN False \n", + "37930 NaN False \n", + "37931 NaN False \n", + "\n", + " CreatedAt ClosedAt Assignees \\\n", + "0 2018-10-02 00:55:40+00:00 2018-10-02 00:57:13+00:00 0 \n", + "1 2015-08-26 01:28:38+00:00 2015-08-26 01:29:17+00:00 0 \n", + "2 2017-06-07 03:32:50+00:00 2017-06-07 03:39:25+00:00 0 \n", + "3 2017-04-15 03:28:59+00:00 2017-04-15 03:29:04+00:00 0 \n", + "4 2017-04-08 15:30:34+00:00 2017-04-08 15:39:56+00:00 0 \n", + "... ... ... ... \n", + "37927 2021-01-23 02:53:34+00:00 NaT 0 \n", + "37928 2021-01-23 02:53:34+00:00 NaT 0 \n", + "37929 2021-01-23 02:44:19+00:00 2021-02-04 03:08:50+00:00 1 \n", + "37930 2021-01-23 02:40:42+00:00 2021-02-04 03:59:05+00:00 1 \n", + "37931 2021-01-23 02:25:59+00:00 2021-02-01 00:15:27+00:00 4 \n", + "\n", + " DaysToClosure UniqueKey haslabel \\\n", + "0 NaN 2codeofconducthackforla Without Label \n", + "1 NaN 1codeofconducthackforla Without Label \n", + "2 NaN 15ohana-api-lahackforla Without Label \n", + "3 NaN 14ohana-api-lahackforla Without Label \n", + "4 NaN 13ohana-api-lahackforla Without Label \n", + "... ... ... ... \n", + "37927 NaN 4start-herehackla-engage With Label(s) \n", + "37928 NaN 4start-herehackla-engage With Label(s) \n", + "37929 12.0 3start-herehackla-engage With Label(s) \n", + "37930 12.0 2start-herehackla-engage With Label(s) \n", + "37931 8.0 1start-herehackla-engage With Label(s) \n", + "\n", + " Label LabelStatus \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "37927 documentation None \n", + "37928 product management None \n", + "37929 product management None \n", + "37930 product management None \n", + "37931 product management None \n", + "\n", + "[37932 rows x 13 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# split label column into multiple columns by delimiter \n", + "data[['Label','LabelStatus']] = data['LabelName'].str.split(':',n=1, expand=True)\n", + "df = data.drop('LabelName', axis=1) # drop the original column\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Organization False\n", + "Repository False\n", + "IssueNbr False\n", + "LabelDescription True\n", + "LabelDefaultTag True\n", + "CreatedAt False\n", + "ClosedAt True\n", + "Assignees False\n", + "DaysToClosure True\n", + "UniqueKey False\n", + "haslabel False\n", + "Label True\n", + "LabelStatus True\n", + "dtype: bool" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Evaluate the dataset for null values.\n", + "df.isna().any().any()\n", + "\n", + "# null columns, boolean result- T/F\n", + "df.isna().any()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Organization 0\n", + "Repository 0\n", + "IssueNbr 0\n", + "LabelDescription 19980\n", + "LabelDefaultTag 6911\n", + "CreatedAt 0\n", + "ClosedAt 11907\n", + "Assignees 0\n", + "DaysToClosure 17930\n", + "UniqueKey 0\n", + "haslabel 0\n", + "Label 6911\n", + "LabelStatus 14929\n", + "dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Count total NaN at each column in DataFrame.\n", + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Assignees DaysToClosure\n", + "count 37932.000000 20002.000000\n", + "mean 0.548613 78.715928\n", + "std 0.806818 130.765871\n", + "min 0.000000 1.000000\n", + "25% 0.000000 7.000000\n", + "50% 0.000000 28.000000\n", + "75% 1.000000 90.000000\n", + "max 10.000000 1457.000000\n" + ] + } + ], + "source": [ + "# Descriptive statistics of numeric columns.\n", + "stat = data.describe()\n", + "print(stat)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CpQrZkmSZKxC" + }, + "source": [ + " ** Research Questions:**\n", + " ***\n", + "**Question 1a- What percentage of issues are labeled?**\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 542 }, + "id": "2noC3Tz7ZdMN", + "outputId": "a6cf92b5-e036-414e-a62f-05ceaecc203c" + }, + "outputs": [ { - "cell_type": "code", - "source": [ - "fig = px.pie(data.groupby('haslabel').UniqueKey.nunique(),values='UniqueKey',names=['Without Label(s)','With Label(s)'], title='Label Usage in HfLA Issues - GitHub')\n", - "fig.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 542 - }, - "id": "2noC3Tz7ZdMN", - "outputId": "a6cf92b5-e036-414e-a62f-05ceaecc203c" - }, - "execution_count": 22, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "
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"white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } }, - "metadata": { - "needs_background": "light" + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 } + } }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "999\n" - ] + "title": { + "text": "Label Usage in HfLA Issues - GitHub" } + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualization plot of labels marked/unamrked for HfLA issues.\n", + "fig = px.pie(data.groupby('haslabel').UniqueKey.nunique(),\n", + " values='UniqueKey',names=['Without Label(s)','With Label(s)'], \n", + " title='Label Usage in HfLA Issues - GitHub')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Handling the case sensitive label names that affects the ploting\n", + "data['Label']= data['Label'].replace('Feature', 'feature')\n", + "data['Label']= data['Label'].replace('dependencies', 'dependency')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 1b- How many distinct lables are used?**" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 724 + }, + "id": "_Odwaw8sbLVs", + "outputId": "d6446e29-2254-4d08-962e-66bf70d98a4a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "326\n" + ] + } + ], + "source": [ + "# converting label into lowercase for projecting the unique labels usage.\n", + "data['Label']= data['Label'].astype(str).str.lower() \n", + "\n", + "#Aggregating data by label name and counting unique labels.\n", + "labelname_aggr = data.groupby(['Label'], as_index=False).UniqueKey.nunique() \n", + "print(labelname_aggr['Label'].count())\n", + "\n", + "\n", + "# print(labelname_aggr['Label']) # list of distinct labels\n", + "# labelname_aggr.to_csv('distinct_labels.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 1c- projecting the most popular labels based on usage in number of issues.**" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AxesSubplot(0.125,0.125;0.775x0.755)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mohan/opt/anaconda3/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:240: RuntimeWarning:\n", + "\n", + "Glyph 9203 missing from current font.\n", + "\n", + "/Users/mohan/opt/anaconda3/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:203: RuntimeWarning:\n", + "\n", + "Glyph 9203 missing from current font.\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plotting the top 20 most popular labels.\n", + "print(labelname_aggr.sort_values('UniqueKey', ascending=False).head(20).plot.bar(x='Label'))\n", + "plt.title('Top 20 used labels in issues - HfLA')\n", + "plt.xlabel('Label')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Label UniqueKey\n", + "168 nan 6911\n", + "254 role 6876\n", + "258 size 4448\n", + "92 feature 3163\n", + "185 p-feature 2162\n", + "80 documentation 922\n", + "220 priority 885\n", + "130 good first issue 833\n", + "64 dependency 825\n", + "265 status 571\n", + "45 bug 403\n", + "86 enhancement 388\n", + "158 milestone 328\n", + "155 level 327\n", + "245 release note 259\n", + "216 points 239\n", + "90 experience profile 207\n", + "73 dev 205\n", + "159 missing 191\n", + "319 ⏳ <6 hrs 191\n" + ] + } + ], + "source": [ + "# statistics of the top 20 labels with usgae in unique issues.\n", + "print(labelname_aggr.sort_values('UniqueKey', ascending=False).head(20))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 1d - How many labels are used per project?**" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 388 }, + "id": "u_DPWECMmcFY", + "outputId": "01f311d2-b7eb-4ff0-fc0c-26fb735e178b" + }, + "outputs": [ { - "cell_type": "code", - "source": [ - "\n", - "\n", - "#Grouping data by repository/project and unique labels\n", - "repo_aggr2 = data.groupby(['Repository'], as_index=False).nunique() \n", - "\n", - "# Binning of the data based on a condition\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 1, 'Quantity'] = 1\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 2, 'Quantity'] = 2\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 3, 'Quantity'] = 3\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 4, 'Quantity'] = 4\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 5, 'Quantity'] = 5\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 6, 'Quantity'] = 6\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 7, 'Quantity'] = 7\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 8, 'Quantity'] = 8\n", - "repo_aggr2.loc[repo_aggr2.LabelName == 9, 'Quantity'] = 9\n", - "repo_aggr2.loc[repo_aggr2.LabelName >= 10, 'Quantity'] = '10+'\n", - "\n", - "#Grouping data on each bin and counting the number of repositories per bin\n", - "repo_aggr3 = repo_aggr2.groupby('Quantity').count()\n", - "\n", - "#Plotting\n", - "repo_aggr3['Repository'].plot.bar(x='Repository')\n", - "plt.title('Number of Unique Labels Used per Project (Repository)',**hfont)\n", - "plt.xlabel('# Unique Labels', **hfont)\n", - "plt.ylabel('# Projects', **hfont)\n", - "plt.show()\n" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Grouping data by repository/project and unique labels\n", + "repo_aggr2 = data.groupby(['Repository'], as_index=False).nunique() \n", + "\n", + "# Binning of the data based on a condition\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 1, 'Quantity'] = 1\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 2, 'Quantity'] = 2\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 3, 'Quantity'] = 3\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 4, 'Quantity'] = 4\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 5, 'Quantity'] = 5\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 6, 'Quantity'] = 6\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 7, 'Quantity'] = 7\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 8, 'Quantity'] = 8\n", + "repo_aggr2.loc[repo_aggr2.LabelName == 9, 'Quantity'] = 9\n", + "repo_aggr2.loc[repo_aggr2.LabelName >= 10,'Quantity'] = '10+'\n", + "\n", + "#Grouping data on each bin and counting the number of repositories per bin\n", + "repo_aggr3 = repo_aggr2.groupby('Quantity').count()\n", + "\n", + "#Plotting\n", + "repo_aggr3['Repository'].plot.bar(x='Repository')\n", + "plt.title('Number of Unique Labels Used per Project (Repository)')\n", + "plt.xlabel('# Unique Labels')\n", + "plt.ylabel('# Projects')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Quantity\n", + "1.0 17\n", + "2.0 9\n", + "3.0 7\n", + "4.0 3\n", + "5.0 6\n", + "6.0 2\n", + "7.0 1\n", + "8.0 2\n", + "10+ 37\n", + "Name: Repository, dtype: int64\n" + ] + } + ], + "source": [ + "# statistics for number of labels used per project(repository) \n", + "print(repo_aggr3['Repository'])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 641 + }, + "id": "txtVKHms077T", + "outputId": "84ff1153-2ef3-430c-ef5b-f45c613edf85" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Repositorycountmean_days_closure
0.github21.000000
1.github-automations235.600000
2311-data29110.904712
3311-report326.714286
4Architecture1NaN
............
113undebate1NaN
114website4252.049543
115website-redesign397.720000
116workshop-wednesdays2NaN
117writeforall22.666667
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118 rows × 3 columns

\n", + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 388 - }, - "id": "u_DPWECMmcFY", - "outputId": "01f311d2-b7eb-4ff0-fc0c-26fb735e178b" - }, - "execution_count": 139, - "outputs": [ + "text/plain": [ + " Repository count mean_days_closure\n", + "0 .github 2 1.000000\n", + "1 .github-automations 2 35.600000\n", + "2 311-data 29 110.904712\n", + "3 311-report 3 26.714286\n", + "4 Architecture 1 NaN\n", + ".. ... ... ...\n", + "113 undebate 1 NaN\n", + "114 website 42 52.049543\n", + "115 website-redesign 3 97.720000\n", + "116 workshop-wednesdays 2 NaN\n", + "117 writeforall 2 2.666667\n", + "\n", + "[118 rows x 3 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# calculate the mean_days_closure for repository\n", + "df = data.groupby('Repository') \\\n", + " .agg({'Label':'nunique', 'DaysToClosure':'mean'}) \\\n", + " .rename(columns={'Label':'count','DaysToClosure':'mean_days_closure'}) \\\n", + " .reset_index()\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Question 2- How does the usage of labels affects the time taken to resolve the issues?**\n", + "**incomplete **" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RepositoryOrganizationLabelLabelStatuscounts
40311-datahackforlasize13pt6
41311-datahackforlasize1pt17
42311-datahackforlasize2pt31
43311-datahackforlasize3pt46
44311-datahackforlasize5pt35
..................
981websitehackforlasizeGood second issue316
982websitehackforlasizeLarge151
983websitehackforlasizeMedium443
984websitehackforlasizeSmall286
985websitehackforlasizemissing46
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124 rows × 5 columns

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" + ], + "text/plain": [ + " Repository Organization Label LabelStatus counts\n", + "40 311-data hackforla size 13pt 6\n", + "41 311-data hackforla size 1pt 17\n", + "42 311-data hackforla size 2pt 31\n", + "43 311-data hackforla size 3pt 46\n", + "44 311-data hackforla size 5pt 35\n", + ".. ... ... ... ... ...\n", + "981 website hackforla size Good second issue 316\n", + "982 website hackforla size Large 151\n", + "983 website hackforla size Medium 443\n", + "984 website hackforla size Small 286\n", + "985 website hackforla size missing 46\n", + "\n", + "[124 rows x 5 columns]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# grouping labels based on usage in the repository and counting\n", + "df_aggr = data.groupby(['Repository','Organization','Label','LabelStatus']).size().reset_index(name='counts')\n", + "\n", + "# creating dataframe for only size label\n", + "df_size = df_aggr[df_aggr['Label']=='size']\n", + "# generating csv file for size label\n", + "df_size.to_csv('size_label.csv')\n", + "df_size\n", + "\n", + "# exporting dataframe for label-counts to csv file for size, role,feature,p-feature,nan labels." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RepositoryOrganizationLabelLabelStatuscounts
29311-datahackforlaroleBackend110
30311-datahackforlaroleData Science46
31311-datahackforlaroleDevOps47
32311-datahackforlaroleFrontend207
33311-datahackforlaroleMarketing2
..................
969websitehackforlaroleinfrastructure22
970websitehackforlarolelegal1
971websitehackforlaroleproduct164
972websitehackforlaroleuser research58
973websitehackforlarolewriting25
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181 rows × 5 columns

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" + ], + "text/plain": [ + " Repository Organization Label LabelStatus counts\n", + "29 311-data hackforla role Backend 110\n", + "30 311-data hackforla role Data Science 46\n", + "31 311-data hackforla role DevOps 47\n", + "32 311-data hackforla role Frontend 207\n", + "33 311-data hackforla role Marketing 2\n", + ".. ... ... ... ... ...\n", + "969 website hackforla role infrastructure 22\n", + "970 website hackforla role legal 1\n", + "971 website hackforla role product 164\n", + "972 website hackforla role user research 58\n", + "973 website hackforla role writing 25\n", + "\n", + "[181 rows x 5 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# To generate the csv file for role label\n", + "df_role = df_aggr[df_aggr['Label'] == 'role']\n", + "df_role.to_csv('role_label.csv')\n", + "df_role" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RepositoryOrganizationLabelLabelStatuscounts
2311-datahackforlafeatureCommunication36
3311-datahackforlafeatureData Quality4
4311-datahackforlafeatureDocumentation19
5311-datahackforlafeatureGitHub Board/Onboarding10
6311-datahackforlafeatureMeeting Notes/Agendas2
..................
925websitehackforlafeatureTables1
926websitehackforlafeatureVideo Research1
927websitehackforlafeatureWiki44
928websitehackforlafeatureresearch plan11
929websitehackforlafeaturestakeholder updates1
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282 rows × 5 columns

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" + ], + "text/plain": [ + " Repository Organization Label LabelStatus counts\n", + "2 311-data hackforla feature Communication 36\n", + "3 311-data hackforla feature Data Quality 4\n", + "4 311-data hackforla feature Documentation 19\n", + "5 311-data hackforla feature GitHub Board/Onboarding 10\n", + "6 311-data hackforla feature Meeting Notes/Agendas 2\n", + ".. ... ... ... ... ...\n", + "925 website hackforla feature Tables 1\n", + "926 website hackforla feature Video Research 1\n", + "927 website hackforla feature Wiki 44\n", + "928 website hackforla feature research plan 11\n", + "929 website hackforla feature stakeholder updates 1\n", + "\n", + "[282 rows x 5 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# To generate csv file for feature label\n", + "df_feature = df_aggr[df_aggr['Label'] == 'feature']\n", + "df_feature.to_csv('feature_label.csv')\n", + "df_feature" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RepositoryOrganizationLabelLabelStatuscounts
15311-datahackforlap-featureAbout8
16311-datahackforlap-featureAccessibility23
17311-datahackforlap-featureAnalytics2
18311-datahackforlap-featureContact Us8
19311-datahackforlap-featureDesktop7
..................
958websitehackforlap-featureRelated Collateral1
959websitehackforlap-featureSDG page2
960websitehackforlap-featureSitemap13
961websitehackforlap-featureToolkit51
962websitehackforlap-featureWins Page142
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149 rows × 5 columns

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" + ], + "text/plain": [ + " Repository Organization Label LabelStatus counts\n", + "15 311-data hackforla p-feature About 8\n", + "16 311-data hackforla p-feature Accessibility 23\n", + "17 311-data hackforla p-feature Analytics 2\n", + "18 311-data hackforla p-feature Contact Us 8\n", + "19 311-data hackforla p-feature Desktop 7\n", + ".. ... ... ... ... ...\n", + "958 website hackforla p-feature Related Collateral 1\n", + "959 website hackforla p-feature SDG page 2\n", + "960 website hackforla p-feature Sitemap 13\n", + "961 website hackforla p-feature Toolkit 51\n", + "962 website hackforla p-feature Wins Page 142\n", + "\n", + "[149 rows x 5 columns]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# To generate the csv file for p-feature label\n", + "df_pfeature = df_aggr[df_aggr['Label'] == 'p-feature']\n", + "df_pfeature.to_csv('p-feature_label.csv')\n", + "df_pfeature" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "#single csv file for all labels.\n", + "df_label = df_aggr.to_csv('label-copy.csv')\n", + "df_label\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Different visualization methods**" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" + "branchvalues": "total", + "customdata": [ + [ + "website", + "feature", + "feature" + ], + [ + "website", + "fun", + "fun" + ], + [ + "website", + "ignore", + "ignore" + ], + [ + "website", + "p-feature", + "p-feature" + ], + [ + "website", + "role", + "role" + ], + [ + "website", + "size", + "size" + ], + [ + "website", + "status", + "status" + ], + [ + "website", + "uat", + "uat" + ], + [ + "website", + "(?)", + "(?)" + ] + ], + "domain": { + "x": [ + 0, + 1 + ], + "y": [ + 0, + 1 + ] + }, + "hovertemplate": "labels=%{label}
count=%{value}
parent=%{parent}
id=%{id}
Repository=%{customdata[0]}
Label=%{customdata[2]}", + "ids": [ + "website/feature", + "website/fun", + "website/ignore", + "website/p-feature", + "website/role", + "website/size", + "website/status", + "website/uat", + "website" + ], + "labels": [ + "feature", + "fun", + "ignore", + "p-feature", + "role", + "size", + "status", + "uat", + "website" + ], + "marker": { + "colors": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF" + ] + }, + "name": "", + "parents": [ + "website", + "website", + "website", + "website", + "website", + "website", + "website", + "website", + "" + ], + "type": "treemap", + "values": [ + 20, + 1, + 4, + 28, + 11, + 12, + 3, + 2, + 81 + ] + } + ], + "layout": { + "legend": { + "tracegroupgap": 0 + }, + "margin": { + "t": 60 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + 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"\n", - "l = data['LabelName'][data['LabelName'].notnull()]\n", - "#print(l)\n", - "l = [' '.join(l)]\n", - "\n", - "makeImage(getFrequencyDictForText(str(l)))" + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# kdeplot\n", + "sns.set(font_scale=1.3)\n", + "sns.kdeplot(x=data['DaysToClosure'], hue=data['Repository'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 330 + "text/plain": [ + " Organization Repository IssueNbr LabelName \\\n", + "count 37932 37932 37932 31021 \n", + "unique 4 118 3244 1004 \n", + "top hackforla website 2 role: front end \n", + "freq 32477 9650 162 1904 \n", + "\n", + " LabelDescription LabelDefaultTag \\\n", + "count 17952 31021 \n", + "unique 431 2 \n", + "top Tasks for front end developers False \n", + "freq 1421 28699 \n", + "\n", + " UniqueKey haslabel Label \\\n", + "count 37932 37932 37932 \n", + "unique 17191 2 326 \n", + "top 118CTI-website-frontendcivictechindex With Label(s) role \n", + "freq 13 31021 8119 \n", + "\n", + " LabelStatus \n", + "count 23003 \n", + "unique 607 \n", + "top front end \n", + "freq 1904 " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#categorical features\n", + "# summary statistics that show information such as the number of unique classes per feature.\n", + "data.describe(include='object')" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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nziE4OBgpKSlwc3ODiYkJRo4c+VnaiUg9WEARERERfYIbN27g2rVrOHv2LCwsLAAAU6dOhYODA168eIGoqCjUqFFDanudQqFAaGgogoKCYGNjAwBwdnaGv78/HB0dkZmZma92HR0OMiJSF/52EREREX2CihUrYtWqVXkKJJlMBiCnQLpz5w6qVq361mtv3LiB9PR02NraSsdsbW2RkJCA6OjofLcTkfqwgCIiIiL6BGZmZmjZsmWeY+vWrUOVKlVgZmaG+/fvIywsDO3bt0fr1q0xY8YMvHz5EgAQFxeHEiVKwNjYWLo2txCLjY3NdzsRqQ+H8BERERF9BsHBwTh8+DBWrlyJ6OhoZGZmQkdHB4GBgYiPj4evry+cnJywevVqpKenQy6X57k+93VGRka+2z9G2bKlPup8oqLAwsL4wye9AwsoIiIionxaunQpFi1ahBkzZqBVq1YAgLCwMJQuXVoa1lemTBnY29vjwYMHMDQ0fKPQyX1tZGSU7/aP8exZCpRK8VHXkGbl5+afcsTHv3xvu46O7J0PF1hAEREREeWDt7c3Nm7ciFmzZqFfv37ScTMzszznffPNNwByhu9ZWloiLS0NqampKFmyJAAgPj4eAFC+fHno6+vnq52I1IdzoIiIiIg+0cKFC7Fp0yb4+PjkKZ6OHz+Ohg0bIjU1VTp2/fp16OjooGrVqrC2toaRkREiIiKk9vDwcJibm6Ny5cr5bici9WEBRURERPQJbt68iRUrVmDYsGFo3rw54uPjpX9169aFgYEBPDw8cPfuXVy4cAFTp05Fz549Ua5cORgaGsLe3h5eXl6IjIzE+fPnERAQgMGDBwNAvtuJSH0KdAhfbGws5s6diwsXLkBPTw8tW7aEu7s7TE1NcfjwYYwfPz7P+dWrV8f+/fsB5Oy27ePjgwMHDgAAevXqhcmTJ0v7HOS3nYiIiOhjHDp0CEqlEiEhIQgJCcnTtm/fPqxevRrz5s1Dr169IJfL0blzZ0yZMkU6x9XVFQqFAo6OjjAwMIC9vT1GjBjx2dqJSD0KrIDibt1ERERUlEycOBETJ0587zlr1qx5Z5uBgQE8PT3h6emplnYiUo8CK6C4WzcRERERERV2BVY5cLduIiIiIiIq7AqsgOJu3UREREREVNhpbB8o7tZdcLjZGhERERHR56GRAqoo7dZdGIqTD+20TJQf79upm4iIiKioKfACirt1ExERERFRYVWgy89xt24iIiIiIirMCqyA4m7dRERERERU2BXYED7u1k1ERERERIWdTAghPnwa5XrbIhIOUzZrMKL32+LXn4tIkFpxEQn1+HeueRttzz/ajvmx8GG+UQ9V8g1pFwsLY0T4OWo6jEKrwZSQD+b/9+WbAp0DRUREREREVJixgCIiIiIiIlIRCygiIiIiIiIVsYAiIiIiIiJSEQsoIiIiIiIiFbGAIiIiIiIiUhELKCIiIiIiIhWxgCIiIiIiIlIRCygiKnJiY2MxYcIE2NnZoVmzZvDw8EBycjIAIDMzE3PmzIGdnR3s7Ozg7+8PpVIpXavudiIiIirc9DQdABHR56RUKjFmzBiYmZlh/fr1yMjIwKxZs+Dm5oYVK1YgMDAQ586dQ3BwMFJSUuDm5gYTExOMHDkSANTeTkRERIUbe6CIqEi5ceMGrl27Bl9fX1hbW6NOnTqYOnUqTpw4gfj4eISGhsLd3R02NjZo1qwZnJ2dsX79eiiVSigUCrW2ExERUeHHHigiKlIqVqyIVatWwcLCQjomk8kAAI8fP0Z6ejpsbW2lNltbWyQkJCA6OhpJSUlqba9SpYoa3zkREREVBBZQRFSkmJmZoWXLlnmOrVu3DlWqVEFcXBxKlCgBY2NjqS230IqNjUVycrJa2z+mgCpbtpTK59Kns7Aw/vBJREREr2EBRURFWnBwMA4fPoyVK1fi+fPnkMvledpzX2dkZCA9PV2t7R/j2bMUKJXivefw5j//4uNfajoE+gg6OjI+XCAijeMcKCIqspYuXYqAgABMnz4drVq1gqGh4RuFTO5rIyMjtbcTERFR4cceKCIqkry9vbFx40bMmjUL/fr1AwBYWloiLS0NqampKFmyJAAgPj4eAFC+fHno6+urtZ2IiIgKP/ZAEVGRs3DhQmzatAk+Pj5S8QQA1tbWMDIyQkREhHQsPDwc5ubmqFy5strbiYiIqPBjAUVERcrNmzexYsUKDBs2DM2bN0d8fLz0T09PD/b29vDy8kJkZCTOnz+PgIAADB48GABgaGio1nYiIiIq/DiEj4iKlEOHDkGpVCIkJAQhISF52vbt2wdXV1coFAo4OjrCwMAA9vb2GDFihHSOutuJiIiocJMJId6/zBPl8e+VsSwsjOEwZbMGI3q/LX79ucoUqRVXxVIPVVfh0+b8o+2YHwsf5hv1UCXfkHaxsDBGhJ+jpsMotBpMCflg/n9fvuEQPiIiIiIiIhWxgCIiIiIiIlIRCygiIiKiTxQbG4sJEybAzs4OzZo1g4eHB5KTkwEAmZmZmDNnDuzs7GBnZwd/f38olUrpWnW3E5F6cBEJIiIiok+gVCoxZswYmJmZYf369cjIyMCsWbPg5uaGFStWIDAwEOfOnUNwcDBSUlLg5uYGExMTjBw5EgDU3k5E6sEeKCIiIqJPcOPGDVy7dg2+vr6wtrZGnTp1MHXqVJw4cQLx8fEIDQ2Fu7s7bGxs0KxZMzg7O2P9+vVQKpVQKBRqbSci9WEPFBEREdEnqFixIlatWgULCwvpmEwmAwA8fvwY6enpsLW1ldpsbW2RkJCA6OhoJCUlqbW9SpUqanznRMUbCygiIiKiT2BmZoaWLVvmObZu3TpUqVIFcXFxKFGiBIyNjaW23EIrNjYWycnJam3/mAKKS8NTcWRhYfzhk96BBRQRERHRZxAcHIzDhw9j5cqVeP78OeRyeZ723NcZGRlIT09Xa/vH4D5QhU9+bv4pB/eBIiIiItKgpUuXIiAgANOnT0erVq1gaGj4RiGT+9rIyEjt7USkPuyBIiIiIsoHb29vbNy4EbNmzUK/fv0AAJaWlkhLS0NqaipKliwJAIiPjwcAlC9fHvr6+mptJyL1KdAeKO6VQEREREXJwoULsWnTJvj4+EjFEwBYW1vDyMgIERER0rHw8HCYm5ujcuXKam8nIvUpsB4o7pVARERERcnNmzexYsUKDBs2DM2bN5d6gICcBSbs7e3h5eUFX19fKBQKBAQEYPDgwQAAQ0NDtbYTkfoUWAGVu1fC2bNnpVVipk6dCgcHB2mvhKCgINjY2AAAnJ2d4e/vD0dHR2RmZqq1XUeHU8GIiIjo4xw6dAhKpRIhISEICQnJ07Zv3z64urpCoVDA0dERBgYGsLe3x4gRI6Rz1N1OROpRYAUU90ogIiKiomTixImYOHHie8/x9PSEp6fnW9sMDAzU2k5E6lFgBRT3StAcLnVJRERERPR5aGwVvqKyV0JhKE4+tM49UX68b58EIiIioqJGI5N/uFcCEREREREVRgXeA8W9EoiIiIiIqLAq0B4o7pVARERERESFWYEVUG/bKyH3n56enrSXQWRkJM6fP//OvQ7U0U5ERERERKSKAhvCx70SiIiIiIiosJMJIcSHT6Ncb1uFz2HKZg1G9H5b/PpzFT5SK67Cpx7/zjVvo+35R9sxPxY+zDfqoUq+Ie1iYWGMCD9HTYdRaDWYEvLB/P++fPNZhvAplcrP8WWIiD6I+YaICgJzDRG9i8oFVNu2bfH8+fM3jsfFxaFp06afNSgiKt6Yb4ioIDDXENGneO8cqGPHjuHy5csAgMePH2Pp0qUoUaJEnnMePHgAjgIkovxiviGigsBcQ0T59d4CqkqVKpg7dy6EEJDJZDh69Ch0dP7XaSWTyVCyZEl4eHioPVAiKtqYb4ioIDDXEFF+vbeA+vrrr3Hs2DEAQJs2bbB9+3aUKVOmQAIjouKF+YaICgJzDRHll8rLmB8/flydcRARSZhviKggMNcQ0adQuYB69eoV1qxZg8jISGRmZr4xNnjDhg2fPTgiKp6Yb4ioIDDXENGnULmAmj17Nvbt24cmTZqgbNmy6oyJiIo55hsiKgjMNUT0KVQuoM6cOQMvLy9069ZNjeEQETHfEFHBYK4hok+h8j5Q6enpqF+/vjpjISICwHxDRAWDuYaIPoXKBVSrVq042ZKICgTzDREVBOYaIvoUKg/hs7a2RlBQEP78809Uq1YNcrk8T/vkyZM/e3BEVDwx3xBRQWCuIaJPoXIBtXXrVpQtWxZRUVGIiorK0yaTyZhkiOizYb4hooLAXENEn4L7QBGR1vlc+SYjIwPdu3eHi4sLWrduDQA4fPgwxo8fn+e86tWrY//+/QCAzMxM+Pj44MCBAwCAXr16YfLkydDR0fks7USkPXhvQ0SfQuUCKiMj473t/+72JiL6VJ8j37x69QqTJk1646lyVFQUmjdvDl9fX+mYnt7/UmFgYCDOnTuH4OBgpKSkwM3NDSYmJhg5cuRnaSci7cF7GyL6FCoXUHXq1IFMJntn+40bNz5LQERE+c03165dg5ubG3R1dd9oi4qKQo0aNWBhYfFGm0KhQGhoKIKCgmBjYwMAcHZ2hr+/PxwdHZGZmZmvdvZCEWkX3tsQ0adQuYCaO3duniSTlZWFBw8eYNeuXZg6dapagiOi4im/+SYsLAxt27bF6NGjpUIm1507d9C4ceO3Xnfjxg2kp6fD1tZWOmZra4uEhARER0cjKSkpX+1VqlRR9VtARAWA9zZE9ClULqB69Ojx1uPffvstdu7ciU6dOn22oIioeMtvvhk+fPhbj2dlZeH+/fsICwvDmjVroFAo0KJFC7i6usLY2BhxcXEoUaIEjI2NpWtye6piY2ORnJycr3YWUETahfc2RPQpVC6g3qVevXqYNm3a54iFiOi98ptvoqOjkZmZCR0dHQQGBiI+Ph6+vr5wcnLC6tWrkZ6e/sach9zXGRkZ+W7/GGXLlvqo8+nTWFgYf/gkKnZ4b0NE75PvAmrXrl0wNTX9HLEQEb1XfvNNtWrVEBYWhtKlS0vDdsqUKQN7e3s8ePAAhoaGbxQ6ua+NjIzy3f4xnj1LgVIp3nsOb/7zLz7+paZDoI+goyMrkIcLvLchovdRuYBq3rz5G8fS0tKQnp6OSZMmfdagiKh4U2e+MTMzy/P6m2++AQDExcXB0tISaWlpSE1NRcmSJQEA8fHxAIDy5ctDX18/X+1EpF14b0NEn0LlAqpPnz5vrFQjl8tRr149NGzY8LMHRkTFl7ryzfHjx+Hm5oaTJ09KBc7169eho6ODqlWrwsTEBEZGRoiIiEDLli0BAOHh4TA3N0flypVRrly5fLUTkXbhvQ0RfQqVC6h/bzxJRKQu6so3DRo0gIGBATw8PDBx4kQkJCRg5syZ6NmzJ8qVKwcAsLe3h5eXF3x9faFQKBAQEIDBgwcDAAwNDfPVTkTahfc2RPQpPmoO1N9//42VK1fi5s2bkMvlqF69OoYNG4a6deuqKTwiKq7UkW9MTU2xevVqzJs3D7169YJcLkfnzp0xZcoU6RxXV1coFAo4OjrCwMAA9vb2GDFixGdrJyLtwnsbIvpYMiHE+2cp/7/w8HAMGTIENWrUgK2tLZRKJSIiInDnzh2sW7cuz74nRdm/J3ZbWBjDYcpmDUb0flv8+nOSNKmVOiZ1M9+ovoiENucfbcf8WPh87nzzOXNNRkYGunfvDhcXF7Ru3RoAcPjw4Td6uapXr479+/cDADIzM+Hj44MDBw4AAHr16oXJkydLm27nt11VquQb0i4WFsaI8HPUdBiFVoMpIR/M/+/LNyr3QAUFBaFHjx6YM2dOnuPTp0/HokWLsGHDBlW/FBHRezHfEFFB+Fy55tWrV5g0aRKioqLyHI+KikLz5s3h6+srHdPT+9+tV2BgIM6dO4fg4GCkpKTAzc0NJiYmGDly5GdpJyL1UPkRxdWrV986jn/IkCG4cuXKZw2KiIo35hsiKgifI9dcu3YN9vb2ePLkyRttUVFRqFGjBiwsLKR/uSuBKhQKhIaGwt3dHTY2NmjWrBmcnZ2xfv16KJXKfLcTkfqoXECZmJggJSXljeMvXryAvr7+Zw2KiIo35hsiKgifI9eEhYWhbdu2+O23395ou3PnDqpWrfrW627cuIH09PQ8wwRtbW2RkJCA6OjofLcTkfqoPISvadOm8PHxweLFi2FhYQEgZ9+UefPmoWnTpmoLkIiKH+YbIioInyPXDB8+/K3Hs7KycP/+fYSFhWHNmjVQKBRo0aIFXF1dYWxsjLi4OJQoUQLGxv/bEDs3htjYWCQnJ+ervUqVKip/Hwpic2IibZOfzehVLqAmTZqEvn37ok2bNqhUqRIAICYmBubm5ggKCvqo/2hhnmhJROr3OfMNEdG7qDPXREdHIzMzEzo6OggMDER8fDx8fX3h5OSE1atXIz09HXK5PM81ua8zMjLy3f4xuIhE4ZOfm3/KUSCLSFhaWmLFihU4ffq0NM63U6dO+OGHH1ChQgWVg+VESyL6kM+Vb4iI3keduaZatWoICwtD6dKlpc16y5QpA3t7ezx48ACGhoZvFDq5r42MjPLdTkTqo3L3y59//onevXsjNTUVs2bNwqxZs3Dq1Cn07dsX4eHhKn0NTrQkIlV8jnxDRPQh6s41ZmZmUvEEAN988w2AnGGClpaWSEtLQ2pqqtQeHx8PAChfvny+24lIfVQuoAIDAzF48GBMmjRJOvb777+jX79+CAgIUOlrcKIlEanic+QbIqIPUWeuOX78OBo2bJinwLl+/Tp0dHRQtWpVWFtbw8jICBEREVJ7eHg4zM3NUbly5Xy3E5H6qFxARUVFoXfv3m8c79u3L27evKnS1xg+fDgmTZoEQ0PDPMdfn2jZvn17tG7dGjNmzMDLlzljEz800TK/7USkXT5HviEi+hB15poGDRrAwMAAHh4euHv3Li5cuICpU6eiZ8+eKFeuHAwNDWFvbw8vLy9ERkbi/PnzCAgIkJZVz287EamPynOgTE1Nce/ePWmSZa7o6GiULFkyX0EUpomWhXGlGk40pMJGnfmGiCiXOnONqakpVq9ejXnz5qFXr16Qy+Xo3LkzpkyZIp3j6uoKhUIBR0dHGBgYwN7eHiNGjPhs7USkHioXUB06dMDs2bMxffp02NjYAAD+/vtveHt746effspXEIVpouW/V6opDMXJh1YZIcqP961S86nUmW+IiHJ97lxz69atPK+trKywZs2ad55vYGAAT09PeHp6qqWdiNRD5QLKyckJ0dHRGD16tFTkCCHQvn17ODs75zuQ3AUjcr1romXuE6HXJ0rq6+vnq52ItIu68w0REcBcQ0SfRuUCytDQEMuWLcPDhw9x8+ZN6Ovr45tvvvksExWPHz8ONzc3nDx5UipwXp9oaWJiIk2UbNmyJYC8EyXLlSuXr3Yi0i7qzDdERLmYa4joU6hcQOX66quv8NVXX33WIF6faDlx4kQkJCRg5syZ0kRLANJESV9fXygUindOpPyUdiLSTurIN0RE/8ZcQ0Qf46MLKHXgREsiIiIiIioMZEII8eHTKNfbFpFwmLJZgxG93xa//lxEgtRKHYtI0Ju55m20Pf9oO+bHwof5Rj1UyTekXSwsjBHh56jpMAqtBlNCPpj/35dvVN4HioiIiIiIqLhjAUVERERERKQiFlBEREREREQqYgFFRERERESkIhZQREREREREKmIBRUREREREpCIWUERERERERCpiAUVERERERKQiFlBEREREREQqYgFFRERERESkIhZQREREREREKmIBRUREREREpCIWUERERERERCpiAUVERERERKQiFlBEREREREQqYgFFRERERESkIhZQREREREREKmIBRUREREREpCIWUERERERERCpiAUVERVZGRgY6deqEEydOSMcyMzMxZ84c2NnZwc7ODv7+/lAqlQXWTkRERIWbnqYDICJSh1evXmHSpEmIiorKczwwMBDnzp1DcHAwUlJS4ObmBhMTE4wcObJA2omIiKhwYw8UERU5165dg729PZ48eZLnuEKhQGhoKNzd3WFjY4NmzZrB2dkZ69evh1KpVHs7ERERFX4soIioyAkLC0Pbtm3x22+/5Tl+48YNpKenw9bWVjpma2uLhIQEREdHq72diIiICj8O4SOiImf48OFvPR4XF4cSJUrA2NhYOmZhYQEAiI2NRXJyslrbq1Sp8nneIBEREWkMCygiKjbS09Mhl8vzHMt9nZGRofb2j1G2bKmPOp8+jYWF8YdPIiIieg0LKCIqNgwNDd8oZHJfGxkZqb39Yzx7lgKlUrz3HN785198/EtNh0AfQUdHxocLRKRxnANFRMWGpaUl0tLSkJqaKh2Lj48HAJQvX17t7URUdHHbBKLigwUUERUb1tbWMDIyQkREhHQsPDwc5ubmqFy5strbiahoevXqFSZOnPjebRMCAwOxe/duhISEFFg7EakHCygiKjYMDQ1hb28PLy8vREZG4vz58wgICMDgwYMLpJ2Iih5um0BU/HAOFBEVK66urlAoFHB0dISBgQHs7e0xYsSIAmsnoqIld9uE0aNHw8bGRjr+oW0NkpKS1NrOVT+J1EcjBVRGRga6d+8OFxcXtG7dGkDOOF4fHx8cOHAAANCrVy9MnjwZOjo6BdJOREXTrVu38rw2MDCAp6cnPD0933q+utuJqGjhtglExU+BF1CvXr3CpEmT3jtOOCUlBW5ubjAxMcHIkSMLpJ2IiIjoc+G2CUTaLT8r2RZoAXXt2jW4ublBV1c3z/HccbxBQUFS97ezszP8/f3h6OiIzMxMtbazF4qIiIg+p6K2bQJpF25jkX8f2sbifdsmFGjlkDtO+Lfffstz/EPjhNXdTkRERPQ5cdsEoqKrQAuo4cOHY9KkSTA0NMxz/EPjhNXdTkRERPQ5cdsEoqJLK1bh4zhh9WI3LxERUcF6fVsDX19fKBSKd257oI52IlIfrSigCvM44cJQnHxojCdRfrxvjDARUXHGbROIiiatKKBeH8dbsmRJAHnH8err66u1nYiIiCi/uG0CUfGgFcvPcZwwEREREREVBlpRQL0+jjcyMhLnz59/5zhfdbQTERERERGpQiuG8AEcJ0xERERERNpPJoTgzmkf4W2LSDhM2azBiN5vi19/LiJBasVFJNRDlY0ttT3/aDvmx8KH+UY9uJFu4WNhYYwIP0dNh1FoNZgSUng20iUiIiIiIirMWEARERERERGpiAUUERERERGRilhAERERERERqYgFFBERERERkYpYQBEREREREamIBRQREREREZGKWEARERERERGpiAUUERERERGRilhAERERERERqYgFFBERERERkYpYQBEREREREamIBRQREREREZGKWEARERERERGpiAUUERERERGRilhAERERERERqUhP0wEQERERkXYzNjGEoYG+psMotF4pMvHyxStNh0GfCQsoIiIiInovQwN9OEzZrOkwCq0tfv3xEiygigoO4SMiIiIiIlIRCygiIiIiIiIVsYAiIiIiIiJSEQsoIiIiIiIiFbGAIiIiIiIiUhELKCIiIiIiIhWxgCKiYunw4cOwsrLK869z584AgMzMTMyZMwd2dnaws7ODv78/lEqldG1+24mIiKjw4j5QRFQsRUVFoXnz5vD19ZWO6enlpMTAwECcO3cOwcHBSElJgZubG0xMTDBy5MjP0k5ERESFF3ugiKhYioqKQo0aNWBhYSH9MzMzg0KhQGhoKNzd3WFjY4NmzZrB2dkZ69evh1KpzHc7ERERFW4soIioWLpz5w6qVq36xvEbN24gPT0dtra20jFbW1skJCQgOjo63+1ERERUuLGAIqJiJysrC/fv30dYWBjat2+P1q1bY8aMGXj58iXi4uJQokQJGBsbS+dbWFgAAGJjY/PdTkTFC+dbEhU9nANFRMVOdHQ0MjMzoaOjg8DAQMTHx8PX1xdOTk74+eefIZfL85yf+zojIwPp6en5aldV2bKlPvp90cezsDD+8ElE+cD5lkRFj1YVUIcPH8b48ePzHKtevTr279+PzMxM+Pj44MCBAwCAXr16YfLkydDRyelEy287ERUf1apVQ1hYGEqXLg2ZTAYAKFOmDOzt7dGkSZM3Cp3c10ZGRjA0NMxXu6qePUuBUineew5v/vMvPv6lpkOgj6CjIyt0Dxden2/5utz5kkFBQbCxsQEAODs7w9/fH46OjsjMzMxXO+9viNRHqwooPqUhooJiZmaW5/U333wDAFAqlUhLS0NqaipKliwJAIiPjwcAlC9fHvr6+vlqJ6Li5c6dO2jcuPEbxz80XzIpKSlf7VWqVFHr+yIqzrTq8QRXxSKignD8+HE0bNgQqamp0rHr169DR0cH3bp1g5GRESIiIqS28PBwmJubo3LlyrC2ts5XOxEVH5xvSVQ0aVUPFJ/SEFFBaNCgAQwMDODh4YGJEyciISEBM2fORM+ePVGuXDnY29vDy8sLvr6+UCgUCAgIwODBgwEAhoaG+WonouKjMMy3BDjnsqBw2LV2yc/noTUF1OtPadasWQOFQoEWLVrA1dX1g09ZkpOT89XOAoqoeDE1NcXq1asxb9489OrVC3K5HJ07d8aUKVMAAK6urlAoFHB0dISBgQHs7e0xYsQI6fr8thNR8VAY5lsCnHNZUD7nnEt+Hvn3oc/jfXMutaaA4lMa9eEvGdGbrKyssGbNmre2GRgYwNPTE56enmppJ6Lig/MtiYoerSmgCutTmsJQnHCVKVKnwrgqFhFRQTh+/Djc3Nxw8uRJqch5fb7lsmXLEBERgZYtWwLIO1+yXLly0nzKT2knIvXRqkUkzMzMpOIJePtTmlyvP2WxtLTMVzsRERHR5/b6fMu7d+/iwoULmDp16hvzLSMjI3H+/Pl3zqf8lHYiUh+t6YHiUxoiIiIqSjjfkqho0poCiqtiERERUVHD+ZZERY/WFFB8SkNERERERNpOawoogE9piIiIiIhIu2nVIhJERERERETajAUUERERERGRilhAERERERERqYgFFBERERERkYpYQBEREREREamIBRQREREREZGKWEARERERERGpSKv2gSLKDxNTAxjI5ZoO450UGRl4kazQdBhERERElA8soKjIMJDLMWTtRE2H8U7rhi4EwAKKiIiIqDDjED4iIiIiIiIVsYAiIiIiIiJSEQsoIiIiIiIiFXEOFBER0WdgZiqHntxA02EUWlkZCjxPztB0GEREH8QCioiI6DPQkxsgws9R02EUWg2mhABgAUVE2o9D+IiIiIiIiFTEAoqIiIiIiEhFLKCIiIiIiIhUxAKKiIiIiIhIRSygiIiIiIiIVMQCioiIiIiISEUsoIiIiIiIiFTEAoqIiIiIiEhFLKCIiIiIiIhUpKfpAEg7mJnKoSc30HQYb5WVocDzZO5OT0RERESaxwKKAAB6cgNE+DlqOoy3ajAlBAALKCIiIiLSPA7hIyIiIiIiUhELKCIiIiIiIhWxgCIiIiIiIlIR50ARaZnSxnLoG2rngh4AkPlKgaSXnJNGRERExRMLKCIto29ogD8GDdV0GO/UccNagAUUERERFVPFaghfZmYm5syZAzs7O9jZ2cHf3x9KpVLTYRFREcR8Q0QFgbmGqOAVqx6owMBAnDt3DsHBwUhJSYGbmxtMTEwwcuRITYdGREUM8w0RFQTmGqKCV2x6oBQKBUJDQ+Hu7g4bGxs0a9YMzs7OWL9+PZ/UENFnxXxDRAWBuYZIM4pND9SNGzeQnp4OW1tb6ZitrS0SEhIQHR2NKlWqqPR1dHRkbxwzNyv5ucJUi7fF/DZyk7JqjuTTqfoezEuVUXMk+aPq+zAy197PAsj7PlR9T8XJ58g3Kv/Ma3n+0Xaf++dXm/NoYfChz4P5Ji913tu8DfNN/jDfaJf85JtiU0DFxcWhRIkSMDY2lo5ZWFgAAGJjY1VOMmZvSR6LPLp9jhDVpmzZUiqd992oeWqO5NOp+h78e81UcyT5o+r7aB3or+ZI8kfV91FcfY5887Zc8zbann+03ef+WdbmPFoYMLd8HHXe27wN803+MN9ol/x8HsVmCF96ejrkcnmeY7mvMzK4ohgRfT7MN0RUEJhriDSj2BRQhoaGbyST3NdGRkaaCImIiijmGyIqCMw1RJpRbAooS0tLpKWlITU1VToWHx8PAChfvrymwiKiIoj5hogKAnMNkWYUmwLK2toaRkZGiIiIkI6Fh4fD3NwclStX1mBkRFTUMN8QUUFgriHSjGJTQBkaGsLe3h5eXl6IjIzE+fPnERAQgMGDB2s6NCIqYphviKggMNcQaYZMCCE0HURBUSgU8PLywoEDB2BgYAB7e3tMnjwZMhmXRSWiz4v5hogKAnMNUcErVgUUERERERFRfhSbIXxERERERET5xQKKiIiIiIhIRSygiIiIiIiIVMQCioiIiIi0ys2bNzUdAr0Fl07IwQKKiIiIiLRGZGQkunXrhm3btmk6FPqX3NUdi3shpafpAIgKkhACMpkMCQkJKFOmDHR0+AyBiIhIm9SvXx/jx4/HnDlzIJPJYG9vr+mQirWgoCAoFAqYmJigY8eOqFSpEnR1daV7quKIBVQBK84/bNpAJpMhIiIC3t7e2Lp1K+RyuaZD+mhKpfKthR9/tqig8GdNe/GzoaJi7Nix0NHRwYwZMwCARZQGtWzZErq6uli8eDH+/vtvZGZmwsvLCxUqVNB0aBrDAkqNcv+QPXv2DBkZGahQoQJkMhn/wGmYgYEBnjx5gsTERJQrV65Q9UK9Xjxdu3YN2dnZyM7ORr169fgzRWqXm7v+/bP2rqKe1Cf3s7h//z5SU1Px8uVLNGnShHmAioTcnDJ69GhkZ2djxowZEEKgV69emg6tWGrQoAEAYOnSpfj777+xevVqdOnSBR4eHmjbti1MTU01HGHBYwGlJrl/3I4ePYqgoCBkZWWhatWqWLFiRaEronJjvXnzJuLj4/Hy5Ut07NhR02Gp7N/f64oVK0KhUODp06ewtLQsVJ9F7k1qQEAATp48ifT0dBgYGKBChQoIDAyEiYmJhiOkoir39yQ8PBz//e9/8fLlS1SqVAkODg4snjRAJpPh8OHDCAwMlIbSyOVyeHp6olatWvxMqFDKzTNpaWmQy+WQy+UYN24c5HK51BPFIqrgvH5/JISAoaEhGjVqhEaNGsHX1xdBQUFIT09Ht27dULJkSQ1HW7BYQKmJTCbD8ePHMWnSJAwePBhVq1ZFUFAQxo8fj8WLFxeqIkomk+HgwYOYOXMmLC0t8cUXX6Bx48YoU6aMpkNTiUwmw/nz5zF37ly0bNkSVatWRfXq1XHnzh1YW1u/MYxP2z+X0NBQbNu2DcHBwfj222+xbt06BAQE4MmTJ1IBpe3vgQofmUyGI0eOwN3dHe3atZNu4P/44w9s3LixUOW0ouDKlSuYNm0aPDw80LlzZ9y9exfdunXDo0ePYG1tDR0dHX4eVKjk/ryePHkS69evx8uXL6FUKjFq1Cj0798fADBz5kwALKIKwusjC7KysiCTyaCrq4vs7Gzo6urC3d0dBgYGWLRoESpWrIjWrVsXq9EIxeNdFoAzZ84gIyNDev3ixQuEhIRg4sSJcHFxQYsWLaCnp4djx45h4MCBAFBo/rDduHEDXl5emDZtGkJDQzF37lzI5XL8/fffyMrK0nR476VUKpGdnY24uDjUqFEDd+/eRUBAAB48eAA/Pz+MGjUKwcHB+M9//oObN29CoVBo/efy+PFj2Nvbo06dOjhx4gRWrlwJb29vpKWlYeXKlQAKz88WFR6JiYlYsmQJxo0bBx8fH4wePRqpqamoW7cu/vnnHwD8uStIjx8/hrW1Nbp3744nT55g7Nix6Nu3L2rXro3FixcD4OdBhYtMJsPZs2fh5OQEOzs7zJ49G5UrV4arqyvu3r2LkSNHYuLEifD09MTmzZs1HW6R9nohtHr1ajg7O8PBwQHPnz+XiigAmDRpEn788UdMnz4dKSkp0oOb4oAF1GcQExODESNGwMvLC5mZmdLxpKQk1KpVC6mpqVi4cCHatm2LHTt24Pbt25g0aRIeP34MpVKpwchV8+TJE5ibm+Pnn39GZmYmVqxYgb59+6J3794YPnw40tLSNB3iG17/BdbV1UW3bt0QEBCAFStWYPfu3ejbty9KliyJhg0b4vjx45g6dSomT56MFy9eaDDqN70tEd27dw+pqam4fPky3N3dMWnSJPTs2RP//PMPdu7ciX/++afYJDAqOJmZmXj16hXs7e0RHx+PAQMGoF27dhgzZgxCQkJ4Q6Nm//6djouLQ2ZmJtLT0zFkyBA0bdoUs2bNgq6uLrZt24aTJ09qJlCiTyCEgFKpxB9//IHu3btj1KhRsLCwwI0bN+Dg4ICSJUviypUr+OWXXzBo0CAsWrQIL1++1HTYRU5uR0Bu8eTv74/g4GDUrl0bbdq0kc7T1dWV/v/UqVNRo0YNLF26tFj1erOA+gwqVaqE4OBg7N+/H15eXsjKyoKJiQlq1aoFADh9+jTS0tLQtWtXVK1aFRUqVMB//vMfTJo0CQqFQsPRf5i5uTmeP3+OQYMGoV27doiIiECrVq2wb98+XLx4EX/88YemQ8wj9xf4/PnzmDVrFiZPngxPT0+8ePEC2dnZKF++PNq2bYvnz5+jS5cu2LRpE06fPo21a9fCwsJC0+FLlEqllIg2b96MAwcOAAD69u2LEydOoE+fPpg6dao0tAEA5HI5jI2Ni00Co4JTvnx5lCpVCqtXr0afPn3QunVrzJw5E3p6erhx4wbu3bun6RCLtNyctnXrVgBAhw4dEBMTg3r16qF169bw9PQEALx69QrGxsYwNzfXZLhEH0Umk0FHRweZmZmoXbs2kpOT0bNnTzRq1Ahubm44e/YsZs6ciczMTLi4uODgwYMwNjbWdNhFyqpVq3Dt2jUAOfdRDx48wJ9//ong4GCMGDEC9vb2+OuvvzBjxgzs3LkTcXFxAHIW5mrXrh2ePHlSrO49OAfqM1AqlWjZsiUWL16M8ePHIzs7G15eXvD09IShoSF+/fVXlClTBnXq1AEAVK9eHc7Ozvj6669hZGSk4ejzyi0+7ty5gxcvXsDU1BQ2NjYYO3Ys/vvf/8LOzg5dunRBpUqVAACNGjXSeBLLjfn1FcKOHTsGFxcXdOvWDQ0aNMDy5ctx6dIlLFmyBBUqVIC5uTnMzMwQHR2NL774AqVKlUKpUqU0+j5e93r3eUREBC5cuIALFy6gTJkyaNGiBb7//nuEh4dLPZhxcXHYt28fKleuXOwmctLn9/oKb69evUJKSgoaNmyIZs2aITQ0FN9++y1mzZoFIOdJZNmyZVG6dOk819LnlZGRgbCwMKxatQq6urro1asXxo4di7Vr10JfXx8AkJCQgD/++AMymQzlypXTcMRE75Y7j+bfTExMsGjRIixatAjt27eHq6srAMDIyAjZ2dlST6yZmVmBxlscpKen48CBA9KqvkqlEvfv30dMTAzi4uKwcuVKJCUlQS6X4+zZs9DR0UG3bt2go6ODDh06YO3atTh27Bjatm2r6bdSIFhA5ZMQAjo6Ojh06BCePHmCpUuXYtSoUdDV1cXUqVMB5AzxMzMzQ1paGlasWIELFy7AxcUF5cuX13D0b8pdMMLT0xOZmZmwsLBA3759MXDgQPTu3RsKhQKXL18GAOzcuRM3b95EzZo1NRpzVFQUqlevDplMhuzsbKSnp2Pt2rUYNWoUfvnlFyQmJiI4OBgtWrRAVlYW0tPT8cUXX6BEiRI4evQomjRpotH43ya3eJo/fz4OHz6MKlWqoFSpUnB3d8fcuXPh4uKChQsXIiAgAAsXLoSpqSkMDAzw22+/SYmvuEzkpM8nt9czNw/4+PhALpejYcOGaNiwIXr16oWHDx8iLi4OAQEBqFevHs6dO4cLFy7A2dkZAOfdqItcLke/fv2gq6sLPz8/6Ovro1+/flAqlVi2bBkOHDgAMzMzJCcnY/ny5SygSCvFxMSgQoUK0NPLuf28evUqEhMTkZiYiJ9//hmjR4/Go0ePEBERAVdXV2mRp9u3b6NMmTKFYtpDYdWwYUP89ttv0kOwSpUqoV27dpg2bRqysrLQrVs3/Pjjj2jVqhWGDx+Oq1evolu3blAqlTA1NUXHjh2luVHFgqBPplQqhRBC3Lt3TzRr1kysWbNGCCHE6dOnRZ06dcT06dOFEEKcOnVK2NraitatW4sWLVqIa9euaSzmd8l9L8+ePRNdunQRv//+u/jzzz9FQECA6NSpk1iyZIkQIue99ejRQ7Ru3Vr89NNP4urVq5oMW/z555/CyspK7N69WzqWmpoqevfuLaKiosTTp09F8+bNxbRp00R2draYMWOG8PT0FEII4ePjI+7evaup0D8oLCxMNG7cWERGRoqsrCzx8OFDsXjxYvH999+LP//8UwghRHR0tNi5c6c4c+aMyMrKEkIIkZmZqcmwqRC6c+dOnteRkZGiUaNGYvfu3eLhw4ciLi5OKBQKkZiYKBISEsSiRYtE+/btRadOnYSDg4O4ceOGhiIv+u7fvy/9bgshRGxsrAgMDBQNGjSQ8t6zZ8+kPPD48WNNhUr0Xrt37xadOnUSJ06cEEIIcfLkSVGnTh3RvXt3UadOHdGjRw+xfft2cfLkSdGzZ0/x/fffi0mTJonRo0eLBg0aMM+oweXLl4VCoRBCCJGeni5at24t3e8JkZNbIiMjRXR0dJ7rBg4cKJYuXZrn2IkTJ944ryiTCcHZ5vkRHh6ONWvWICMjAyEhIdLxM2fOYNy4cejVqxdcXFzw7NkzREdHo1q1alrZ8wTkvJf169dDV1cXnp6eMDY2xtOnT7F161YcPnwYPXr0wLBhw3D//n0kJyfjyy+/1Pg4+0ePHmHjxo3Yu3cvPDw80KVLFwBA9+7dUaNGDURGRqJZs2b49ddfIZfL8euvvyIxMRErVqzQ+l6a48ePIygoCNu3b4eBgQGAnJXQVq9ejb1798LHxwfNmzfPc827hkUQvcvRo0exePFiODo64ueffwYAbNmyBf/5z3+wceNGpKSkYN26dTh+/Dju3LmDAQMGwM3NDQDw/PlzGBgYoESJEpp8C0XK672AiYmJaN68ufQ9z/3djo2NxcaNG7FlyxZ4enqic+fOGo6a6MOSk5Pxyy+/QFdXFwMGDMCmTZvQpUsX/Pzzz9DR0YGbmxsSExPRr18/NG7cGGvXrkVycjKMjIzQu3dvfP3115p+C0XKxo0b4e3tjSVLlqB58+YwNDTEtm3bsHv3bowbNy7P6JzY2FgsXboUxsbGuHLlCpKSkrBr1y7o6ekV22Hb2nv3WEiUKlUKN2/eRFhYGI4ePSodb9GiBZYsWYKdO3di+vTp+OKLL9CkSROtLZ6USiVSUlJw6dIlXLx4UfplKFeuHPr06YOffvoJu3btwsKFC1G1alXUrVtX48UTAHz55ZcYM2YMevXqBS8vLxw8eBAAMGrUKJw9exYlS5bErFmzpGEAr169Qrly5fIs0KAN3jYswcjICPfu3cPt27cB5AwXLVOmDJo0aYL4+HhMmzYNx48fz3MNiyf6WJaWlqhatSq2b9+O/fv3AwBKly6N6OhouLu7o2PHjjhx4gRq1qyJefPmYe3atTh16hSAnHkILJ4+j9OnT+Pp06fQ0dGRNmE/duwYAgIC8Ntvv2HRokXS8BhLS0v8/PPP0NPTg4uLC7Zv367h6IneLysrC6ampli1ahWEEFizZg2ePXuGmjVrokSJEjA0NISfnx9KlSqFdevWoUyZMnB2dsacOXPg4eHB4kkNBg4ciO7du8PDwwNnz54FkDOMz9DQEPv378fdu3fznG9hYYG7d+/C2tpaKp6ys7O16l6qILGA+kivd9hlZmbC2toaa9asQZUqVRAaGorIyEipvUWLFvD398f58+fx9OlTTYSrMh0dHXz//ffw8vKCQqHAnDlzpLby5cujd+/eaN68Oc6fP4/ExEQNRvo/uUXH9evXkZaWhoyMDLi5ueHQoUP46aefMHDgQDx79gxTpkzBunXrMGPGDJw6dQqDBg2SblK0wes9YdeuXcPVq1eRnJyMJk2aoFWrVliwYAGuXbsmxfvFF1+gWbNm+OmnnxASEoLo6GhNhk+FXO3atTFq1CiYm5vjt99+w9GjR9GmTRv89NNPePz4Mdq3bw9vb294eXmhVatWsLGx0fjCMUXN7Nmz4e3tLb2+e/cupk6dipSUFHTo0AE+Pj4ICQnBwoULpb9BX331FVq3bo1Zs2bB1tZWU6ETqURPTw9KpRLGxsZYsWIFTExM8ODBA9y5cwdAzr2VgYEBvL29cefOHZw5c0a6lgOlPr/cPTx9fHzQpk0bTJkyBUeOHEGVKlUwePBgXLx4EZs3b8bNmzcB5Dy0mTBhApYvX46pU6dCT08PWVlZxfqhLYfwqej1YRXnz5/HuXPncO/ePbRu3Rpt27ZFeno6Ro4cicqVK+OXX35B3bp1pWvT0tK07iltbpfrtWvXcOvWLejr66Nq1aqoXbs2jh8/DhcXF/z000/w8fGRrnn69Cn09PRQpkwZDUae19mzZzFu3DiMGTMGWVlZuHv3Ls6cOQNPT0/89NNPOHLkCFatWgV9fX0YGxvDyckJ1tbWmg5b8nrXd0BAALZv3w4jIyOUKVMGq1evxt27d7F06VIkJSVh6NChKFOmDNasWQM9PT1MmDABLi4umDlzJuzs7DT8Tqgwev3n79q1a1i9ejX++ecfjBo1Cq1atQKQ84f2wYMHsLS0xNq1a/H7779j27ZtsLS01GToRYa3tzf27t2L1atXo3bt2vjvf/+L0NBQZGRkYOnSpdJ5f/zxB1xdXTFgwAB8//33CAsLw8mTJ7FhwwaYmppq8B0QvV9unklMTIRCoUCFChWQkpKCsWPHQqlUwtXVVVqlODY2FsOHD4ePj490jD6v3M8jMzNTWsHTxcUFx44dg5+fH3788UccPXoUCxcuRPXq1fHjjz+iQ4cO0vXZ2dla9RBaU1hAfUBMTIy0ZDeQM1/A2dkZbdu2xatXr3Djxg3UqFEDTk5OMDY2xsiRI/HNN99g0KBBWvVUMPdjfv0H/siRI5g2bRq+/PJLpKam4tGjR3BxccGQIUNw/PhxODs7o1OnTvDy8tJU2B80d+5cPHv2DAEBAQBylvHdsWMHVq9eLRVRQM5NoFKplIbyaZslS5Zg06ZN8PLykp7ClS5dGqtWrcLTp0+xYcMG7N27V1qNb+3atdDT00Pv3r0xYcKEN+ZCEX1I7h/Rp0+fokSJEihVqhQePHiARYsWITY2Fv369cPPP/+MHTt2YOPGjcjIyMCrV6+wePFiaY87yp/ly5dj4cKFOHjwIKpUqQIgZy7q+PHjkZ6ejqVLl6JZs2bS+UePHoWbmxvMzMygUCiwcuVKja+CSvQ+uXnm2LFjWLFiBeLj49GhQwe4uLggPT1dmhPVrVs3VKlSBadOncL27duxY8cOPqRRg9dHvKSkpCA1NVWaWjJjxgzs2bMH/v7++PHHH3Hx4kXs3LkTFy9eRKtWrdCnTx/UqFFDk+FrlwJdsqKQmTdvnnBxcRHJyclCiJzVSPr16yc2bdoknXPhwgUxevRoMWLECJGUlCRu374tmjRpIlxcXMSrV680FfobUlNT87y+f/++aN26tfjtt9+EQqEQCQkJYvPmzaJmzZpi7dq1Qgghjh8/LqysrMScOXM0EPGHKZVKMX78eDF+/Pg8x589eyacnJxE/fr1xa5duzQT3Ed49uyZ6NOnjzhy5IgQIudnqnHjxqJ9+/aic+fO4vnz50IIIZ4+fSoSEhKk1/7+/uL7778XsbGxGoqcCpPclTazsrKk/3/06FHRrVs30a5dOxEYGCiePXsmHj58KCZNmiQcHBzEsWPHREZGhjh9+rQ4duyYePLkiSbfQpEyd+5cUatWLVGnTh3h4eGRp+3vv/8Wbdu2FePHj39jpdN//vlH3LhxQ8THxxdkuESf7MiRI6JWrVrCx8dHbNiwQfr/GRkZ4uXLl2LQoEHCyspKdOvWTQwePFhcv35d0yEXSbl5Xwghli5dKvr16ydatWolhgwZIv744w8hhBAeHh6ibt260v1IcnKyuHjxohg0aJAYP368GDhwoDhz5kyer1VcsYB6h8uXL4uaNWuK8PBw6dizZ8/Ejz/+KA4dOpTn3LCwMNG0aVOxY8cOIYQQt2/fFg8fPizQeN9nw4YNYvz48SIrK0tkZ2cLIYT466+/RLdu3cSzZ8/ynLtu3TphY2MjLbV++vRprVnqO/cXVqlUSu9j+/btom7dutKy3rkWLFggbG1tRdu2bcWLFy+06pc9N/ZcUVFRomHDhuLGjRvi8ePHYsKECSIkJERcuXJFNGvWTPTo0UNcvnxZCCHErVu3RKdOnUSfPn1E06ZNtXJJfNJOf/31V57XuTc1CxcuFAEBAaJjx45i5syZ4tmzZyI6OlpMmjRJDBgwQOzbt08zARdhPj4+om7duuL69esiPDxcNGzYUEyePDnPORcvXhRt27YVzs7OvKGkQishIUH06tVLbNmyRTrWqFEjYWVlJdzd3UVmZqZITU0Vffr0EWPHjhUvXrzQYLTFw/Lly0WTJk3E3r17xT///CM6duwoOnToID2M/fXXX0WDBg3Evn378myP8vz5c7Fr1y4+SPt/XETiHczNzVGpUiWcO3cOhw8fxh9//IGUlBRkZGQgJSUFQM4iEgBgZ2eHqlWrIiIiAkqlEtWrV0flypU1GX4eFhYWmDx5MnR1daVVnJKTk3Hz5k1pcYvcBRnatGkDExMTaWGCFi1aoFq1apoJ/DXi/4cBhIWFwc/PDz4+Pnj8+DF69OiBtm3bYu7cufjzzz+l81NTU9GvXz9s374dxsbGWjNWV/z/xssAcODAAQDA119/jf79+yMrKwsnTpyAnp4e2rZtixo1aqBMmTK4e/cuAgMDAeRMHB83bhwcHR2xbds2Dt8hlXh6emLAgAFITk4G8L/l8KdNm4YJEyZg7NixiI+Px9mzZ7F48WKUKlUKkyZNgpGREfbu3YuUlBRO5P5MEhMT8eDBA4SGhuLbb79F3bp1ERAQgDNnzkibEQOAra0tfH19cenSJaxbtw5XrlzRYNREn0ZfXx/p6emoWLEiUlJS4O7uDgcHB2zatAl79uzB/PnzkZCQgHXr1sHDw4ML1KiREAIvX75EWFgYpkyZgp9//hkPHz7EkydPMG7cOERHR+P+/fvw9vaGra0tdu7cCV1dXQghoKenh9KlS6Nbt26oUKGCpt+KdtBo+abFXr58KTZs2CDatWsnrKysxJ49e4QQQnh6eoq6deuKK1euSOcqlUoxfPhwaSNdbZE71Cu39+XSpUti+PDhIiEhQSgUCtGvXz/h5uYm7t27J13z8uVL0b17d2mjO01SKpV5eo6OHTsm6tatK/r16yfatm0rGjVqJO7fvy8ePnwoXF1dRa1atYSDg4MYMGCAsLW1Fbdu3dJg9G96vecpJiZGWFlZ5XnqnJGRIRwcHMTKlSuFEEIkJSWJYcOGiYiIiDd6rYhU5e3tLRo1apRnE8rcDab//PNPkZqaKtzd3YWvr6/4/fffha2trZg9e7a4f/++iI+P5xBRNcjduPL1XvXTp0+/tScqPDxc2NraiunTp0vXEWmT13+O/y02Nla4u7uLq1evigMHDogpU6aIiIgIIYQQnTt3FrVq1RKTJ08W6enpBRpzcZWRkSEGDhwoLl68KI4fPy7q1q0rTUuZPHmyGDdunHQu7zvejz1Q/yKEgFKpRKlSpVC5cmU8fvwYFStWxL179wAAv/76K1q0aIH+/ftj06ZN2L59O+bPn48rV67g+++/12zwrxFCYP369di4caO0+s39+/eRmJiImTNnIisrCwMHDkRUVBSWLVuGy5cvIyYmBsHBwUhMTNSKlepe7zVKSkrChQsXMGXKFGzatAkbN25Ew4YN0bdvX2RlZcHPzw9BQUGoW7cuvv/+e/z2229aN9kxt+fJz88PM2fOhKWlJQ4cOIDRo0cDgLRS4Llz5/DXX3/B1dUVqampsLGxgY6OjtR7SKQqb29v7Nq1C+vXr4e1tbW0dK2uri66dOkCIyMjnDhxAllZWejYsSN69eoFS0tLHDp0CDNmzECpUqW0du+6wix3MZvcHCeTydC8efO39kQ1aNAAq1atwvDhw7V2ERwq3p48eQIAbx3pUb58eTg7O6NWrVo4fvw45HI56tevD6VSiWrVqsHFxQUuLi4wNDQs6LCLvNxRUq+TyWQwMDDAzJkzMWXKFLi7u6N///4Acvb9BP636JiOjs5b96ikHFyF719yVyi5efMm/vrrL5QtWxbR0dH4448/0LRpU7i4uAAAAgMDcebMGWRlZaF06dL49ddf8e2332o4+rxyV3Xr3Lkz4uLiEBgYiP/+97/YtGkTypYti4CAAJw7dw6bN2/GuXPnUKNGDaSmpmLx4sUaHRq2ZMkSXLlyBStXrkR2djYePHiAbt26oXz58nB1dZVW1ouLi4Onpyf++9//YsOGDVpR9H3Izp074efnh+XLl6NkyZJ49uwZpk2bhqpVqyIkJATnz5/HvHnzkJKSggoVKmDNmjXQ19dHdnZ2sd5vgT5eYGCg9JCnWrVqeZasffz4MZRKJSpWrAgnJyeYmZlhzpw5SE9Px8SJE2Fra4vu3bvDwsJCw++ieBFC4OzZs3B2dkbr1q0xb948TYdE9F5Hjx7F3Llz4eXlhaZNm77zvPT0dAwdOhSNGzdGv379sHXrVuzduxe//fYbzM3NCzDiou/69et57uGOHj2KlJQU6OnpoV27dkhMTMSIESMgk8mwd+9eZGZmQk9PDwMHDoS1tTWmTZumwegLEU12f2mLffv25VkoITo6WtStW1f8/fffQgghEhMTxZIlS0T37t2Fn5+fdF5cXJxISUkRL1++LPCYVTV58mRhZWUldctmZWWJvXv3ir59+4qxY8eKlJQUIUTOohnasrLTlStXxO3bt/Mc8/PzE1ZWVmLx4sV5VhR8+vSpcHJyElZWVm9co42WLVsmxowZk+fYgwcPRIsWLYSzs7MQIuczun37ttR9npmZWeBxUuEWFxcnrKysxOzZs99YgXPhwoWiY8eO4tmzZyIjI0OMGTNGBAYGipiYGLFkyRLRsWNHDtvTIKVSKc6ePSusrKzEtGnTNB0O0XtdvHhRODk5iR49eryxmFOu3KF9u3fvFlZWVqJ9+/aiSZMmXARJDRYuXCj69OkjTp06JYQQIigoSNStW1f07dtXfPfdd2Lw4MFi586dIjw8XDRt2lR06dJFDBo0SPTp00d07tyZ9xsfQU/TBZwmCSGQmpoKV1dXNGrUCJ6enqhcuTJMTU1hbGwsTWY0MzOTujiPHTsGf39/uLi4SN2d2ka8tjmmiYkJ2rZtiyNHjmDt2rUYOnQoOnXqBADYsmULpkyZglmzZmnVhnW1a9cGAFy4cAFBQUHYunUrXF1dAeTsm2JpaYnOnTvD0NAQFhYWcHd3h4GBgdb10Lz+OYjX9tx5/PixdE5WVha++uorDB06VHra7O/vj+rVqwPI6RHV0yvWv6b0CcqVK4dNmzbB3d0dZcuWRZ8+fWBubo7g4GCEhobC19dX2hC7Tp062LJlC/7zn/8gNTUVwcHBHLanQTKZDE2bNsXatWv5OZDWs7W1hb6+PjZs2IB58+bBzc0NTZo0yXNO7t/Brl27wsbGBrGxsfjqq6+4GIEatGzZEhEREdiyZQtiYmIQFhaGkJAQNGjQAI8ePUJQUBD279+PIUOG4MCBA9Ief6VKlcLw4cOhp6eHrKws3neoQrP1m2blPhV58uSJaN68uRg6dKiIjo4WaWlpomvXrlIPVK5nz56JZcuWiTZt2ojFixdrIuQPyn1PuQtF5E7MXLVqlbCyspIWusjOzhYHDhwQ3bp1ExMnThTZ2dlas9R3bhyXL18WDRs2FAMHDpTafHx8RK1atcT27dvzTDrNXWpTW7w++TI5OVkkJiYKIXKWIW/cuLEICgrKc/6+ffvE4MGDRZs2bcT06dMLMlQqwi5evChatWolNm3aJAIDA0WjRo3EmTNnhBB5J3yHhYWJP//8Uzx69EhToRJRIfN6Dvnrr7/E5MmTRdeuXaWeqNf/DsbGxorZs2eLc+fOFXicxUXu53Ht2jUxcOBA4eDgIDp16iQtKCZEzh6gQ4YMERMnTnzr19C2eyltVqwLKCH+Nzzq8ePHonHjxmLQoEHi0qVLom7dumL69Oli3bp1Ijo6WhralpKSItasWSOio6M1GfZb5f7yHDt2THTt2lX06NFDzJs3T4o9JCREWFlZSRvl3rlzR+zZs0c8fvxYUyFLXt/c8/Wke+XKFdGqVSvRr18/6ZiPj4+wsbERmzdv1vqVe5YtWyb69OkjunXrJrZu3SqEEGLlypWiXbt2Yu7cuSI5OVnExMSIESNGCC8vL3Hs2DHRs2dPrfz5osLp4sWLolGjRuK7774TBw4cyNPGP5ZElB/vKqJeL5RiY2PF5MmTxXfffVcohtoXRrn3Tbmfx99//y0GDBiQZ1PcXGfOnBG1atUSDx8+5Ep7+VCsF5EQ/z+sKvd/4+Li0KNHD1SrVg1Xr16FjY0Nnjx5gtTUVMhkMnz77bfo0KEDevTooenQ3+no0aNwcnLC8OHDkZ6ejsjISHz77bdwcnJC2bJlsWbNGvj5+aFatWooU6YMli9frtF9FyIiItCgQQPpMzh79iz27duHMmXKoEmTJmjZsiWuXr2KcePG4YsvvsDmzZsBADNmzMDRo0dx6NAhrdo3IncREgBYs2YNQkJC0Lt3b8TFxWHXrl2YPn06+vXrhx07dmDRokVQKpUwMDCAqakpdu7ciaioKEyePBmrVq2CpaWlht8NFRWXL1/GmDFjMHToUHTp0kVrhx8TkfZ6/Pgx5HL5G4vLiNeGq1+6dAkbN27E3bt34ebmhoYNG8LNzQ3Hjx/Hli1btG6xraLg9fuOe/fuwdTUFGXLlsX9+/cxY8YMlCtXDg4ODmjQoAGAnM9o1qxZCA4O5t+CfCi2BVTuL3xkZCTCw8ORkZEBBwcHKJVK9OnTB48fP0ZAQAA6duyIv/76C5cvX8bff/+NsWPH4ptvvtF0+G+VmJiI0aNHo0uXLujfvz8SExPRoUMHmJmZoV69enBxcUHZsmVx9OhRnDp1Cv3799foynU3btxA9+7dMW7cOIwbNw6nTp3C6NGj0bJlSzx58gQymQxDhw5Ft27dpCKqcuXK2LBhAwDg2bNnKFu2rMbif5+IiAicP38eNWrUQLt27ZCRkYHff/8dXl5e8PDwwODBg5Geno5Lly5BX18ftra2AIAFCxbg3LlzWLVqFUqXLq3ZN0FFSnh4OJydndGvXz/07NmTK+wR0Uc5evQovLy88McffyA+Ph6GhobSPL13FVEGBga4ffs2iyc1eb14WrRoEf7zn/8gOTkZQ4YMwZAhQ/Dw4UPMmTMHJiYmaNy4Mb7++musXbsWL168QGhoqHQtfbxiW0ABOcnA1dUVLVq0wNOnTzFw4EB06tQJcXFx6NWrFypVqoSgoCBYWFhAJpNp/cS6R48eoVevXggJCUG1atUwe/ZslCpVSloi+/vvv8ewYcNQqVKlPL90mpKRkYEdO3Zg7ty5cHR0RMmSJWFkZIT+/fvj9u3b+P3333H+/HmMGDEC3bp1w7Vr1zBgwADY2tpi1apVeRK2thBCIDY2Fq1btwYATJ8+XVqARKFQYNu2bZg7dy6cnJwwcuRIZGZmIiIiAhs3boSuri7CwsKwbt06jS4jT0VXeHg43Nzc0LlzZwwaNEhrH0AQkfZ5+vQpZs6cifDwcLx8+RL79+/H119//cZiSUBOr/fy5ctx6dIlrF27lsWTmgUGBiI0NBQeHh74559/sGnTJvTr1w+jRo1CdHQ0PD09ceHCBdSrVw9ffPEFfHx8oK+vrxX3goWWBoYNaoVnz56JLl26SIsqvHjxIs8u70lJSaJ169aie/fu4sGDB0KIt++yrUn/jkehUIjp06eLixcvil27donJkyeLW7duCSGEaNeunahfv77o3r27UCgUWjPuNSMjQ2zdulXUrl1b1KtXT+zcuVNqi4qKEnPmzBEdO3YUu3fvFkIIcf36dXH//n0NRft2b/teRkZGinr16okxY8bkmWP26tUrsWnTJmFlZSX27t0rhMgZH+7i4iJWrlwpoqKiCixuKp7+/PNP0alTJ2lhEyIiVR04cEBYWVmJevXqSfOrX/8b+Pp9yZUrV7glQgG4ceOG6Ny5s7hy5Yr02srKSjRr1kwEBgaKjIwMER0dLTp37ixCQkKkz4hLlueP9nanqFlmZibS09NhY2MDANI8mvj4eMyYMQO//vorNm/ejCFDhkibT2pTb4f4/yc9ly5dwsOHD2FmZoaWLVvC1dUVcrkca9euxZdffokaNWogLS0NlStXxuDBg/HDDz9oxW72ufHr6+ujV69e0NPTg7e3N27duiWd8/XXX8PBwQG6urqYP38+9PT0pCXYtcXrT2+io6OhVCpRokQJ1KtXD+vWrUP//v1hYmKCSZMmoVy5cjAwMJCGT7Vp0wZAzk7t8+fP1+TboGKkSZMm2LZtG4yMjDQdChEVIomJiahduzb8/f3xxx9/4Oeff8aWLVtQtWpVabN3mUwm/V3M3ZKE1Cs7OxvJyckoUaIEoqKiEBQUBH9/f6SmpmLWrFkAAHt7e6xatUoaUcUtUvKv2H73SpQogZcvX+LChQuoX7++dDw7OxtXrlzBhQsXYG9vjwMHDmjlD5lMJsPRo0fh4uICY2NjGBkZoXXr1vDw8AAAvHr1CjKZDM+fP8eWLVsQGxuLNm3aaMWEwdzi6fbt24iPj4euri7at28PpVKJmTNnwsTEBGPGjAGQU0T16tUL+vr6+O677zQceV5CiDxjj48cOYLMzEy8ePECAwYMwJgxY7BhwwYMHDgQAKQiytDQEO3atQMArR8WSkUTiyci+hhXr17F/Pnz0adPH3Tu3BlNmzaFm5sbHBwcEBoaiipVqkjnckiYerxruJ2enh66dOkCuVyOgwcP4osvvkDdunVRvnx5BAUFYe/evVAoFHB3dwcAqdil/CkWd265N+x3795FSkoKDAwMYG1tDQcHBxw6dAiWlpbo3r07AMDS0hLW1tZSr5O2JQLx2hjjY8eOYerUqWjevDkOHjyIffv2YdasWZg1axZatGiBzZs34/Dhw8jIyEBwcLDWrOomk8lw+PBhzJgxA19++SWeP38OX19fdOnSBdnZ2fD09IRSqcS4ceMAANWrV4eTk5P0mWiL3M9h/fr12Lp1K/z9/dG0aVO4uLhg7dq1+PHHH1GvXj1s2LABQ4cOxYsXL+Dl5QUzMzPpa7B4IiIibWdsbIzs7Gzs3LkTurq6+Omnn6SNc/v164c1a9bg8ePHqFKlitYutFWYJSUloXTp0m8tfqysrGBubo6SJUti37596Nq1K7788kvExMSgTp06aN++Pbp16yadz+Lp8yjyd2+5BcehQ4cwa9YsGBkZITs7G3PmzMGQIUPw5MkTrF27Fg8fPkSjRo1w6tQpXLlyBTNnzgSgXQVU7nu5evUqHjx4gGfPnqFKlSqoUKEC7O3tIZPJsGvXLimpNWrUCP/88w+sra3xxRdfaDp8yYMHD+Dt7Q0nJyd0794dCQkJKF26NAwMDNC+fXvI5XLMnj0bGRkZmDx5MgBoXfH0ur///hsODg5o2rSptMKhh4cHEhISEBMTgzZt2mDZsmVYsWIFTE1NNR0uERHRe4l/LdL01VdfYe7cufD09MTWrVsBQCqiPDw8pKH4+/fv11TIRdaSJUuwYcMG7Nu3D+XLl39rEVW2bFnExcUByBlhcPPmTSxcuBBKpRLdu3fPM7SSPo9isQrf2bNnMXbsWEyZMgXfffcdQkNDcfDgQSxfvhx169bFxo0bsWnTJpiZmUFPTw+enp5au2LMwYMH4ebmBktLSzx8+BAuLi7o27cvSpUqhRcvXmDXrl3YvXs3vv32W8ydO1fT4b7Vf//7X8yePVv6nue6e/cu9u7di+HDh2Pnzp1Yvnw5/vOf/6BMmTIajPbdcn91xo0bh86dO8Pc3BwjR47ElClT0K9fP6xatQrbt2/Htm3bYGJiIl3HJEZERNouMjISp06dwqRJk6RjDx8+hLe3N9LT0zFkyBC0bdsWAHDmzBlUqVIFlSpV0lS4RVZ4eDiWLVuGuLg4rF69GpaWlu8chjd//nxs2bIFFhYWMDY2xtatW7nanpoUiwJq+vTpKFWqFNzc3JCUlIRBgwZBR0cHT548wfz589GqVStkZGQgLS0Nenp6KFWqlKZDfqukpCQsW7YMX3/9NX744QfMmzcPf//9N3755Rf8+OOPKFWqFF6+fInQ0FCcPn1aWoJdG4h/7RExYsQILFq0CE2aNJHOuXjxIgYOHIg9e/agevXqSElJyVN4aKvAwECEhIRAV1cXvr6+0kIX69atw7Fjx7BhwwatWoCEiIjoXYQQyMzMxKpVq7Bjxw50794d48ePl9ofP36MYcOGwdTUFA4ODnmGh5F6/P333wgKCkJsbCzWrl373iLq4cOHSEpKQu3ataGrq8u51mpS5MvRjIwMXLt2TboRX7JkCWxtbbFw4UI0aNAATk5O2LRpE+RyOUqXLq21xVNUVBS6du2K8PBw1KpVC2XLloWfnx/q1KmD4OBgHDlyBCkpKTA2Nka/fv2wdOlSrSiecutzhUIBpVKJjIwMWFlZoUaNGti3bx+ioqKkc6tXry6tiqijo6P1xVN2djYAYODAgbC3t4ehoSFsbW2hUCiQkZGBs2fPoly5ciyeqFho06YN/P39P/n6gQMH5nnS/Sl27twJKysrKBQKAIC7uzusrKykf99++y0aNGiAAQMG4OTJkx/99RUKBcaPH486deqgWbNmyMrKyle8QM7+fVZWVjh9+jSAnBViN2zYgMzMTAA539fX38Pb/hF9TjKZDHK5HH379kXfvn1x8OBBLFiwQGr/4osv0KZNG8TFxeHSpUt4+fKl5oIt4nLvoerUqYNJkybB0tISQ4cORWxsLHR1daU8AQBXrlzBL7/8An19fdjY2EBXVxfZ2dksntSkSH1XhRB5VkYTQkAul2PkyJHIzs5GeHg4YmJi0L9/f3z11VcoX7485HI5Fi9ejA4dOmjlppK5PTelSpVCs2bNsHv3bjx79kxq9/Pzg5ubG9asWQOFQoHOnTtLS7JrWm7sp06dwt69e6UJpg4ODnB2dpZWDPzpp59Qs2ZNbNy4EfHx8Vo7ZC9XbkLT1dXFqVOncPbsWXTt2hX//PMP2rdvj6pVq0o3VsuXL5euYSFFVPBq1aqFlStXAsh56JGQkIBdu3Zh1KhR8PHxkRYQUsWxY8dw+PBhrFy5ElZWVmq5Mdm/fz+8vb3Rp08fAMD27dulhzUPHz5E//79sXjxYtSrV++z/7ep+Mr9G3Xz5k1ERUVBLpfjm2++ke6f9u/fDx0dHUyYMEG6pl+/fujdu7fW3HMURTKZTPpscouooKAgDB06FGvWrEGFChWQlZWFu3fvYubMmUhMTMyz2jIXjFCfIlFA3b59G5UrV4ahoSFkMhn+/PNPnD17FtnZ2Rg2bBjat2+P7OxsLF26FGlpaWjZsiWAnCWknZyc8PPPP2tdz1PuL0zu/1paWmLq1KlIT0+Hk5MTNmzYIC3rPW/ePIwbNw47duzQqn2SZDIZTp48iYkTJ2LUqFFo3LgxwsLC0Lt3b/z111/w8PDAxo0b4eLiAktLS6SmpmLJkiVa0XOW623jhnOL9MOHD8PZ2Rne3t5o0KABVq1ahf379+Ply5eQy+Xo1q0bu8+JNExPTy9PTrG0tETt2rWhUCjg7e2NNm3aqLy4y4sXLwAArVq1UtsDkX+Pqn/9gVLuf9/U1FSr8iQVfrmr406fPh1ffvklEhMTkZmZidGjR2P06NGQyWTYvn07zp8/j4oVK+L48ePYu3ev1j/wLAreVUQNHz4cq1evho6ODqZMmYLs7GwcOXIEenp6XKq8ABT6u7qYmBh06dJFepJ46tQpjB8/Ht999x3++ecf7NmzB1u2bEG1atVgZmaGx48fY//+/bh+/TpOnjyJYcOGaW3xdP78eRw7dgzp6emoUKECxowZA29vb0ybNg2DBg3Cxo0bpY3qlixZgri4OI0+CXrx4gVKlSoFHR0d6Ynp3r17MXToUIwePRpPnz7FsmXLMHjwYDx58gTffvstQkJCcO/ePaSmpqJixYowNzfXWPz/9nrxFB4ejuTkZDRu3BglS5bE9evXMWHCBMyaNQtdunSRruncuXOer8Huc6IcO3fuxMaNG3Hv3j0olUpUr14dEydORKtWraRz0tPT4eHhgYMHD8LAwAD29vaYOHGitApnSkoK/Pz8cPToUaSnp8PKygoTJ07MM5dSVcOHD8e2bdtw4sQJaQ7HX3/9hcDAQFy+fBmmpqZo2rQpXF1dYW5uDnd3d+zatQsAYG1tjXHjxmH8+PEffF8DBw6Eubk5goKCpP+2u7s77t27h99///2N71Fuz3ydOnXg4+ODHj165Pt7q1QqsWzZMvz+++9ISkpCw4YNUb9+fezYsQPHjx//6O8dFT337t2TVsft2bMnYmNjcezYMXh5eUEmk2HUqFH46quvsGfPHmRlZSE0NJQLRqjBuxZ7eFsRtWDBAmlOv1wux65du6Cvr8+HtgWk0M+BqlSpElauXIk5c+Zg586dOHjwIKZPn47Nmzdj/fr1qF+/Pvr164e7d++iQ4cOsLGxQWBgIM6dO4fg4GBUq1ZN02/hDTKZDMePH8fo0aORlpaGxMRE7Nu3D507d8azZ8/g5eWFFi1aYPjw4bh8+bJ0Xfny5TUWc0ZGBk6cOCHNacrMzISuri6ioqLwzTffIC0tDfb29mjWrBlcXV1x4sQJ+Pr6IjU1FV9//TXq1KmjVcXT60NB58+fj/Hjx8PFxQU9evRAREQEDA0NsWHDBvTt2zfPNf/GJ0BEOUPfpk+fjn79+uHAgQPYunUrypQpgylTpuDVq1fSeSdOnIC+vj62b98OLy8v7NixAz4+PgByfr8cHR1x584dLF68GDt37kSbNm3g6OiIU6dOfXRMVatWhaGhIW7dugUAuHnzJgYPHowGDRpg9+7dWLp0KeLj49G3b1+kp6dj6tSpcHFxAZCzsuuwYcNUfl+q6tixI3799VcAwPHjx9GxY8cPXqNKDAsWLMD69evh5uaGPXv2oF69eliyZMlHx0dFV3x8PMqWLYvOnTtDLpejcuXK6NOnD5ycnBAcHIyoqCh06NABK1aswPz582Ftba3pkIucjIwM6b4jJiYGKSkp0u/w66OSgJwHLE5OTjA3N0eJEiWwc+dOFk8FrNAXUEDOcIqFCxdi+vTpOHPmjLQ0dqVKlTBz5kzUr18fAwYMQFpaGoKCghAaGor169ejZs2aGo48x+t/aJVKJZKTkxEcHIzx48dj7ty5WL58OdavXw8zMzOMGjUKcrkc8+bNg42NDSZOnIiMjAwNRv8/ISEhmD59OjZu3ChNOG3VqhV27dqFdu3a4YcffsCsWbOgp6eH58+f4/Hjx1rX+5crd3jOypUrsWvXLvj6+iIsLAxAzs1I7lPct11DRHmZmprC09MTvXv3xpdffolatWph6NChSEpKQmxsrHRe9erVMWvWLGmlUScnJ/z+++9ISUlBWFgY/vrrLwQFBaFBgwaoWrUqRo4ciR9//BEhISGfFJeJiYk0AX716tWoX78+nJycUK1aNdSpUweLFi1CbGwsDh48CGNjYylfWVhYoGTJkiq/L1UZGhpKowjMzc1haGj4wWs+FMOrV6+wYcMGjB07Fp06dULVqlUxbtw4tGnT5qPjo6Lr1atXuH//Ph49eiQdK1GiBL7//nukp6cjJiZGOi6XyzURYpE1Z84cPHjwQPq+BgUFYdiwYejZs6c0uuj1HqjXi6jZs2djx44dLJ40oMh8p1u2bInVq1djyJAhePDgAV69egVDQ0OUL18es2bNwpw5c9CuXTscOHAAX3/9tabDlaSmpiIyMhI2NjYwMTGBjo4OZDIZ4uPjpeF5QghYWlrC19cXQ4cORUhIiDQBOisrS+PJLHexjn379qF58+bw9vaWntTWq1cPJ0+eRLly5TBixAjpl1uhUKBixYrIyMiAvr6+VhQfK1euRN26dWFnZwcgZ9n406dPw93dHa1atcK1a9eQmpqKx48fY8qUKZg/fz7q1KnDXiaiD7C1tUXZsmWxfPly3L9/H9HR0bh58yaA/61mCeTki9eHr9jY2CAzMxN3797FtWvXAAAdOnTI87UzMzM/ecXO3JVLAeD69et48ODBG4szZGVl5Vkt9FPelzp9KIa7d+8iPT0d9evXz3Ndw4YNcePGjQKJkbRHZmYm9PT0IJPJkJycDBMTE2RlZeHbb79F1apVsXv3bhgbG+PLL78EkDNn8Msvv1SpmKePFxMTg8uXL2PUqFHYsGEDbt++ja1bt2LWrFnSQ6Nnz55h4sSJsLS0fGN+fI0aNQDkPHxn8VSwitR3u3HjxggJCcHo0aNhbm6O9u3bS0XU9OnTpUUmtElcXBwmTpyYZyGFNm3aQEdHB3/++Sfs7OykmC0tLVGuXDkkJCQAgNasGiiTyaBQKCCTyZCVlYXSpUvj2LFjaNu2Ldq0aYPY2Fjs2bMHEydORO3atZGUlIRTp05hy5YtGi/+csXFxWHt2rWoV68e5HI56tWrBwMDA6Snp0NXVxcxMTFYvXo1xowZAwcHB7Rt2xbz5s1D586d0a1bN63tSSPSBn/88QdcXV3Rvn171KlTB927d0daWhrGjBmT57x/j/1XKpUAcooYpVIJuVyO3bt3v/H1P2WDyHv37iEtLQ21atWS/lvt27fPs8pYrnfNLVX1ff3b60sP59eHYsh9wJP7vaTiKTQ0FE2bNsVXX30FADh69ChWrFgBAPj+++/h6OiIQYMGYfHixdLvQqVKlbBhwwYkJiZq5XSHwi4jIwOVKlXC7NmzERQUhP79+6NJkyaYOHEiOnTogA4dOmDLli34448/sHDhQqmIets8KW6SW/CK3He8efPmWLp0KaZPn45Dhw5J+4FYWlrCz89P65JAtWrVMG3aNHh7e2PMmDHQ09NDyZIl8cMPP+DChQvYs2ePdK6+vj7Kli0rzRXShj2Qc2PIyMiAXC7HH3/8gfPnzyM+Ph5TpkzBw4cP4eDggLFjx8LOzg53795FqVKlsHXrVq3Zv0QIgfLly2Pz5s149OgRVq5cib/++gtGRkbo2bMnvv76a0RGRkImk8HGxgZCCHz55Zd48OABoqKiULJkSU2/BSKttnz5cvz8888ICAjA4MGD0aRJEzx+/PiN83J7mXJdvHgR+vr6qF69OqysrJCRkYGXL1/iq6++kv5t27ZNWtzhY2zYsAGmpqZo3bo1AKBGjRq4c+cOKlWqJH1tY2NjeHt7486dO5/8vuRyOVJSUvIci46OfmdcH/uQ70MxVKlSBSVKlMClS5fyXPfv11R0xcfHY/fu3Rg6dCgSEhLw+PFjODk5oVWrVqhUqRJOnz4NLy8vdOzYEc7Ozrhx4waGDBkCR0dHHDhwAEuXLtXoHOuiKCYmBnv37gUA1K5dG6NHj8Z3332H33//Pc+0DgcHB3Ts2BGPHj3CokWL8PjxYxZLWqJI9UDlatmyJZYuXQonJydkZGSgS5cuMDAw0LqhVrnLTDZp0kQa7vH06VMAwKBBg/D48WOEhobi6tWraNSoEc6fP4/z589j8uTJADQ/5ya3C/no0aNYvXo1YmJipAS8c+dOdOvWDS4uLpg/fz5atmyJZs2aQVdXV+v2RFIqldDV1cXXX3+NJUuWYNy4cVi+fDkmT56M/v37AwBWrFgBMzMz1KpVC0IIlCxZEt7e3mjdunWe7nSi4uzRo0fShrCvs7S0xKVLl/D333/DzMwM58+fx8KFCwEgzxzOa9euwcvLC/369cOtW7ewZMkSODg4wMTEBM2bN0etWrXg7OyM6dOn46uvvsK+ffsQEhICPz+/d8aUlZWF+Ph4ADm/60+fPsW2bduwbds2+Pn5SQ9Ahg8fDgcHB0ydOhVDhw5FZmYmfH19cf/+fWmYzL9VrFjxg++rXr160mbn1tbW2LVrF27fvv3OB0i58Vy5cgXffvvtBx/QfCgGQ0NDDBkyBMuWLUO5cuVQs2ZNHD16FIcOHUKFChXe+7Wp8MvKyoKFhQWmTp2KRYsWwcHBAZ07d8bIkSMxfvx4ADm9U3v37sXs2bPh4eGBH3/8EdevXweQ8/PFJfM/v8zMTEyfPh1RUVEwMzPDl19+iUGDBiEpKQlr1qzBjz/+KK1y6ODgAB0dHWzcuBF79+7F6NGjNRw9AQBEEXb06FHRrFkz8fLlS02H8k5RUVFCCCGePn0qQkNDhZWVlVi+fLkQQojY2FixbNky8fPPP4tOnTqJ/v37ixs3bmgy3DdcuHBB1K1bV2zcuFEcOHBA/PHHH+LFixdCCCFevHgh2rVrJ7p06SImTZokfv31V/Hq1SuhVCo1HPXbHThwQCgUChEVFSU6duwofvnlFxEeHi6EEGLy5Mmie/fuYteuXWLw4MGia9euIisrSwghRHZ2tibDJtIKrVu3FjVq1Hjrv6ioKDFs2DBRr1490bBhQ9G3b19x+PBhUadOHREaGiqEEGLAgAHCw8NDODk5iTp16ohmzZqJBQsWSL9nQgiRmJgofv31V9G4cWPx3Xffic6dO4s9e/ZI7Tt27BA1atQQr169EkII4ebmlieOmjVripYtW4oxY8aICxcuvPEeLly4IPr37y/q1KkjGjZsKEaNGiXu3r0rtW/ZskXUqFFDeh0TE/PB9/Xy5UsxZcoUUb9+fdGgQQMxbdo0sWDBAtGrVy/pa9SoUUOcOnVKCJGTNx0cHEStWrVESEhInviioqJEjRo1RFhY2EfFkJWVJfz9/UXTpk1F7dq1haOjo/Dw8BA//fTTJ3zSVFgkJiaKI0eOSL9DkZGRwsnJSVhbWwtPT888527evFn07dtXTJ06VcTExGgi3GJh+vTp4sGDB0IIIS5fvixq1aolrKyspDxz9epVMWzYMPHjjz+K6OjoPNe+/lmS5smE0IJxYGqUmpqqtUOs/vnnH4wcORI1atTA/PnzoaOjg3Xr1sHX1xeTJk3CyJEjpd6NzMxMZGVloUSJEhqLNzg4GN98802e1ZuWLVuG+/fvY/78+XnOvX37NhQKBapWrQoPDw8kJSVh6tSpWrP06ZIlS9ChQwdpQZFLly5h4MCBOHToECpWrIi7d+9i4sSJqFixIlxcXFC+fHkMHToUOjo6MDU1xYoVK6Cvr//OPRuIiLTFkSNHYGNjg3LlyknHpk6diidPnmDt2rUajIzUKS4uDl26dEG3bt3QtGlTPH/+HJUqVcKKFStw5coV7NixA1988YV0/m+//YbNmzejfv36mDZtGnR1dTmy4jO6dOkS9uzZg19//RX6+vq4evUq7O3toaenBwcHB7i7u0NHRwdXr17FggULEBMTg5CQkDf22+ImuVpCwwVcsZaamirWrVsnevfuLaZMmSL1ZKxdu1ZYWVmJoKAgERgYKD1F1KTY2Fgxe/Zsqccs16RJk6QnqUIIoVAohFKpFDNnzhQTJ04UQgiRmZkp0tLSCjLc90pMTBRWVlZi2LBh4uHDh0IIIe7cuSOaN28uEhMTpfNye6JGjBghoqKihFKpFMnJyVIPWmZmpkbiJyL6GP379xf9+vUTV65cETExMWLHjh2iTp06Yvfu3ZoOjdRg3bp14s6dO0IIIf7++2/x3XffCSsrK3HkyBEhRE4vx9ChQ9/ay7F9+3bx6NGjAo+5qHN3dxfXrl2TXu/atUvEx8cLIYQ4f/68qF27tpg5c6Z0f3H16lUxYsQIUbduXREbG6uRmOn9+Oi8AIl/dfaVKFECvXv3RteuXREVFQUPDw8olUoMGTIEHh4e2L9/P/bs2QNbW1sNRfw/5cuXh5ubG77++muEh4fjP//5DwCgffv2SElJwcGDBwHkTJjOXVozOjoaqamp0NPTg5GRkSbDlyiVSpiZmeHEiRO4desWZs2ahUePHsHU1BTlypVDcnKydO7XX3+NBQsWIDY2Fm5uboiKioKJiQlkMhmXDCWiQsPPzw/m5uZwdHREhw4dsHbtWkybNg1du3bVdGj0md29excRERHS36dy5cpJG7RevHgRSqUStWrVwuTJk1G5cmUMHz48zx5PPXv2zNMrRfknhMCtW7cwZ84cZGZmIj4+Hps3b8bYsWNx+/ZtNG7cGIsWLcKOHTvg6ekJAKhVqxYGDRqEQYMGSQuHkXYp8kP4tE14eDh8fHwQGhoqLeGdnp6OXbt24ffff0fNmjXh7e0NmUyG6OhoGBsbSxsDa0ruj4hMJkNKSgrmzp2LsLAwzJgxA40aNcLkyZMhhEDXrl3RsWNHAMC8efPw8OFDLFiwQGuWKs+Vu9nckydP0LNnT1hZWWHEiBEYPnw4evbsCTMzM/zwww8oW7YsKlWqhJiYGCxZsgQ+Pj4crkdERFpp/fr1sLGxQd26dQEAly9fRuXKlaGvr49r167B0dERPXv2xMyZMyGTyXD16lUsXrwYly5dwo4dO6S9n+jzyR3m/+eff2LRokXo0qULHBwccPr0aWzZsgXJycmYM2cOqlevjhMnTmD8+PFo06YNZDIZWrVqhR49egDgsD1txAKqgN28eROOjo748ssvsXHjRujr6wPIWS0pKCgImzdvRtu2bREQEKB1N+unT59GUlISGjRogGXLluHSpUuYOXMmvvrqK8ydOxd37tyBvr4+KlSogPDwcGzatElr5jwByDNfKff/x8XFoUePHjA3N8fdu3fRqVMnXL9+HcnJyXj58qU0Byp3qWPOeSIiIm3Ur18/pKSkYNeuXcjKysKoUaOQlJSE+fPno3r16jh+/DgmTpwIe3t7zJw5EwAQFhaGXbt2YcyYMdIeUfT5vXr1CnPnzkV0dDSWLl2KkiVL4uTJk9iyZQtevnwpFVG5q2jK5XKsWbOGI120GAsoNRP/v7x1Wloa9PT0IJfLERUVhTFjxsDU1BSbN2+WemgOHz6MVatWoXLlypgyZYrW7buwYsUKrF27FocPH8azZ88QEhKCy5cvY8aMGahXrx4uXbqEgwcPolKlSmjVqpVW7bn1euGzbds2XLt2DXp6ehg1ahQAoG/fvoiLi8PKlSvRtGlTPHjwAJGRkXjw4AEmTJjAJEZERFop9z4jMjISfn5++OGHH+Do6IhTp05h69atSEpKytPLMXHiRLRv3x5ffvklSpcujZ49e2rtYluFlbOzMwwMDDBjxgwYGhoCABITE9GlSxf89NNPmD59OgDg1KlT2Lx5M1JSUjB79mxUr14dqampKFGiBGQyGXuetBgLKDXKTWqnTp3CunXroKOjgxYtWmDIkCG4c+cOxo0bh9KlS2PVqlUoUaIEVqxYgYSEBEyZMkWjq+0B/ys4xGv7Gz18+BAzZ85Ely5d0KNHD1y9ehWhoaG4fPkyJk2ahLZt22o0ZlUEBQVh+/bt+Omnn5CUlISePXuiWbNmiIuLQ69evVClShX4+vqiQoUKeVYfyh32R0REpI0yMjIQEBCAGzduICgoCGXLln1rL8fZs2fh5eWFV69eYdWqVahevbqmQy9S7ty5g59//hkAUL16dQwZMgT16tVDtWrVcPbsWcyePRuTJ09Ghw4dAEAaznf//v08q+4J7i+p1VhAqdmRI0cwadIkdOzYEYaGhjh48CBGjx6NoUOHIioqChMmTMCTJ09QvXp1REVF4bfffnvnpo0FITw8HNWrV4epqSmAN5eBnzlzJiIjI7Fv3z4AwPXr17F161acPHkSM2fO1Ooi6t69exg9ejSmT5+O5s2bIyMjQ+r9e/78OXR0dNClSxeULl0aK1as4CaTRESktVavXi0tcpT7gO/58+fo2bMnmjZtCi8vLwD/6+V4vYhKTk6GEAKlS5fW4DsomjIyMrB06VJkZGTgxYsXePLkCbKysjB8+HA0bdoUQUFBUCqVcHR0lDYpPnr0KCIiIuDi4sIep0KCkznUKDY2FoGBgfj111/h5+eHgQMHIisrC4GBgVi8eDG++eYb7N69GyNGjMCPP/6IHTt2aLR4Onr0KGbNmoXs7GwAOfO1mjdvjrVr1+LSpUsAcvYO0dPTw4oVKwAANWvWRO/evdGuXTuNxq6K1NRUpKamomrVqgAg/cG5desWJkyYACEEtmzZAktLS60bPklERJTrn3/+wfz587Fx40b06tUL//nPfxATEwMzMzP4+fnhzJkz2LNnDwCgVatWGDBgAEqXLo1JkyYhKioKpqamLJ7URC6Xo169erhw4YI036x27doYNWoUgoODYWJigosXL+LOnTvSNT/88APc3Nygq6sr3YORdmMP1GcSFxeHkiVLQqlUwsTEBEDOcqLjxo3Dxo0bIZfLMXv2bJQsWRLffvst5s2bBycnJwwZMgSA9nTVxsXFoXz58nj8+DHS0tJw8uRJHDp0CEqlEnZ2dhg6dChCQ0Px/PlzuLu7S2N7X+/N0QZvW+whISEBnTp1wujRo6XvOwBERUWhb9++CAgIQKtWrd77NYiIiDRNCIHly5fjn3/+QXJyMp4/f44SJUpgwIABaNGiBRYsWIDnz59j5MiR0rLkx44dw/79++Hs7MwV9z6zVatWoWbNmmjWrJl0bP78+Th06BB27NgBU1NTnD59GqtWrUKNGjVw6NAhmJiYYP369VIvFBUunNTxGQQFBeHMmTNITU2Fubk5hg4dih9++AGlSpVCqVKlkJCQgEuXLkFPTw/Dhg2Drq4u5s+fD19fX9y8eRM+Pj4aL55y5/hYWFggOjpa2n9gxIgR6NChAy5dugR/f388fvwYmZmZOHfuHJo3b44ffvgBALS2eDpz5gwUCgXMzc1Rt25d9OzZE/v27YOpqSm6d+8OAKhUqRK++eYb6T3kFrMsnoiISBvJZDLUq1cPZ8+exfjx42FqaoodO3Zg5MiRcHJyQtmyZREWFoZbt25JBVTbtm3RpEkTjc+xLmoePXqEvXv3Yt26dXB0dESfPn1QokQJTJw4Effv38eaNWswevRotGzZEpUrV0ZERASio6Nx5swZHD58GP3799f0W6BPwB6ofNq2bRsWLFiAuXPn4vnz57h//z5WrlyJUaNGYezYsXj27BnKlSuHcePGwcbGBr/88guSk5Px66+/olOnTqhZsyaqVKmi6bchFQ3Pnz+HmZkZxo0bh5iYGNjb26Nbt24wNjZGSkoKdu7ciXv37mHr1q1o06aN1u3z9HpP3rx587Bt2zaYmppCoVDAx8cHderUgZ+fHyIjI9G4cWPUqlUL+/fvR1JSEnbs2MGxx0REpJUOHz4MU1NT2NnZSccWLlyInTt3Yu/evTA1NcXRo0exfPly1KtXD6dPnwYAbNq0CeXKldNU2MXC8+fPsWfPHvj7++OHH35A586d8cMPP2D37t3YvXs3Zs+eLS0TL4TAq1evEBISgjFjxvC+o5BiAZVP8+bNQ2JiIubNmycd27t3L9zc3DB06FCMGTMGMpkMP/30E0aMGIHBgwdjwYIFOHr0KDZs2IAyZcpoMPocuUXHkSNHsGzZMmRkZKBNmza4c+cO7ty5gyFDhqBDhw4wNzeXend27tyJhg0bSqvFaJvg4GCsXbsWy5YtQ9myZeHt7Y0LFy5g2bJlsLW1xY4dO7Bx40ZYWlrC2NgY/v7+0NfX55KhRESkdRISEjBkyBC8ePECv/zyC/r27Sv9rRo7diwqVqyISZP+r707j6q6zv84/uTKYgouODpuKIwaOqiMqaM4ih2nBXNByExxAU3RFM1IXINyaHAJFTcIhsjEDUJkBrXU1DJLcRfHxiV0Dmrjkkp6UbYLvz/68Z0YsUgt0F6PcziH+10+3/f33gPn+76fz+f9eZUaNWqQlZXFnj17+OKLL9ixY4fRK6VRFT+/kydPsmjRIm7duoWrqyszZ85k+PDhNGjQgIULFwJQWFhorAEKqvL7sFICdY9KH7QXLVrE6dOniY6Opri4GACTycTHH3/MxIkTmTx5MmPHjiUqKor33nsPZ2dnLl68yIoVK2jTpk0l38V/HThwgDFjxjBz5kxsbGxo1qwZTzzxBMuWLSM9PZ3hw4fz3HPPVYmE78cUFRUxadIkevbsyYsvvsiRI0cIDg6mZcuWHDlyhLfffpuePXtisViwWCxGD5r+iYmISFV1+fJl0tLSWLx4Mb1798bb25sePXrw0UcfkZycTEhIiPFcUVhYSG5uLvPmzSMwMNAoniQ/v6tXr5KRkUFMTAx169bF19eXyMhIpk+fTt++fSs7PHlAlEDdpx07djB+/Hji4uLw9PSkqKgIk8mEyWRi/fr1vP7666xevZrf//73ZGRkcP78eXr06EGzZs0qO/QyYmNjOXz4sFFdrzRBvHDhAsOHD8fR0REvLy8GDRpkFMmoKv63AEdOTg79+/cnODiYnj17EhERgaurK3379mXy5MkcP36ciRMnEhgYeNc2REREqqLjx48zb948TCYTbdu2ZcqUKYwdOxZra2uWL18O6AvBqmLGjBlcuXKFEydO0LJlSyIjI/nNb35T2WHJA6D+3J/oiy++YNu2bezevdsY6jZ8+HBeffVVMjMzsba2pri4GIvFwvPPP8/AgQNJTk7GxsaGnj17MnTo0CqXPAFkZ2eTm5trvC4pKaGwsJBt27bRoUMHnJ2d+fvf/05Vy7ctFouR+JSUlFBUVESdOnUICwujefPm7N27F7PZTNeuXY3y5C4uLnzyySdl7kXJk4iIPAzc3NyIjIykX79+fPrppwQEBDB48GCOHDlCSkoKgJKnSlb6fDFnzhxGjBhBly5dKCgooF69epUcmTwo+gv7CebNm8emTZuws7OjevXqFBQUsGjRIkaNGsWNGzcYP3480dHRtG/f3jinTp06HDt2rMrPq+nVqxfBwcFs3bqVZ555psw/38uXL5OYmMj169eNBXYr2759+2jXrh2PPfYYAAkJCfzrX/+iqKiIadOm8dRTT1FcXExCQgIODg60bduW/Px8zGYzkyZNMqoHqudJREQeNg0aNMDX15c+ffowffp0Vq1ahb29PRs2bMDDw8OovCeVw8rKyni+8PT0pGvXrtjY2GBlZaUlUh4R+gQr6ODBg2zdupXY2FiSk5OJjo6mVatWBAQEcPz4cUaOHEn37t3x9/dn586dmM1mAPLy8qhVqxYFBQVVrvfm+7p168aAAQOIiopiy5Ytxvbr169ja2tLXl5elVl078svv2TEiBFs27YNgOjoaGJjY7FYLJw6dQpvb2+ysrIwmUy0bt2a/fv3s2LFCsaPH8+3337Lk08+CSh5EhGRh1v16tWJiopi0KBBtG7dmq+++go7O7vKDksoO7LF1tbWSKqUPD0aNAeqgg4dOsTUqVNZsWJFmQXoQkND2bx5MwsWLKB9+/YkJCSQmJiIi4sLtra2nDlzhlWrVtG6detKjL5ivvnmG2JjY0lKSsLNzQ1ra2tOnDhBYmJilYv/s88+IygoiFmzZrFnzx4CAgJwd3fn0qVLzJ49m4MHD7J27Vpq1KhBVFQUp06domHDhixevFjV9kRE5JHw/S8Cb926RV5e3kNR7EnkYacEqoIOHDjA1KlTiYmJwdXVlYKCAqN628yZM9mxYwdJSUk0b96c/fv3c+HCBfLz8/Hw8KiSc57uJj8/n8OHD7Nnzx4cHR3p2bNnlVinqjy7du0iMDCQmjVrEhsbS6dOnQC4dOkSb7zxBseOHWPNmjU0b96cGzdu4ODggJWVlSbXioiIiMg9UwL1Aw4dOoSTkxP169cHYMyYMXz99dekp6djMpnIz883usrHjh3L9evXWbNmjR7Of0EZGRn4+/sTGhqKr6+vMSeqtCdqx44dbNu2zVivSmOPRUREROR+6EmyHMXFxVy9epWXX36ZpKQkLl++DEBYWBgmkwl/f39KSkqws7OjoKAA+C65ys3N5cKFC5UZ+q9Oly5d+Nvf/sbcuXPZunUreXl5APz2t78lNDSU0aNH06hRI+N4JU8iIiIicj/0NFmOkpIS6tWrR506dXjnnXdISkrixo0bODk5MWvWLHJychg2bBhFRUXGML66deuSn59vJFTyy+nRowfLly/n9ddfZ8uWLeTn5wPQqFEjpkyZgrW1NUVFRZUcpYiIiIg8CpRAlaO0uECtWrXo2rUry5cvJzY2ltzcXLp06UJYWBhms5k+ffrw+eefc+DAAdLT06lWrZomb1YST09Pli9fzptvvklaWtodiayGVYqIiIjIg6A5UOUoKSnhzJkzBAUFsXbtWg4ePMiECRN46aWXGD9+PDVr1uT69euEh4cbaw/Z2Njw9ttv4+bmVtnh/6p9/PHHvP/++yQmJlZ2KCIiIiLyCFICdRdms5m4uDj8/Pxo2LAhmzZt4rXXXmP06NGMGTPGWFA2OzsbGxsb7Ozs1PtURWh9JxERERH5uWgI313Y29sTFBREw4YNsVgs9OnThwULFhAfH098fDzXrl0DoFmzZjRq1EjJUxVSulidiIiIyP1wdXVl7dq1P+s1evXqRWRkZIWPHz58OK+++up9XTM1NRVXV1dj3rj8NJoY8gNKC0SUPpD36dMHgGnTpnH79m0mTZpErVq1KjNEuQv1QImIiIjIz0E9UBVQWvq6NIkKDw/nH//4hyq7iYiIiIj8yiiBqqDSHo2SkhJ8fHzYsWOHhu2JiIiIPOLOnTtHYGAg7u7ueHh4MG/ePCwWi7E/NTUVHx8f3N3dadeuHb6+vnz66afG/uzsbAIDA+ncuTN/+MMfGDp0KAcPHrzr9X6sPYDbt28zY8YMOnToQNeuXYmMjKSwsNDYbzabCQsLo1u3bnTo0IHBgwezZ8+eB/iu/LopgfoJvj8srGbNmpUYiYiIiIj8ElavXs3TTz/Nxo0bCQoKIiEhgbS0NAC2b99OaGgoQ4YMYdOmTaxbtw5HR0emTp1KXl4eAMHBwZhMJtauXUtaWhoNGzZk3Lhx3L59+45rVaQ9gJ07d2JjY0NKSgpvvfUW69evZ86cOcB3X/aPHj2a06dPs3TpUlJTU+nVqxejR4++IxGTe6ME6icqTaI0x0ZERETk0ffCCy/wwgsv4OTkxNChQ3F2dubYsWMA1K5dm/DwcAYNGkTTpk1xc3Nj5MiR5OTkcPHiRQD+/e9/4+DgQNOmTXF2diYsLIwlS5YYU0S+ryLtAbRq1Yo333yTFi1a8NRTTzF58mSSk5Mxm83s3buXw4cPs2jRIjp27IiLiwuBgYE8/fTTxMfH/zJv2iNORSRERERERO7CxcWlzOvatWsb1es6depEvXr1iImJ4ezZs2RnZ3PixAkAY5hfcHAwERERbNmyhY4dO9K9e3e8vb2xs7O741oVaQ+gQ4cOZRIwd3d3CgsLycrK4vjx4wD07t27TNuFhYUqfvaAKIESEREREbmL8nqKSpdL2bx5MyEhIXh5edG+fXt8fHy4desW48ePN4718/PDy8uLzz77jL1795KQkEB8fDyJiYm0bNmyTLsVaa+8mIqLiwEoKiqiuLgYW1tbY5jhj92L/HRKoERERERE7kFMTAz9+vVj7ty5xraVK1cav5vNZqKiohg4cCDe3t54e3uTm5uLh4cHO3fuvCOB+rH2SpX2MpXav38/NjY2tGrVCrPZTEFBATdv3qRt27bGMZGRkdja2jJp0qT7vu9fO6WhIiIiIiL3oHHjxhw5coTMzEzOnTtHcnIyixcvBqCgoAB7e3sOHTpEWFgYR48e5fz586SkpFBQUECHDh1+cnuljh8/zltvvUVWVhabN29m2bJl+Pn5UatWLbp3746bmxuvvfYau3fv5ty5c0RHRxMfH4+zs/Mv8r486pRAiYiIiIjcg9DQUJo0aUJAQADPP/88GzZsYO7cuVSvXp2jR48CsGzZMqPynpeXF+vXr2fBggV06tTpntoD8PHx4erVq/j6+hIREcGwYcOYNm0aANWqVePdd9+lU6dOhISE0KdPHz788EPmz59P//79f5k35hFnVVI6iFPk/xUXF5OSksL69es5deoUVlZWODs7M2DAAPz8/LC2rvyRn9OnT+fMmTMkJyc/kPZu377NBx98wIgRI4Dv1mCYMWMGmZmZ5U7yFBEREZFfJyVQUkZRURFBQUEcPnyYl19+GU9PT6ysrNi/fz9LliyhWbNmxMfHU6NGjUqN8+bNm1gsFurUqfNA2lu2bBlr167l888/ByAvL4+bN29Sv379B9K+iIiIiDwaKr8rQaqUuLg4MjIySElJoUWLFsZ2FxcXo+xmZGQkYWFhlRglODg4PND2/vd7hOrVq1O9evUHeg0RERERefhpDpQYSkpKSExMxMfHp0zyVKpx48b4+/uzfv16zGYzvXr1IiIigv79+9O5c2c++ugj4L8rdrdr147BgweTmJiIq6ur0U5WVhYTJkygS5cuuLm54enpyfz58431DVJTU/H09GTjxo08++yzuLu74+vry86dO402pk+fzqBBg4zfXV1dy/0plZqaio+PD+7u7rRr1w5fX19jNe6lS5eybNkyvvnmG1xdXcnIyCA1NRVXV1djnYe8vDyWLFli3Ffv3r1JSkoy2s/IyMDV1ZVdu3bh7e1N+/bt6du3LykpKQ/q4xERERGRKkAJlBjOnj3LtWvXyp3UWKpbt27k5eUZK3CvWbOG4OBgEhMT+dOf/kRSUhJz5sxh5MiRpKen07dvX+bPn2+cn5eXR0BAANWqVSMxMZEPP/yQUaNG8e6777JlyxbjuKtXr/Lee+8RERFBUlISderUISQkBLPZfEdMs2bNYvfu3cZPQkICdnZ2RpnO7du3ExoaypAhQ9i0aRPr1q3D0dGRqVOnkpeXx6hRoxg1ahSOjo7s3r273Ko4wcHBJCcnExISQnp6OoMHDyY8PJyEhIQyx82ZM4eQkBBSU1Np06YNYWFhnDt37qd9ECIiIiJSZSmBEkNOTg7AD84rcnR0BODatWsAeHh48OSTT9K6dWscHByIi4tj8ODB+Pn54ezszLBhwxgyZIhx/q1btxgxYgSzZ8/m8ccfp1mzZgQEBNCgQQNOnjxpHFdUVERYWBgdO3akdevWvPLKK9y8eZPTp0/fEZODgwP169enfv36FBcXM2vWLHr37s2ECROA71YMDw8PZ9CgQTRt2hQ3NzdGjhxJTk4OFy9epGbNmtSoUQOTyUT9+vWxtbUt035WVhbbt29n5syZPPPMMzg7O+Pv74+fnx/vvPNOmZXBJ06cSPfu3WnZsiXTpk3DYrGUqZojIiIiIg83zYESQ926dQHK7eUp9e233wL/TaSaN29u7MvJyeH8+fM88cQTZc754x//yPvvv2+cN3ToUDZv3syXX35JdnY2J0+e5PLly2USEYDf/e53xu/29vYAFBYW3jW23Nxcxo4di5OTE+Hh4cb2Tp06Ua9ePWJiYjh79izZ2dmcOHEC4I5rlqc0sevcuXO59/Wf//yn3JhL52n9UMwiIiIi8nBRD5QYmjdvToMGDdi3b99dj8nIyMDOzg43NzeAMoUWSsub/1BhxytXrtC/f39Wr16No6MjAwcOJCkpiYYNG95x7P/2BP1Q2xaLhcmTJ3P79m2WLl1a5tzNmzfTt29fvvrqK9zc3HjllVdYsGDBXWOsqOLi4jvitLGxqXDMIiIiIvLwUQIlBpPJREBAACkpKeUOlbt06RIrVqzA19eXWrVq3bHf3t4eJycnDh8+XGb7919v3LiRy5cvs27dOoKCgvDy8uKxxx7j6tWr95VozJ49m8zMTOLi4u4YghgTE0O/fv1YsGAB/v7+eHh4cOHChTLHWFlZ3bXt0mIU+/fvL7N937591K1bl3r16t1z3CIiIiLycNEQPilj5MiR/POf/2TYsGFMmDCBHj16YG1tzb59+4x1oKZOnXrX88eNG8fs2bNp0aIF3bp1Y9++faxatcrY36hRI/Lz80lPT6dbt26cP3+ehQsXUlhYSEFBwT3FHBcXx4YNG1i+fDn29vZcuXLF2Fe7dm0aN27MkSNHyMzMpG7duuzZs4fFixcDGNesWbMmZrOZrKwsmjZtWqb9Fi1a8Oc//5mIiAhsbGx4/PHH+eSTT1i3bh2TJk2iWrVq9xS3iIiIiDx8lEBJGSaTiUWLFpGWlsYHH3zA0qVLsVgsuLi4MGrUKIYOHWoM1SvPwIEDuXnzJnFxcfz1r3+lXbt2+Pn5GUnUs88+y7hx44iKiuIvf/kLjRo14rnnnqNJkyZkZmbeU8zr1q2joKCAMWPG3LFv5cqVhIaG8sYbbxAQEIC1tTUtWrRg7ty5TJkyhaNHj9KmTRu8vLxITU3F29u7TNXAUgsXLiQqKorZs2eTk5ODs7MzoaGhvPjii/cUs4iIiIg8nKxKNEFDHqBdu3bh4uKCk5OTsS06Opq0tDS2bt1aiZGJiIiIiNw/zYGSB2rTpk2MHTuWgwcP8vXXX7Nt2zZWrlzJgAEDKjs0EREREZH7ph4oeaBu3LjB3Llz2bVrFzk5OTRp0oSBAwfy0ksvYTIpXxcRERGRh5sSKBERERERkQpSl4CIiIiIiEgFKYESERERERGpICVQIiIiIiIiFaQESkREREREpIKUQImIiIiIiFTQ/wGV/OuxJc48zwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# loop to create count plots for the categorical features with unique classes less than 10.\n", + "cols = 4\n", + "rows = 1\n", + "fig = plt.figure(figsize= (16,6))\n", + "all_cats = data.select_dtypes(include='object')\n", + "cat_cols = all_cats.columns[all_cats.nunique() < 10]\n", + "for i, col in enumerate(cat_cols):\n", + " \n", + " ax=fig.add_subplot(rows, cols, i+1)\n", + " \n", + " sns.countplot(x=data[col], ax=ax)\n", + " \n", + " plt.xticks(rotation=45, ha='right')\n", + " \n", + "fig.tight_layout() \n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "name": "Assignees", + "type": "scatter", + "x": [ + "!", + "0.1-status", + "0.3-status", + "0.5-status", + "1", + "1 week change request", + "1.2-status", + "1.4-status", + "1.6-status", + "1.7-status", + "1.8-status", + "2", + "2 weeks inactive", + "24 hour change request", + "72 hour change request", + "?", + "[development] back-end", + "[development] devops", + "[development] front-end", + "admin", + "admin client", + "administration", + "agenda", + "api integration", + "app script", + "area_backendapi", + "area_indexpage", + "area_intakeform", + "area_navbar", + "area_participant_citations", + "area_participant_citationsviolations", + "area_participant_notes", + "area_participant_status", + "area_participantpage", + "auth", + "automation", + "aws deployment", + "back end", + "beginner friendly", + "blocked", + "blockers", + "bonnie", + "bonnie review", + "branding", + "bucket", + "bug", + "bug bash", + "cleanup", + "client deliverable", + "code", + "code design", + "codeclimateissue", + "collaborative work", + "common", + "complexity", + "complexity missing", + "compliance", + "contact us", + "copy", + "could have", + "css", + "data", + "decision", + "dependencies", + "dependency", + "dependency - 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"zerolinecolor": "white", + "zerolinewidth": 2 } - } + } + }, + "title": { + "text": "repository with Label usage details" + }, + "updatemenus": [ + { + "active": 0, + "buttons": [ + { + "args": [ + { + "showlegend": true, + "title": "All", + "visible": [ + true, + true + ] + } + ], + "label": "All", + "method": "update" + }, + { + "args": [ + { + "showlegend": true, + "title": "Assignees", + "visible": [ + true, + false + ] + } + ], + "label": "Assignees", + "method": "update" + }, + { + "args": [ + { + "showlegend": true, + "title": "DaysToClosure", + "visible": [ + false, + true + ] + } + ], + "label": "DaysToClosure", + "method": "update" + } + ] + } + ] + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# multiple plot function- plotly dropdown\n", + "import plotly.graph_objects as go\n", + "\n", + "confirmed_latest = data.T.index.values[-1]\n", + "\n", + "df_grouped = data.groupby('Label').sum()\n", + "\n", + "#df_confirmed=df_grouped.sort_values(by=confirmed_latest,ascending=False).head(10).T\n", + "\n", + "def multi_plot(df, title, addAll = True):\n", + " fig = go.Figure()\n", + "\n", + " for column in df.columns.to_list():\n", + " fig.add_trace(\n", + " go.Scatter(\n", + " x = df.index,\n", + " y = df[column],\n", + " name = column\n", + " )\n", + " )\n", + " button_all = dict(label = 'All',\n", + " method = 'update',\n", + " args = [{'visible': df.columns.isin(df.columns),\n", + " 'title': 'All',\n", + " 'showlegend':True}])\n", + " def create_layout_button(column):\n", + " return dict(label = column,\n", + " method = 'update',\n", + " args = [{'visible': df.columns.isin([column]),\n", + " 'title': column,\n", + " 'showlegend': True}])\n", + " fig.update_layout(\n", + " updatemenus=[go.layout.Updatemenu(\n", + " active = 0,\n", + " buttons = ([button_all] * addAll) + list(df.columns.map(lambda column: create_layout_button(column)))\n", + " )\n", + " ],\n", + "# yaxis_type=\"log\" \n", + " )\n", + " fig.update_layout(\n", + " title_text=title,\n", + " height=800\n", + " \n", + " )\n", + " \n", + " fig.show()\n", + " \n", + "multi_plot(df_grouped, title=\"repository with Label usage details\") " + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Word Cloud for representing labels data in which the size of each word indicates its frequency or importance.\n", + "def getFrequencyDictForText(sentence):\n", + " fullTermsDict = multidict.MultiDict()\n", + " tmpDict = {}\n", + "\n", + " # making dict for counting frequencies\n", + " for text in sentence.split(\" \"):\n", + " val = tmpDict.get(text, 0)\n", + " tmpDict[text.lower()] = val + 1\n", + " for key in tmpDict:\n", + " fullTermsDict.add(key, tmpDict[key])\n", + " return fullTermsDict\n", + "\n", + "def makeImage(text):\n", + " #alice_mask = np.array(Image.open(\"alice_mask.png\"))\n", + "\n", + " wc = WordCloud(background_color=\"white\", max_words=1000)\n", + " # generate word cloud\n", + " wc.generate_from_frequencies(text)\n", + "\n", + " # show\n", + " plt.imshow(wc, interpolation=\"bilinear\")\n", + " plt.axis(\"off\")\n", + " plt.show()\n", + "\n", + "\n", + "\n", + "l = data['LabelName'][data['LabelName'].notnull()]\n", + "#print(l)\n", + "l = [' '.join(l)]\n", + "\n", + "makeImage(getFrequencyDictForText(str(l)))" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1\n", + "0 (role, size) 2127\n", + "1 (role, p-feature) 1176\n", + "2 (size, feature) 1147\n", + "3 (role, role) 1098\n", + "4 (p-feature, size) 827\n", + "5 (role, feature) 726\n", + "6 (size, p-feature) 607\n", + "7 (good first issue, role) 592\n", + "8 (feature, size) 546\n", + "9 (documentation, role) 347\n", + "10 (role, priority) 339\n", + "11 (size, role) 297\n", + "12 (feature, role) 279\n", + "13 (enhancement, role) 233\n", + "14 (bug, role) 230\n", + "15 (role, level) 225\n", + "16 (priority, size) 183\n", + "17 (size, size) 175\n", + "18 (size, status) 172\n", + "19 (feature, feature) 152\n" + ] + } + ], + "source": [ + "#Dropping issues with no labels\n", + "key_aggr_labels = data[['UniqueKey','Label']].dropna()\n", + "#Aggregating the data by unique ID and creating a field with the all the issue's labels\n", + "key_aggr_labels = key_aggr_labels.groupby(['UniqueKey'])['Label'].apply(list)\n", + "# Getting label bigrams\n", + "key_aggr_labels = key_aggr_labels.reset_index()\n", + "label_bigram = [list(bigrams(label)) for label in key_aggr_labels['Label']]\n", + "# Flattening the bigrams\n", + "bigrams = list(itertools.chain(*label_bigram))\n", + "# Counting most popular label bigrams\n", + "bigram_counts = collections.Counter(bigrams)\n", + "# Creating a dataframe of the top 20 label co-occurrences\n", + "labels_bigram_df = pd.DataFrame(bigram_counts.most_common(20))\n", + "print(labels_bigram_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labels_bigram_df=labels_bigram_df.rename(columns={0: \"bigram\", 1: \"count\"})\n", + "d = labels_bigram_df.set_index(\"bigram\").T.to_dict(\"records\")\n", + "# Create network plot\n", + "G = nx.Graph()\n", + "\n", + "# Create connections between nodes\n", + "for k, v in d[0].items():\n", + " G.add_edge(k[0], k[1], weight=(v * 10))\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(10, 10))\n", + "\n", + "pos = nx.spring_layout(G, k=2)\n", + "\n", + "# Plot networks\n", + "nx.draw_networkx(G, pos,\n", + " font_size=11,\n", + " width=3,\n", + " edge_color='grey',\n", + " node_color='purple',\n", + " with_labels=False,\n", + " ax=ax)\n", + "\n", + "# Create offset labels\n", + "for key, value in pos.items():\n", + " x, y = value[0] + .135, value[1] + .045\n", + " ax.text(x, y,\n", + " s=key,\n", + " bbox=dict(facecolor='red', alpha=0.25),\n", + " horizontalalignment='center', fontsize=13)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Quantity\n", + "1.0 2.588235\n", + "2.0 3.666667\n", + "3.0 1.428571\n", + "4.0 14.333333\n", + "5.0 6.833333\n", + "6.0 4.500000\n", + "7.0 15.000000\n", + "8.0 10.000000\n", + "10+ 70.621622\n", + "Name: DaysToClosure, dtype: float64\n" + ] } - ] -} \ No newline at end of file + ], + "source": [ + "print((repo_aggr2.groupby('Quantity'))['DaysToClosure'].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "name": "Label Analysis", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}