From 5967f4ebd3ce38a3f7b9e0c5e78203cd75c65ccd Mon Sep 17 00:00:00 2001 From: rbianchetti <31360514+rbianchetti@users.noreply.github.com> Date: Fri, 1 Jul 2022 17:32:35 -0700 Subject: [PATCH 1/3] Updating label analysis jupyter notebook with co-occurrence analysis --- labels-survey/Label_Analysis.ipynb | 295 +++++++++++++++++++++++------ 1 file changed, 242 insertions(+), 53 deletions(-) diff --git a/labels-survey/Label_Analysis.ipynb b/labels-survey/Label_Analysis.ipynb index 7c0a4ad..791655b 100644 --- a/labels-survey/Label_Analysis.ipynb +++ b/labels-survey/Label_Analysis.ipynb @@ -4,7 +4,8 @@ "metadata": { "colab": { "name": "Label Analysis", - "provenance": [] + "provenance": [], + "collapsed_sections": [] }, "kernelspec": { "name": "python3", @@ -17,13 +18,13 @@ "cells": [ { "cell_type": "code", - "execution_count": 137, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X36HL-zZXFv_", - "outputId": "cc495a64-aa37-4e5e-add5-dbf572433b5b" + "outputId": "0b41b843-d366-4566-fb01-235df5d4221c" }, "outputs": [ { @@ -36,14 +37,18 @@ } ], "source": [ - "!pip install multidict\n", "\n", + "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", + "\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", @@ -62,7 +67,7 @@ { "cell_type": "markdown", "source": [ - "Two Research Questions:\n", + "Three Research Questions:\n", "\n", "**1.- How is the usage of labels in HfLA?**\n", "\n", @@ -94,9 +99,9 @@ "height": 542 }, "id": "2noC3Tz7ZdMN", - "outputId": "a6cf92b5-e036-414e-a62f-05ceaecc203c" + "outputId": "d2eb9bac-b4c1-45a0-a23c-212b38a31942" }, - "execution_count": 22, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -106,9 +111,9 @@ "\n", "\n", "
\n", - "
\n", - "
\n", - "\n", - "" - ] - }, - "metadata": {} - } + "data": { + "text/html": [ + " \n", + " " ] + }, + "metadata": {}, + "output_type": "display_data" }, { - "cell_type": "code", - "source": [ - "labelname_aggr = data.groupby(['LabelName'], as_index=False).UniqueKey.nunique() #Aggregating data by label name and counting # unique issues.\n", - "print(labelname_aggr.sort_values('UniqueKey', ascending=False).head(40).plot.bar(x='LabelName'))\n", - "plt.title('Top 40 used labels in issues - HfLA',**hfont)\n", - "plt.xlabel('Label Name', **hfont)\n", - "plt.show()\n", - "print(labelname_aggr['LabelName'].count())" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 906 - }, - "id": "_Odwaw8sbLVs", - "outputId": "e72cfa8f-0fab-4a5e-e07d-a7fba9f619d7" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "AxesSubplot(0.125,0.125;0.775x0.755)\n" - ] - }, + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ { - "output_type": "error", - "ename": "NameError", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mlabelname_aggr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'LabelName'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mas_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mUniqueKey\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnunique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m#Aggregating data by label name and counting # unique issues.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabelname_aggr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'UniqueKey'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mascending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m40\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'LabelName'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Top 40 used labels in issues - HfLA'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mhfont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Label Name'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mhfont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'hfont' is not defined" + "domain": { + "x": [ + 0, + 1 + ], + "y": [ + 0, + 1 ] + }, + "hovertemplate": "label=%{label}
UniqueKey=%{value}", + "labels": [ + "Without Label(s)", + "With Label(s)" + ], + "legendgroup": "", + "name": "", + "showlegend": true, + "type": "pie", + "values": [ + 10280, + 6911 + ] + } + ], + "layout": { + "legend": { + "tracegroupgap": 0 }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning:\n", - "\n", - "Glyph 9203 missing from current font.\n", - "\n", - "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning:\n", - "\n", - "Glyph 9203 missing from current font.\n", - "\n" + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" ], - "image/png": "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\n" + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "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" + } + }, + "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 }, - "metadata": { - "needs_background": "light" + "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 } + } + }, + "title": { + "text": "Label Usage in HfLA Issues - GitHub" } + } + }, + "text/html": [ + "
" ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Question 1a- What percentage of issues are labeled?\n", + "\n", + "# 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": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# replace special symbol in label name \n", + "# df['Label']=df['Label'].str.replace('[#,@,&]','')\n", + "# df" + ] + }, + { + "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')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 724 }, + "id": "_Odwaw8sbLVs", + "outputId": "d6446e29-2254-4d08-962e-66bf70d98a4a" + }, + "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" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 587 - }, - "id": "u_DPWECMmcFY", - "outputId": "e4c5691a-6f1b-4a55-ad9d-830a0220e8ed" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "error", - "ename": "NameError", - "evalue": "ignored", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;31m#Plotting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mrepo_aggr3\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Repository'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Repository'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Number of Unique Labels Used per Project (Repository)'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mhfont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 24\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'# Unique Labels'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mhfont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'# Projects'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mhfont\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'hfont' is not defined" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "name": "stdout", + "output_type": "stream", + "text": [ + "326\n" + ] + } + ], + "source": [ + "# Question 1b- How many distinct lables are used?\n", + "\n", + "# 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": "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": [ + "# Question 1c- projecting the most popular labels based on usage in number of issues.\n", + "\n", + "# 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": "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": [ - "df = data.groupby('Repository') \\\n", - " .agg({'LabelName':'nunique', 'DaysToClosure':'mean'}) \\\n", - " .rename(columns={'LabelName':'count','DaysToClosure':'mean_days_closure'}) \\\n", - " .reset_index()\n", - "df" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 419 - }, - "id": "txtVKHms077T", - "outputId": "e8b4c92e-6eb5-447a-c4a8-6b22e7479470" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - " Repository count mean_days_closure\n", - "0 .github 1 1.000000\n", - "1 .github-automations 1 35.600000\n", - "2 311-data 70 110.904712\n", - "3 311-report 2 26.714286\n", - "4 Architecture 0 NaN\n", - ".. ... ... ...\n", - "113 undebate 0 NaN\n", - "114 website 114 52.049543\n", - "115 website-redesign 2 97.720000\n", - "116 workshop-wednesdays 2 NaN\n", - "117 writeforall 1 2.666667\n", - "\n", - "[118 rows x 3 columns]" - ], - "text/html": [ - "\n", - "
\n", - "
\n", - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Repositorycountmean_days_closure
0.github11.000000
1.github-automations135.600000
2311-data70110.904712
3311-report226.714286
4Architecture0NaN
............
113undebate0NaN
114website11452.049543
115website-redesign297.720000
116workshop-wednesdays2NaN
117writeforall12.666667
\n", - "

118 rows × 3 columns

\n", - "
\n", - " \n", - " \n", - " \n", - "\n", - " \n", - "
\n", - "
\n", - " " - ] - }, - "metadata": {}, - "execution_count": 32 - } + "data": { + "image/png": "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\n", + "text/plain": [ + "
" ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Question 1d - How many labels are used per project?\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)')\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": [ { - "cell_type": "code", - "source": [ - "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)))" + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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
\n", + "

118 rows × 3 columns

\n", + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 330 - }, - "id": "hVgSRWUKEeE2", - "outputId": "e5809394-1397-4b60-b532-1936b488f2bf" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "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\n" - }, - "metadata": { - "needs_background": "light" - } - } + "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": [ + "# Question 2- How does the usage of labels affects the time taken to resolve the issues?\n", + "\n", + "# 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": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ { - "cell_type": "code", - "source": [ - "#Dropping issues with no labels\n", - "key_aggr_labels = data[['UniqueKey','LabelName']].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'])['LabelName'].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['LabelName']]\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)\n" + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
RepositoryOrganizationLabelLabelStatuscounts
40311-datahackforlasize13pt6
41311-datahackforlasize1pt17
42311-datahackforlasize2pt31
43311-datahackforlasize3pt46
44311-datahackforlasize5pt35
..................
981websitehackforlasizeGood second issue316
982websitehackforlasizeLarge151
983websitehackforlasizeMedium443
984websitehackforlasizeSmall286
985websitehackforlasizemissing46
\n", + "

124 rows × 5 columns

\n", + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "pAAcNl0HR7VU", - "outputId": "2b18be0c-5ea5-4c15-eb4d-6b82e9d248de" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - " 0 1\n", - "0 (role: front end, role: back end/devOps) 406\n", - "1 (good first issue, role: front end) 376\n", - "2 (role: front end, Size: Medium) 274\n", - "3 (feature: missing, milestone: missing) 129\n", - "4 (role: front end, Size: Good second issue) 128\n", - "5 (role: front end, P-Feature: Project Info and ... 127\n", - "6 (role: Product, size: 1pt) 117\n", - "7 (role: back end/devOps, P-Feature: Project Inf... 108\n", - "8 (P-Feature: Credit, size: 0.5pt) 105\n", - "9 (milestone: missing, points: missing) 101\n", - "10 (role: back end/devOps, Size: Medium) 97\n", - "11 (P-Feature: Project Info and Page, Size: Good ... 90\n", - "12 (role: back end/devOps, P-Feature: Credit) 87\n", - "13 (Size: Medium, Status: Updated) 85\n", - "14 (size: missing, feature: missing) 77\n", - "15 (Size: Small, size: 0.5pt) 77\n", - "16 (👤 Research, ⏳ <6 hrs) 76\n", - "17 (size: 1pt, Bucket: All) 75\n", - "18 (enhancement, role: front-end) 74\n", - "19 (documentation, role: product management) 71\n" - ] - } + "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": [ + "\n", + "# 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": [ { - "cell_type": "code", - "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()" + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
RepositoryOrganizationLabelLabelStatuscounts
29311-datahackforlaroleBackend110
30311-datahackforlaroleData Science46
31311-datahackforlaroleDevOps47
32311-datahackforlaroleFrontend207
33311-datahackforlaroleMarketing2
..................
969websitehackforlaroleinfrastructure22
970websitehackforlarolelegal1
971websitehackforlaroleproduct164
972websitehackforlaroleuser research58
973websitehackforlarolewriting25
\n", + "

181 rows × 5 columns

\n", + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 847 - }, - "id": "ya51fMLJArJ7", - "outputId": "5a9f1f52-24bb-4ade-8a36-113483b5ce89" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning:\n", - "\n", - "Glyph 128100 missing from current font.\n", - "\n", - "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning:\n", - "\n", - "Glyph 9203 missing from current font.\n", - "\n", - "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning:\n", - "\n", - "Glyph 128100 missing from current font.\n", - "\n", - "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning:\n", - "\n", - "Glyph 9203 missing from current font.\n", - "\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAIuCAYAAABn6KY9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd1yW9f7H8dc9QPYUUXAg4h6ZYpplOUnMrDxZlpmWZVlWp34tszwNc+WpbFnZsMzRsNIszUFoOFEjyU0OFAURZMq6x+8P6D6iqKDc4Xg/H48ex/sa3+tzQ+N9ru/3+lwGu92OiIiIiFQ/Y00XICIiInKpUtASERERcRIFLREREREnUdASERERcRIFLREREREnUdASERERcRLzmXbWrl3bHhYW9g+VIiIiInLuNm3adNRutwfVdB0nOmPQCgsLY+PGjf9ULSIiIiLnzGAw7K/pGk6mqUMRERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESBS0RERERJ1HQEhEREXESc00XIPJPWrdsGYUZGTVdxkXFLTCQLn361HQZIiIXJQUtuawUZmTQvW7dmi7johKbmlrTJYiIXLQ0dSgiIiLiJLqjJVINtm3cSHFOTk2X4RTbsrJquoRyNJUpIhcTBS2RalCck0P7gIAK9w2fMwez0cjHgwf/w1WdWfd336V3s2a8EBUFgOGJJ/jt0Ue5Njy83HFZcEFNt2oqU0QuJpo6lMte93//m1pRUXhFR+MVHU3EkCG89e23NV0WADM3bCDitdfO+fzZmzZheOIJXl6ypBqrEhGRylLQEgFeHDqUvMWLyVu8mC/HjmXsJ5+wbOPGmi7rvH24Zg0BHh58sn49VputpssREbnsKGiJnKRLq1a0atSIxD17HNsMPXoQl5jo+BybkIC5Vy/H5xKrlQnLltF8wgS8n3uOJuPH821CQoXjj1+6lGYTJrA7PR2AGWvX0mbyZHzHjCFk7Fge+OADANbu28dD33zDnowMvJ59Fq9nnyU2KanS32N7Whq/7dnD53fdxeGcHBZv316ln0NVRAwZwkzdNRMROYXWaImcwG63s+bPP9mRnMzVrVtX+rz3f/2V9Xv28M3w4bStV4+U7Gwyjx8vd0yJ1cqDX3/NjiNHWPPYY9T28mLG2rVMjolhftl5933wAV/s3s2z6elcHRbGB4MGMX7ZMpLGji03VrspU7irQwee6937tDV9tGYNTQMDmfrxxwQYDNz3ySd08/amU/PmPHzzzVX7wfyDwgYPZvyIEdytBe8icgnQHS0R4LUvv8Svf388o6O59rHHGNK7N1e1aFGpc+12O19t3MjrN91Eu5AQDAYD9f38aBcS4jgmu7CQvh9+SE5hITEPP0xtLy8Apq1axbioKK4IDcVoNNLCz48mPj7M+/33M15zyzPPnDFkFZaU8MXGjdzcsiUmg4EZ991HpsHAmGHD2LZvH+9+/32F51k0vSgiUq10R0sEGHv33bwwdCgAB9PTuWv8eO6bMoXPx4w567npWVkUlJTQrE6dctsHv/IK0VddxYYdO/grNxdMJtY//jgzfvyRVVu2UFxSwq6CAh7+9lse++47AIpKSrDZ7aRkZwNwvLCQrNxcBr30EsUWC1dGRPDYwIEE+PicsaZvEhLIKyqiX7NmbF69mn4tWxLk6cmiXbu4unVrNuzYAZ6e/Lx+PX75+aRmZgLw6+bNdGvcmC+XLWNJfDy5x49TEBxM7caNadO4MQAlFgvPfvghXy5fjtFg4IlBg8pde+aSJYyfNYuk2bMd24ZPmoTZZOLjp58GYF9qKk9/8AFxiYkUFBXROiyMha+9xvDJk0k+coT7X3+dh954g65t2rD09dfP+jsQEblQ6Y6WyEnqBwVxe/fufPfbb45tXu7u5BcUOD4fOnrU8ecgPz/cXFwca65OtGjdOlo0bMjdnTsz6cYbue6dd1i1axfv//vfzBs3Dv9atbjKw4OM8ePJmjiR/3TowPhOnZg+aBB2u53vy2r47Nln+WrcODxq1WL8rFmO8ecsX859U6acct2P1q7FarczaO5c4ux26r/8MscKCvhozRri/vyTFg0aOI79ef16BnbrBsB1V1zBvJgYlm7cyOSRI/nulVdo2agRfZ56ipz8fAAmzZnDonXrWPPuu+ydO5d9qansT0ur9M/3eGEhPZ98kjp+fuz4/HOOLljAfx9+GFcXF36cMIGGderw8dNPk7d4sUKWiFz0FLRETpKamck3sbFc0aSJY1vHZs34/JdfKC4pYV9qKm98841jn8Fg4PbISJ758Uf+PHwYu93OwawssiwW+nfpgo+HBwbg8euvp4HFwrLsbJKysnCvVYtx/fqxISuLHzZtwm63U2KzsTc3lx1paew6cIDMY8coBmwGA26urjx4001sTkoivayJ6F29e/PpM8+Uq39baipxe/fy/b33Mu+OO+gItCku5iqjkdTcXNwCA3nk1lsdx1/frh0dmjUDoJaLC4s3bODOXr1oGByMq4sLA7t1w2Q08tO6dQB8sXQpzw4eTERoKO61ajH1oYcwGAyV/vkuWruWgqIipj36KL5eXphNJrq0aoW3h0cVf1MiIhc+TR2KAK/OmsWkOXMA8HR35/p27Zg6apRj/7uPP859U6YQMGAArcLCGN63L/9+913H/tE9erDY15dbPv2U1Jwc6vr4UNdmo25AAJRNy2Xl5RFkt/NYdDQ3zpjBN8OG8Ui3bsz8+WeeW7KEEd9/j8ViIdTTk1FWKxmZmXhbrXja7dQeMwY7EOnqirfZzNXvvMN9XbrwfAULxj9cs4YO9etzU5s2JCQl4W4wsHzSJADumjWLtMJCvNzdHcfXPanR6pGsLOqdsM1oNBJWty4HjhwBSqdWw05oYOrp7k4dP79K/6z3paYSXq8eZpOp0ueIiFysFLTkshf71ltnPaZN48ZsmD693LbRJ9wVcjGZGHfDDYy74QbHtsGvvILRaGTmXXcBYLPZcDWZiAwOJrOsCWlBURG+xcXMHDmS1o0bM2nOHExGI21DQtheUoJHrVqkTJiA0Vj5m8/TBg487b45ZevQAGJHj+bf777rGNv+5psA1PHzc6zZ+rvufampNChbgxZauzb7TujOnl9QQHrZmjIAb3d38gsLy133UEYGDcvOD6tbl72pqVitVkwVhK2qfFcRkQud/o0m8g8xGo1EderEJ4sXczQ7m8LiYt7/4QcaBgfTomHDU45v3qABTUJCeOe778jOywNK74rFbN7s1Dr7XnUVc2NiOHDkCCUWC9//9hsWq5Ubu3QBYGhUFK9/9RV/paRQUFTEMx9+iO2EpxXbR0RwJCuLRWvXYrPZ+P6331j1xx+O/Td26YKr2cwT771Hdl4eFquVddu2kVvWDqNuQAC7Dx506ncUEfmn6I6WXJYKjhWQtCSJY3uOUZxXjKuXK/7h/kRER+Du5372Ac7RI7fcwkeLFvHQG29QYrHQunFjJtx//2nv7Lw2YgSfLl7Mg2+8QXZ+Pv7e3kQ2a0bPDh0A+HLZMpZv2sTM556rthoH9+xJicXC0x98QF5BAcfr1GHp66/j4+kJwJi77iIzJ4cujzyCyWjkiUGDaBQc7Di/SWgo00aPZuR//8vxwkLu6NGDf113nWO/p7s7MW+8wf9Nn07ToUMpLimhbXg4C8aPB+CFu+/m0Xfe4e3vvqNLq1Ysnjy52r6biMg/zWC320+7MzIy0r7xEngNicjfvhv/Pn6/pJKyPgUAa4nVsc/kagI7hHYOpe2QtgS1CKr0uAkxMad9qfTFLjYzk+49e9Z0GQ6xqal0v8Be0C0iFwaDwbDJbrdH1nQdJ9IdLblsbJy+kZWvrOTKkorvWFmLS0NXclwyh+IP0WlUJ5rf3PyfLFFERC4xClpyWdg4fSNLn1pa7g7WmViKLMRPjweotrBVlFtEyoYUcg/lYimwYHY34x3iTWjnUGp51aqWa4iIyIVFQUsueSnxKSx9aiklx0uqdN7fYSuwRSC1m9c+5+tnJWexZ9kejm4vbXJqs/5v4XjaljSSFidRu2VtwvuE49ew8m0SRETkwqegJZe8uIlxlBSUhiwb7mwkr/InF0HyJ6vo+mTXMx62LSuLrAq2p8SnsGf5HmyW07xD0FL2v3/mY9xxgPDe4YR2Cq18ff8At7O87kdERE5PQUsuaflH8klanARlz3wEE1HlMeyJZjr1ugnPIM8zHtf9hCaeADsX7OTgr4doYGlUuQtZwP6rgXotQrU2TETkEqE+WnJJS5iZcP6DGKo+TvqOdOKnx2Mpspz94BP8PV15dOfRsx8sIiIXPN3Rkkta2pY0LIVVCzsnsxRYOJJ45IzHuAUGElvWLX3nli1sm7eZY0WZZzzntIogfspBmt/Y7NzOr2EmLy+at2vntPHdAgOdNraISHVT0JJLWmF24dkPqsw4x848TpcT3jlYmF2Ix8E0rNQ9wxlnZjpg4rae0U5tnuos6nMlIvI/mjqUS5qbr1v1jONf+XH2r9x//hc0QNKSpPMfR0REapSCllzSgtsFY3Y7vxu3ZnczddrWqfTx2cnZle7XdTrWYitZeyp6jlFERC4mClpySWs/vP35D2Kv2jjFx4vP/5pAcW71jCMiIjVHQUsuaZ51PImIjgDDOQ5ggIh+EWdt7XAiVw/XKl3iIWaTxKmL7V29qzaOiIhceBS05JJ37ZhrcXF3OadzXdxd6DamW5XO8W3oi8nFVOnjP2AIEZSfmjS5mvALr/4u8W/Pn0/nUaPw6NuXiCFDqnx+bEIC5l69qr0uEZFLlYKWXPJCO4USNTUKF4+qhS2zu5moqVGERIZU6bxG11eyQemZ2CGib9Wbq55NSO3aPDN4MGPvvrvaxxYRkVOpvYNcFiJHRQKUvvOwoMTRKf60XMDzVk+uHHllla/l5utGaOdQkuOSHduWsZ2lbCOPQtxw4RoiuI0OANzL54yhL80I5iV+JJUcDFYDo+6cQ1FJCTd26cIP48cDMGPRIqbNn8+B9HTC69Vj8siRRHXqVOnabrv+egBmLllS4f7hkyZRYrFgNBpZsHo1QX5+vDh0KMP79uXQ0aNEP/ssVpsNr+hoAN57/HGG9e1b5Z+RiMjlQne05LIROSqS4SuH0+LWFpjdzJjdy///DLO7GVMtE7QEhkN2s2yWL19+TtdqO6Qt5lql46eSzbds4t/0ZDpDeI1buJIGFZ73Ejfxca1hHHh/Duvffx8fT0/uiYoCSkPW5LlzmT12LMcWLuS1ESMYOG4cSSkpACSnpeHXvz9xiYnnVPPfvo6N5YZOnchcuJAPn3ySUW++yZo//ySkdm0WT56MyWgkb/Fi8hYvVsgSETkL3dGSy0pIZAh3zL+D/PR8EmYmcCTxCIXHCnHzd6NO2zq0H96eLUlbWLp0KQDr1q0jLCyM5s2r9u7BoBZBdBrViQ3TN2AsMmIHUsgmEC88cKUJQRWeZ65lptOoThQHQvQjzzFu6FAGXncdANPmz2fcPfdwRUTplGK/Ll3oceWVzIuJ4YWhQ2kYHEzWokXn/sMp06VVK+4ua8Dau2NH/nXddcxcsoSubdqc99giIpcbBS25LHkGeXLN09dUuK9L7S7s27ePXbt2AfDDDz/w0EMP4evrW6VrNL+5OQcOHsD6vZWR1m78yk4+Yw0N8GcA7WhDaLnj/w5ZIX0a0O2xxxh0/fU8ftttjv17U1N5ZNo0HnvnHcc2i9VK/aCKQ9u5Cjvp5dhhdeuyeffuar2GiMjlQkFL5CQGg4FbbrmFDz74gJycHAoLC5k/fz7Dhg3DZKr804QlJSWkB6RDX4jc0oirDjfGarCxvGQ7b/Mr7zAYD9daUFzaWLXvw33xbeLHjWPG0Kx+faaOGlVuvEbBwbw8fDiDunev5m9c3r6ydzae+Ll+7doAGA3n2idDROTypDVaIhVwd3fntttuw1AWLA4cOMCvv/5apTF27NhBUVERh12y2X1FBtFf3EjHezvQqHUoRqOBJj3DaX9vaSPUjvd3pHbz2jwwdSoFRUXMev55x7X/9sRtt/HSzJkkJCVht9spKCoiLjGRHcnJFV2+QharlcLiYkosFuxAYXExhcXlG6Ou27aNuStWYLVaidm8mfmrVjHshhsAqBsQgNVmY+/hw1X6WYiIXK50R0vkNBo0aEDPnj1ZsWIFAKtXryYsLIyIiLO3XbBYLGzbtq30zzYbP2/bxrsPDAMgIiSE7yeMp3fnzqUHf/i/8z7/5RfcXF0JvPlmx7abunZl7osv8kD//riazdw7eTJ7Dx/GxWymQ9OmjjtfyWlptBo+nMWTJ9OtXbsK6xo/axYvf/6547N7WYCynxAib+/enZ/Xr+fBN94g0MeH9x5/nGvatgWgWYMGjBowgKtGjaLEYuGdxx5jaNlifREROZXBbj/9c+6RkZH2jRs3/oPliFxY7HY7c+bMISmp9AXPHh4ePPTQQ3h7e5/2nNh586iTmcmGDRsA8PT0ZODAgVWadqwpwydNwmwy8fHTT5/zGLGpqXQfPLgaqxIRqRyDwbDJbrdH1nQdJ9LUocgZ/L1e6+9gdfz4cebPn4/NZjvtOVarlcQTWiy0bdv2oghZIiJS/TR1KHIWf9+R+uKLL7Db7ezfv5+VK1fSo0cP8o+UtolI25JGYXYhbr5u7EhfT4h/AbiVrvVq2rRpTX8FERGpIQpaIpUQFhbG9ddfT2xsLACr5q5i78S9HP6tdFG4pdDiODbdeIgQvCAUGg9ufFHdzZr53HM1XYKIyCVFU4cildStWzcaN24M8cBMOLD8AJZCS7mQBYCt7K8DsPPtnexcsPOfL1ZERC4ICloilWQ0GgnPDIelQAlnf18iYC2yEj89XmFLROQypaAlUkkp8SmsGruqNGRVgaXIQvz0eI7uPOqcwkRE5IKlNVoilRQ3MY6SgrOnLBvubCSv/MYiSP5kFV2f7Oqk6i4cboGBNV2CiMgFQ0FLpBLyj+STtDipUtOFwVTc0NSeaKZTr5vwDPKs5upERORCpalDkUpImJlw/oMYqmkcERG5aChoiVRC2pa0U58urCJLgYUjiUeqqSIREbkYKGiJVEJhdmH1jHOsesYREZGLg4KWSCW4+bpVzzj+1TOOiIhcHBS0RCohuF0wZrfze3bE7G6mTts61VSRiIhcDBS0RCqh/fD25z+IvZrGERGRi4aClkgleNbxJCI6AgznOIABIvpFqLWDiMhlRkFLpJKuHXMtLu4u53Sui7sL3cZ0q+aKRETkQqegJVJJoZ1CiZoahYtH1cKWi4cLUVOjCIkMcVJlIiJyoVJneJEqiBwVCcDSp5aWvo7nTJ3iDaV3sqKmRjnOExGRy4uClkgVRY6KJKRTCL9N/I2kn5PAUNqM9G9mdzPYS9dkdRvTTXeyREQuYwpaIucgJDKEO+bfQX56PgkzEziSeITCY4W4+btRp20d2g9vr4XvIiKioCVyPjyDPLnm6WtqugwREblAaTG8iIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4iYKWiIiIiJMoaImIiIg4ibmmC7iYrFu2jMKMjJou47LhFhhIlz59aroMERGRc6agVQWFGRl0r1u3psu4bMSmptZ0CSIiIudFU4ciIiIiTqKgJSIiIuIkClpO5BUdzdqtW2u6jAolp6XhFR3NoaNHz2uc1sOH81VMTDVVJSIicmnRGi0nylu8uKZLOK2GwcHVUt/WmTPPvxgREZFLlO5oiYiIiDiJgtZ5env+fBrfeSfe/foROmgQz8+Y4dhn6NGDuMREADqOHIlXdLTjL5fevbnlhRccx85YtIg2996Lb//+XPnAAyyNj69SHYYePXj3+++JfPBBPKOj6Tp6NAfT03nzm29ocPvtBN58M2M//thx/L7UVAw9enAwPR2A33fv5tpHH8W3f38CBgyg6+jRHMvNBWBeTAwthw3Du18/ggcOZNjEiY5xwgYP5stlywCITUjA3KsXX8XE0GTIEHz79+f2l14i9/hxx/G7Dhzg+scfx+fGG7lixAimffsthh49qvRdRURELhaaOjwPuw4c4LkZM4ifPp3WjRuTlZfHjuTkCo/d9NFHjj9v3buX6/79b+6JigJKQ9bkuXOZ//LLtA0PZ8mGDQwcN46Ejz8mIjSU5LQ02o0YwaKJE7m2bdvT1vPlsmX8MH48Ad7e9H/+eXo++SSDe/Tgr9mz2b5/P1c9/DD9OnfmmgrGeGTaNPp26sTKt97CZrezadcuXM1mjhcWMnTCBH6ZMoWeHTqQX1DA5t27T1uD1WZj6caN/PHxx+QXFHDtY4/x9nffMfbuu7FYrdw0diw3REayZMoUDmdkMGDs2Mr+uEVERC46ClrnwWwyYbfb2bpvH43q1sXPy4surVoBsG3jRgB2b9qEV9ldI4AjubkM+/RTRnTpQrjFQkJMDJO/+IJhV1+NPTmZLcnJhAAdGzTgzY8/5oFu3QCIffJJSE8n4QwLz//VqhVHExM5CnSpW5e3t27llkaN2PbbbwA0DQpiwaJFeKancygrC4Ctq1dz1MeH4rw8fk9I4Bdvb0L8/HADdqemUlBSgtlgYPny5ZgOH8bX3R1vcNRRXFjI/q1bSTCZSNq3D4AhLVuStHYtAF0bNmRFXBw3hoTwe3Iyew8d4q7mzdm5enVpzW3asHXfvgq/17ayGmuSmqaKiMj5UNA6D+EhIcweO5bpCxdy/9SptAsPZ9w99xDVqRPFOTkANPXxoX1AAAC5hYUM/+QT7urQgSnR0Y5xDmdnM+WXX/jv0qWObRabjVZBQY5zK+PqkBDH8Ql+ftT18aFDYKBjf213d3xMJtoHBOBXtq21nx/1/fz4ZuhQXl26lJFffIGLycTdHTvynxtuwGwysfjBB3kjNpbpsbGEBwbyf927c1fHjgC4Go008vKifUAAWZmZmIxGejZo4LhmYx8fUo4epX1AADv37yfY25suwcGO/Ufr1weo8HtmQY03iFXTVBEROR8KWudp4HXXMfC66yguKeGDhQu5+YUXyFiw4JTjSqxW/vXZZzQLCmLqgAHl9jXy9+flvn0Z1L79P1X2KRoHBvLpnXcCkHjoEFEffEDjwEDu69yZ7hERdI+IwGqzsfDPP/nXzJl0btSIJrVrV+kaob6+pOflUVBcjLurKwDJF8BdKxEREWfRYvjzsDM5mSUbNnC8sBAXsxlfT08MBgNG46k/1ge++oqCkhJm3X03BoOh3L4nrr+el5YsISElBbvdTkFxMXF79rAjLe2f+ip8vmEDh7KzAfBzd8dsMmEyGEjLzWX+H3+QXVCAyWjEz90dAFMF3/FsujRqREN/f8b89BOFJSXszcjgrZUrq/V7iIiIXEh0R+s8FFssvPLFF2wtW5sUERLC/Jdfxq3sbs2JPo+Px81sxvuZZ7DZ7RgMBm5r356599zDA1dfjavJxL1z57I3IwMXk4kO9es77nwlHztGq0mTWDxyJN2aNHHKd4nZvZvnFi0ip6gIf3d3hnTsyNDISNJyc3kvLo77v/oKi81GAz8/Pr/zTsKqMKX5N7PJxMIRIxj59dcEvfgiDX19sR49iqvJdF61tx4+nHH33MMdPXue1zgiIiLVzWC320+7MzIy0r6xbFG3QOy8eZVeM5QQE3PKuqMvly1j3bZtTBs9GtN5hguA1MxMBr/6Kt/85z8E+fmd/YQL0Idr1vDf2Fh2Pf/8KftiMzPpXsPhKTY1le6DB9doDSIiUjkGg2GT3W6PrOk6TqSpw3/Q4YwMGgUHV0vIqk4Wq/Ufu1bcnj38dfQodrudLYcOMSUmhjuvvPIfu76IiMg/SVOH/5AxM2awYccOAGI2b+b2Hj24NzqavYcP8/4PP7ArJYVaLi707tiR+6KjMZeFsUlz5rBp1y7yCgqo4+/P0D596F32xN+I118HYOiECRiAO3v14p4bbqD7E0/wzqOP0jY8HICEpCT+7/33WfHGGwD8+913iQgNJTUzk827d3N3797c1bs3i9auZf7KlRzJzhT/0HoAACAASURBVKZeQAAP3nQTnVq0qPR37P7EEzw+cCBLNmxgf1oaTUJDeWnYMGITEvg6NpaikhKCw8P55eBBjubnE+DhgSE7m/s7dQJg98GDvD1/PntSUzEaDGQFBLCwUyf8vb2ZFxPDy59/zsH0dDzc3OjbqROfjxkDlDZNHT9iBHf36UNsQgK9/+//mD12LM9/8glHs7O5ITKST555Bm8PD6C0/9kDU6fye1ISjevW5b7oaP793nvYf/31PH/LIiIi5SloVbOCYwUkLUli+5rtWK1umN3NeId489Kd9/DmwvmYjEaeLpuKOpaby+Pvvsv9/fox4YEHyMrL44VPPqGW2cywvn0BaNu4MaMGDMDL3Z2Vf/zBhNmziQgNJaxuXT55+mkGv/oqs55/vspThz+vX8/4++7j1fvuo6ikhEVr1zJ3xQpevvdewuvVY8OOHYz79FM+fvppQoOCSMvMZMTrrzPxgQccAa4iyzZuZPyIEXh7eDBmxgyeeO89el55JXNeeIH9aWmMevNNfnr4YdqGhzumPt3MpX8bvjV/Plc1b85bo0djBz7bulVNU0VE5KKmoFVN0nekkzg7kZT1KQBklhzBn9In9NK2pJG0OIkM7wz8Qn0d5yyNj6dJSAgDrrmmdIy0NK4PD2dFXBxX1KkDQGitWuzdtQuAAKCZry/LYmLo1KIFWXl5BADbEhPx9fR0jBsA7N21C2tZ64R9qan42e0kbN4MgCE3l86hoRjz8vjj998B+HHJEvq0bk1eWhpb0tJwA9oFBTH/p5+4rl07AMYPGoQ1K8sxzskCgGvCwkjZsweAVv7+rNi7l/bBwWzdsgWA5r6+rF6zBmtW1in1ux4/zv6kJH7z8MDPy4uSvDzi166lqLiYegYDy5ct4/ihQ3iV3ZmKLWty6l1QwN6tW4k1mdi2bx/BwICWLdlY1jT1+gYNWPvbb8SGhLAjOZn8lBT633UX68uapg5s3Zqj+/Y5xjtRTTVNVaNUEZFLg4JWNdi5YCfx0+OxFFkq3G+z2AAozCokPbuY5LhkGl7bkMOZmfy5dy/9y6bAvC0WGhkMBNpstPfxwWazsWTDBn5PSiL3+HEMgJvFQgOgvY8PmUBD4Apvb/y8vBzXawi08fAg3McHAK/cXBqVnQMQZzYTERjo+Azgm5/Ptvh4dp7w8IPdZqOuv3+5486kIXB1YKDjusXe3qR5etLB93/hsoWbG+EmU4X1N4iK4pf4eH795RdMRiOWsDAevOYaTCYTCx98kK9jY/kgNpaQwEBu79HDMYXa2mSii5cX3QMC8MvMpLXBwM0nNE3d5+tLYkYG3QMCsO3bx9Xe3kSd8FCDd4MGrAK6V/AkpR/QvgaapqpRqojIpUFB6zydLWSdzGa3s3PhTgCC/f3p2KwZk0aOBCBh8+ZyoWbz7t2s276dUQMGEOzvj9Fo5L9ffXXWa7iazRSVlDg+Z+flnXKM8aReXv4+PkRfdRXtIyIq9T2cIdDXl7t69wbg0NGjPLhgAb/Ex9OvSxfaR0TQPiICq9XKmq1bGffZZ7Rs2JDQoKAqXSPIz4/svDyKioupVdaGI+3YsWr/LiIiIqCgVSVugYHl7jRkJmWy8r2VWEtOfWovhwJOnnTaggUDBgJL8li34HfCBkXw/f4Yaq1YwTVt2rArN5c9ublk5uQQERpKfHY2W+x2NpWU4J6Tw5a//uLno0fJCwnBLSeHYouFLcD3KSk0rlfPcZ30gADeT0zkZh8f8goK+GbTJlKB2LLXAm2yWMgsKsK17DOAa/PmTFy7llvNZoL9/SmxWknNzMTd1bXS67+2AHHHj5NcNm5CQQG/W62O65587ay8PLYAK/Py8LXZSEhKIjwkBB8PD7JLSrAajRiNRjJzckjcs4eOzZvj5e6O199NU8/h6c1WjRpRx9+fGT/9xMj+/cnIyeHbVauqPI6IiEhlKGhVwclrZr4a+BUBllanPb4RXuU+W0nBiJFGNAYLhB6sx/fvvcdzM2bw4Ycf4p6fT8/AQG7q2pXuHTrQpU0b8oqLee/HH3FzdSUqMpJ2ERE0qleP7h06AHAkO5vvVq2i2GLhjp49GdqnDzfOm0cf4L/ffIOLnx8/ZWXR3WBwnPPDmjU0DglxfAbo3qEDSzZs4NuVK0nNzMRkMtEsNJRRN99MeEgIaZmZDJ80ickPPki70zRNfWnWLK5s1syxWL7QYiF+165y1znx2qmZmbz1/fd0bdOGID8/1m7fzsylSzleWIi3uzs3d+5MVGQkx3Jz+WH1al7/6iusNht1/P0Zc9dd1D2Hpqkmk4kJ999Pt2nTeGf1aq6tU4eoyEg++fnnKo814csvWbttGz9OmFDlc0VE5PKghqXnKP9IPm81egtLYcVThukkEnlS0DqZycXEbV/fhrtf6R2a2JiYCtcJnY/YpCR6T5+O5b//Pe+xhs+Zg9lo5ONLrIHnwtWr+To2li8rePowITOT9jXQNFWNUkVEqk4NSy8hCTMTzn8QAyQtSTr/caRKEvfsISU9Hbvdzl8pKcz79Vd6nXDXTUREpLpo6vAcpW1JO+3drMqyFlvJ2nPm9gFhr7zC/V26sGL3buKTkwmt5c340GvYlZPBhxlbOGYt4rYr2jHjzsGOJqeGJ57gt0cf5drT9LuasXYt01at4kBWFuGBgUzu35+ossakvx88yKPffUfi4cOYjEZa1KnDTw88wIy1a5m9aRMA88paQmRPnIjJaGT66tW8tXIlqbm5tAwO5vWbbnK8k/GlJUv4bc8eOjdqxMfr1gEwqmtXXo6OdtTz5+HD/N+CBWw+eBB3FxeGdOzIK9HRuFRyDdbwOXOw2my4mEx8t2ULnrVqMXXAAFoGB/PAV1+x48gRIhs0YPbddxPi68uRY8fo9f77+NrtdPD15Zq2bYnLyuLZF1+ksKSEYG9vJtx4I4Pat+dQVhbPPv0067dvx2Aw0LhePea+8ALNGzbkpZkziUtMZHnZ3cKwwYMZ2b8/KzZvZv327YTVrctH//d/dG3TBoASi4VnPvyQ2cuXYzQYeHLQID5atIgXhg5leFnfNBERubQoaJ2jwuzCahmnOLf4rMd8tnY9U2pfi7ulCf8tSeSxHctoTyBvcxV5JiujN62hSVotRg/qjV/DMy9cn7F2LZNjYpg/fDht69VjyY4dDPzsMxKeeoqIoCAemT+fvi1asHL0aGx2O5sOHMDVZOKZXr3YlpZ2ytTh3M2beXHxYn564AE61q/P5/Hx9P3oI7Y9+yyNyqZBV/31F4OuuIJDL73ExgMH6PbOO0Q1b8414eEcyc3l+nffZcKNN/Lj/feTnpfHzZ98gruLC+NuuAGA/jNm0NDfn/dvu+203+vbLVv4dtgwPr7jDj5au5YHvvqKnk2b8v199xHg4UH/GTP4z5IlzLjjDnp17EirtWvp3awZL0RF8dGaNWxes4btzz1HoKcnB44dI7eoCIB3YmJoGBbGwtdew2wysXXfPvy9vU9bx6eLF7Ng/HhaNGzIUx98wLBJk9j95ZcATJw9m8Xr17PuvfeoFxjIsx9+yP60tLP+/kVE5OKloHWO3HzdqmWcElMJNpsNo7HiWVxrkZU+hSF4ZpX+h/966hLDIYbRFDfMuFnNtMOfTQcPEv9uPM0HND/j9aatWsW4qCiuCA0FoF+rVvSIiGDe77/zQlQUhsJCtu/ezXfu7gSV9eaKz8wEoCAjA6PBQOwJDUs/XbaM2xo3piAjg7iMDJq4unKljw9v/vgjt7Rty9HDh2nn5UULd3fi/vgDgE5+fixYs4aSrCx+3LqVK7y9ae7mxpqypqaDwsOZExfHdWWtG54q65cVe5pGqQUZGVwfFIRnURGrEhJo7OKCV3ExVwcGklTWPLWLvz8rdu50jGHMzeXIoUPEbt7M4YMHsWdn8/WqVTQLCsJU9rs4cugQxpwcUnbu5Nvvv3e0ksjcv59twNG9eyEzs1zj1D6dOpG+dy/pe/fSITCQuSkp/PTTT3i6uzP/hx+449prSd6xg2Sgf7NmfGe3s3/bNmLLWk38rTKNUtXUVETkwqegdY6C2wWzff7285s+NEJqYSrffvstTZo0IT8/H05YDJ8cl0zJ8RL8cXFsc8OEEQN+/O8/zLUwUYAFa4nV0aPrdPZmZvLI/Pk89t13jm0Wm436ZS0cHu/Shb07dvD10qWYjEb6NGvG8E6dMJlMrHNxwWQ00v2EXl+fFhZyU1BQuW3RAQF4WCx09/FhX61a1PL2Lrf/Kjc32ppMdPfxIaG4mC3p6UydN8+x3w6E2O3lzjmTdS4umGrVKnd8C6B/YCBty7YVenuz32p1HPOD2UzHsnO6XXEFTe12Vm7ezKLsbDrUr89DXbsS6ueHT5cuxB0+zM/ffENBcTHXX3EFI/v3x71WLfa5u1PLxcXxAENrk4nounUdn1PL6rjK05MgPz+C8/IYUL8+HU/4HV/t5UXnsmarJ6pMo1Q1NRURufApaJ2j9sPbE/uf2PMfKAKOHz9OYmIi+/fupfahQ4SGhuJR4sHOhTuxc/qnQivyd0+vvLQ8qGCJViN/f17u25dB7dtXeH4db29u79ULgD1Hj/LUwoXU8/GhX6tWGE5qcgpQx8uL1BP6ZAEcys6ma+PGlao32MuLjvXrM+mmmyp1vDOYTCbu6tiRuzp2JK+oiGmrVjE5Joa3Bw7Ex82Nx/71L6C0ierYTz5h7ooV3NevX5WvE+TrW645alFxMVn5+dX2PURE5MKjoHWOPOt4EhEdwY4fdlBRFrLhzkZO7chebowIT0qMJRTnla7TyikoYN2hQ3DoEGwFSqAEO4cpZicFACRTBNgdnwGysWLCUG7b6rVJ1G1en6ScHLDbSSib/rstMpLnfvoJm6srzYKDKbJY2H74MH4eHjSuXZtvt27Fs3Fj/D08yCwpAYOB9KIiknJyMJjN/JWezq7sbEdn+SsbNWLuxo00rFOHhoGBrP3rL3anpzO0a1eScnLILCriuNVaWkeZAquVjLIxm9Wvz9yEBGZu3sxVjRtjNhrJyMsjNSeHtmXTm2eTU1KC0WAodw2Ag8eP4162La2wkBKbzXHMiTVsP3wYd1dX6vv7Y7fbKbbbKSo7dtPhw3hmZFA3IABPNzdcTKbTTvOeTZ/ISOb9+itXNm1KoI8PM376CdsZ2quIiMjFT0HrPFw75lr++uUvSo6XnLIvmDO/ysbFw4Xhs4cTfGUwu3fvJiEhgbhvv8XXywsKgLjS44xswp0gfCm9Q+RFKpDo+AzgWtYI9X/bVmE/5E3zDleTFRAAs2c7ekG179mTJkuWMGn+fPYePoyL2UyHpk2ZOmoUbcPDOfLDD0w8oWnoDZ07M7R/f4xGI3c3bMirX3zBk99+C8CC8eOJ6NABj+BgPl+1imN5eTQICmLKqFGOV/kEHDlCYkoKT2zaxI8PPACA+5o1BIaEEFHWUuHtJk34aNEiFi5cSJHFQl1/f27q2tWx/5kPP6Suvz9P3n57hT9Lnx07MBmNjuMBmDWL+s2aEVH25GWSxYLLzp2OY06sYf+mTXyxbBlHMjMxm820bNiQqD59iPzmG6Z07crj775LTn4+HrVqcXWbNgyuQl+t34D4Awfo5+fHkN69ycnP56E338RkMHBb9+7U9vWt9NOVIiJy8VHD0vO0cfpGlj61tMKwdTouHi5ETY0iclT5nmqLP/uMBvn5/DnvTwrXFoLt3OsyuZpof2972g5uW6XznNE0tapeWrKEuD17WP7wwzVah7MVFBXR//nnmTZ6NG1OmmqtTKNUNTUVESlPDUsvQZGjIomaGoWLhwucuoSpPMPpQxaAu7s7bdq0IcQ95LxCFlSuR5f8s3Ly89mwfTsWq5W8ggLenj+fugEBtGjYsKZLExERJ9HUYTWIHBVJSKcQfpv4G0k/J4EBLAX/exrR7G4GO0T0i6DbmG6ERIaccby/12ydr8r06KqMsFde4b7OnVm6cycJKSm0qFOH6YMG0aksIFisViYsX87MDRs4VlBAh/r1mXbrrbQpe9H1yXeowl55hZFXX82K3btZv38/YQEBfHT77XRt3Jivfv+dCcuXY7Pb8Xr2WQC2PP00RqORB7/+mvX795c2Dg0IYO4999C8Tp2z1r8vM5PGr77KzDvvZHJMDPuPHeP6Jk2YfffdTF6xgk83bMBoMPBiVBSPXHstcOqri5bv3MnTP/7IX0eP4mo20z4kxPF93l61ijdXruRofj4+bm4M69SJCTfeCJRvHvvlpk2MWbiQEGCf1YrdaGRg27blHjJYv38/D3/7LTuOHOHK778nKjKSTxcvZt8JT2WKiMjFQ0GrmoREhnDH/DvIT88nYWYCRxKPUHisEDd/N+q0rUP74e3xDPKs1FiuXq5nP6gy43iffZyCYwUkLUni2J5jFOcVsytvBw3DQgjtHEotr1qO4z5Ys4Yf77+ftvXq8UZsLP0++oi/XngBHzc3Xv/1V77YuJGfR46kcWAgE5cvp8/06ex8/nl83CruN/bphg0suO8+WgQH89SCBQybM4fdY8dyx5VXsj0t7ZSpw7tmzaKhvz8L778fs9HI1tRU/N1L3xEZt2cP/WfMYMszz9DQ3/+033X+li3EPfoodqDbO+/Q+a23eLpHDw699BLLdu1iwMcfc1Pr1hWOcc+cObzWrx/Dr7qKYquVtfv2AbDryBGeW7SI+CeeoHW9emQVFLDjNE1IPdzcOG63M7BnT8bdcAMHjh3jqrfeYt7vvzOkY0eyCgro99FHPNerF93btsUcFkb/55/XGi4RkYuYglY18wzy5JqnrzmvMfzD/TG5mBytGs6F0WzEq8HpX2qdviOdxNmJpKxPAf7XFiKddJJ2HCdpcRK1W9YmvE/pYvIRnTvTsUEDAJ7t1Yv3V69m0dat3NWxI59t2MCzPXvSIjgYgHFRUXy8bh0/bdvGnad5h+CDV19N67I7Xvd36cJbq1aRXVCAb1l4OpmryURqTg57MjJoGRxMu5D/3RW8NjycrIkTz/ozeTEqigDP0rDbv1Urftq2jQeuvhqA6JYt8ffw4PeDBysMWq4mE39lZJCWm0tdHx+6ly32NxuN2IGtqak0CgjAz92dLmFhp63B3cWFV6KjSxfvBwXRq2lTNiYnM6RjRxZt3YpXrVo81aMHfxw7RvumTbkvOppZS5ee9buJiMiFSWu0LkARfc/8xGJl2Gw2EgsSiYuLI7OstcPfdi7YyS///oXkuGSsJdZTAp3NYsNmtXHkzyPEvxuPtchK2AkL5A0GAw39/TlY1r38QFYWjU/YbzQaCQsI4MAJPaNOVu+E5qKetUrvnP392puKvD5gAI0DA7np44+pN24cj86fT94Zjj/bNT1cXct9BvBwcTltDQtGjGB3ejptp0yh1aRJvLVyJQDhtWsz++67mbFuHSH/+Q/Xvv02S3fsOG0Ndby9HZ3nATxdXR3XTMnOpqGfX7mpxEZl4VVERC5OuqN1AXL3dye0cyjJccnnPkgo2FxtJCUlkZSURHBwMC1btqQgoYBNH2zCUlS5jvbWEislJSX88cc+6NIFALvdTvKxY45u8g38/Nh3Qqiy2Wzsy8ykwRmm8c7EWEFj1CAvL94eOJC3KW2kevOnnzIlJoZXTng5tTNdERrKV8OGYbfbiduzh6gPP6RdSAg9mzZlYLt2DGzXjmKLhQ/WrOHmTz8lY/x4PFyrNgUc6utLclYWJz4JnKx3IYqIXNQUtC4gboGBjteqZN1Ql9/X7zyn6UOj2YhXRy9y8k5o4JmXx0/xf8FKzvhEYw4FnPxa6mJsfLHjd9r9Gs4VbRoze/16couKaFCvHgmZmdzQpg2vLltGUGAgIX5+fLZ6NYUWi2N/akEBuRaLo2lqsc3G/rw8x+dDZXfGtmZlcdRmo8RkYndGBvHp6Y71Sb9s3UqbkBBC/PzILizEareTXljoGONMTh4fOKWmk+s6sdFridXK4j//pFvTpvh7eJBWUtrKY09eHjm7dpGSlUWHRo1wM5vJslrBbicxK4ta5tJ/vHbn5OCVmUlyfj7FVmu5a2YWFWEyGknIzKRRSAhZBQX8388/M6x3bxKSkvhsyZJyd8BEROTioqB1ATn5BcENA686rx5dBw8eZP369Wzbtg2bzQbzqFTbCF/Kr+0ysonriGBabBx7l35P8wYNWDJ1Kp1btQLgjeuuI2DWLB6fP5/s/HzaR0QQM20a7Zo0AaBucjLeeXmOvlCuH31Eo9atHZ/9UlPhnXdofc011A8KolGnTqw5dIgb3nkHm83G7zNmcCwpiVFff01GTg7e7u7c1LUr/x09Gg83N37bsoXoZ59l28yZNKxgqu3k8Suq6eS6shISHI1ei0tK+M+KFbwdG0thcTF1/P15dcQI7r/jDhL37GHKG2/w/MKFAESEhPDd+PF07ty5dNBXX6Vpx460b9uWhOJiXDduLHfNgA0bMJtMjm1LGjXikWnT+Oill2gfEcHwvn35Ojb27L80Yd2yZRRmZNR0GSLl6OXvooalFzhHQ9SCkgpf9eNgABf3int05ebmsnrpatYPXg9nmTFMJ5HIk4LWU3zLQK6km0szbvv6Ntz9Kl6wLtVvzIwZbNq1i6Wvv37KPjUsLS923jy6n+VF3CL/NP1z+s9Sw1KpsshRkQxfOZwWt7bA7GYu7cl1ArO7GbObmRa3tmD4yuEVNkL19vbG+y9vzObzvIFpgKQlSec3hpzR0vh4DmdkYLPZWPXHH3y0aBF3VuGVPyIicmHR1OFFoDp6dKVtScNSWLkF8KejbvPO9+fevdwzcSI5x48TEhjI03fcwbAbbqjpskRE5BwpaF1EzqdHV2F24Tlfdyq3Of5cmW7zJzdBdfVyxT/cn4joCE07nsWTt99+2pdnS/WbvWwZU+bN449PPqnpUpxq/KxZLN+0idi33qrpUs5bxJAhvDB0KMP79j1lX3JaGq2GD2fXrFmE1K5dA9WJnEpB6zLh5ltxh/aqOlO3+dM1QYXSl1wnfJZAaOdQ2g5pS1CLoGqpR+RM9hw6xLMffcRvW7aQV1CAv7c3kc2b89W4cbi6uDCkTx+G/IMLlYtLSnjjm2+Ys2IFSSkpeLq5UT8oiH9ddx2jb70VP6/TNxmWs2sYHEze4sU1XYZIOQpal4ngdsFsn7/9/KYPjZBuSSclJYWQkJByjTV3LthJ/PT40/bnshaXhq7kuGQOxR+i06hONL+5+bnXIlIJ/Z57jqjISHZ+8QU+np6kHD3KorVrOdNDQM5itVq5ccwYUo4eZdro0XRt3RoPNzd2JCfzyc8/k7hnD93atfvH6xIR59Ji+MtE++Htq2WcnDo5LFu2jB9//JE9e/Zgs9nOGrJOZimyED89np0LdlZLTSIVycjOZueBAzw0YAC+Xl4YDAbqBwXx0IAB1CprJjtzyRIihgwBIH7HDryio8v9ZejRgx/i4hzjjZgyhQa3307QLbdw+0svkVaJPm5/m7NiBb9t2cKPr71Gn8hIPN3dMRgMtGzUiKmjRpULWSsTEug8ahS+/fvT4p57+LCsfUhl9/+0di2thg/HKzqa/mPGcDQ7+4y1vT1/Po3vvBPvfv0IHTSI52fMcOxLTkvjtv/8h7oDB1LvX/9i5NSp5B4/7tifnpXFiClTaHjHHfjceCMdRo5kZ3Ky42d2z4QJ1B04kLoDBzJs4kQyc/7X3y9s8GAmfPklvZ58Eq/oaNrcey9r/vzTsb/EYuHJ996jzq23UnfgQCbPnXvG77EvNRVDjx4cTE8H4Pfdu7n20Ufx7d+fgAED6Dp6NMdycwGYFxNDy2HD8O7Xj+Cy2v5m6NGDuMREx+fYhATMvXo5PlusViZ8+SXNhg7Fr39/rhk9mo079e8zqZjuaF0mPOt4EhEdwY4fdpyxTYQNdzaSV/HOupS2h8gD8vJYmpyMW4EbRUuLsFuqeIegCOLfi+H62lYCmgSc/Xg5hVtgYE2XcEEL9PWldVgY90+dykM33URk8+a0bNSo3J3YE3Vq0aLctNNrX37JzCVLuLZtW+x2O7e8+CLNGzTgz08/xcVs5tG33+au8eNZ8cYbAEyaM4c5K1aw5TTrvRavX0+nFi1o8v/snXd4VMUah9+tyab3ShqphBYIXUqkN+lWQFFB7F1BQL0qYIFrRUFBRUAEBQSkE3oPSQiBNEjvPZtkk0223j+yLAkJRUTvvXre58nz7JmZM2fO2c3my8w3v5+39w3HnVVUxMg5c1gwYQJfTp5McmEhzy1fTk1uLsPCwymoqmLyihXMGz26zfq8ykomr1jB22PHMqJTJ85mZfHyL7/Q0cuLhIMHW10vp6KCOd98w7rHHyfQzY3ahgayystJOHiQRp2Oe1esYGSnTmydPRuNTse8rVuZPm8e/xo3DoPRyIzvv8fV1pbvp07F0dqa9NJScs6dQ52ezjPr1yMVi/n58ccBmL91K+NfeYUvHnwQAE1DAyu2bOGT++7jo9Gj+SQ6mgfefpvtzzwDwDdHj7LzwgVWTZ2Km60t/96/n5ziYnJTUkhow3nBLE584gTldnbM+P57+gUG8tn48RiMRlKKikg9cQJEIqZ/9BFfPvQQvQICUGs0pBQXt3g+l+PisDEFbOnZ2U0Cxqb6ZQcPciYri48nTcLT3p7t588z7OWXydywAUdb2xu+vwL/PIRA6x9E/zf6k7E344YCqO607bMos5Ixae0kMhsyOXfuHDqdafZqA9je7mqkDrTxzkTNv/82OxAQuDGHP/2Uj3/+mU83b+ZiVhYONjY8N3EiC6ZPv27ABbB23z4+37KFE198gYu9PbFpacRdukT00qXm2bCPZs/GZcIE8svKaOfqytyHHmLuQw9dt8+y6mq8r0nQ7vfssyRnZ6PV63njoYdYMH06Px04QPfgYMaEhhLh5EQPFxdScnOJvniR1/r3Z1dcHJHt2vHW3XcDtKrfGRdHb19f5kdFmeuPp6ZSUF1NhFPrf2rsDx77+gAAIABJREFUDAYQidCr1QRZW2Pj5MQAk2n7poQEZGIx30yaZG7/2bhx9PvsMzY//DBxeXmkFBVx7JlnzIbw3U3/ABRWV3MyI4NL8+YRbBIKXnXvvYS9/z7uEgme9vbIxWKe6d+fyWFhALwxaBA/njlDgEKBvULB/qQk3ho2jHEmE/fV996LY0ICvtbWbd7LFVeLjg4OtHNwwNHCAm1DA84m/9WepnHUazTIJBJ0ajW+FhY4OTnR9xoNtmA7O/M1lJWVIBIR4eSE0WhkY2wsO2fNYqBJlDlyyBDWnznDztOnmSaIkwpcgxBo/YPw7unN8KXDb1ttPmxwGGGEERUVRUxMDGcOnqEh/fZ3M2KE9F3p1JXV3VSeQkDgdnCxt2fxrFksnjWL+oYGfj58mFlLl+Lt4sJjo0e3eU50XBzPff45ez/6iCDT7FNWURGNWi3uzQIOAEu5nNySErPjwM3Gklda2qLs5LJlAAx95RV0+qY8xryyMgI8PVu0C3RxYZtpSS1PqSTgmtnM5vX5SmULE3iAAGdnCq6zfHjFGH35iRPM3LiRLl5evDV8OMPDwsiqrCS3qgqHN95ocY5IJKK4pobsykrcbG3NQVZz8kyzS80N5wNN485TKvG0tweubzBvr1CQX13d4l6sLSxw+x0bBr5/8EHe27eP/p9/jkwiYVpkJG+PGIGVXM6uJ57g48OHmb9rF+2dnXklKoqHIiNv2md5XR2qxkbuWbWK5qF6o15vXrIUEGiOEGj9w7giaPpH1OatrKyIiopCfErMEfERDLfi63ODaySsTrht2QoBgVvFytKSGSNH8sWWLSSkty28m5iRwX3vvMMPc+eaLaYA/Nzdsba0pHL7dsS36T05qlcvnvj3v8koKLjh8qGPqyu7zpxpUZZZUYFPMxP3XSkp1633trdnb2pqi/rsm+SSXc8Y3c/RkRBXV5Lmzm3zPH8nJ0pra6lpaMDOsuXO5ivjya6sJMgUiGaaLJKu1N0Mb3v7FmOva2ykTHWd1IY2CHB25jvTMuWFwkKGr1hBgLMzj/XuTVRQEFFBQegNBrZfvMjk1avp7edHoIsLNhYW1GmuStkUNgtSXaytsZbLiX7qKXr6+prLEyorW9hrCQhcQUiG/wdyJ9TmAcqTyjFo/kCQBejUOkovlN68oYDA76SqtpY3Vq7kYlYWWp0OnV7P5iNHuJid3ebuvoKyMkbPncvCxx5jfP/+Lep6hIbSNTCQ57/4ggrTH90ypZINbeQ8XY+Hhg6lb8eO3DN/PtFxcdSp1RiNRi7l5VHYzKPxwSFDiLt0id/On0en1xOTk8PXJ0/yuMk/88Hu3YnLz2fN2bNt1j/QrRtncnP5KT4enV5PdFoaW5sldl9LWmkpe1JSzMtp9paWiACxSMTYjh3JLStjxvffU9vQgNFopECp5NfExKbn4uNDqLMznd9+m8Gvv86GgwdZvHkzz371FV729gwPDeWV7dtRqtVU1dfzyrZtjOrQwTybdTOmR0ay5NAhMsrLUWs0vP7bbxiMRvJKSxl7zSxbW/wQE2MOkhwUCqQSCRKRiJLaWjafP0+1Wo1ELMbBNCN3xcA9sl07fjh7Fo1OR3ZlJR838xsViUS8MHAgr27fzmXTDJaqsZGTGRkUlpff0n0J/LMQZrT+odwJtfk/IoLaop+qO9OPgEBz5FIppVVVTHrrLYoqKpBKJPh7ePD5s89yryl/qTn74+IoKC/n9a+/5vWvvzaXb3jrLcb27cu2hQt587vviJw9m4qaGtwcHRkWGckDplmMxevW8WN0NEmrV7c5HqlEwp4PP2Tpzz/z4rJlZBQWYqNQ4OPmxtShQ3lq3DgAAjw92fXBBzy3dClL9+3Dw9aW90aN4r5u3ZrqnZ3ZNWsWc3bs4LktW1rVB7m6smnGDOb89huzNm5kUGAgM/v0IaGgoM1xaXQ63t23j6Ti4qbzXVzY/OijWMpkAAyxsyO3upqwDz6gtqEBL3t77o+IYGKXLojFYsL0eio8PEhVKnli3z5CXF1ZP306AOumTeOlrVsJXbwYgOGhoXwyYcJN37vl27ax6JFHeGPoUCrr6+nz6adIxGJeGjQIPycnfNzceLPZLsHrcfDyZebu2EFNYyOOCgVTIyOZ3qMHJbW1fHn8ODM3bkRnMODj4MAPDz5oXqZcNnkyj23YgNP8+YR7eDCjVy9e3LrV3O87I0fy+bFjjP/2W/KVSqzlcjp4eTHuFu5N4J+HYCotcNtsmbaFCz9e/z/lW6XL9C5MXDPxDoxI4J/M381UOuHgwTYTvv9qpi5cyPThwxnZq1eb9UNefplPn32Wzu3b31J/Or0eqURy3foP1q9HIhbz2v+ZEfP1lg4FU+m/lv9FU2lhRkvgtrkTIqhShRS3zm53cFQCAn9fKmtqWLJxI4mZmTja2PDg4MEs+flnNrz5Jh5OTuj1etbt38+es2epra8npF07nps0yZxcf7N6nV7P19u3sz8uDrFIxJQ2Zv6uUF5dzfRFi9Abjby6YgVi4JtXX+VAfDwXMjP599NPA/DAu+8yqlcvzqWnk5aby2sPPICPmxufb95MZnExYpEIX3d3Ppg1ix2nTrE/Lg6Ag/HxAOx4/30k1wRmCenpvPLVV2Zpjbi0NJZv305hRQUyiYQgb2/z9TcfOcIvR45QXVeHtaUlI3r2ZNbYsRRXVvLAe+/xy9tv42rKGdsTE8Paffv4ccECABo0Gr7fvZsj589T19BAB19fXpg8Ge9b2PwgIHAFIdASuG0iZkRw+O3Df6wT450TUxUQ+LuzcO1abBQKfn7rLTQ6He/88EOL+g0HD7IvNpYPn3gCDycn1h84wCvLl7P2jTewVihuWr8+OppTycl8+cILuNjb8+W2bRRXVbU5Fhd7e3Z/9BFRL73E0iefvOGM1o7Tp1k8cyZB3t5otFpeXr6cXqGhfPrssxiBS3l5SCUSHhwyhJySkt89o7V4/Xpmjh7NyF690Op0JOfkAJBXWso3O3ey4qWXCPD0RKVWk1tScsv9Lt24kTq1mq9efBFbKyvW7d/PGytX8t2cOTeclRMQaI6QDC9w21wRQeX6ckQ3RgRBo4MEaQeBfzTqKjUXfrrA0UVHiX4jmqOLjnLhpwtoVC0N3MuUSuLT03ly3DisFQocbW2Zfo1m0+6YGB4cMgRfd3fkMhkPDx+ORCTidHLyLdXvjY3lwcGD8XZ1xUIu56lx427717s5Y/v0IbhdO0QiERZyOTKJhFKlkrLqaqQSCeH+/ihM0g63g0wiobC8nKraWuQyGREm3S2JWIzRaCS7uBh1YyM2CgXh/v631Ge1SkV0fDwvTpmCk50dMqmUR0aMoKK2lhRTICcgcCsIM1oCf4hbEUG9HjKFjAFvDPgTRiUg8L/PzUzYlbpMpOE+tB/WHgdfB8pMulTujo7mdh7X5HCVKpV4NisTi8V4ODlRajr3ZvVlSmWLPhUWFjjeAaPra8c558EHWbN3L8999hkSiYRhPXowY8SIVkuEt8rCxx/nx/37efSjj3CwseGevn2ZMmgQXi4uLJg2jW0nT7Jk40YCPT15eMQIepoEUm9EkUlW4vElS1qU6/R6Sq8zyycg0BZCoCXwh/ijIqhePbz+xNEJCPxvcism7AYMlF4spSKtgtBxobh2asojKqmqwsukMF9yzR98NwcHipvpThkMBoorK3Ez5SDdrN7V3r5FvbqxEWVd3R++32u1xzydnZljUtHPLCzk1RUr8HRyYnSfPrc1gxbk7c3bM2ZgNBq5kJnJqytW0N7Tk+4hIQzs2pWBXbui1enYfuIE87/9lu2LFqEwKfyrGxvN/TT3hLwS0K6bPx+HOxBsCvxzEZYOBf4wPZ7qwfClw5FZyW6+jCi6GmRdT59LQODvzO81Yddr9aRtT0N9sYaIwEC+2bGD+oYGlCoVa/fvb9F2ZK9e/HTwIHmlpWh1Otbt34/eYKCPSXz1ZvXDevRg46FDFJSV0ajR8LVJt+pOsycmxhzU2CgUSMRiczDmZGdHYUUFBsOtafRpdTr2xMRQrVIhEomwtbJCLBIhFovJLSkhJiWFBo0GqURiNvIWi0TY29jg4ejI7jNn0Ov1ZBYWsuPUKXO/jra2DO3enU82bTLPJqrUao4lJrYIzgQEboYg7yBwxyiMLeTY+8dI35UOoiYx0itIFVIwNuVkDXhjgDCT9Tfk9P79NDQT3vyruZyYiPZ3qIb/N1AVq0jenILBoL9pWzUVuHPVOFkkFuHS24OTGUkUVlRgZWFBt6AgDiUm8vjIkdgoFOgNBmJSU0nNyaFBp8PV3p5BXbqYd9XdrF6n13Pi4kXS8vIQARHBwSRlZdGrQwfC/fzaHOdnv/7KlIED8TbZ65xOSaGwvJxJA5rSAr7fvZs+HTvSoZmK+r7YWHJKStDodFjKZIS2a0e/zp0Ri0QoVSr2xsRQWVcHRiNPjB1rFhK9Qn5ZGVuOH+f5iRPR6fXsPH2a4spK9AYDCgsLurRvT2RICGXV1Rw8d47KmhoA7K2t6Rcejr9pl2V+WRmHEhKora/H08kJb1dXkrOzmTFyJNCkMRablsbl/HzqGxqQy+V4OTkxJDISubTlglB+fT3tQkJaPR+ZjQ3BbQjk3g6Wzs70EbwUb8j/oryDEGgJ3HH+iAiqwP8vfzcdqz+Dg28eJPd47i21rSaLUFp6CLp1dqP7Y93NxzEpKSz49lv2LllyQ5NsgT+fv8KCR9Dkujn/i4GWkKMlcMexdrUWvAsFBK5BXaU2J75foYoCxGjabF9HCSpa7sTLuZBFxc4y/D1cKFep+ProUSL9/Mg4d+5PG/c/Eam1Nf6hof/tYQj8TRACLQEBAYG/gPQ9rY2sxWhazVpdoRgLfK8JtLQiDauOHaNa34i1XE5vPz+evusubP6ANIJAa9JNS40CAncCIdASEBAQ+AuoyqxqIeFwOwQabVnsN4DAYYFt1ndcv563evbk/uBgADT1GspTyqmvqEffqEdiIcHK2QqXcBfkCnmbffzZPHf0KD9dvkyDTkfm9Om4WVn9V8bRHOlXXxE9fjxR3t7/7aEI/A0RAi0BAYE/lagXX+RUcjIyiQSJREJ7T08WTJvG5EGD2mz/r9WrWbh2LZbyq4GAt6sraWvW/OGx+D/wAAsff5xp/4WE4msFSFdxnFNkIkeMCHDBkvH4MQafG/ZzI8urJJNkgqpERWFsIdW5TTv7jIarubhVGVUUxBRg72uPVw8vbNzbli7wX7OGhb17M+0GS2j/ionheFER0ePH33DMVzhZVMR3KSlkP/wwroq2Z/L+1zicns7dX36JtenzaGdpyYiwMP49bhxO1kLOqcDNEQItAQGBP503p09nwfTp6PR6Pv75Z+5/912SV68mxKftoCIqIoLof//7Lx7lraHV6ZBJf/9Xp9ym9QxSL9x5m64YMHKUYj4kEW+siMC5RTs9RkSAGBFSy9bXXh8djVgs5oHBgym5UELeiTwM+rblEa4EXcpsJTV5Nfjc5YN7Z/dW7TRaLZuPHiXx0CEeGjrUrLb+R8isqcHTyup/IshauHYtw3v0oFeHDjdtKxGLUX34IQCZ5eWMXrmSF7duZc3UqX/2MAX+BgiBloCAwF+GVCLh6QkTmPPNN1zIzLxuoHU9Kqqref3rr9kXG0uDRsPdERF88fzzuJuUxz/btInl27dTUF6Oo60tU4cOZeFjjyGRSLhn3jxyS0uZuWQJT378Mf06dWLfkiVEvfgiQyMjWTB9uvk6orvv5tjnn9O/c2f+tXo1RxMT6R4czNr9++keHMzuDz/kWGIib6xcSXJODo62tjw9fjwv33vvdXf/ObZ3RCKTtLl8KEZEFJ4sJ4UMavHEikdJZD7+/EgxBTSyja5oRUbeLEsg7tvDKKRSJrdvz/t9+5r78Vn1PbM0now0Nj2PDOr5jDzSqMcCMSNwYjbeSE0Sivl6NXOPHuTC6XoaMdDRyYntY8bwSHQ0RQ0N7BKLkYnFJCQns+8WAi3/NWt4IjycA/n5nCkpwd/Ojm+ioujn6clH8fG8FRODRq/H5uuv6eXuzjc9e/LB1q2U+ftzori4xT0prhPMfnb+PMsvXqSgrg5HCwumhoSwsHdvswSE6Msv+XLgQL5PTSW1qoqOTk6sHjKEMJMAaa1Gw7NHj/JLTQ1fnjjBB79zt2Z7FxfGhoezNy0NgEd/+onoS5eorK/Hb80aFkybxkNDh5rb7zx1ite+/prckhKiIiIIbteOc5cvc/jTT4Gbf6YF/v8RAi0BAYG/DI1Wy5dbtyKTSun6O2dIjEYjE958k1AfHy5+9x0yqZTnPv+chxYu5MDHHwPQztWV3R9+iL+HBwnp6YycMwd/d3dmjxvHb4sX3/bS4dHz5xnTpw95Gzei0+tJzs5m9Ny5rJs3j7F9+3K5oIBRc+bgam/PwyNGANDl8cd5aMgQ5pqW84JGBpHwfUKb/esxcpQiatESjJ25fAvlPI8ftsjIR8c7xnR6OXrz24goarVaXjp8mKJDhwjX6TA06mlo1JKPhmQaqUHHPNKYjAcz8aUWPZ+TTQ1GxuNOIwbe5BKdseUdbRAdhgeTI1KTWlfHa5GRHMrJ4cXu3bnXNOOTcE2CuN5goLixkVqdzlynMRhYkZzMJ1FRfGRnxydxcTywfz/bJ0xgeFAQDSIRqy5cYPuECQCcLyzkF2CYTMZvEya0uKc3evdu81lpxWL+HRWFl40NaVVVPHPgABKZjCnNNKy+SkpiyaBBOFtaMv/4cWYcPMgK03v+r5MnyaqpYbxCwYBOnVhz6RJ6o5H0ujocTPeRrVKhMinkp9fUgNFIguk4t7KSTYmJRPj4kFBZia+bG2sHDMDZzY0klYqH33+fiKAgwv39ySgoYNLbb7N6zhzujYriSEICE996i+6mHLpb+UwL/P8jBFoCAgJ/OovWrWPpxo3IZTKCvL3Z/M47BN0g8fjI+fM4jB1rPl4wfTpRERHEXbpE9NKlWJjyZT6aPRuXCRPILyujnatri7yvbsHBTB82jAPx8cweN+4Pjd/Pw4NX7rsPALlMxlfbtnHvoEGM798fgDBfX56dOJE1+/aZA63Eb79t0YfCUYF3b+8WOlpnKWEKBxAjwg1LXqQTJ7iAD24AWFOHEQvccOMnLlBEA41Fhey8eJHnJk7kYxcXJnz3HRFdu6LMqEKMBAccsMeZVcRhiYFSSolFx1A6MBU533GJ2URwlGJ0wMt0R2IUY1tow8OPDSQpK4tXli9HD/x27hzx58+zbdEiXv/6a4K8vbmQm0tOfj79O3VCbDCgq63lnS1baGhsxMJgYFhoKM4ODtQCMpUKTW0tq44fJyMvDyWgEItRAjX19Xx88CAKoDojg39lZDCqd29mRUTw70OHqOrVyzw7WNfQwIH4eDIKC9Hp9WR7eDCyZ088nJyYEBDAr2fPYtHQQFZxMe6AW309ZXV1KKytGRUYyLLjx9l49iyJGRnEa7WMCwykvL4ejVTKzO7dScrLQwMoTe+LstlrDeBiNDLpww9BJMLawoL+QUE8OHgwSuDubt0AqFCp8AAiXVxYt3Ejw3v2ZMvRo/T18MBTJOL4kSNIgOHt21NZVcXhgwfJKCggJyWFN8eM4VxMDAATOnRg1u7dbP71V5zt7Vt8hpKVSu4UgvjpX4cQaAkICPzpzJ82rcXS3BVGzZnDscREAKYNG8aKl18GYFDXrq1ytH45fJhGrRb3SZNalFvK5eSWlNDO1ZWfDhzg419+IbOoCJ1ej0arNdvL/BH83FvmMGUVFXHw3Dm2HDtmLjMYjfi4ut6wn85TO1N4ttBsv9PTlKPVnOWkk0IxAM/SHycsOEAqudTgZm3DpjcXsOzXX5m3ahWvP/IIDVotNepGGquabGGMGNnMOWrQUw0cw8hBSvmOUmRIMGDkFJnsIAdPrJCYlhHLk8tpVDXSMSCA1XPn4v/eezw5bhxPDxxoHtuuM2e4d8AAVowejVan470dO/BraGD5fffhZGfHlO++Q5SeTu+77kJhYUGaXE4WcL+/P3eNHMmqY8fYfPEiXQAnDw9UkZGsjo1l31NPma9RoFSy1WAgQibD0coKo9HI5/v308vRkUVTp3IkM5NvT57k8y1bkEmlaA0GQgBRVhaLRo8mc8MGJnl5kXvqFA9Pn46DvT07tFpsCgv57J57mLllCz3EYlLq6+mnUBDp6cnXQD9rayLsmmYT04Eg09KdQ2UlHUUiDphytJpjMBhYvWcPhxISqKytRQRYaTSEGI1EOTkRr9Xi7uZGVLNlwAwPDy6o1U1lubkE6fV8blpGvEIXqZRQoNM1y4cOQMQdEgU+XFx8R/oRuDlCoCUgIPBfY3cbf7yuh5+7O9aWllRu397KpBggr7SUaYsXs+WddxjVuzdymYxXly8n1pRLA63NjQFsrayoa2gwHxeWl7dqI74mj8fP3Z3HRo3iyxdfvOXxA7iGudLzqZ6cXX4WbmCX1wEPDpKLGDESxFykkIldBjA/6ThGkYhnJ07knnnzOJKSgqVMhkh5dUdjNWqUKAnBHRFiXiIADVr2kMIwglCYbH3648FPFFJIIWJEiIwiDv96CPeObihVKiRAQV4eCfHxAIhqa+nt7Y2ooYGMy5cBKC4pwdbCgtrycmrLy5FKJMi1Wo6dPk17T0+0tbUAWOh0ZKanY2E0IgYSEhPxdXOD2lp0QFJKChYSCQBJFRXIxWLK8/KoEIkoq66mqqSEEeHhXEhL46Njx5jZsSPJSUlM6dOHXbm5xObm0tHdnTqTBZSbpSUlNTUkJSVRUFuLEejm7Y2+pgapSISLtTW2RiOVxcWcNvkWFuTlYWMy0C5Wq83Ps6C4GIxG0k3PoTmnMzPZFhfHy8OG4Wlvj1gkYtHu3Vffb3t7zjb7/EFLI3B3R0cs5XK2L1rU5mdT4O+B8M4KCAj8X9AjNJSugYE8/8UXVJgMicuUSjYcPAg0Gf4aDAZcHRyQSaWcTk5uZbrs4eTE5fz8FmWRISFsPX6cMqWS2vp65l+z5NcWT0+YwIZDh/jt5Em0Op05b+tIQts5WM0JHR9Kz6d6IrrBH1ZbLM2v60UadBi4d3RfglxceGXbNowiEZZWVnxy4gSP9uqFTq3DQNNuwnq0yAE3Skmnlg1cIIVU/AE5GqppIBwL7scFBWL2UoIvEoINMmrLqgm0tKSLjQ32gE6rJcLOjgg7OwKlUno7O+OvUBBkbU2QtTVyvR4bqdR8LBOJ8LCwwFmvJ8jaGg9TQnuAlRVB1ta4y+XIAG+JhCBra/o7O2MD7M3MpJ2FBQ5iMXsyMxnl60uwjQ1B1ta4Go24GI0cPXKEIydOYACyUlLwAmpqajhbVIQcCLe1Jcgkt+BrZYU74Gdhgbdl07Ps5OBAqI0NQ9u142BuLu5yOW5SKfuysgDwtrQ030eAQkGQnR1BdnZ4W1uDSGQ+bv5jK5FgIZHQ2cWFQBsbLuXnk9vM73Nwt26k5ORw6Nw59Ho95y5f5vjFi1c/Cz4+BHp58cWWLVSbfDqVKhUH2wjqBP5/EQItAQGB/wvEYjHbFi7EaDQSOXs2tqNH0+eZZzhsCm46+PnxzowZjF+wAId77uGD9et58BrvuQXTprEuOhrHe+5h1Jw5ALw0ZQod/PwInDqViFmzGNOnz03H0ikggB2LF/Pppk14Tp6M28SJzPjwQ8pMASBAxxkzWLxuXZvnh44Pxa2bK1gAItNPMyQi01ezE1j1kiMViylXKtkxaxb5SiW+77xDtEpFd29vlo4bh0F3VSdLgQwJIh4mkm/pRD32rEHCN0j4gCIKTFNpCiR8SSglaJjCBUZwjg9KU9EammQhegI/Z2TguGoVo377rek9uGZmTy6VotO33EWp1miwuUX5BolIRH+gTK3m/r17eerIETo4OvJUp07mNjYKBTKJhJljxvDauHE8GhZGjETCTqmUfSUlDGnX7qbXEQG19fUAPNelC26WlmzVaFiYkkJfDw8ktzTa1owIC6ODhwdT161jyurV5FRWEuzmZq73dnXlX488wvd79jB07ly6f/UVPTp1QmaavROLxSx6/HGMwOyPP2bUnDk8/emnJKS3dhG4XWYuWcKMDz64Y/0J/H4EU2kBAYE7gmAq/ftITEzk0ObNhEoU2FbbYiuyRVuvZVH6r0zu2I8Rw3sRe77p+3fPxYvUG40sfuIJbBQKvvz1V5Jyclj5yitIJBJef28ZDZUN/EQFMwmhjHS6YU0XvLFAhhotJdTgf40+17U4hzgTOCyQypoa3l27ln898ggONk2Cpst+/ZWQdu2Q29sTZZo5ik1LIyUnh7F9+1JuNPJkTAyxKhV6iQRHuRw/4E0XF0ZERrI6J4eFly7xpl5Pn/BwQn19qaqt5ccDB5g+dCj2Nq2FUw+XlTH05Ek2ODjgam9Prw4dUFhYoG5sJK+01CwP8sOePeY+AWrq6lizfz8zRozARqEgJiWFS/n5jO3bF2tLS05evMjF7GwGd+tGBz+/FtecERdHo17PTxMntiw/cACpSMSqmxhHp9fUENS9e6vyfKUSn3fe4cXwcLzt7Hj1/vtv2M+M9euRisWsamYifTvG1TOXLEGn17N67twW5X9Xg2rBVFpAQEBAAIC8vLymF3LwH+yPt2kXpvzdnbh1dMPF0wXvcm8KCgoYHBbGiawsnvz4Y7Q6HR0DAlg8cyYS08yIzEpGZWU9ShrxxpoA/NBSzh6SaESHJVI8sDcHWkkUkE0lY+hsHk+CqILj+WmsoW17n7boFhSEXq9n+4kTzGloINLSkvj+/Wnv7ExBQwNLYmK4/r/y4GhrSyd/f345cgSDwcDArl0JMwVLzRnTpw8xKSn8fOgQao0GK0tLfFxdr6vDdr6oiOxmx/GVlUjlcjYdOYIIiAgKwu4vsv45ceECndu3R2+a+YtJSWFZs+R/gb8/QqAlICAg8BegrlKTviedqswqGqobKCsvAyMQAK5CGhNpAAAgAElEQVTNditueOst8+uQkBCKi4uRA3cHB/PUPffg7+/fqu+IAT157KefGI0PQdhRTB0RtGxXQQNrSSebWhoxoEBCOZeZSiBSxHQTuTDjgSEAONnZ8ekzz7Q4/1nTDM/hS5fMZRKJhN7h4QQFBTFj1y6W9OtHoGnnXjuFgs9MchunKit58vx5NAYDz0gkGBMSGBUfTxdraxLs7DgpFlNvNBKUkcGAjAxE1dUM69SJKcnJ6I1GXPftA+DLrl0Z6exMwP795IWFmcdh7NCBMWlppJuCtG1KJd+KRHx94AB2UimP+Pqy+Jrdp5E3sBa6Gdk1NQSsXcvKu+/mo/h4StRqory8WHn33eY2xTU1PPHzz+xPTUViMOBvysmbOWYM3YKDOXDpEvN27uRSWRlSsZghISF8PnEibra2fHTgAD/GxQGw4dw5AKrffx+ArceP896aNWQUFuLp7MyCadOY2kym4btdu1j044+UKZWMv+sujEYjUsntLo4K3AmEQEtAQEDgT6QstYwLP16g4EwBQEtleBGQCxfLLtJ+WHscfB1anGthYUFgYCCXTMFNeno6Xl5eyOUt7Xzu7dWdwAtQerH0uuP4jsuEYMerdMYSCdVoSUFpnnGy97O/baNpZ7mcjra2zExI4El/f3o4ONDB1tasg9XXyYkVXbuy8NIl0ocNI72sjK9OnEBnNNLf1pYfunfHUiJhcUoKiy9f5jkLC1xlMnb37cvQkydR3XOP+VrZpp2B1+OSSsWyggJmymQsGz0apUZDqinRHGDsqVP4WlnxVdeuN+jl1liTmsrRiROxksl4JDqaadHRfBUVBcDUdeuws7Sk+L33UGu1TFm9GrKyzLpbFlIpyyZPppu3N+V1ddz3ww+88Ouv/PTww7w+ZAjJJSWtlg5PZ2Yy/7ff2Pree9zVqROxaWmMeP11fNzcGNi1K8cSE3nms8/YvmgRd3frxvroaB5fsoSpzZTqBf56hEBLQEBA4E8ibVsaZ5efNetmtcLY9FN6sZSKtApCx4Xi27/l0pmfnx95eXmo1Wp0Oh3p6emEt6EN1n5YeyrSKtq0+KlDSxkNTCcIhelr3wE5fU3CqGKJmGTnet5Zu5Yfp08ntaSEl7ZubdGHWqdj4ahRAKgaG/ktKYnU0lJ0ej3Brq781rMnK/Pz+TQjg4s1NTjIZDzXvj0LQkOva0s0yM+PEpUKW5kMgF4iERZiMdeGi0XV1Wy9eJF8pZI6U1/6Zkn45XV1KOvreX37dixsbDACpUYjKp0OB7mc2KQkalxdGR4WxpouXXh3/36UISE4mJL2Y3Jy2JeWxoLhwwFILSlh39mzTbsIS0pwsrOj3t4ejUbDwrVrKTAl1i+IjMTDlK+2pF8/gn/8kZL6ehRKJQcvXyZ9/nzsFQrsFQreHjGC4StWmMfcv31782sPOzteHzyYxzZsaPM5XWF9TAwvTJrEgC5dmp5Xhw5MGzaMNfv2MbBrV9bs28eUQYMY1qMpRenhESP42rSRQeC/hxBoCQgICPwJ3DTIuga9Vk/a9ibNpebBlkQiISwsjHOmJaTc3Fw8HD1QJiupLaxFp9YhVUix9bLFd7AvWfuz4Bo/aWtkeGDJZrLogyve2OCOJSJEiCVifO7yoVxaaW4f5u7O7tmzzcdrY2PZk5JCZ09P4nNz+fb0adxtbZk7eDASsZjNiYnsSkxkcf/+LA4PZ0dKCj/k5PBuWhreCgWPXZNwfoXO7drxenQ088vLqdBq0eh0aIG6azZpfXH8OGPCw5nVpw/J1dV8dvQoRzMzmd6lC2qNhsMZGVhIpSweOZLC6mpST54kTq/Ha88eutjZ0VWrJaTNEbRGJhZjMBqJSU1l5pgxuNrbs/7AAX7KysLNxobX7r+flPJyVvz6K/WVlWC6N3/TkmlxfT1S0+5TP5O/IkDANeKjcXl5zNu5k/OFhdRrNBhpCmBvREFVFR9u2MDHv/xiLtMbDObAK7+sjB7XLIkGeHre4p0L/FkIgZaAgIDAHaYstex3BVlXuBJs2fvaY+971X7Fzc0NJycnKrMqIQNi9scgFokx6K9GVCWJJU3H1oCqdd9PEMZxijlOCcVko0DKXSJ3Hu3XB/fO7pBS2fokYF9qKlvOn2fZ5MnYKxQU1tSQX13N0/37m2UK7unYkQW7d6NUq3FQKBjboQNjO3Qg8tAhEkxBx7XSEAAr8/MplUhY6udHRzs79qal8b5abV7OFItEGI1GvOzsuCsgAABv0+7E2MJCpnfpQlJxMWqRCIVcjlQiwdfJiRkBAXTOy2Pu8OGsyMri1QsXGGEwtLp+W/hbWbHHaKRfx454mIKjyJAQSi5f5t7gYCzkcvNOzPNFRUwwLQVmm3wSPays8DZZ5+RUVRHo4tJUX9ny+T6wZg1TunbllxkzsLO0ZEdSEvesWmWub+t5eTo48OTkybx2nd2C3i4uZF+j+J5dXHxDuyuBPx8h0BIQELgjWDo7/9/YelxOTESraiMauUOk7bhEVWPbgUtz1FRwmWvyorRwYEMpvn1a7qgrTS2lPKWC63IlplNBDdUUWCrQNVwpvBK6yAjBlQCM5Flr+KKugIKi8/QwlhBbUkKCRsPq8+fNXV5WKvkxOZnHOnVif04O5ORwNC8PpcHA9B07zO00RiPJgEtSEhH29oiAUzU1JNbUMNLOjj3p6eTV1lKoVrM5LY1qtZocIK+sDIlYzM7MTI7LZFwWi6nSaCiVSDhVWoq1lRUGYGdFBce3bTNfzwrY29DAzsuX2V9UxFm9Hhutlj3p6eQ3NhJTUYFKq+VARgY5yqY8tPiqKuTp6dRqNOQC0dnZ2JiWLNOqqkg3ne+p01FkNLIqMxOVKdjZlJ1NOeBjNLLn/HlKTE4C3+bnE3L2LHKxmE8uX6abgwPJubmUGQx0cnFh2vff89Jdd+Hcrh2v79oFNPkVKoFKtZo6o5GMujqKi4p4c+9eALN5tUgmI7GggPiKCnPQ9UhUFG9v2kSf8HD6deyI3mDgQmYmRpoEfacPG8bIOXOYMWIEgyIi2HDwIGdSUoRA67+MEGgJCAjcEf7fDGr/LM0vdZWaTSvq0HPz/qvJIpTW4p7iUjGDuvfGwsYCgNzjuaSlN6KntdZUW6RSRH+tAq8+XiACdYUaXYMOqaUUhbMClw4uyBVyIn/+GbFCwYyuXSElhT0lJU2vgcTycl4+e5bvR4xgfLN8Ip1Gw5bSUjaNHWsOAOp0Op5PTGRNRQUfFhcjFYnwt7JiWZcuzDbNRA0xGIjXaHgiPR2NwUAwsLtHD6bFxfFTWRkSjYa3w8JIz8tDr9US6ubGSD8/NpaXc0SpRC6R8EWXLkz39eVIeTlPnz/P/amphFhZ4SuR0CCTMTIoiAvV1XyQl0euXs/OtDSCrK0ZY2tLoIsLI4OCGHbiBEnAp+3a4WtrC0B5WhraqipGBgUBsCYnh6TGRh4zKbQH2NgQATzSuzdgmr2KjaWXszNvp6VRolYz0MuLTVFRFOv1RHTvTu+uXZn18888vn07nq6uvP7AA8xaupTwfv3w9/DgO7mcV5Yv57uTJwnz9WXGuHG8+OWXZp2s+WFhPPjeewz59FOMRiMV27YRIZHg1b49r61YQVpeHmKxmI7+/rz76KMADIqI4Ivnn2fm0qVU1NQwrl8/7m+2E1Lgv4MQaAkICAjcQdL33LqqtwE5aahblYsR03AoBd+7fKkpqOH81vMtlglvRiEasvWQG5NJ4IggdD52rExKYlxAAAH2VtQ01hOdnsaFigpmdOhAek0NJQ0NaI1G0mtqKK6vZ8ru3bzQtSsdXVxINy2LAVjJZPjY2vJ+fDyTAwOxlcmo1mgYZWfHu21IJhQ02yX4uUnxPbmykg/i4pqENCMiyFep0BoMBNjZ8bCPDy8fP06lRkNBXR2fdu7MvFOnuC84mH6OjuSpVNgajSwJCqKriwt1Oh0vHzvGWC8vclQqquvr6WQw0M3Skk8HDABgYWws1ab+VkdE8OKxY/yckcF9QUEUqFRsy8pCLBKZx+oqFjO/Rw+Gme4noaCAV5rNqF0h1MaGTZMntygrNj0rT3t7dsya1UJkdOaYMeZ24/v3Z3z//i3OfWHKFPPr9l5enFm+vNU1x/Tty5i+fVuVX2HmmDEtriPw30cItAQEBATuIFWZVW3u/GsLR66zpKMHW6MfXe+O4tBbh7DVt51Mfj2UgA0KMIA+34qwqR3R5uTw4pkzFNXUIBWL8Xdy4ovJk5ndrx8A7jodskuXCOreneMxMZTU17MkIYElzfwbNzz8MF7t27MkNJTvYmL4V2ws1Y2NOCoU9GjXjikhTSnn62Jjib50idUPPdTm+MoKCiA+Hm9T+2ufgvTMGZzc3fEOCcEb+Mzbm29OnWLzyZM06nR42NlxT8eO5vM/dHLisyNH2JaVRZCLCxO7dmV3Soq53iIpCXtnZ/PxfGtrPj1yhAOHDxPu4cG4Ll3Yk5pqrpecOvW7nreAwI0QLHgEBAT+cdwpu6AZH3yAVCJh1Wuvmcui34gm/3T+Dc66PsdJ5zcS+ZBJ0A7EA8QYNhpa7SK8GTlk0du0JCmWiBn0r0FUaep44L33+OXtt3F1cLhJD9fncHw8UaYddr+X2LQ0dp0+zVuPPHLL53y1dSvtvbwY2avXbV3zz+CKYGneI4/Q7hrroISaGiKaWfDcjm3OX4FgwfPXIcxoCQgICNxB5Da3J/rZuiMwpP3OCKstRFAQU4BVxO0HV3827/2whlH+3XFotETfqEdiIcHK2QqXcJc7fi2tTse+2FjOXb6MUqXCUi4n3M+PUb1742jK2boZ/nZ2GK9RzhcQuB5CoCUgICDQBlqdDpn0939FOrZ3RCKT3PLyYZtIQOIqQV+q/92zWddi0BlQFaquG2g11jZSEFPQSpPLu7e3ORn/z0JVouLCyTTqVQ0YkuqpNNab66oyqiiIKaBeXk+j3Y31pW4VvV7PN7/9Rq1azbRhw/BxdUWpUrH1xAk+2bSJl++91yzdICBwpxACLQEBAQHA/4EHeGzUKA4lJHA2NZVVr73GuH79eGPlSrYcO4a6sZH+nTvz+XPP4evu3mYfFdXVLM3YwQ7tCTTo6IAHU+mNfRs7C2/EbmMSRy5l0FDbSB/8mUIkUpq88r7lOEkUoUaDE9aMpQt9uborMI9KdpDIaeoAI+7Y8Vz96FbXSE3M4q0fVxOidWWgOKSVJlf67nSKvOs5qk6jpFaJk50d04cNQ2by7ItJSWFfbCwDOnfm4LlzaLRaIoKCmDJokNnsOqe4mE1HjlBSVYW3iwuhzQyjSy6UkHcij2R9Ht44gBGMGEmmiEuUojfoCcAFbYOW8tRySlxLcO/sTlFFBVuPHye/vByZREJkaCije/VCIpHw/Z49OFhbM9GUBH9lnHtjY1kwbRrn0tPJLCpi7kMPmZdPne3tmTFiBB+sX8+emBgeGDyYypoa3l27lvujojgYH0+tWk2Qtzf33303tiYz6iMJCRw5fx5VQwMKuZyeYWGMvUGSusA/FyHQEhAQEDCxcudOti9aRERQEA0aDS8uW0ZCejqnv/wSBxsbXli2jHvmzSP+m2/MwcQVjEYjE958k1AfH77v8zRFpwv5kTN8zVFeZwQAO7nAabJ4j3HXHUMFKhrcIev7n9j67m5eOvk9Nlgwlib172DcuZ8eWCHnLDms5Di+OOGNA0rq+YC9DMGLmUQiQUQuVcisZC2ucXDbGT45/CsDCaYz3q12NBp0BrIoZ3tuIlMkkQyd0Id6H3htxQqmDBgAphytytpaVGo1C6ZPR6lS8fEvvxDo7U2P0FDUjY18vWMHg7t1IyoigsLyclbu2IFMKjUHWQa9gXyqiKAdANmUk0oxdxOCPQpSKKYMFW5GO/JO5FGvaWTluX2M6d2bWWPHolKr+XbnTmQSCSN79aJ3WBjrDxxgXL9+5vfnTEoKvUw2QMnZ2fi6u7fKUZNIJEQEBxOTktKi/GxaGs9NmoRMKmV9dDTr9u/nqfHjKa2qYsfp07x87714OjujbmykpKrqlj5jAv88hEBLQEBAwMSsMWPoFhwMgIVMxg979/Lb4sV4u7oC8Omzz+I0bhwxqan07dixxblxly4Rd+kS0UuXUpNZzd5ze7mvMZLn2EgldThhzRg6M4bONxyDCBFfvPEiCgsLOnUKZMyZzuzUXzAHWgMJNrftTQB7SCKNYrxx4CSZuGFLJL7ITV/vASIXqg3VyJVNS2Jbfz3MtsRTjKEzAVw/ByqOHCLxxVtvz6XtlwgdF8qwHj1IzM3lsIcHCWo1yRIJYzp04ER9PYjF1Hh4sCk/H5WnJ4mZmSSLxQwLCuJ4XR0oFIiCgohPz2Dj8csYDEbq0XCSRmyxIItGTlGGA06kIgN0GHEmlVLU6KjVq0k/HUutky1aP7+mPgFFeDgr4+KwDAtD7+BAIvBNcjId/PyorKlha1ERz/fty+GaGo6oVCjkcg43k6u4QrJYzPH6eg7X1KBUqUgEuoSHE6/Xg16PY9euLNu2De/iYnR6PQlGI1sKCggG5DIZWFmRXVNDskqFspkKfLJSifJ/UMjX0tn5vz2EfwxCoCUgICBgwr/ZTsQypZJGrbaFV5yNQoGbgwN5paWtAq2soiIatVrcJ00CwGA0oEePDAkVpkDrZoilYlws7fHt3CR4EDQyCJdvbaiiKagwYGQbCcSQTbVJf0uDjhqalMrLUeFB6x2BdQ51FJoU37clniIAlxsGWQBK1ORQyVmyQQuizfsQyUR0CQoiqnt3GnQ6zl66xJAeVzd4nU5NRSIWE9W9O4VVVfh4eHB3ZOTVcTQ2cjEtixBD03OOJYdA3Ag3CTwcI4P2uBHG1WceRx7O2BKGJ7lUUVBZwtJmXn9GwKDXE2Xa6ZdRVER2SQlPTZzIt7t20T0khPGmpcRjFy9SqlSa2zYno7gYBzs7orp3p7iykk9//ZURvXubg2y9Xs/n27YR7ONDBz8/XBwc2HbyJDtjYgj09OThESPoGRYGlZVENd9l+Dfd3Sdw6wiBloCAgIAJsSn/CMDVwQELmayFV5xKraZUqcTHza3VuX7u7lhbWlK5fbu5n99jLC2SiQiICqDy8GnqGxqwsrRE4ahAFyDDMb0pSDtDFke5zCsMwwsHxIh4h6tWOC7YEEs2YMGZK0KojoAeatRqUoHJhHOANJI4z0CCEdHaUw8gFzneuBLB1bwq5/bOdJrSicOVlZxRqbio13O42ezNucZGxCIRhysryZBIOFhRwaGKCkQmBflt2blc0OrMY9tGIR3xNh9nI6WBGhpMx0aMnKIOJXbIUJOJhFrsef3pJ5Bbt9zdeWUc1iEh/HD4MD1zcvjkzBkeGjLEXGdo144t589zV3q62ccQmoKoZXFxhAYEcLiykjKlklRgS04OnU1LkMWVlaQCKUYjJZWV4OPDPfffz0idjui4OCatWsWqV1/F3uXO75QU+P9GfPMmAgICAv88xGIxDw8fzpvffUdheTn1DQ288tVXhPn60issrFX7HqGhdA0M5PkvvqDCZKTsNMgd9TRbfAf4IpFJkMhb5nVJZJKmb2EfMA43YhNsg8FgYM4336BubCSzsJDttfEMkDQtF6rRIEaMLZYYMXKUy+RxNdDpS3uKqeEiFXjgg5+8PYFTejF0+HC8PPwoAQIJ4mnGk4WWvRTQDj/8CGj1M5BIDlNCI1b44Ic3vlRm6JHaORM1eDB+4eHUWVkRNXgwA6Oi6Ne/PzJXV2SurnTs3JkpY8ZQoNezOyUFZ3d3Shoa2HT+AlVI8SMAZzxJpp676Ga+Zjc6cZwyjNjhjR8XqSMHHVIc8SOAu+lFKmpOx+XSp39/BkZF4RsWRoONDVGDBxM1eDBT778fvw4dWHnqFIVGI688+aS5bv4LLxDUqROLdu3CytOTAYMG4R8ezooTJygyGlkybx5RgwfTs18/SoDNFy/SISKC7r1780tiIp0jI5k0YQKeQUE02NjQq18/hg4bRni3blRIpQwaPJg+Pf6nJJwE/gcQZrQEBAQErsMnzzzD3JUr6fnUUzRqNPTr1Intixa1SoSHpsBs28KFvPndd0TOnk1FTQ1ujo4Mi4xk1rsvo1aqmbP4K35LPsOqzrOR28pxaO9AsU0xBeUFAGRlZeHn7k47V1cCHnwQvcHA1KFDmek1mIRv4rmrMYgUipnLFuRI6Ut7grm6A9IRK+Ywgp+JYzcXkYqk9I4PZ++DS6hKuGr1Y4MFrzOczzjIlxzmKQYho+U9dcKbGfRjI7EUU4MIEd46B4zrxFQV5RKbmIhKpWLdunXodE0zdtnZ2YjFYnbu3AnAswMHsu7QIT7ftg1fJycGKYI51ngZgATyCcMDS64m6t9FIJXU8RkH0KLnLgIJaXZ/9ih4nRHsSornqwf2oNZo8Hd3Z/Y997QY+6MjR/LEv//NMxMmYCG/OvMllUjY89FHLFy7lgfee4/C8nLsrK0Z2bMnMcuXt5qpnDZsGANeeIGSqioGdunC2nnzANDodLy7Zg1J2dkABHl5sfmdd7CU3yENNYG/FYIyvICAwD+OO6UMfyeorq5m27ZtGAxNO//uvvtu/PxaW+6kbUvj9LLTGHXX/86+gtRCSs+nehI6/qr34NFFR8mMzvzjA24PDLhpq7Y5AJhE8z/nIF1p9x/27j085/p/4PjzPm33DuxkB5vDMIbarEwRy6ktcyY5NDR0IpUcvtFBKYnIL+RQUoRaIRE55SzRRstKxhwaY+cDm53ue/fvj3Hb2Njh3tHrcV2u674/h9fndd+68rrfRzrTotRhGrZvSPePupcxiXu7EBtLk2HDuPjDDzS4MUarrGrrCuzVlawML4QQohAbGxs8PT3598bSAseOHaNBgwZ3tJq5dnPFcMYAJ4CY/CUJCi6KqjJTgQHc2rvhHeRNPc/CY4Vy0nNMk3AxYTQaDWq1GjMzM9RqNRqNptAftVrN5YjLpFzKXwbBAyceLjD+qzTM6kjLkag5pNASQogq1qZNG86ePUtOTg5Xr14lMjKSJvWbELU9ipRzKeSk55Cek55/8WNQv359XDNdST2XSs61HGM3pEcPDyxs71wc1WAwYNDcuyWsJFwbu/JQr4fuKKhuDni/m4ioCMIjwtHn6unJg2V6vspMhW3T6rudkBC3k0JLCCGqmFarxdvbm7CwMEiEsLlhHIs5BlB4Kx8lEA46Hx0uz7vgNfTua3JlZmZy7tw5oqKiSMlIyb+/HFv6qMxU1H+wPo5l7E7z6OFB+NfhZU8AwJAfpyK5u7hg2Lu3Qp8h7h9SaAkhRDXQqlUrItZFkP1b9h0rtRvdOJxwPIEdE3bcMQ4L8pcqiImJISoqikuXLhnHfuEBlLPGKW+RY2FngdujbkQfii5zDLf2bkW22glRXUmhJYQQ1UDUlih0v+ughHtR67J1hC4NBcCznyfJyclERUVx/vx5MjMz77heXUeNuac5Gf9mlDlHUxQ5XkFeXA69XKK1xW6nNlfjHeRdrucLUdmk0BJCiCqWcCqB0KWhhbsJS0CXrePo4qOcjD9JmiatyGucnJzw8PDA3d2dNN80dkzYUaVFjmNLR9qNbVfihVwLPr/d2HZ3DPIXorqTQksIcd/ROjiwrxrtP3d4xWEuZ6eW7eZcYO9VeOzWIQsLCxo1aoS7uzuWdepwGbicnAy2kB3UhBOrT5SqqFNpVHgHefO3jQ5M8b09akP21ZLncfP5Vx614Uo1+nsrCdlTUEihJYS477T396/qFIwy4jP4bdRZHCnHP8gJoGyupFXbVvj4+NC0adNC2wkV1GUohPmGsXPyTnIzc/M3CyyOAjQWGgLmBeA71rRLE3UZCpfHXubgRweJ+iUKFKDLvNXCpbZQ548J6+mB3zQ/XH1dTfp8ISqLFFpCCFGFwleWd4Q6KFVK/Or40WVQlxJd7zvWF9d2rlVe5Lj6ujJkwxAyEjIIXxlOfEQ8WSlZaO20OHk54RPsg5XjvTfjFqI6k0JLCCGqUNyJOHRZpR8zVVBedh4pp1JKdU91KnKsHK3oOKVjpTxLiMomhZYQQlShrLQs08RJKVscKXKEqFhFd+ILIYSoFFobrWni2JkmjhDCtKTQEkKIKuTs7YxaW77OBbWFGicvJxNlJIQwJSm0hBCiCvkE+5Q/iMFEcYQQJieFlhBCVCErJys8Aj3g3nsyF02RPztQZucJUT1JoSWEEFWs07ROaCw0ZbpXY6HBb5qfiTMSQpiKFFpCCFHF3Nq5ETAvAI1l6YotjWX+YqKymKcQ1ZcUWkIIUQ34jvUlYF4Aakv1vbsRFbeKLFOv2C6EMC1ZR0sIIaoJ37G+KBoo2PK/LRBFfsGVe+u8bEsjRM0jhZYQQlQjV62vwlAgA1wTXKmnryfb0ghRg0mhJYQQ1cjZs2fzX1hBx+COtG7dumoTEkKUi4zREkKIaiIzM5PLly8b3zdp0qQKsxFCmIIUWkIIUU1cuHABg8EAgKurKxYWFlWckRCivKTQEkKIasLYbQg0a9asCjMRQpiKFFpCCFFNnDt3zvi6adOmVZiJEMJUpNASQohqIDk5mZSUFAA0Gg0NGzas4oyEEKYghZYQQlQDBVuz3N3dUalUVZiNEMJUpNASQohqQLoNhaidZB0tIYQo4MiuXWQlJVXqM/Py8vj955/Jzc1fBj7OxYV9Fy5Uag61mdbBgfb+/lWdhrhPSaElhBAFZCUl0cXFpVKfmZCQQLS5OZibY2lpSd8WLVAo7rXhoSipfbGxVZ2CuI9J16EQQlSxmJgY42tXV1cpsoSoRaTQEkKIKnblyhXja1dX2ShaiNpECi0hhKhCOTk5JCQkGN/Xr1+/CrOpvp6bO5fg2bON760DA/n9n3+qMCMhSkbGaAkhxD10mTCB30+eRKNSoVKpaFq/Pm8PH85TnTsXef17K1cyc/VqtGZmxmNujo5EfvPNHdfGxsaSl5cHgL29/T233XEfOpSZY8YwvDraZDUAACAASURBVJoM7j5z6RIzVq1i9/HjXLt+HSc7O7q0acO0oCCaN2hQYc9N37bN+HpfeDhPTJqEbvfuCnueEGUlLVpCCFEC74wYQfq2bSRt2sSwbt0Y8v77nL54sdjru/j4kL5tm/FPUUUWUGgT6crqNszV6UwSJ+LcOXxfegmNWs1vixZx7ZdfCFu2jIdbtGDrkSMV+mwhagoptIQQohTUKhXj+vdHn5dHRIG1r0oqKS2NMR9/TMPBg3Hs359JK1aQlpkJ5BdaC9avp+XIkdTp2ZNGQ4Ywbfly9Ho9AH3efJPo+HiemzsX68BAAqZMAfJb3GauXl3oOYquXTkUEQHkt7B1mziRyUuX4jxwIH3feguAgydO0OmVV7Dv25dmQUF88sMPxk2tS+L1xYtp26IFX7/xBk1vDOK3r1uX8QMGMGHQIACCZ88maOZMgmfPxr5vX15dtAiAnw4dou0LL2Dbuzetnn2Wtbt2FYr91S+/0CwoiLq9ejFi1iyycnKK/HyXExMJfOMN9Hl5WAcGYh0YyKrt20v8GYSoaFJoCSFEKeTk5rL4p5/QqNW08fAo1b0Gg4H+77yDQqHg76++4p8vv0QFfH7gACqVCmdnZxo4OrJtzhyubt3Kppkz+WrbNr7cuhWAn2fNopGTE19OmUL6tm3snDu3xM8+8Ndf1Hdw4OL337NhxgxOXrhAz6lTmTJkCAkbN7L1o4/4bONGVu/cabzHe8wYZn/7bZHxrmdlsS88nGe6d7/ns9ft30/gI4+QsHEjn4wdy66wMMbMncun48eTvHkzq6ZOZfzChRz46y8gvwB8ecEClr3+OsmbN+Pfti3f791bZGzXevXYNmcOKqXS2Hr4bI8eJf5ehKhoUmgJIUQJfLhmDba9e9Ng8GA2/fYbG2bMwMPNrdjr9//1F7a9exv/zPv+e46dPs2x06dZ/Npr2Fhbk5qczOC2bfk3NhalhQUqlYqnOnemSf36KBQKHmrenBH+/uw+frzc+Td2cWHS4MGYaTRYarUs2bSJpzt3pl+nTqhUKlo2asT4AQP4pkChdWLFCqY+80yR8VKuXUOfl4dbvXr3fHYnLy+GdOuGSqXCUqtlwYYNvDZwIH7e3iiVSh5p1Yrh/v7GZ3+zcyeDOnfG39cXtUrFyCef5JGWLcv9HQhRFWQwvBBClMBbw4fz9ogRdxwPfOMNDp44AcBwf3+WTZwIQOc2bfj1k08KXbtu3z6yc3NxHjgQAJ1OR15eHhqVCsONgfPf7d7N/HXrOHflCjq9npzcXNq3bl3u/Bs7Oxd6f/7KFfb8+Sc/HjxoPJZnMNDQ0bFE8ezq1EGlVBKTmHjPa92LePbe8HDmr1tnPKbPy8PP2xuASwkJ+Hp6FrqniczGFDWUFFpCCFEO2+bMKfG1jZ2dsdJqSd68GYVCQUhICNnZ2QD07NSJi/HxDJ81ix9nzCDw0Ucx02iYvHQpYZGRxhhK5Z0dEXUsLcnIyjK+v1xE8aO8bRHUxs7OjA4MZPGECSXOvyBLrZYuPj58t3s3z/Xqdddrb8+5sYsLwT16MGXo0CKvd6tXjwu3reZ+ITa22BbE2z+bENWJdB0KIUQl8fX0pE2zZry6aBFnLlwgOzubq1lZ/BkTg52dHemZmeTl5eFoa4tGrebIyZOsvm2QuIu9PWcuXSp0rG2LFvx06BAJqalcu36dt1asuGcu4/r3J2TvXn4+fJhcnQ6dXs/JCxfYHx5e4s8zf9w4wk6f5rm5czl/5QoGg4HU9HSWbd7MgvXri71vwlNP8X/r13PwxAn0N1rtjkVGGgvKEf7+rN+/n93HjqHT61mzaxdH//232Hgu9vbo8/I4X2DhVyGqCym0hBCikiiVSjbNnInBYKDr5MmMXbuWmVu3ciE1FYVCQavGjZkRHEy/t9/Gtk8fZn/7LcO6dSsU4+3hw1nz66/Y9elD4BtvAPD6oEG0atyYZkFB+Dz/PL3at79nLg82acKWWbP4dP166j/1FE4DBhA8Zw4JaWnGax4IDmbWmjXFxvBu1ozQpUvJzM6mw8svU6dnTx56/nnCIiPp1aFDsfcFtGvH8kmTmLJsGfX696f+oEG8vmQJ6TdmX3b28WHRq6/y3Lx52Pfty/Y//mBI167FxmvRsCFj+/blkbFjse3du9CAfiGqmuJuU3l9fX0NYWFhlZiOEEJUrX0hIZWyqfT27duJvdE91qlTJzxKOYNRlNy+2Fi6FNNNKWoXhUJxzGAw+FZ1HgVJi5YQQlQynU4n2+4IcZ+QwfBCCFEJMlMyidoeRcq5FK4lXkOfpgc7sGlrg5WVVVWnJ4SoIFJoCSFEBUo4lUDE2ghijsYAoM/V3zr5H1z96yp7/t2DV5AXji1LtrSCEKLmkELLxI7s2kVWUlJVp1EltA4OtK8mG90KUR1EbookdGkouuxi9vfLAwMGog9Fczn0Mu3GtsOzn2fR1wohaiQptEwsKympUgbSVkf7blv3Roj72T2LrNvosnWELg0FkGJLiFpEBsMLIYSJJZxKKFWRddPNYisx8t6rrQshagZp0RJCiAK0Dg7lbp09vOIwl7NTy3ZzNkSvOMBjEx8rVw7iFq2DQ1WnIO5jUmjdZ7pMmMATbdsWuWebEIJyjzPMiM/gt1FncaTs/7gbItS0694HK0eZjShETSeFVgVbs2sX765ciaONTaHj52NjObpkCe4mGM+16McfWbRxIzGJidjXqcOM4GBG9+xZ7rhCiNILX1nyLWyKpciP03FKx/LHEkJUKSm0KsE7I0YQ3KNHoWMvzZ9fplg5ublcu34dhxuF28zVq1m9axffvv02DzdvTsq1ayQW2EKjvHJ1OjRq+c9EiJKKOxGHLqt0Y7Nup8vUER8Rb6KMhBBVSQbD1wB5eXnsOX6c5+bOxeWpp/j12DEAUtPTmbV2LQvGj8fX0xOlUomDjQ2ejRrdNV7KtWs8NX06dXr2pFlQEJsOHTKee2/lSrpNnMjkpUtxHjiQvm+9RXZODi/Mm4fTgAHU7dWL5sOHs27fvor8yELUWFlpWaaJk2KaOEKIqiVNFdVY6KlTfLt7N9/v3Yt9nToM6dqVo0uW0LxBAwCOnDxJZnY2f509y9j/+z+ycnLo4uPDpy+/jLO9fbFxV+3YweYPP2Tde++xYMMGnp09m8vr12Op1QJw4K+/6NW+PRe//x6dXs+qHTsIjYzk35UrcbCx4WJ8PNeuX6+U70CImkZrozVNHDvTxBFCVC1p0aqGlvz0E82HD2fYBx9gaW7Ojo8/5u+vv+adkSONRRZg7CLcERrK0SVL+HfVKjKzsxk+a9Zd4w/p2pXHHnwQpVLJC717k5aRwZlLl4znG7u4MGnwYMw0Giy1Wsw0GtIzMzn533/o9HoaOjnR2t29Qj67EDWds7czam35fsOqLdQ4eTmZKCMhRFWSQqsaOh8by+WkJNo0a0abZs1o5upa5HV1LCwAeDMoCCc7O2ytrXkvOJjdx4+TkZlZbPz6BaY6W92Ica3A9Y2dnQtdP9zfn+d69eL1xYtx6NePgdOnExUTU+bPJ0Rt5hPsU/4gBhPFEUJUuVrRdVidtr05efgwtra2xvf//fMPeoOBcDOzQtclxsRw8vBhUgtce1NQixb0feUV9pw6xf+tWcOYOXN4rFkznnzgATp6eGB+Y3C6JjV/nZ6z4eHUu9G6FRkbCwYDJ/bvx+K2ZwKkp6Zy5dw5wvfsKfYzKBWKQu/VKhVvDBvGG8OGkZqezvgFCxj98cccWLCghN+KEPcPKycrPAI9OPXTKTCUIYACPHp6yNIOQtQStaLQqlbb3tja4lNgfNTf1tbo8vIKHQOoZ25Oa1tb3O8ylsrP1ZV3u3Uj/to1fggP57vQUGb8/DPfjxxJj1at8LG3p2erVqw7epSnW7ZEo1LxwdGjPNmyJR2K+T6s1WrqW1jckc/d7Dl+HBsrK7ybNcPCzAwrrRaVUhpDhShOp2mdOLvjLLnXc0t9r8ZCg980vwrISghRFWpFoVXbOdWpw3g/P8b7+fFfcjL6vDzjudVBQYz/8UfcP/gAC42GAE9Plj39tEmfH5eSwviFC4mOi8NMo+GRli35YtIkkz5DiNrErZ0bAfMC2Dl5Z6mKLY2lhoB5Abj6Fj1cQAhR80ihVcM0vq0lyt7Kim9Lscr7vvHj7zj25zvv4OPlBcB7wcF3nB/WvTvDuncvXaJC3Od8x/oC5Bdbmbl370ZU5LdkBcwLMN4nhKgdpNCqBB/s3Mmyw4cLHTuflMTUJ56okOet3L6diHPn+GTcuAqJL4QoGd+xvri2c2Xv+3uJ2haVf7DAWqZqCzUY8sdk+U3zk5YsIWqhWllolWXbG/ehQ4lNTkatUqFRq2nVuDEzR4+m28MPlyuX4b6+DPeVX6hC1HZ3m5Sj6pZAgiECLoBZphkOdR3QWGmwaWhD486N0doYOB11gNNRlZtzVdI6OJR7X0khaoJaWWhB2ba9+XLKFIb7+5Odk8NbK1bQ/513uPTDD9S1Knr2T2ZKJlHbo0g5l0JOeg5m1mZE50WT3dUKc2tzk32W2+n0etQqVYXFF0KU3t0m5fydmEiWgzU4gKenJx06dKjk7KqffbGxVZ2CEJWi1hZa5WFuZsaoHj345IcfOH3pEr6engAs37KFBRs2EB0bh7OqLgOyfPBSuqHP1fMfSazlD7JI5Ls9SpwtbJn57GgaeNZHr9fz3Z49bP/jD1LT03F3ceGVAQOMW+Uci4zky61buZiQgEqlom3z5rwycCB2deoAMOGzz/BwcyM2OZnjZ84w/IknGNa9O1t+/50fDx4kLiUFK62WZ7p3Z4Bf/mwlg8HA8i1b2HrkCAD9OnZkVGBgFXybQoiUlBTja9silnQRQtReUmgV4XpWFsu3bsVcozEu3rl8yxbmfPcdn3QdTdq6y/yZ9R8L2c0MfR+cqctqjuKFG9604BEsiM28yl9fhpPXL5edaREci4zk4xdfxNnOju1//MH/Pv+cNW+9RR1LS8w0Gl4bNIjmbm6kZWTw3qpVLNq4kekjRxpz+uXoUWaOHs0Ho0eTnZvL5t9+45tdu3jv2Wd5wN2da9evcyU52Xj9X+fO0cXHhw0zZhB58SKvLFqEr6cnXk2bVvr3KcT9rmChZWdnV4WZCCEqmyyGVMCL8+dj27s31j17smrHDtbPmIHjjV+fCzZs4PkHA7i2/gp5OXra0ICWuHCU8wCoUZJEBulko0KJG7aodApObTrF+r37ealvX1zr1UOlUtGrQwfs69blyMmTAHg1bUrLRo1QqVTY163LsG7dOH76dKHcOnt783CLFigUCrRmZvx46BDDn3gCr6ZNUSqV2Fhb07LAZtINHR3p27EjKpWK1u7ueLi5EXnxYiV9k0KIm/R6PWk3FhQGsL8xc9g6MJDf//mnqtISQlQSadEq4POJExnu78+VpCSeevddfv/nH3rfGEtx/vIV3ruwloJrpudhwB5LAMbQkc2c4FtOsBlogRNtaUy2Tkc4ufT//AsUylt36/LysL18GU1yMudiYgjZu5f/4uLIyc3FAGTl5rLvRgvVidxcdBYWxvcAe5OSaKvVFjp2U1hmJpduu/6MQoF5Sgr1irj+ZGoqqSYYL6EtsLWPECLf1atX0ev1AFhZWWF2Y8eG9G3bKi2H61lZjF+wgB8PHgTgqccf57PXXsPCvOixpCu3b2f0xx9jWeB8n8ce47t33inxMxVdu3Jw4UI63Vg6Roj7lRRaRajv4MDKN97Aa8wYBnXuzEPNm1NPVYfePEA73Iu8x5E6jKEjABdJ4RN24UxD/GhBKmFMf3Ak4/5veJH3Pj98OIM6d2b9M89Q18qKLb//Tp8336RLt24AvLd5My4eHsb3ANbffIPa0bHQsZv2RUdDenqhc+9t3oxTs2ZFXk9sLF2GDi3p1yOEKIXUG1tlQdV1G7722WecuniRyG++QaFQ0P+dd5i4ZAlLX3+92Hua1q9P1Nq1lZilELWTdB0Wo0XDhgx/4gmmLV9OZkom3XM8+YlwoknGgIEcdJwmjivkdwkcIooUrgNgiRlKFChRoECBP61Y+NdWIk7mz91Oz8xkxx9/cDkxEYCr169jY2VFHUtLouPimP3tt/fM7+V+/Zi1di2///MPeXl5JKalEXrqVAV9G0KIsli4YQOdJk1i7Nq1vP7DD3z7++/Gc4quXTkUEQFA2xdewDow0PhH88QT9H/7beO1y7ds4cFRo7Dp3ZuHnn+enaGhJc4hMzubNbt28cGoUTjb2+NkZ8cHo0axascOsnJyyvS5Vm7fjkdQEHO++476Tz2F04ABTFqyhFxd/iJhbcaMASBgyhSsAwN5bu7cMj1HiNpAWrTu4u0RI/AcOZKQr7bRVemJUg8r+I0ErqFCSWMcGEL+Gln/Est6jpNJLlaY0Z6mPEYzAPrjw25lJP3fepuEnGtYabW0b92aRa++CsAXEycyaelSZq5eTctGjRjh789vf/9919zG9e8PwJi5c4mOi8O+bl2mDhtGu5YtK/AbEUKU1OmLF5m6fDkLn30WdXY213NycG7SpMhrj33xhfH1P+fP8/iECYwMCABuTcTZMGMGXk2bsv2PPxg4fTrhX36Jh5sb0XFxeI8Zw5aPPiqymy7y4kWycnJoe2P2NMDDLVqQmZ3N6YsX8W7WrMicLiYk4DJwIBq1mo4PPshHzz9Pk/r1jef/i4sjOi6Oc99+y+XERAKnTsWhbl3eHD6cv1asQNG1KzvnzpWuQ3Hfk0LrhgshIXcca1K/Pjm7dnHgwwOcy71KJzzohEeR9z9Pp2Jjq1ASoG/F2Ha98Xvzzs1i+3XqRL9Ohe9/bdAg4+t9n356xz0KhYKXBwzg5QED7jhX1DY6RcUQQlQctUqFwWDg5IULtKhXD0szM7rdY/HimwXL9BEjGPj440D+RJzpI0fSxiP//z0927en60MPEbJnD2+PGEEjZ2dSt2wpNua16/kt7TYF1gO8+frqjXO3e9zbm4gVK/BwcyM+NZWpX3yB/+TJ/PXll1hZWACgVCqZ+9JLWJib08zNjf8NHcrHISG8ObzoIRJC3K9qbaH1werVLNu8udCx87GxTH3mmVLHykkvW/P6HXGumSaOEKL6a+rqyqo33mDGl1+yNDGRhnZ2OLdqReCjjxZ5/bXr1+k5dSpPd+5c6IfW+dhYXl6wgFcXLTIe0+n1NHB0LFEedSzzJ+ykZWRga21tfA1Q98a5onK/ycXenuWTJ2PTuzdHTp6ke9u2ADjZ2mKp1Rqvc3dx4VJCQolyEuJ+UisLrad8O9Em0aXQiu12Te3wCPTAwtaiVLH0ej05mKZAMqtjZpI4Qoia4fHWrZkSEIBOr+fopUsMnD6dpE2bChUoALk6HU+9+y4tGjRg3tixhc41dnZmRnAwT3fpUqYcPBs2RGtmxvHTp41biv155gwW5ua0aNiwRDEUCgUKhaLQvtjxqalcz8oyfpYLsbGFij+FQoEQopYVWgmnEohYG0HM0RgA9Ll64zmVmYrwr8Nxe9QNryAvHFve/ddgWloap0+fJioqiuyc7PxpA3llz01lpsK2qawILcT9IjI6mgOhoeTpdJipVDja2aFQKFAq75yD9Py8eWRmZ/Pzhx/eUaC8PmgQ761cSfMGDWjTrBlZOTkcO32aejY2hdbOK46FuTnD/f2Z/vXXPHhjjNj0r79mZEAAWrOif/xt/f132nh44FavHinXrjFt+XLq2djQvnVr4zV5eXm88cUXfPzii1xJSmLe99/z7JNPGs+72Ntz5tIlGaMl7nu1ptCK3BRJ6NJQdNm6Is/rc/KLruhD0VwOvUy7se3w7OdZ+Bq9nujoaCIjI4ktuK6UBxBezgQN4NGj6PFdQojaJ0enY+HmzZy9cgXI71rbMGNGkcXNqh070JqZ4dCvn/HYzXWrnu/dGzO1mlFz5nD+yhU0ajUPN29ubPmKjoujdXAw2+bMwc/bu8hcPn35ZV5ZuJAWI0YA+eto/d/LLxvPz1qzhrW//so/K1cCsO+vv3j+k09Iy8igrqUlHR98kF1z52JtcatHoLGzMw0cHWkybBj6vDyCnniC/xVYJubDMWOY/vXXTFyyhMFduvD5pEll/CaFqNkUBoOh2JO+vr6GsLCwSkynbFaM+RDzteeLLbKKojZXG4uttLQ0zpw5Q1RUFFlZWXdca21tjWq/irS/04qIVDKN/BrR7f0i1rCqBvbJOlpClNu+kJA7NpXeunUrCTfGLfn7++Pm5lYVqZncyu3bmbl6dbnW2ZL/74iKoFAojhkMhrvPOqlkNb5FKyY0hhOrT/BQbunGXumydfyx+A/OpJwhkcQ7zisUCho2bEiLFi1wdXUl6cEkdkzYUapi7ia1uRrvoKJ/aQohaieDwVAtFisVQlStGl9oHfroELm5ZoSRXvqbc4GdafDYrUMWFhY0adIEd3d3lJaWRAFR8fFgC9lBTTix+kShsV/3otKo8A7y5m8bHZhgm5uKIFvnCGF66enp5ObmAqDVarGwKN2PQSFE7VCjC62M+AyitkXhXMzaViWSADSDFj4taNu2LR4eHkUOVgXoMhTCfMPYOXknuZm5UHyvKyhAY6EhYF4AvmOrVSumEKICZaZkErU9ipiIGLgIaEDdWE1WWlapZz1XV8E9ehDco0dVpyFEjVCjC63wleUdoZ6/6N5j1o/RfVj3El3vO9YX13auHPzoIFG/RIECdJm3uhPVFur8ge89PfCb5oerr+tdogkhaovkqGT2LD5Z5KznjIsZrP9tfYlnPQshao8aXWjFnYhDl1X6MVMF5eXkcfXM1VLd4+rrypANQ8hIyCB8ZTjxEfFkpWShtdPi5OWET7APVo5W9w4khKgVwpaGsf/9/cWOFTXoDOjR33XWsxCidqrRhVZW2p0zBMsUJ6Vscawcreg4paNJchBC1ExhS/OHE5R07KYuW0fo0vxNoaXYEqL2q9GFltZGe++LShLHzjRxhBD3l5jQmPwxm9dzycOi5JNysiF08R4619Nj38y+YpOspmQSjrhf1OhCy9nbmX83/Fuu7kO1hRonLycTZiWEuF8c+uhQ/sQYKP2kHB3kHnegy1tDKiAzIUR1UfT0uhrCJ9in/EEMJoojhLiv3Jz1fNfZx3djgKhfoshIyDBpXkKI6qVGF1pWTlZ4BHpAWfcuVeTPDpSB60KI0jLFrGcUJoojhKi2anShBdBpWic0Fpoy3aux0OA3zc/EGQkh7gemmPWsy9QRHxFvooyEENVRjS+03Nq5ETAvAI1l6YotjWX+YqKyzpUQoiyqetazEKJmqNGD4W+6ufK6rNguhKgsMutZCFEStaLQAlmxXQhRuWTWs6iOjuzaRVZSUlWnUWXcwC5AoRha1XkAxEHiXwbDr7Wm0AJZsV0IUXl8gn3Y9+6+8gWRWc/CxLKSkuji4lLVaVQZH9BtgdiqzgMgAFygFrVoFSQrtgshKtrNWc+nfjpVtiUeZNazEPeFGj8YXgghqorMehZC3EutbNESQoiKdnMsjPNQAydWnyzxXocAKo0K76HenI46wOmoCkyyGtM6ONDe37+q0xAl8N7KlRyKiODXTz6p6lRqJCm0hBCiDG6OhekywoXIuvUIXRqKLvveA+PV5mrajW13328ovS+2WgyjEaJMmsJUJeijYO69rpVCSwghysmznycOLR04sfYEl36/RF5eHuTdOq8yU4EB3Nq74R3kTT3PelWXrBCiUkmhJYQQJlDPsx7d3u/Gsd+OEbExAlKgjnkdnBo4YdvUFo8eHljYWlR1muI+dT0ri+lff82GAwdIy8jgkZYt+ey11/Bwc6PLhAm0bdGCC7Gx7AwLw8nOjvljx9KvUyfj/QaDgTeXL+fLX34BYGzfvswYNcoYe/isWRz++2+uZ2fj4ebGnBdewN83f63Kldu3M3P1al4dOJCPQ0LIyMpicJcuLJkwAZVKBcCF2FimLFvGoYgIMrOzecDdnc0ffoiDjQ1JaWn87/PP2RkWRlZODl19fFj06qs429sD4D50KM/16sXu48c5CM3rwFdvwcw/wH0HjMkGG3fYHwbzbUEP8B04TYGXE8ALMDSCwz/CEi/IBFDA3m7w6TEITIdGdeDC+zD7FYh+DIZegCcA1NANIBV6WRf6eXWLDIYXQggT0mv08CDgB57jPPF70w+voV5Y2Fqwdtcu2owZU9UpVph94eGou3c3vn9v5UqemDSpCjMSNz0/bx6noqM5sngxsRs28GirVvSeNo1cXX5396odO5g0eDBpW7Ywvn9/np09m+tZt3YtOHDiBI2cnbm8fj2bP/yQWWvX8ltEBAB5BgMD/fw4s2YNSZs2MaxbN556910SUlON9/8XF0dcSgpn164ldNky1u3fT8iePUB+odZt4kScbG05tWoViZs28cm4cZhpNBgMBvq/8w4KhYK/v/qK/0JCqGNpyTMzZxb6fKt27GDJhAkEwBkHOPs+fBABDx2HMathdDQ8FgxdAaLB7Dn4Pye4cAqG7oNnr4Fjf3ilYMxj0GMpTI+GftYQ/wG8CnAYQtzh16awQweBOggsrsgCKbSEEMJkzl2+zBvffMNr33/PS2vX4j99OgPeeYec3FwAgvz9+WvFikrLZ+mmTTw4ahR1e/XCrk8ffF98ke9v/OMm7h+JaWl8u3s3SyZMwNneHjONhneffZYryckc/fdfAIZ07cpjDz6IUqnkhd69ScvI4MylS8YYLRo04KW+fVGrVLRv3RofDw/CIiMBsLawYLi/P3UsLdGo1UwZOhQztZrQU6eM91uYm/P+qFGYm5nh4eZG94cfJuz0aQC2/P47mdnZLHjlFWysrY3PqGNpybHTpzl2+jSLX3sNG2trLLVaPn7xRfb8+SeXEhKM8V/o3ZtWjRujBLrBr5nguhS+9ISsYRDvDOFnwBNgCnQwAMfh6yaQ0wHSX4KvzsMT6QXqogAIGQbxrpDbHban3Li/tKTrGeMKIQAAIABJREFUUAghTKTn1Km0cnHhowEDsNBoaP3QQ/wZHY3BUJaFtsrnu927mbFqFZtmzuSRVq3IyskhLDKSzOzsSs9FVK3zV64A4H1ba2quTsfF+PxNzes7OBiPW1nkd3Ffy8w0Hit4HsBKqzWez8zOZsqyZfxy9CiJaWkoFQquZWYWatFysrU1dhMa779+HcjvNmxavz7qAucL5p6dm4vzwIGFjmvNzIiOi6OBo+Md+VlDtgLynoC0m8c0kJ0NlgCXwCULnDWwpWBMBbAT7AdCIkBDSL55ri5k6W/cX1pSaAkhhAkkpaURefEir3XvjsWNwqqxiwuP+txa+f3mWJWotWsJPXWKrq+/XihGRlYWGz/4gP6dOt1zXMq9HP7nHx739ubR1q2B/BYFP2/vQtcounZl0auvsnL7dv6NjqZNs2b88O67rNu3j/nr1nE9O5uX+vThw+eeA+49FkdUT42dnQE4s2YNjra2d5z//OefyxV//rp1HDhxgt2ffIK7iwsKhYJ6/fqVeB1fdxcXzsfGotfrCxVjN3O30mpJ3rwZpdI0nXCuEGcFF6/BqLLGUNylq/B20nUohBAm4GBjwwPu7izYvp3fzp4lJjUVc3PzYq9v17Il6du2Gf9MCwrCw82NTl5eJRqXMvvbb+9ooSjocW9vNh8+zNsrVrD72DFS09OLvG7Nrl38NHMmCRs3ojUzo9vEiaRcu8bZtWvZ88knzPvhh1KNxRHVj5OdHc907864Tz8l5kZ3W2p6OhsPHiS9QKtVWV3NyMBco8Ghbl1ycnN5f9WqYv97K0qv9u0xU6t5ffFi0tLT0en1HDl5kmvXr+Pr6UmbZs14ddEiktLyG6gSUlON47vK4iP4PQ80j0JQBFjogB+h3jPQ6Z4331AHktOgflZ+Q9hdSaElhBAmsu/TT2np4sLOkyd59+ef8Rw1ig+++eaeXYerd+5k4Y8/sm3OHOrZ2JRoXMrUZ57hxF3Gez3dpQvrZ8zg5H//8cyHH+LQrx9dX3+dv8+fL3TdpMGDaeDoiKVWy6DHHyc2OZn3goMx02ho4+FBm2bNSjUWR1RPyydPxrNhQ7q8/jp1evbEa/Ro1u3bd+8qoQQmPv00ttbWuA4aRLOgICy1WtxLsd+ilYUFe+bP52JCAs1HjKBev35MWbaMXJ0OpVLJppkzMRgMtH3xRer07En7l19mX3h4mfP1gOyv4PU4cG8H32hh60iYHwkeJY3xGmzVgbYObNbAlvS71FPSdSiEECbiULcuA3x86N+mDdk6HRpXV16cPx+3evUY3bNnkff8euwYryxcyI6PP8bDzQ0o+biUe+ndoQO9O3QA4FR0NOM+/ZTe06Zx/rvvUCjy/4ktOLbFUqvFyda2UBeNpbl5qcbiiOrJUqtl5pgxzCyiFXTfp5/eccywd6/x9XvBwXe9x9nenl3z5hU6P3nIEOPr4B49CO7Ro9D5lVOnFnrf1NWVjR98UGTu9nXrsnjCBBYXeRYuhIQUer8QwhdC94LHzsHsgu+HQMIQ+LCYkBhuzFAsLuYouDIKxhV3f0FSaAkhhInk5uYaW6+sLSwI6tmTxT/9RHhU0fvsnDh7lsEzZrBq6lTjWCqomHEpLRs14vVBg+j71lukXLuGfd26pY5R3rE4QtyPpOtQCCFMIOXaNaZ98QWXUlLQ5eWh1mjYsH8/f1+4cMcgdICYhAR6Tp3KzNGjCy0MCZhkXMpXv/zCun37SLxx/6WEBJZt3kzrxo3LVGRB+cfiCHE/khYtIYQwATO1mtjkZNYeO0ba9euoVCqaN2zIwvHjebpLlzuu33XsGDGJifzv88/53+efG4+HTJ9O7w4d2DRzJu989RVtX3yRpKtXcbKzw79tW4Z26wbArDVrWPvrr/yzcmWR+djVqcOijRsZ9+mnXM/Oxtbami5t2rDlo4/K/BknPv00x8+cwXXQIGytrZkwaFCpxuKI6ikzJZOo7VGknEshJz0HM2sz7Jra4REouxmYguJugzR9fX0NYWFhlZiOEELUDPtCQuhyW5ERExPDrl27AKhfvz5PPvlkVaRWI+yLjaXL0KFVnUatU9R/l8VJOJVAxNoIYo7GAKDP1RvPGffnfNQNryAvHFuWbFxgVevdtevpLfBiVecBEAAuOw2GEGnREkIIE8kusBioVqutwkyEuLvITZGELg1Fl60r8rw+J7/oij4UzeXQy7Qb2w7PfmVaGP2+J4WWEEKYSMFCy8zMrAozEbXNkV27yEpKuud1Jw8fhiIWJS0oJjSGc7+eI09XwjU3s+H8Z2dpeqopbu3cSnZPFdGD9fs3NnquDEpIexuO3e0aKbSEEKKcbo5xORd2DuIBDaQlppHZKlPGuAiTyEpKKlGXoFOjRuRcvVrs+asxV0nedY66+hIvbJ5Pl0fyrnM0dK1DXbeyTaaoDPZA40p83hpodABiijoXd2MrHym0hBCijO42xiX+Ujzrd66vcWNcRM3W+h7bIe15Zw919GUsRfSgO1MXnxGV1mBUamkffJD+LFTazulrb4zDuts1UmgJIUQZnN11lktrzxc7xiUvN7/FQMa4iOoiMyXT+KOgrGKOxJCZKi21pSHraAkhRCmFLQ3jxOoTxRZZt9Nl6whdGkrkpsgKzkyI4kVtj+IL3QG+4nDZgyjy4xS0avt2Gjz9NNaBgWzYv7+cWVY//cDfAu7aanU30qIlhBClEBMaw87JO8nNNSOMUizWmQ2hi/fQuZ4e+2b2FZdgDaEtsPWPqBwp51IwGAwoyrHDoT5HT+q5W1su6fR6xi1YwLp336Vn+/amSLNI+8LDeWLSJHS7d1fYMyqKFFpCCFEKhz46RG5mLs4l33/2Fh3kHnegy1tD7n2tEKWUq9OhURf/z3pOeo5JnpNz7Vac2ORkrmdl4d2sWZnzqu3u308uhBCllBGfQdS2KMq8uZ8Bon6JIiMhAytHK5PmJu4/7kOHMjowkL3h4YSeOsWXU6bQ97HHmLZ8OT8ePEhmdjadvLxY+MorNHJ2xsz6ziVH0sniB47xN5fJRU8rXAjiUWwofgyWWZ38OL//8w9PTJ4MgOfIkSiApE2bePJ//8PHw4MLsbHs+fNP3gwKYvKQIcxas4aVO3aQcu0aDzdvzoJXXuHBJk0ACJ49G31eHlozM9bt24eVhQXTR4zgxb59uZyYSOAbb6DPy8M6MBCAxa+9xrO3bVR9UxB02gIjroObOSQ9Aat/gl8BekOPvTCiHWw4AsP0oHWHvX/Cp9aQB/A2tPwMXk+HRjYQ1RRCy/hXBMgYLSGEKLHwleHlD6IwURwhgOVbtzJ/3Diu/fIL/Tp25PXFizly8iRHFi/mv5AQ6tnY0OfNN9Hr9dg1tUOhuNVtaMDAQvYCCmbSj3kMQouGzzlgvGYrEbzDZuN7lZkK26b563R1eOAB/vn6awAiv/mG9G3bML+xftxX27bx6sCBpG3ZwqsDBzI3JIRvdu7kl9mzid2wAT9vb/wnT+ZqRoYx9vr9++nToQPJmzez6JVXGL9wIf/FxuJarx7b5sxBpVSSvm0b6du2FVtkxYHlOpgyBj67Bn0mwEdb4bUJYNxwNBOcU8HuHDyzBF66AF2G31h76xhYfQxzWsH+GOgzDj47Af3L83ckhZYQQpRQ3Ik4dFklGwBfHF2mjviIeBNlJO53z/fqxUPNm6NQKDDXaFi1Ywczx4zBzdERKwsLPh0/nn+jo/nj1Ck8ehTu7r5AEv+RxAgexRIzzFEzmLb8SyzJ5BdAvfDiA/reusnAHXGKMujxx+n28MMoFAostVq+3r6dN4YNo2WjRpibmTF95EhUSiVbjxwx3tPtoYfo27EjSqWSgY8/jq21NeFRUXd5yp3Og10b2DAfIrRgmAmnmsGuLWDcD0sJ2Yfga1fIfR5iXOD4GfAE+AA6qCDrIHzrDLoPILIVbC1VEreRrkMhhCihrLQs08RJMU0cIQpu6p2Qmkp2bi5N6tc3HrO2sMDJ1paL8fF0eOABLB0tyYzPBCCRdHLJ4zW+LxRTg4okMrDnzu5tt/ZuJVra4fbNxi/GxxfKS6lU4u7iwsX4Wz866t82QcJKq+VaZmaxz3hp/nzW3Nhb1M/bm21z5pAJmuMwTAODb15nAGU9OHHzvTmk3uwmzP+8ZGWDJUAcOFpCXMHiyAViyzNfWAotIYQoIa2NafYv1NrJPojCNJTKWx1Tjra2mGs0XIiNxcMtf6uc9MxM4lNTaejkBIBdUzuyE7MgDxywwhw1nzEMZQlmIqrN1XgHed/zutvzAmjo5MSF2Fjj+7y8PC7Exhrzumc8xZ35LZs4kWUTJxY6ZgG5PrD6N26rHkvICRLDwVnHrQIpDkq2S3cxpOtQCCFKyNnbGbW2fL9P1RZqnLxK9o+LEKWhVCoZGRDAO199xeXERK5nZTFpyRJaNmrEIy1bAvk/FhxbOaI2V+NOPRpix1qOkk5+K+tVsjjK+Ttiq83VtBvbjnqe9cqUW/CTT/JxSAinL14kJzeXD9esQafX06uES0K42Nujz8vj/JUrd73OHVKOwdMTwSsdlHGgfg9avHuja/Be3oLfdWDxOAxNAtX70Pwk9CxRksWQQksIIUrIJ9in/EEMJoojRBH+7+WX8fX0pN3YsTQaMoQrycls/vBDVCqV8RqbxjY0GtgIpUrBqzf2X36PLYxlLTPZyilutTxt4QRvKzaVe2eDKUOHMqxbNwKmTMF54ED2/PknO+fOpa5VyWbftmjYkLF9+/LI2LHY9u7N6p07i7zOBa4PhXlfw1g72NQQNiyCl1O4yzTKAh6B9Ikw9R/o6gxbFsCr3rCp5J/0TgqDofh5yr6+voawsLDyxBdCiFrl+4Hfc+qnU2Vb4kEBLQe0ZMgGWUdLlM6+kJASbSpdEgaDgZ9++om0s2lwApRXlCiUCvQ5t/bqVJmpwJA/Jss7yLvMLVmVrXfXrqe3wIuV9bwA2etQCCFMq9O0TpzdcZbc67mlvldjocFvml8FZCVEyV2+fJm0tDSoB5onNfTx78N/e/4j9VwqOddyMKtjhm1TWzx6eMiehiYghZYQQpSCWzs3AuYF5G/DU4piS2OpIWBeAK6+rhWYnRCFZaZkErU9ipRzKeSk52BmbUaiPhGcAC00b96cuk518RrqVdWp1lpSaAkhRCn5jvUFyC+2MnPv3o2oyG/JCpgXYLxPiIqWcCqBiLURxByNAUCfe6tb0Dg62w1cvEzTHSmKJ4WWEEKUge9YX1zbuXLwo4NE/RIFivzFSG9SW6jzF3fs6YHfND9pyRKVJnJTJKFLQ9FlF7O47s0VpC7CgbcOlHugu7g7KbSEEKKMXH1dGbJhCBkJGYSvDCc+Ip6slCy0dlqcvJzwCfaRPQ1FpbpnkXUbXbaO0KX5W/lJsVUxpNASQohysnK0ouOUjlWdhrjPJZxKKFWRddPNYsuhpUONmV1Yk0ihJYQQQlRzWgcH9hVYWb0oh1cc5nJ2atkekA3RKw7w2MTHynZ/NREO6oByruReGnGQeK9rZB0tIYQQoobLiM/g08aflmvTc7VWzYToCTW6u1uhUBwzGAzVataJrAwvhBBC1HDhK8PLH0RhojiiECm0hBBCiBou7kRcuVqzIH/WbHxEvIkyEjdJoSWEEELUcFlpWaaJk2KaOOIWKbSEEEKIGk5rozVNHDvTxBG3SKElhBBC1HDO3s6oteVbSEBtocbJy8lEGYmbpNASQgghajifYJ/yBzGYKI4oRAotIYQQooazcrLCI9ADFGUMoMjfLqomL+1QXUmhJYQQQtQCnaZ1QmOhKdO9GgsNftP8TJyRACm0hBBCiFrBrZ0bAfMC0FiWrtjSWGoImBcgG59XENmCRwghhKglfMfmL4q+c/JOcjNzofjNX0CR35IVMC/AeJ8wPSm0hBBCiFrEd6wvru1cOfjRQaJ+iQJF/mKkN6kt1GDIH5PlN81PWrIqmBRaQgghRC3j6uvKkA1DyEjIIHxlOPER8WSlZKG10+Lk5YRPsI8MfK8kUmgJIYQQtZSVoxUdp3Ss6jTuazIYXgghhBCigkihJYQQQghRQaTQEkIIIYSoIFJoCSGEEEJUECm0hBBCCCEqiBRaQgghhBAVRAotIYQQQogKIoWWEEIIIUQFkUJLCCGEEKKCSKElhBBCCFFBpNASQgghhKggUmgJIYQQQlQQKbSEEEIIISqIFFpCCCGEEBVECi0hhBBCiAoihZYQQgghRAWRQksIIYQQooJIoSWEEEIIUUGk0BJCCCGEqCDqqk7gfnFk1y6ykpKqOg1RAloHB9r7+1d1GkIIIWoBKbQqSVZSEl1cXKo6DVEC+2JjqzoFIYQQtYR0HQohhBBCVBAptIQQQgghKogUWkIIIYQQFUQKrWrmUkICiq5duSDjhO7qpfnzGb9gQVWnIYQQQtyVFFqiUim6duVQRESp7nEfOpQ1u3YVOrZs4kQ+e+01U6YmhBBCmJwUWkIIIYQQFUQKrSoWm5xM37fewqZ3b1qMGMH2P/4wntPp9by/ahVNn3kGuz596D5xIn+fP288bzAY+OLnn/EaPZq6vXrRcPBgPtu4EYD3Vq7kiUmTCj2ry4QJzFy9GoB94eGou3fn219/pVlQEFaBgYycNYurGRk8P28edn360HjoUH48cKBQjJ8OHaLtCy9g27s3rZ59lrUFWppWbt+OR1AQCzdsoMHTT2PXpw8vfvIJer0egDZjxgAQMGUK1oGBPDd3LgAL1q+n5ciR1OnZk0ZDhjBt+XLjPX3efJPo+HiemzsX68BAAqZMASB49mzj/QD/xcbS7623qNevHw0HD2bCZ5+RmZ1tPK/o2pUlP/1Eu5deok7PnrQfN45T0dFl+SsTQgghSkwKrSoWNHMmKqWS6JAQDixYwMrt243n5oaE8M3OnfwyezaxGzbg5+2N/+TJXM3IAGDZ5s28t2oVS19/ndSff+bP5ct5tFWrEj9bn5fHvvBwIlas4N+VK9keGkr7l1+mf8eOJG3axLRnnmH0xx9zPSsLgF1hYYyZO5dPx48nefNmVk2dyviFCznw11/GmP/FxRGXksLZtWsJXbaMdfv3E7JnDwB/rVgBwM65c0nfto0vbxRNDRwd2TZnDle3bmXTzJl8tW0bX27dCsDPs2bRyMmJL6dMIX3bNnYWKK5u0un19Jo2DRd7e/4LCeHI4sX89vffTF66tNB1K3fsYMOMGST+9BMNnZx4ZeHCEn9XQgghRFlIoVWFYhIS2PPnn8x76SVsrK1xsbfn3WefNZ7/evt23hg2jJaNGmFuZsb0kSNRKZVsPXIEgEUbN/JWUBCdvLxQKpXUs7GhXcuWpcrhw+eew1KrpZGzM13atKGJiwu9OnRAqVQyMiCAtIwMzly6BMCCDRt4beBA/Ly9USqVPNKqFcP9/flm505jPAtzc94fNQpzMzM83Nzo/vDDhJ0+fdccnurcmSb166NQKHioeXNG+Puz+/jxEn+GP/79lzMxMcwfNw4rCwvcHB2ZOXo0X23bhsFgMF43ZcgQGjk7Y25mRvCTTxIWGVmq70oIIYQoLVkZvgpdSkgAoHGBFeOb1K9vfH0xPr7Qe6VSibuLCxfj4wG4EBtLi4YNy/x8lVKJo62t8b2lVktdK6tC7wGuZWYCcP7KFfaGhzN/3TrjNfq8PPy8vY3vnWxtUalUxvdWWi3Xrl+/ax7f7d7N/HXrOHflCjq9npzcXNq3bl3iz3ExPh5HGxusLCyMx5q5uZGVk0NCaipOdnYA1HdwuJWXhcU98xJCCCHKSwqtKuTm6Ajkjy9q5uYGUGhZh4ZOToXe5+XlcSE2loZOTgC4u7hw5tIl/H1974hdx9KSjBtdfjddLudei41dXAju0YMpQ4eWOYZCoSj0/mJ8PMNnzeLHGTMIfPRRzDQaJi9dWqi1Sam8e8NrQycnEtLSuJ6VZSwOz12+jNbMrFAhKYQQQlQ26TqsQg0cHeni48P/Pv+cqxkZxCUn8/433xjPBz/5JB+HhHD64kVycnP5cM2a/PFI7dsD8HK/fsxau5bf//mHvLw8EtPSCD11CoC2LVpw/MwZjkVGotPr+WzjRs5fuVKufCc89RT/t349B0+cQH+j5elYZGSpuuBc7O2NXZEA6ZmZ5OXl4Whri0at5sjJk6y+bSmH2++53SOtWuHh6sqkpUu5npXF5cRE3vnqK0b16HFHYSeEEEJUJmnRqmLfvv02z8+bR8MhQ3C2s+N/Q4dy8MQJAKYMHUp2bi4BU6aQlpGBj4cHO+fONXbvjevfH4Axc+cSHReHfd26TB02jHYtW9LFx4eJTz9NjzfeAOClvn3p+OCD5co1oF07lk+axJRly4i8eBGlUskD7u68P2pUiWN8OGYM07/+molLljC4Sxc+nzSJGcHB9Hv7bXJ0Orr6+DCsWzfCo6KM97w9fDivLFrEwh9/pH3r1mybM6dQTLVKxZaPPuLVRYtoNGQIWjMzBvr5MfuFF8r1eYUQQojyUhQcLHw7X19fQ1hYWCWmU3vtCwmhS4GxWKL62hcbS5dydI8KIYSoGgqF4pjBYLhzPE0Vkq5DIYQQQogKIl2HNUhmSiZR26NIOZdCTnoOZtZm2DW1wyPQ4//bu/Owqup9j+PvDXvDZkoUGRSVSo6oHbMBMq96cjgOKEmhomYlZmlY56aWDaeTdsrOdeycModb6sHHWY85VDiUZmqZh7qS3mtqaEqKTAKKyMy+f5BbtjlskC1b+bz+kr3W+vJda/k8fJ71++3fwsPX49oFRERE5IZS0LoJZB3MYv/S/ZzccxKA8tJy6zZXN1eS/5lMcIdg2g1rh39r/7pqU0RERC6hoOXkDq0/RNLcJMqKyy67vbykMnSl7kolLSmNiPgIwqLDbmSLIiIicgWao+XErhWyLlVWXEbS3CQOrdeK5yIiIs5AQctJZR3MqlbIuuBC2Mo+lO2gzkRERMRet+TQ4beff07Rda6CXtt+2rePA998Y/f+hz49TG5xTs1+WTEkTTtBWL9WNTu+njN5e9d1C1dl9vPjwZ4967oNERGxwy0ZtIpOn3a6Nauq009hbiH/mldAOTU/B9dfXBnYPVLfRrwFba/yWiYREXFuGjp0QimbUq6907UYaqmOiIiI1JiClhPKPZprs4RDTZSXlJN3NK+WOhIREZGaUNC6irgpU3h6+vQb/ntLzpVc1/GHyWAEiyjJv746IiIicn0UtJyQm7db7dTxuf4625OTMfboUQvdiD3qKtyLiIhj1NugVVpWvWUTbqSGdzbE1eRKBRVUcOWXfl+L752+tdiViIiIVFe9CVq3DxnCW4sW0W3cOLwjI1mzYwfni4p4YdYsmsfG0jg6mkf+8hdSMzKuWOP0mTOMnDaN5rGx+D/yCLFvvklGjv1LMCRs2kTosGFMXb6cJgMGEPDoo7w4Z4419B1LT8fQrRu7jEd4tfRjRrOUfIrI5hzvsY0/sYLxrGYZ/6aEi0ExnbNMYRPxLGUiGzhG5dIWoX1CAeg6diyTFy+26cXQrRu79u+3/vzxjh2Ejx6Nb1QUQTExvD5/PmnZ2US+8grlFRV4R0biHRnJok2bLntuhm7d+GDtWsJHj8YrMpL/eP55TmRl8ffVq2keG4tfdDSvz59v3f98URExEycSFBPDbf36cd+oUXz+3Xe/uVbvr1lDs0GDaPjww4yeOZPy8otz10ZMnUrz2Fh8+valbVwcy774wqanz3bvpm1cHN6RkUS99hrjZs+m69ix1u3Xup+3DxnC5MWLrf9n2j31FPuOHGH51q2EDhtGg6gonp4+nbIqPaVmZDBw0iSCYmJoMmAAo2bMIP/8eZvrNGfdOiKefRafvn15cMwYDqamAjBt+XKWfvEFizZvtl7vqucrIiI3n3oTtAA++uwz3h0zhvzERKI7dWLc7Nl8e+AA386ezfEVK2jcoAEP//nPl/3jZrFYeOSNNzAYDPzvwoUcX7ECH09PHps82brPlGXLuHvkyKv2cDwjg9SMDI4uW8buDz7gk927mb5ihc0+/9q9g/ceGMFcHsMTN/7BVhrgwQwG8AZ9+YlMVlIZSsqp4D22Eowv7zGYMXTlSypXhrd3aYeNe/YwfMoU3oyLI3v9eg4vXkxkhw40bdyYjVOn4uriwrmNGzm3cSPD+/S5Yp0ln3/OusmTyVq7FrObG93Hjyc3P58jS5eybeZMZqxaxde/hrsKi4WYLl34ackSTq9fz9Du3RkwaRJZeRcn8B/PyCAjN5cjS5eSNG8eq7/6ihXbtlm3d/7970n+6CPyPvmEiU8+SdzUqRw4dgyAIydPEjNpEm888QR5n37KuIEDWZCYaD3WnvsJsGjzZuaMHUvuJ5/QvmVLHp04kS/37uWH+fPZv2ABG775hpW/9lRUUkL38eNpGxLCz8uXcyAhgRPZ2bwwa5ZNzYTNm1nz17+SvW4dzQMC+NP77wPw8tChDPvjHxneu7f1eru6utp1D0VExDnVq6D1TL9+3Pu732EwGHA3mVi0eTOTR44k2N8fLw8P/vH88/yYmsq/Dx78zbHfHz7M94cPM/uFF2jg7Y2n2cy00aPZtncvJ7KyAHj1scfYt2DBVXtwcXFh+rPP4uHuTsvgYF4eMoSEzZtt9pk0fDgPjeiI2d2dY5wmg7MMJRx3TDTEixjuZScpWLBwlGyyOUcs4bhhJIjb6GtsV63rMmvtWp7t35+ojh0xurpym5cXndtVrwbAi7GxNPP3x9NsZuAf/kB6Tg5vxsXhZjLRPjSU9i1b8t2hyhDo7eHB4z174uPpicloZMKQIbgZjSRVufYe7u68NWIE7m5uhAYH0+O++/ju8GHr9pH9+uHXoAGurq4M6d6du++8k+3JyQAs37aNDm3aMLRHD4yurvS4/36iO3WyHmvP/QQYFRVFm5AQTEYjj/XowdG0NN55+mm8PDxoERhI1/btrT19uns3FuCtp57Cw92dhj4+vD1iBEu3brXPIw0mAAAJBklEQVQJ7xMGD6ZFYCDubm7E9e5tvSYiInLruSUXLL2S26ssGpqVl0dxaSl3NGli/czbw4MAX19+ycyk41132Rz786lTFJeWEhgTY/O52c2N1IwMmvn729VDgK8vnmazTU9V/7Bf+Mw/0J+I+Ai+/WAlPmVm3DFdrIEPpZSTTxE5FOCDGfdfb6XR3UjnfuEs/Phru/qByiHLRzt3tnv/K2ni52f9t6fZTICvLy4uF7O8p7s7+YWFABQWFzNh3jwS9+wh+8wZXAwG8gsLbZ5oBfj62jzR8TKbrcNwFRUVvJmQwMrt20nPycEAFBQVkXXmDAAns7MJCQy06S8kMJBfMjMB++/npefk6uKCv6+vzWcXevr51ClSMzLwjYqyqWkA0nNyCL5MTS8PD5uhRRERubXUq6BV9Y++v68v7iYTx9LTCQ0OBuBcYSGZeXk0Dwj4zbEhgYF4mc3kbNhgU6e6MvPyOF9UZA1bx9LTfxPSLtQPiw6jU1o4/73qK4ops4apLPIx4YoPZhriST5FFFOGl7uZiPgIdhptFyr18fSkoKjI+nNatu17EG8PCuKnEycu26+LwVDjc72ad1evZse+fWydOZPbg4IwGAw0jo62e+r/8q1bmZ+YyJbp02kbEoKLiwvho0djsVRWCG7cmC1V5nwBNvPvaut+VhUSGEirZs34v4SEGtdw1PUWEZG6Ua+GDqtycXHhyV69eGPhQtKyszlfVMSLc+bQukULHmjd+jf7h4eF0b5lS/5z1ixO//rUJCsvz2bOkD0qKip45cMPKSwu5mhaGjNWrmR4795X3H/QqN60bNKUz4IOUma0cNZUzFqS6UwoBgy0MgbhhzebmhzmoendMIZ78+7q1TY17m/VinW7dpGVl0f++fO8fsnw5nPR0czdsIGNe/ZQVl7O2YIC60T5oEaNKK+o4OdTp6p1ntdytqAAd5MJv9tuo6S0lLcWLSLv3Dn7jz9/HqOrK/4NGlBhsbAwMZEfjhyxbh/SvTt7fvyRVV9+SXl5OV/u3cu6ry8+5aut+1lVVMeOlJSV8bclS8g/fx6LxcLJrCzW7txpd42gRo04euoUFRUVNe5DREScR70NWgB/f+45wsPCiIiPp8XgwZzKyWHDO+9cdgKyi4sL6ydPxmKxcP/o0ZXfGHvuOeucIIC/LVnCXXFxV/2dIYGBNPP3546hQ+kwZgx9HniAl4cMueL+RldXNs6chuUON171WMc7bhsJbRjI4KbhcCe0HdqGTbOmk+NfTNtXniFm4kRGXTJ0NW7gQNqEhNBy2DDueeYZ+j34oM32fh07smDCBP48fz6N+vcn7Mkn2ZyUBECr5s2J79+fB+Lj8Y2KYvGWLde6rHYZP2gQvt7eNB04kJbDhuFpNtsM7V7L8N696dCmDaGPP07woEEcOH6cLnffbd0eGhzM6kmTmJSQQIOoKGauWsUTPXvibqocgrXnflaXp9nMtnff5cDx47QePpwGUVH0ePFFklPsfxXS0/36UVBYiF90NL5RUfrWoYjITc5wYajlcsLDwy3fXTL8cjPYvmKF071UGiqXLJi8eDEpS5deV53ExEQyf51r1KdPH4Kc8Fyd0dC338bHw4MPX3qprlu5LtvT0+l6lXAuIlJfGQyG7y0WS3hd91FVvX6idbMymS5OjC8tLa3DTpzbhq+/JufsWcrKy1m/axdrduxgqFa5FxGRG6heTYa/Vbi5XXy1joLWle3Yt4+npk2jqKSEFoGBzBs3jm733lvXbYmISD2ioHUDxfXpQ9xVFvy0R2FuIfm78+EwUAoHDhyg4N4CQiND7V6gtL6YER/PjPj4um5DRETqMQWtm0TWwSz2L93PyT0nqbBUcOENPNknssn9IZfkfyYT3CGYdsPa4d/avjW9RERExLEUtG4Ch9YfImluEmXFl38RdnlJ5TfTUnelkpaURkR8BGHRYTeyRREREbkMTYZ3ctcKWZcqKy4jaW4Sh9brtS4iIiJ17ZZ8omX282N7enpdt3HdclJy+Gr2V5SXVnMtpWJImr2NhxqX06hlI8c0J3XGXOUVPiIi4txuyaD1YM+edd1CrVgZs5JGZW1rdnAZlP6PH11fH1y7TYmIiIjdNHTopAoyC0jZmILdL/+7lAVSElMoyCqo1b5ERETEfgpaTio5oeavgrEy1FIdERERqREFLSeVsS+DsiL7JsBfSVlhGZn7M2upIxEREakuBS0nVXSmqHbq5NZOHREREak+BS0nZW5grp06DWunjoiIiFSfgpaTCrw7EKP5+r4UavQwEtAuoJY6EhERkepS0HJS98Tdc/1FLLVUR0RERGpEQctJeQV4ERoZCoYaFjBAaN9QvPy9arUvERERsZ+ClhPr/FpnTB6mGh1r8jDR5bUutdyRiIiIVIeClhMLjgim14xemDyrF7ZMniZ6zehF0/CmDupMRERE7HFLvoLnVhIeHw7Alpe2UFpYevWV4g2VT7J6zehlPU5ERETqjoLWTSA8PpymEU3Z+V87SUlMAUPlYqQXGD2MYKmck9XltS56kiUiIuIkFLRuEk3DmzJ4zWAKsgpITkgmc38mRblFmBuaCWgXwD1x92jiu4iIiJNR0LrJePl70WlCp7puQ0REROygyfAiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgCloiIiIiDqKgJSIiIuIgBovFcuWNBkMWcPzGtSMiIiJSYyEWi8W/rpuo6qpBS0RERERqTkOHIiIiIg6ioCUiIiLiIApaIiIiIg6ioCUiIiLiIApaIiIiIg7y/8NWJJyaSW5qAAAAAElFTkSuQmCC\n" - }, - "metadata": {} - } + "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": [ { - "cell_type": "code", - "source": [ - "print((repo_aggr2.groupby('Quantity'))['DaysToClosure'].mean())" + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
RepositoryOrganizationLabelLabelStatuscounts
2311-datahackforlafeatureCommunication36
3311-datahackforlafeatureData Quality4
4311-datahackforlafeatureDocumentation19
5311-datahackforlafeatureGitHub Board/Onboarding10
6311-datahackforlafeatureMeeting Notes/Agendas2
..................
925websitehackforlafeatureTables1
926websitehackforlafeatureVideo Research1
927websitehackforlafeatureWiki44
928websitehackforlafeatureresearch plan11
929websitehackforlafeaturestakeholder updates1
\n", + "

282 rows × 5 columns

\n", + "
" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "kb1cs5tVc4Cc", - "outputId": "d33264c1-941e-4927-9102-171ba088b888" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "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" - ] - } + "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": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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
\n", + "

149 rows × 5 columns

\n", + "
" + ], + "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": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
RepositoryOrganizationLabelLabelStatuscounts
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [Repository, Organization, Label, LabelStatus, counts]\n", + "Index: []" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# To generate the csv file for without label repositories\n", + "df_nan = df_aggr[df_aggr['Label'] == 'NaN']\n", + "df_nan.to_csv('nan_label.csv')\n", + "df_nan" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } - ] -} \ No newline at end of file + ], + "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": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Dropping issues with no labels\n", + "key_aggr_labels = data[['UniqueKey','LabelName']].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'])['LabelName'].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['LabelName']]\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": null, + "metadata": {}, + "outputs": [], + "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": null, + "metadata": {}, + "outputs": [], + "source": [ + "print((repo_aggr2.groupby('Quantity'))['DaysToClosure'].mean())" + ] + } + ], + "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 +} From f3de70461ea1bdb996895d768d693d45476917b3 Mon Sep 17 00:00:00 2001 From: codemamma Date: Thu, 25 Aug 2022 18:13:29 -0700 Subject: [PATCH 3/3] notebook is ready for review /final changes before closing this issue --- labels-survey/Label_Analysis.ipynb | 4046 ++++++++++++++++++++++++++-- 1 file changed, 3825 insertions(+), 221 deletions(-) diff --git a/labels-survey/Label_Analysis.ipynb b/labels-survey/Label_Analysis.ipynb index cba1bed..ac662eb 100644 --- a/labels-survey/Label_Analysis.ipynb +++ b/labels-survey/Label_Analysis.ipynb @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -63,14 +63,17 @@ }, "outputs": [], "source": [ - "\n", + "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", - "\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", @@ -88,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -125,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -134,7 +137,7 @@ "(37932, 12)" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -146,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -164,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -215,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -505,7 +508,7 @@ "[37932 rows x 13 columns]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -519,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -541,7 +544,7 @@ "dtype: bool" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -556,7 +559,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -578,7 +581,7 @@ "dtype: int64" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -590,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -612,8 +615,7 @@ "source": [ "# Descriptive statistics of numeric columns.\n", "stat = data.describe()\n", - "print(stat)\n", - "\n" + "print(stat)" ] }, { @@ -622,26 +624,14 @@ "id": "CpQrZkmSZKxC" }, "source": [ - " Research Questions:\n", - "\n", - "**Question 1.- How is the usage of labels in HfLA?**\n", - "\n", - "1a - What percentage of issues are labeled?\n", - "\n", - "1b - How many distinct labels are used?\n", - "\n", - "1c - What are the most popular ones?\n", - "\n", - "1d - How many labels are used per project?\n", - "\n", - "**Question 2- How does the usage of labels affects the time taken to resolve the issues?\n", - "\n", - "**Question 3.- Cluster analysis**" + " ** Research Questions:**\n", + " ***\n", + "**Question 1a- What percentage of issues are labeled?**\n" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1596,9 +1586,9 @@ } }, "text/html": [ - "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# treemap \n", + "data_repo=df_aggr[df_aggr['Repository']=='website']\n", + "nannef=data_repo.dropna()\n", + "import plotly.express as px\n", + "fig = px.treemap(nannef, path=['Repository','Label'],\n", + " color='Label', hover_data=['Repository','Label'],color_continuous_scale='Purples')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "# csv file for repositories for detailed analysis\n", + "demo = data_repo.to_csv('demo.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Its interesting to see the most commonly used labels in repositories\n", + "**change the repository name to a specific one to analyze the label usgae " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/mohan/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:316: UserWarning:\n", + "\n", + "Dataset has 0 variance; skipping density estimate. Pass `warn_singular=False` to disable this warning.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "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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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# boxplot\n", + "sns.boxplot(x=data['DaysToClosure'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
OrganizationRepositoryIssueNbrLabelNameLabelDescriptionLabelDefaultTagUniqueKeyhaslabelLabelLabelStatus
count37932379323793231021179523102137932379323793223003
unique4118324410044312171912326607
tophackforlawebsite2role: front endTasks for front end developersFalse118CTI-website-frontendcivictechindexWith Label(s)rolefront end
freq3247796501621904142128699133102181191904
\n", + "
" + ], + "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#countplot\n", + "sns.countplot(x=data['Organization'])" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\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 - icebox", + "dependency missing", + "deployment", + "deprecation", + "design", + "design system", + "design systems", + "desktop", + "dev", + "dev productivity", + "devops", + "dibs", + "difficulty", + "discussion", + "do not merge", + "documentation", + "draft", + "duplicate", + "education", + "email", + "engagement", + "enhancement", + "epic", + "epic/overview", + "event", + "experience profile", + "external info needed", + "feature", + "feature - audience documentation", + "feature - code cleanup", + "feature - demo", + "feature - exemptions", + "feature - github board maintenance", + "feature - marcomm materials", + "feature - project documentation", + "feature - realign project specifications", + "feature - revise tdm strategies", + "feature - site copy", + "feature - stakeholder deliverable", + "feature - testing/error", + "feature - transcripts", + "feature - ui cleanup & documentation", + "feature - user testing", + "feature 3", + "feature missing", + "feature roadmap", + "feature-data quality", + "feature-location deatils", + "feature-notifications", + "feature-search", + "feature-search results", + "feature-share", + "feature-state info", + "feature-warning", + "features - google analytics", + "features - security testing", + "feedback", + "first-timers-only", + "flutter", + "framework", + "front end", + "front-end", + "fun", + "generated", + "github api", + "good first issue", + "google", + "google chrome extension", + "guide", + "guides team review", + "hacktoberfest", + "hacktoberfest-accepted", + "hacktoberfest-withdrawn", + "help wanted", + "heroku redeploy", + "hfla climate event", + "hold", + "housekeeping", + "html", + "idea", + "ideation", + "ignore", + "important", + "in-fill board", + "individualorganizationpage", + "initiative", + "initiatives exit volunteer survey project", + "invalid", + "issue incomplete", + "javascript", + "level", + "meeting notes", + "meeting roll call", + "milestone", + "missing", + "mobile", + "money", + "must have", + "mvp v0.4 - analytics", + "mvp v0.4 - dev", + "mvp v0.4 - login feature", + "mvp v0.4 - product", + "mvp v0.4 - ui/ux", + "nan", + "needs clarification", + "needs feature origin", + "needs more info", + "new feature", + "new project integration", + "new-organization-submission", + "new-win-submission", + "nia status", + "no mockup", + "non-essential", + "nonprofit status", + "office", + "okr", + "ops", + "org responsibilities", + "organization development", + "p-feature", + "p-feature - about page", + "p-feature - admin tools", + "p-feature - ain tag", + "p-feature - bonus packages", + "p-feature - check list", + "p-feature - comment form", + "p-feature - favicon", + "p-feature - final summary page", + "p-feature - my account", + "p-feature - privacy policy", + "p-feature - project page", + "p-feature - project specifications page", + "p-feature - registration page", + "p-feature - save button", + "p-feature - side bar", + "p-feature - single page view", + "p-feature - strategies page", + "p-feature - target points page", + "p-feature - terms and conditions", + "p-feature - tool tips", + "p-feature- faq screen", + "p1", + "p2", + "p3", + "p4", + "partner", + "people", + "performance", + "phone call", + "pm", + "points", + "pr -- needs revision", + "pre-launch", + "prework", + "priority", + "procedure writeup", + "product", + "product feature", + "product management", + "product/product management", + "product_currentsprint", + "product_userstory", + "production", + "programming", + "project", + "project duration", + "project management", + "project managment", + "project overview", + "projects", + "python", + "question", + "reactjs", + "ready for design lead", + "ready for dev lead", + "ready for milestone", + "ready for review", + "recruitment", + "refactor", + "release note", + "request", + "requirements", + "research", + "research plan status", + "resources", + "review", + "rewrite issue", + "rewrite issue required", + "role", + "role missing", + "role research", + "santa monica", + "size", + "skill", + "slack api", + "special projects", + "stage", + "stakeholder update", + "stale", + "status", + "status_blocked", + "status_goodfirstissue", + "status_helpwanted", + "status_needsdesign", + "status_needsissuesmade", + "status_onhold", + "strategy & planning", + "survey", + "system update", + "tablet", + "team discussion needed", + "team management", + "team roles and responsibilities", + "tech debt", + "testing", + "tg", + "time sensitive", + "to update !", + "to update!", + "tracker", + "translation", + "type", + "type_bug", + "type_database", + "type_design", + "type_devops", + "type_enhancement", + "type_feature", + "type_technicaldebt", + "type_technicalupgrade", + "uat", + "ui/ux", + "update", + "urgency", + "user acceptance testing", + "user stories", + "user test #2", + "v0.3", + "v0.4 migrated", + "waiting on stakeholder", + "website content", + "winssubmission", + "wip", + "won't do", + "won't have", + "wontfix", + "workflow modeling", + "workflows", + "workshop", + "writing", + "⏳ <12 hrs", + "⏳ <18 hrs", + "⏳ <30 hrs", + "⏳ <6 hrs", + "👤 design", + "👤 engineering", + "👤 pm", + "👤 research", + "🧩- cover", + "🧩- start here" + ], + "y": [ + 34, + 2, + 0, + 1, + 2, + 65, + 0, + 0, + 0, + 0, + 0, + 0, + 51, + 1, + 2, + 1, + 11, + 3, + 14, + 1, + 0, + 1, + 74, + 16, + 2, + 2, + 3, + 16, + 2, + 2, + 1, + 0, + 1, + 6, + 0, + 13, + 10, + 11, + 3, + 0, + 0, + 0, + 13, + 11, + 83, + 300, + 3, + 0, + 16, + 2, + 0, + 13, + 40, + 0, + 74, + 0, + 5, + 0, + 0, + 0, + 0, + 18, + 41, + 12, + 68, + 5, + 0, + 1, + 1, + 20, + 6, + 5, + 0, + 183, + 4, + 2, + 0, + 2, + 61, + 0, + 674, + 0, + 6, + 1, + 1, + 3, + 257, + 69, + 1, + 1, + 156, + 4, + 2180, + 0, + 10, + 0, + 0, + 1, + 0, + 25, + 15, + 27, + 3, + 1, + 1, + 0, + 8, + 31, + 0, + 4, + 1, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 2, + 0, + 0, + 1, + 6, + 0, + 24, + 1, + 16, + 12, + 0, + 500, + 1, + 0, + 16, + 6, + 20, + 1, + 0, + 52, + 1, + 0, + 20, + 1, + 0, + 5, + 10, + 11, + 0, + 1, + 2, + 39, + 1, + 0, + 1, + 2, + 204, + 0, + 4, + 267, + 143, + 5, + 2, + 0, + 0, + 69, + 5, + 23, + 11, + 1198, + 5, + 0, + 2, + 0, + 1, + 0, + 2, + 6, + 0, + 0, + 0, + 4, + 14, + 4, + 6, + 1, + 1337, + 6, + 0, + 0, + 6, + 3, + 6, + 0, + 8, + 0, + 8, + 16, + 0, + 1, + 3, + 14, + 0, + 6, + 2, + 8, + 18, + 0, + 2, + 0, + 0, + 0, + 5, + 1, + 0, + 3, + 30, + 198, + 0, + 6, + 102, + 682, + 2, + 1, + 0, + 30, + 0, + 23, + 8, + 1, + 1, + 14, + 4, + 2, + 33, + 4, + 3, + 0, + 71, + 2, + 2, + 9, + 3, + 10, + 17, + 11, + 229, + 0, + 6, + 105, + 1, + 0, + 18, + 0, + 0, + 5567, + 10, + 6, + 0, + 2989, + 33, + 1, + 5, + 0, + 22, + 19, + 465, + 1, + 4, + 2, + 17, + 2, + 4, + 1, + 3, + 9, + 1, + 0, + 1, + 0, + 8, + 1, + 34, + 72, + 71, + 2, + 6, + 0, + 114, + 5, + 3, + 0, + 2, + 2, + 5, + 2, + 4, + 20, + 1, + 1, + 6, + 4, + 0, + 6, + 38, + 3, + 1, + 0, + 5, + 3, + 0, + 0, + 0, + 0, + 14, + 4, + 0, + 29, + 12, + 22, + 212, + 52, + 14, + 39, + 172, + 28, + 2 + ] + }, + { + "name": "DaysToClosure", + "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 - icebox", + "dependency missing", + "deployment", + "deprecation", + "design", + "design system", + "design systems", + "desktop", + "dev", + "dev productivity", + "devops", + "dibs", + "difficulty", + "discussion", + "do not merge", + "documentation", + "draft", + "duplicate", + "education", + "email", + "engagement", + "enhancement", + "epic", + "epic/overview", + "event", + "experience profile", + "external info needed", + "feature", + "feature - audience documentation", + "feature - code cleanup", + "feature - demo", + "feature - exemptions", + "feature - github board maintenance", + "feature - marcomm materials", + "feature - project documentation", + "feature - realign project specifications", + "feature - revise tdm strategies", + "feature - site copy", + "feature - stakeholder deliverable", + "feature - testing/error", + "feature - transcripts", + "feature - ui cleanup & documentation", + "feature - user testing", + "feature 3", + "feature missing", + "feature roadmap", + "feature-data quality", + "feature-location deatils", + "feature-notifications", + "feature-search", + "feature-search results", + "feature-share", + "feature-state info", + "feature-warning", + "features - google analytics", + "features - security testing", + "feedback", + "first-timers-only", + "flutter", + "framework", + "front end", + "front-end", + "fun", + "generated", + "github api", + "good first issue", + "google", + "google chrome extension", + "guide", + "guides team review", + "hacktoberfest", + "hacktoberfest-accepted", + "hacktoberfest-withdrawn", + "help wanted", + "heroku redeploy", + "hfla climate event", + "hold", + "housekeeping", + "html", + "idea", + "ideation", + "ignore", + "important", + "in-fill board", + "individualorganizationpage", + "initiative", + "initiatives exit volunteer survey project", + "invalid", + "issue incomplete", + "javascript", + "level", + "meeting notes", + "meeting roll call", + "milestone", + "missing", + "mobile", + "money", + "must have", + "mvp v0.4 - analytics", + "mvp v0.4 - dev", + "mvp v0.4 - login feature", + "mvp v0.4 - product", + "mvp v0.4 - ui/ux", + "nan", + "needs clarification", + "needs feature origin", + "needs more info", + "new feature", + "new project integration", + "new-organization-submission", + "new-win-submission", + "nia status", + "no mockup", + "non-essential", + "nonprofit status", + "office", + "okr", + "ops", + "org responsibilities", + "organization development", + "p-feature", + "p-feature - about page", + "p-feature - admin tools", + "p-feature - ain tag", + "p-feature - bonus packages", + "p-feature - check list", + "p-feature - comment form", + "p-feature - favicon", + "p-feature - final summary page", + "p-feature - my account", + "p-feature - privacy policy", + "p-feature - project page", + "p-feature - project specifications page", + "p-feature - registration page", + "p-feature - save button", + "p-feature - side bar", + "p-feature - single page view", + "p-feature - strategies page", + "p-feature - target points page", + "p-feature - terms and conditions", + "p-feature - tool tips", + "p-feature- faq screen", + "p1", + "p2", + "p3", + "p4", + "partner", + "people", + "performance", + "phone call", + "pm", + "points", + "pr -- needs revision", + "pre-launch", + "prework", + "priority", + "procedure writeup", + "product", + "product feature", + "product management", + "product/product management", + "product_currentsprint", + "product_userstory", + "production", + "programming", + "project", + "project duration", + "project management", + "project managment", + "project overview", + "projects", + "python", + "question", + "reactjs", + "ready for design lead", + "ready for dev lead", + "ready for milestone", + "ready for review", + "recruitment", + "refactor", + "release note", + "request", + "requirements", + "research", + "research plan status", + "resources", + "review", + "rewrite issue", + "rewrite issue required", + "role", + "role missing", + "role research", + "santa monica", + "size", + "skill", + "slack api", + "special projects", + "stage", + "stakeholder update", + "stale", + "status", + "status_blocked", + "status_goodfirstissue", + "status_helpwanted", + "status_needsdesign", + "status_needsissuesmade", + "status_onhold", + "strategy & planning", + "survey", + "system update", + "tablet", + "team discussion needed", + "team management", + "team roles and responsibilities", + "tech debt", + "testing", + "tg", + "time sensitive", + "to update !", + "to update!", + "tracker", + "translation", + "type", + "type_bug", + "type_database", + "type_design", + "type_devops", + "type_enhancement", + "type_feature", + "type_technicaldebt", + "type_technicalupgrade", + "uat", + "ui/ux", + "update", + "urgency", + "user acceptance testing", + "user stories", + "user test #2", + "v0.3", + "v0.4 migrated", + "waiting on stakeholder", + "website content", + "winssubmission", + "wip", + "won't do", + "won't have", + "wontfix", + "workflow modeling", + "workflows", + "workshop", + "writing", + "⏳ <12 hrs", + "⏳ <18 hrs", + "⏳ <30 hrs", + "⏳ <6 hrs", + "👤 design", + "👤 engineering", + "👤 pm", + "👤 research", + "🧩- cover", + "🧩- start here" + ], + "y": [ + 439, + 0, + 0, + 208, + 5054, + 1519, + 0, + 208, + 0, + 0, + 0, + 3999, + 1942, + 2, + 7, + 0, + 132, + 6, + 129, + 39, + 1663, + 0, + 1011, + 836, + 3, + 117, + 40, + 195, + 33, + 56, + 56, + 99, + 0, + 68, + 0, + 676, + 713, + 1422, + 5901, + 0, + 0, + 214, + 143, + 38, + 4675, + 15063, + 78, + 0, + 763, + 8939, + 0, + 120, + 3657, + 0, + 5388, + 84, + 4, + 0, + 13, + 1268, + 35, + 4232, + 4564, + 4209, + 23960, + 454, + 475, + 0, + 0, + 5063, + 110, + 403, + 0, + 16329, + 442, + 146, + 0, + 118, + 3950, + 135, + 49850, + 632, + 2211, + 608, + 147, + 614, + 26285, + 5339, + 272, + 0, + 817, + 241, + 133821, + 1014, + 2735, + 311, + 57, + 5, + 0, + 1877, + 681, + 1344, + 10, + 176, + 407, + 28, + 1350, + 1409, + 0, + 2562, + 0, + 1764, + 5575, + 1889, + 112, + 771, + 673, + 635, + 633, + 348, + 0, + 108, + 327, + 155, + 58, + 2584, + 12, + 1720, + 111, + 0, + 35584, + 0, + 125, + 1681, + 0, + 1626, + 125, + 0, + 5376, + 12, + 0, + 2986, + 63, + 35, + 40221, + 413, + 4113, + 0, + 13, + 9, + 3456, + 0, + 0, + 6, + 1328, + 24140, + 183, + 484, + 19440, + 11714, + 142, + 25, + 7742, + 0, + 4096, + 2261, + 2673, + 1474, + 62742, + 519, + 7, + 1099, + 0, + 614, + 63, + 591, + 545, + 0, + 0, + 0, + 142, + 3612, + 269, + 45, + 81, + 100942, + 305, + 0, + 0, + 748, + 471, + 1399, + 0, + 708, + 0, + 362, + 1962, + 0, + 599, + 504, + 1133, + 711, + 172, + 8, + 243, + 751, + 1293, + 0, + 0, + 0, + 0, + 932, + 239, + 619, + 32, + 5576, + 24226, + 0, + 59, + 2694, + 56058, + 468, + 0, + 0, + 12120, + 0, + 503, + 0, + 27, + 6, + 2255, + 526, + 0, + 134, + 1252, + 0, + 739, + 5198, + 14, + 134, + 886, + 10, + 543, + 371, + 383, + 12260, + 0, + 958, + 16568, + 0, + 22, + 3952, + 591, + 0, + 402777, + 1152, + 12, + 116, + 180925, + 42, + 0, + 216, + 0, + 671, + 9650, + 32677, + 83, + 73, + 365, + 601, + 0, + 302, + 2, + 27, + 356, + 91, + 0, + 177, + 0, + 407, + 1151, + 629, + 2857, + 3753, + 363, + 10, + 3336, + 11480, + 77, + 123, + 0, + 33, + 145, + 118, + 114, + 150, + 1010, + 0, + 0, + 560, + 132, + 1768, + 88, + 4092, + 127, + 0, + 0, + 0, + 1650, + 542, + 18, + 1609, + 208, + 723, + 732, + 914, + 2321, + 568, + 211, + 6267, + 1444, + 668, + 1161, + 3662, + 437, + 39 + ] + } + ], + "layout": { + "height": 800, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "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" + } + }, + "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 + } + } + }, + "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" + ] + } + ], + "source": [ + "print((repo_aggr2.groupby('Quantity'))['DaysToClosure'].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {