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@pcolazurdo
Last active April 21, 2020 18:56
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Jupyter Notebook to investigate COVID-19 Statistics
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import urllib.request\n",
"import math"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Download Files from John Hopkins Reference Data\n",
"_ = urllib.request.urlretrieve ('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv', 'confirmed_global.csv')\n",
"_ = urllib.request.urlretrieve ('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv', 'deaths_global.csv')\n",
"_ = urllib.request.urlretrieve ('https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv', 'recovered_global.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Static Information about country population for statistics\n",
"italy_population = 60461826 # https://www.worldometers.info/population/countries-in-europe-by-population/\n",
"ireland_population = 4937786 # https://www.worldometers.info/population/countries-in-europe-by-population/\n",
"argentina_population = 45195774\n",
"spain_population = 46754778\n",
"france_population = 65273511\n",
"us_population = 331002651\n",
"nz_population = 4822233\n",
"uk_population = 67886011\n",
"germany_population = 83783942\n",
"sweden_population = 10099265\n",
"singapore_population = 5850342\n",
"population = {}\n",
"countries = ['Argentina', 'France', 'Germany', 'Ireland', 'Italy', 'Spain', 'Sweden', 'United Kingdom', 'US']\n",
"countries = ['Germany', 'Ireland', 'New Zealand', 'Singapore', 'United Kingdom']\n",
"# countries = ['Argentina', 'France', 'Germany', 'Ireland', 'Italy', 'Sweden', 'United Kingdom', 'US']\n",
"population['Argentina'] = argentina_population\n",
"population['France'] = france_population\n",
"population['Germany'] = germany_population\n",
"population['Ireland'] = ireland_population\n",
"population['Italy'] = italy_population\n",
"population['New Zealand'] = italy_population\n",
"population['Singapore'] = sweden_population\n",
"population['Spain'] = spain_population\n",
"population['Sweden'] = sweden_population\n",
"population['United Kingdom'] = uk_population\n",
"population['US'] = us_population"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Read source data into Panda DataFrames\n",
"confirmed_global_csv = pd.read_csv(\"confirmed_global.csv\") \n",
"deaths_global_csv = pd.read_csv(\"deaths_global.csv\") \n",
"recovered_global_csv = pd.read_csv(\"recovered_global.csv\") "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# User last column to check when was the datasource last updated \n",
"last_update=recovered_global_csv.iloc[1].index[-1].replace('/','-')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# For Most Countries the information is not aggregated by Province so we can remove these columns\n",
"confirmed_global = confirmed_global_csv[confirmed_global_csv['Province/State'].isnull()]\n",
"confirmed_global = confirmed_global.drop(columns=['Province/State','Lat','Long'])\n",
"\n",
"deaths_global = deaths_global_csv[deaths_global_csv['Province/State'].isnull()]\n",
"deaths_global = deaths_global.drop(columns=['Province/State','Lat','Long'])\n",
"\n",
"recovered_global = recovered_global_csv[recovered_global_csv['Province/State'].isnull()]\n",
"recovered_global = recovered_global.drop(columns=['Province/State','Lat','Long'])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Set all numeric Columns as Integers\n",
"confirmed_global.iloc[:,1:]=confirmed_global.iloc[:,1:].astype(int)\n",
"deaths_global.iloc[:,1:]=deaths_global.iloc[:,1:].astype(int)\n",
"recovered_global.iloc[:,1:]=recovered_global.iloc[:,1:].astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Static list of countries to investigate\n",
"countries_list = countries "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Tanspose Data Sources to simplify Plotting\n",
"confirmed_global_T = confirmed_global[confirmed_global['Country/Region'].isin(countries_list)].T\n",
"confirmed_global_T = confirmed_global_T[1:]\n",
"confirmed_global_T.columns= countries_list\n",
"\n",
"deaths_global_T = deaths_global[deaths_global['Country/Region'].isin(countries_list)].T\n",
"deaths_global_T = deaths_global_T[1:]\n",
"deaths_global_T.columns= countries_list\n",
"\n",
"recovered_global_T = recovered_global[recovered_global['Country/Region'].isin(countries_list)].T\n",
"recovered_global_T = recovered_global_T[1:]\n",
"recovered_global_T.columns= countries_list\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# def plot_function1(a, ax):\n",
"# return ratio[-n:].plot(y=['{}_death_ratio'.format(a),'{}_recovered_ratio'.format(a)], ax=ax, title='{} Ratios'.format(a))\n",
"\n",
"def multi_plots(array1, plot_function):\n",
" fig, axes = plt.subplots(nrows=math.ceil(len(array1)/2), ncols=2, figsize=(12,18))\n",
"\n",
" i = 0\n",
" j = 0\n",
" n = 10\n",
" for a in array1:\n",
" _ = plot_function(a, axes[i][j])\n",
" # _ = ratio[-n:].plot(y=['{}_death_ratio'.format(a),'{}_recovered_ratio'.format(a)], ax=axes[i][j], title='{} Ratios'.format(a))\n",
" if (j == 1):\n",
" i = i + 1\n",
" j = 0\n",
" else: \n",
" j = j + 1\n",
" \n",
" fig.savefig('/tmp/{}-{}.png'.format(plot_function.__name__, last_update))\n",
" return '{}-{}'.format(plot_function.__name__, last_update)\n",
"# multi_plots(countries, plot_function1)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset latest update: 4-20-20\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x1296 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Begin with a basic set of graphs\n",
"n = 35 # Analysis Period\n",
"print ('Dataset latest update: {}'.format(last_update))\n",
"fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(12,18))\n",
"_ = confirmed_global_T[-n:].plot(ax=axes[0][0], title='confirmed_global')\n",
"_ = deaths_global_T[-n:].plot(ax=axes[1][0], title='deaths_global')\n",
"_ = recovered_global_T[-n:].plot(ax=axes[2][0], title='recovered_global')\n",
"\n",
"_ = confirmed_global_T[-n:].plot(ax=axes[0][1], logy=True, title='confirmed_global')\n",
"_ = deaths_global_T[-n:].plot(ax=axes[1][1], logy=True, title='deaths_global')\n",
"_ = recovered_global_T[-n:].plot(ax=axes[2][1], logy=True, title='recovered_global')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# Calculate some Ratios\n",
"a = -35 # Index to begin the analysis\n",
"b = None # Index to finish the analysis\n",
"ratio = pd.merge(confirmed_global_T[a:b],deaths_global_T[a:b], left_index=True, right_index=True)\n",
"ratio = pd.merge(ratio, recovered_global_T[a:b], left_index=True, right_index=True)\n",
"\n",
"for a in countries:\n",
" col_name_confirmed = '{}_x'.format(a)\n",
" col_name_death = '{}_y'.format(a)\n",
" col_name_recoved = '{}'.format(a)\n",
" column_name = '{}_death_ratio'.format(a)\n",
"\n",
" death_ratio_name = '{}_death_ratio'.format(a)\n",
" ratio[death_ratio_name] = np.divide(ratio[col_name_death]*100, ratio[col_name_confirmed] , where=ratio[col_name_confirmed]!=0 )\n",
" ratio[death_ratio_name] = np.where(ratio [death_ratio_name].isna(), 0, ratio [death_ratio_name])\n",
" \n",
" death_ratio_name = '{}_recovered_ratio'.format(a)\n",
" ratio[death_ratio_name] = np.divide(ratio[col_name_recoved]*100, ratio[col_name_confirmed] , where=ratio[col_name_confirmed]!=0 )\n",
" ratio[death_ratio_name] = np.where(ratio [death_ratio_name].isna(), 0, ratio [death_ratio_name])\n",
"\n",
" total_ratio_name = '{}_total_ratio'.format(a)\n",
" ratio[total_ratio_name] = np.divide(ratio[col_name_confirmed]*100, population[a] , where=population[a]!=0 )\n",
" ratio[total_ratio_name] = np.where(ratio [total_ratio_name].isna(), 0, ratio [total_ratio_name])\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset latest update: 4-20-20\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x1152 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print ('Dataset latest update: {}'.format(last_update))\n",
"fig, axes = plt.subplots(nrows=math.ceil(len(countries)/2), ncols=2, figsize=(12,16))\n",
"\n",
"i = 0\n",
"j = 0\n",
"for a in countries:\n",
" _ = ratio.plot(\n",
" y=[\n",
" '{}_death_ratio'.format(a),\n",
"# '{}_recovered_ratio'.format(a)\n",
" ],\n",
" ax=axes[i][j],\n",
" title='{} Ratios'.format(a)\n",
" )\n",
" if (j == 1):\n",
" i = i + 1\n",
" j = 0\n",
" else: \n",
" j = j + 1\n",
"\n",
"fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(12,8))\n",
"death_ratio_names = [ '{}_death_ratio'.format(n) for n in countries]\n",
"total_ratio_names = [ '{}_total_ratio'.format(n) for n in countries]\n",
"_ = ratio.plot(y=death_ratio_names, ax=axes[0][0], title='Death Ratios Comparison')\n",
"_ = ratio.plot(y=total_ratio_names, ax=axes[0][1], title='Infected vs Population Comparison')\n",
"_ = ratio.plot(y=death_ratio_names, ax=axes[1][0], logy=True, title='Death Ratios Comparison')\n",
"_ = ratio.plot(y=total_ratio_names, ax=axes[1][1], logy=True, title='Infected vs Population Comparison')\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x1296 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# last two days differences\n",
"\n",
"fig, axes = plt.subplots(nrows=math.ceil(len(countries)/2), ncols=2, figsize=(12,18))\n",
"\n",
"i = 0\n",
"j = 0\n",
"n = 10\n",
"for a in countries:\n",
"# _ = ratio[-n:].plot(y=['{}_death_ratio'.format(a),'{}_recovered_ratio'.format(a)], ax=axes[i][j], title='{} Ratios'.format(a))\n",
" _ = ratio[-n:].plot(y=['{}_death_ratio'.format(a)], ax=axes[i][j], title='{} Ratios'.format(a))\n",
" if (j == 1):\n",
" i = i + 1\n",
" j = 0\n",
" else: \n",
" j = j + 1"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x1296 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Analysis of change variation\n",
"pct_change = ratio.pct_change()\n",
"change = ratio.diff()\n",
"n = 5 # How many days behind to begin the analysis\n",
"\n",
"y_col = []\n",
"for a in countries:\n",
" col_name_confirmed = '{}_x'.format(a)\n",
" y_col.append(col_name_confirmed)\n",
" \n",
"_ = pct_change[-n:].plot.bar(y=y_col, title='Variation New Cases')\n",
"# _ = pct_change[:].plot(y=y_col, title='Variation New Cases')\n",
"\n",
"y_col = []\n",
"for a in countries:\n",
" col_name_death = '{}_y'.format(a)\n",
" y_col.append(col_name_death)\n",
"_ = pct_change[-n:].plot.bar(y=y_col, title='Variation New Deaths')\n",
"\n",
"y_col = []\n",
"for a in countries:\n",
" col_name_recoved = '{}'.format(a)\n",
" y_col.append(col_name_recoved)\n",
"_ = pct_change[-n:].plot.bar(y=y_col, title='Variation New Recovered')\n",
"\n",
"def plot_newcases_delta(a, ax):\n",
" return change[-n:].plot(y=['{}_x'.format(a)], ax=ax, title='{} New Cases Delta'.format(a))\n",
" \n",
"_ = multi_plots(countries, plot_newcases_delta)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# # for n in range(len(data_it_en_tmp)):\n",
"# n = 15\n",
"# data_it_en_tmp1 = data_it_en_tmp.iloc[n:,:].copy()\n",
"# ind = pd.Index(range(len(data_it_en_tmp1)))\n",
"# data_it_en_tmp1.index = ind\n",
"\n",
"# combined = pd.merge(data_ie_en_tmp,data_it_en_tmp1, left_index=True, right_index=True)\n",
"# combined['total_cases_y_per'] = combined['total_cases_y'] / population['it']\n",
"# combined['total_cases_x_per'] = combined['total_cases_x'] / population['ie']\n",
"# combined.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = None # Index to begin the analysis\n",
"b = None # Index to finish the analysis\n",
"merged = pd.merge(confirmed_global_T[a:b],deaths_global_T[a:b], left_index=True, right_index=True)\n",
"merged = pd.merge(merged, recovered_global_T[a:b], left_index=True, right_index=True)\n",
"\n",
"new_df = pd.DataFrame(0, index=np.arange(len(confirmed_global_T)), columns=countries_list)\n",
"for country in countries_list:\n",
" field_name='{}_y'.format(country)\n",
" merging = merged.loc[merged[field_name] > 30][1:][field_name]\n",
" merging = merging.reset_index(drop=True)\n",
" new_df[country] = merging\n",
"\n",
"_ = new_df.plot(logy=True,figsize=(12,8), title='Compared Death numbers (logarithmic scale)')\n",
"_ = new_df.plot(figsize=(12,8), title='Compared Death numbers')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = None # Index to begin the analysis\n",
"b = None # Index to finish the analysis\n",
"merged = pd.merge(confirmed_global_T[a:b],deaths_global_T[a:b], left_index=True, right_index=True)\n",
"merged = pd.merge(merged, recovered_global_T[a:b], left_index=True, right_index=True)\n",
"\n",
"new_df = pd.DataFrame(0, index=np.arange(len(confirmed_global_T)), columns=countries_list)\n",
"for country in countries_list:\n",
" field_name='{}_x'.format(country)\n",
" merging = merged.loc[merged[field_name]/population[country] > .0001][1:][field_name]\n",
" merging = merging.reset_index(drop=True)\n",
" merging = merging / population[country]\n",
" new_df[country] = merging\n",
"\n",
"_ = new_df[1:45].plot(logy=True,figsize=(12,8), title='Compared confirmed cases per capita (logarithmic scale)')\n",
"_ = new_df[1:45].plot(figsize=(12,8), title='Compared confirmed cases per capita')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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nPVXX/+M//iOTJk3i5ptv5sc//jEXX3wxU6ZMYe+992b9+vUceuihXH755Zx11lmceOKJjBgxgoMOOojddttts9vt27cvc+bM4QMf+AA77rgj22+/fcW2fOxjH+Ouu+5i+PDh7Lrrruy7777079+fvn37csUVV3D00Uez3XbbMXbs2KZfDKZPn85nPvMZ9t57b7bbbjtmzJhRYS9bT2ytLvmONHr06LRw4cJaN0OSpKpsPFWk8fyj21zblvr21KqyFStWsNdee9W6GV3KK6+8Qr9+/Vi7di1jxozhvvvuY6edduqw/bf0nkbEopTS6Eq1Vd2MRpIkSepoxxxzDC+99BKvv/463/nOdzo0YLeXIVuSJEmd0sbzsOtRzYbwkyRJ6mq6wmm4Kmnve2nIliRJyqBv376sXbvWoN0FpJRYu3Ytffv2bfM2PF1EkiQpg8GDB7N69Wq8E3XX0LdvXwYPHtzmekO2JElSBr1792bIkCG1boY6CU8XkSRJkjIzZEuSJEmZGbIlSZKkzAzZkiRJUmaGbEmSJCkzQ7YkSZKUmSFbkiRJysyQLUmSJGVmyJYkSZIyM2RLkiRJmRmyJUlqg4Zpc2mYNrfWzZDUSRmyJUmSpMwM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS5IkSZkZsiVJkqTMDNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKzJAtSZIkZWbIliRJkjIzZEuSJEmZGbIlSZKkzAzZkiRJUma9at0ASZJqoWHa3KbpxvOPrmFLJHVF9mRLkiRJmRmyJUmSpMwM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS5IkSZkZsiVJkqTMDNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKzJAtSZIkZWbIliRJkjIzZEuSJEmZGbIlSZKkzHrVugGSJLVVw7S5TdON5x9dw5ZI0qbsyZYkSZIyqypkR8T4iHgsIlZGxLQWlm8TEbOK5Q9GREPZsm8U8x+LiKOKebtGxG8jYnlELIuIM8rWnx4Rz0TE4uLxkfYfpiRJktRxKp4uEhE9gUuBDwGrgQURMSeltLxstVOAF1NKe0TECcAFwCciYjhwAjACeBdwZ0TsCawHvpJSeigi3gYsiojflG3zwpTSD3MdpCRJktSRqunJHgOsTCk9mVJ6HZgJTGi2zgRgRjE9GxgXEVHMn5lSei2l9BSwEhiTUno2pfQQQErpL8AKYJf2H44kSZJUe9WE7F2AVWXPV/PWQNy0TkppPbAOGFhNbXFqyT7Ag2WzT4+IJRFxdUQMaKlREXFaRCyMiIVr1qyp4jAkSZKkjlHTCx8joh9wI/CllNLLxezLgPcAo4BngX9rqTaldEVKaXRKafSgQYM6pL2SJElSNaoJ2c8Au5Y9H1zMa3GdiOgF9AfWbq42InpTCti/SCndtHGFlNJzKaUNKaU3gSspna4iSZIk1Y1qQvYCYGhEDImIPpQuZJzTbJ05wORiehJwd0opFfNPKEYfGQIMBeYX52tfBaxIKf2ofEMRsXPZ0+OAR7b0oCRJkqRaqji6SEppfUScDtwB9ASuTikti4izgYUppTmUAvN1EbESeIFSEKdY7wZgOaURRaaklDZExCHAScDSiFhc7OqbKaVbgR9ExCggAY3AZzMeryRJkrTVVXXHxyL83tps3nfLpl8Fjm+l9lzg3Gbz7gWilfVPqqZNkiRJUmflHR8lSZKkzAzZkiRJUmaGbEmSJCkzQ7YkSZKUmSFbkiRJysyQLUmSJGVmyJYkSZIyM2RLkiRJmRmyJUmSpMwM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS5IkSZkZsiVJkqTMetW6AZKk7q1h2tym6cbzj65hSyQpH3uyJUmSpMwM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS5IkSZkZsiVJkqTMDNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKzJAtSZIkZWbIliRJkjIzZEuSJEmZGbIlSZKkzAzZkiRJUmaGbEmSJCkzQ7YkSZKUmSFbkiRJysyQLUlqt4Zpc2mYNrfWzZCkTsOQLUmSJGVmyJYkSZIyM2RLkiRJmRmyJUmSpMwM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS5IkSZkZsiVJkqTMDNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKrKqQHRHjI+KxiFgZEdNaWL5NRMwqlj8YEQ1ly75RzH8sIo4q5u0aEb+NiOURsSwizihb/50R8ZuIeKL4d0D7D1OSJEnqOBVDdkT0BC4FPgwMB06MiOHNVjsFeDGltAdwIXBBUTscOAEYAYwHflJsbz3wlZTScOBAYErZNqcBd6WUhgJ3Fc8lSZKkulFNT/YYYGVK6cmU0uvATGBCs3UmADOK6dnAuIiIYv7MlNJrKaWngJXAmJTSsymlhwBSSn8BVgC7tLCtGcDEth2aJEmSVBvVhOxdgFVlz1fz90D8lnVSSuuBdcDAamqLU0v2AR4sZu2YUnq2mP4TsGMVbZQkSZI6jZpe+BgR/YAbgS+llF5uvjyllIDUSu1pEbEwIhauWbNmK7dUkiRJql41IfsZYNey54OLeS2uExG9gP7A2s3VRkRvSgH7Fymlm8rWeS4idi7W2Rl4vqVGpZSuSCmNTimNHjRoUBWHIUmSJHWMakL2AmBoRAyJiD6ULmSc02ydOcDkYnoScHfRCz0HOKEYfWQIMBSYX5yvfRWwIqX0o81sazJw85YelCRJklRLvSqtkFJaHxGnA3cAPYGrU0rLIuJsYGFKaQ6lwHxdRKwEXqAUxCnWuwFYTmlEkSkppQ0RcQhwErA0IhYXu/pmSulW4Hzghog4BXga+HjOA5YkSZK2toohG6AIv7c2m/fdsulXgeNbqT0XOLfZvHuBaGX9tcC4atolSZIkdUbe8VGSJEnKzJAtSQKgYdpcGqbNrXUzJKlLMGRLkiRJmRmyJUmSpMwM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS5IkSZkZsiVJkqTMDNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKrFetGyBJUk4jZ4xsml46eWkNWyKpO7MnW5IkScrMkC1JkiRlZsiWJEmSMvOcbEnqIhqmzW2abjz/6Bq2RJJkT7YkSZKUmSFbkiRJysyQLUmSJGVmyJYkSZIy88JHSVKn4w1lJNU7e7IlSZKkzOzJliRJHWd6/7LpdbVrh7SV2ZMtSZIkZWbIliRJkjLzdBFJkrRlPOVDqsiebEmSJCkzQ7YkSZKUmSFbkqTuaHr/TU/7kJSVIVuSJEnKzJAtSZIkZWbIliRtFSNnjNzk9ujaCjzlQ+q0DNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKzNuqS5JUK96eXOqyDNmS1Ik0TJvbNN14/tE1bIkkqT08XUSSJEnKzJAtSZIkZWbIliRJkjLznGxJktrDixcltcCebElSq7w1uiS1jSFbkiRJysyQLUmSJGVmyJYkSZIy88JHSZK8eFFSZvZkS5IkSZnZky1J6ho29kYP2a227ZAk7MmWJEmSsjNkS5IkSZkZsiVJkqTMqgrZETE+Ih6LiJURMa2F5dtExKxi+YMR0VC27BvF/Mci4qiy+VdHxPMR8UizbU2PiGciYnHx+EjbD0+SVFem9990pA9JqlMVL3yMiJ7ApcCHgNXAgoiYk1JaXrbaKcCLKaU9IuIE4ALgExExHDgBGAG8C7gzIvZMKW0AfgZcAlzbwm4vTCn9sB3HJUmCTW6JvnTy0hq2RJK6l2p6sscAK1NKT6aUXgdmAhOarTMBmFFMzwbGRUQU82emlF5LKT0FrCy2R0rpd8ALGY5BkiRJ6lSqCdm7AKvKnq8u5rW4TkppPbAOGFhlbUtOj4glxSklA1paISJOi4iFEbFwzZo1VWxSkiRJ6hid8cLHy4D3AKOAZ4F/a2mllNIVKaXRKaXRgwYN6sj2SZJas/Gcas+rltTNVROynwF2LXs+uJjX4joR0QvoD6ytsnYTKaXnUkobUkpvAldSnF4iSZIk1YtqQvYCYGhEDImIPpQuZJzTbJ05wORiehJwd0opFfNPKEYfGQIMBeZvbmcRsXPZ0+OAR1pbV5IkSeqMKo4uklJaHxGnA3cAPYGrU0rLIuJsYGFKaQ5wFXBdRKykdDHjCUXtsoi4AVgOrAemFCOLEBG/BA4DdoiI1cBZKaWrgB9ExCggAY3AZ3MesCRJkrS1VQzZACmlW4Fbm837btn0q8DxrdSeC5zbwvwTW1n/pGraJEmSJHVWVYVsSVI3Un7R4pDdatcOSapjhmxJ6uS8oYwk1Z/OOISfJEmSVNcM2ZIkSVJmhmxJkiQpM0O2JEmSlJkXPkpSV7RxhBBHB5GkmrAnW5IkScrMkC1JkiRl5ukiktQBHOtakroXe7IlSZKkzAzZkiRJUmaGbEmSJCkzz8mWpM7KYfgkqW7Zky1JkiRlZsiWJEmSMjNkS1JmDdPm0jBtbq2bIUmqIUO2JEmSlJkhW5IkScrMkC1JVRo5Y+Qmd26UJKk1hmxJkiQpM0O2JEmSlJk3o5GkrWXjzWTAG8pIUjdjT7YkSZKUmSFbkiRJysyQLUmSJGVmyJYkSZIyM2RLkiRJmRmyJXUr3lBGktQRHMJPklrQMG0uAI19P/n3mQ7DJ0mqkj3ZkiRJUmaGbEmSJCkzQ7YkSZKUmSFbkiRJyswLHyV1fdP7/33aixclSR3AnmxJkiQpM0O2JEmSlJkhW5IkScrMc7Il1ZXyuzUunby0hi2RJKl1hmxJXdLGOzYCNPatYUMkSd2SIVtSfdg4Qoijg0iS6oDnZEuSJEmZGbIlSZKkzAzZkiRJUmaGbEmSJCkzQ7YkSZKUmSFbkiRJysyQLUmSJGXmONmSOk4x1vXIsrGuN3fXRm8oI0mqV/ZkS5IkSZkZsiVJkqTMDNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKzJAtSZIkZVZVyI6I8RHxWESsjIhpLSzfJiJmFcsfjIiGsmXfKOY/FhFHlc2/OiKej4hHmm3rnRHxm4h4ovh3QNsPT5IkSep4FUN2RPQELgU+DAwHToyI4c1WOwV4MaW0B3AhcEFROxw4ARgBjAd+UmwP4GfFvOamAXellIYCdxXPJUmSpLpRzR0fxwArU0pPAkTETGACsLxsnQnA9GJ6NnBJREQxf2ZK6TXgqYhYWWzv/pTS78p7vJtt67BiegYwD/h61Uckaesp7thYml5XVYl3bZQkdUfVnC6yC7Cq7PnqYl6L66SU1gPrgIFV1ja3Y0rp2WL6T8COLa0UEadFxMKIWLhmzZoqDkOSJEnqGJ36wseUUgJSK8uuSCmNTimNHjRoUAe3TJIkSWpdNSH7GWDXsueDi3ktrhMRvYD+wNoqa5t7LiJ2Lra1M/B8FW2UJEmSOo1qQvYCYGhEDImIPpQuZJzTbJ05wORiehJwd9ELPQc4oRh9ZAgwFJhfYX/l25oM3FxFGyVJkqROo2LILs6xPh24A1gB3JBSWhYRZ0fEscVqVwEDiwsbv0wxIkhKaRlwA6WLJG8HpqSUNgBExC+B+4H3RsTqiDil2Nb5wIci4gngg8VzSZIkqW5UM7oIKaVbgVubzftu2fSrwPGt1J4LnNvC/BNbWX8tMK6adkmSJEmdUae+8FFS5zVyxkhGzhhZ62ZIktQpGbIlSZKkzAzZkiRJUmZVnZMtqXvbeNdG79goSVJ1DNlSd9OGW6NLkqQt4+kikiRJUmaGbEmSJCkzQ7YkSZKUmSFb6sYc61qSpK3DkC1JkiRlZsiWJEmSMjNkS5IkSZk5TrbUTXhDGUmSOo492VI9mt5/05vKSJKkTsWQLUmSJGVmyJYkSZIyM2RLkiRJmRmyJUmSpMwM2ZIkSVJmDuEn1bHyW6Ivnby0hi2RJEnl7MmWJEmSMjNkS7XiWNeSJHVZhmxJkiQpM8/JluqASYroAAATMElEQVTExtuig7dGlySps7MnW5IkScrMkC1JkiRl5ukiUo05DJ8kSV2PPdmSJElSZvZkS21VPvze9HW1a4ckSep07MmWJEmSMjNkS5IkSZkZsiVJkqTMDNmSJElSZl74KGXgMHySJKmcIVvqQN4aXZKk7sGQre7NYfgkSdJW4DnZkiRJUmaGbEmSJCkzQ7YkSZKUmedkS1to48WLXrgoSZJaY0+2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS4WRM0Zucnt0SZKktjJkS5IkSZk5hJ/qn7dGlyRJnYw92ZIkSVJm9mSrW/KGMpIkaWuyJ1uSJEnKzJAtSZIkZWbIliRJkjIzZKtLcaxrSZLUGRiyJUmSpMwM2ZIkSVJmhmxJkiQps6pCdkSMj4jHImJlRExrYfk2ETGrWP5gRDSULftGMf+xiDiq0jYj4mcR8VRELC4eo9p3iOqqGqbNbRrvWpIkqTOpeDOaiOgJXAp8CFgNLIiIOSml5WWrnQK8mFLaIyJOAC4APhERw4ETgBHAu4A7I2LPomZz2/xaSml2huNTvdh4a3Rviy5JkrqAanqyxwArU0pPppReB2YCE5qtMwGYUUzPBsZFRBTzZ6aUXkspPQWsLLZXzTYlSZKkulRNyN4FWFX2fHUxr8V1UkrrgXXAwM3UVtrmuRGxJCIujIhtqmijJEmS1GlUPF2kBr4B/AnoA1wBfB04u/lKEXEacBrAbrvt1pHt01ZUPsb10slLa9gSSZKktqsmZD8D7Fr2fHAxr6V1VkdEL6A/sLZCbYvzU0rPFvNei4hrgK+21KiU0hWUQjijR49OVRyHOpnyixYb+9awIZIkSZlVc7rIAmBoRAyJiD6ULmSc02ydOcDkYnoScHdKKRXzTyhGHxkCDAXmb26bEbFz8W8AE4FH2nOAkiRJUker2JOdUlofEacDdwA9gatTSssi4mxgYUppDnAVcF1ErAReoBSaKda7AVgOrAempJQ2ALS0zWKXv4iIQUAAi4HP5TtcSZIkaeur6pzslNKtwK3N5n23bPpV4PhWas8Fzq1mm8X8I6ppkyRJktRZecdHSZIkKTNDtiRJkpSZIVv5TO//9zs3SpIkdWOdcZxs1TnHupYkSd2dIVvt4ljXkiRJb+XpIpIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMCx/1d+XD701fV7t2SJIk1Tl7siVJkqTMDNmSJElSZp4uoqaxrsvHud54QxlvJiNJkrTl7MmWJEmSMjNkS5IkSZl5ukhX4wghkiRJNWdPtiRJkpSZIbsLGzljZNMFjJIkSeo4hmxJkiQpM8/J7iJaGoZPkiRJtWFPtiRJkpSZIbszmt5/01FCJEmSVFc8XaQTK79o0TsvSpIk1Q97siVJkqTMDNmSJElSZp4usrVsPKe6yrsubhwdBBwhRJIkqd7Zky1JkiRlZk/2VubFi5IkSd2PPdmSJElSZobszXG8akmSJLWBp4tk5MWLkiRJAnuyJUmSpOzsya6CFy9KkiRpS9iTLUmSJGVmyJYkSZIyM2RLkiRJmXXtc7LLh9/z9uaSJEnqIPZkS5IkSZl1m5A9csbITUYJkSRJkraWLnm6yMZTPjzdQ5IkSbXQbXqyJUmSpI5iyJYkSZIyM2RLkiRJmRmyJUmSpMwM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrMkC1JkiRlZsiWJEmSMjNkS5IkSZkZsiVJkqTMDNmSJElSZoZsSZIkKTNDtiRJkpSZIVuSJEnKzJAtSZIkZVZVyI6I8RHxWESsjIhpLSzfJiJmFcsfjIiGsmXfKOY/FhFHVdpmRAwptrGy2Gaf9h2iJEmS1LEqhuyI6AlcCnwYGA6cGBHDm612CvBiSmkP4ELggqJ2OHACMAIYD/wkInpW2OYFwIXFtl4sti1JkiTVjWp6sscAK1NKT6aUXgdmAhOarTMBmFFMzwbGRUQU82emlF5LKT0FrCy21+I2i5ojim1QbHNi2w9PkiRJ6niRUtr8ChGTgPEppVOL5ycBB6SUTi9b55FindXF8z8ABwDTgQdSSj8v5l8F3FaUvWWbZevvUczfFbgtpfQPLbTrNOC04ul7gcc2cxg7AH/e7IFa2xn27THXR20t912PtbXct8dcH7W13LfHXB+1tdy3x/xWu6eUBlXaSK827rzmUkpXAFdUs25ELEwpjW7LfrpbbS337THXR20t912PtbXct8dcH7W13LfHXB+1tdy3x9x21Zwu8gywa9nzwcW8FteJiF5Af2DtZmpbm78WeEexjdb2JUmSJHVq1YTsBcDQYtSPPpQuZJzTbJ05wORiehJwdyqdhzIHOKEYfWQIMBSY39o2i5rfFtug2ObNbT88SZIkqeNVPF0kpbQ+Ik4H7gB6AlenlJZFxNnAwpTSHOAq4LqIWAm8QCk0U6x3A7AcWA9MSSltAGhpm8Uuvw7MjIhzgIeLbbdXVaeVWFvzfXvM9VFby33XY20t9+0x10dtLfftMddHbS337TG3UcULHyVJkiRtGe/4KEmSJGVmyJYkSZIyM2RLkiRJmRmym4mIYRExLiL6NZs/voraMRGxfzE9PCK+HBEfaWM7rm1j3SHFfo+sYt0DIuLtxfS2EfG9iPh1RFwQEf2rqP9iccOgtrSzT0T8c0R8sHj+yYi4JCKmRETvKurfHRFfjYiLIuJHEfG5jcciqbYi4n/UcN8Da7VvSSrXrUJ2RHy6wvIvUhoy8AvAIxFRfvv48yrUngVcDFwWEd8HLgG2B6ZFxLcq1M5p9vg18NGNzyvUzi+b/pdiv28DzoqIaZurBa4G/lZMX0RpfPMLinnXVKgF+J/AgxFxT0R8PiIq3v2ozDXA0cAZEXEdcDzwILA/8NPNFRbv0+VA32L9bSiNu/5ARBy2BW3o1moVhLpyCIqI/hFxfkQ8GhEvRMTaiFhRzHtHO7d9W4Xlb4+I70fEdRHxyWbLflKhdqeIuCwiLo2IgRExPSKWRsQNEbFzhdp3NnsMBOZHxICIeGcVxzW+bLp/RFwVEUsi4vqI2LFC7fkRsUMxPToinqT0M+npiPhAhdqHIuLbEfGeSm1soXZ0RPw2In4eEbtGxG8iYl1ELIiIfSrU9ouIsyNiWVGzJiIeiIiTq9x3r4j4bETcXrxOSyLitqKjoWIHxWa2u9nRFCKiZ7Hf/xkRBzdb9u0KtdtFxJkR8bWI6BsRJxffbz+IZh1aVbb18S1Yd++y6d7Fez4nIs6LiO0q1J5e9vnaIyJ+FxEvRcSDETGyQu1NEfGpNh7fuyPi6og4p/i8XBkRj0TEf0ZEQxX1PSLiMxExNyJ+X3zWZ1bz/ejna8s+XxWllLrNA/hjheVLgX7FdAOwEDijeP5wFbU9ge2Al4G3F/O3BZZUqH0I+DlwGPCB4t9ni+kPVKh9uGx6ATComN4eWFqhdkV5G5otW1zF6/kwpV/UjqQ01OIa4HZK45u/rULtkuLfXsBzQM/ieVTxei0tW387YF4xvVul96lYrz9wPvAopSEn1wIrinnvaMfn67YKy98OfB+4Dvhks2U/qVC7E3AZcCkwEJhevA43ADtX0bZ3NnsMBBqBAcA7K9SOb/baXQUsAa4HdqxQez6wQzE9GngSWAk8XcVn+yHg28B72vBejKY05v7PKf0C9htgXfF/ZJ8q6vsBZwPLiro1wAPAyRXq7qA0DOlOzd67rwP/u4r97tvKYz/g2Qq1Nxav90RK9yi4Edhm42tZofZ2Sp0L04r39uvF6/YF4OYKtW8CTzV7vFH8+2QVx/xQ2fRPgXOA3YGpwK8q1C4tm/4tsH8xvSelIWY3V/sU8EPgj5Tu3zAVeFeVn6/5wIeBE4FVwKRi/jjg/gq1NwMnU7rZ2peB71C6h8QM4Lwq9v1LSj8LDiy2MbiYvgyYVaG2+c+B8p8HqyvU/pTS//kvAYuAH7X0HrZSewPwb8BPgLsodQaNBf4XcF2F2r9Q+k59uZj+C7Bh4/wt/Hz9G/AzSt+tFwLXVqhdVjY9FziumD4MuK9C7TPAbErfMTcAxwF9qvx8/Q74V0r/Hx8BvkLp/+MplO5DUqn+GkrfEYcA/07pZ9mHgDuBL/j5yvf5qvhetHcDne1B6QuipcdS4LUKtcuaPe9H6cvnR1QInWwadh9utqxSbQ9KP+B/A4wq5lX8cirW+z2loDSQZl8qzdvRQu1/Ap8upq8BRhfTewILqth382DeGzi2+E+6pkLtI0Cfou1/oQh6lHqnV1SoXcrfw8OA8uMGHqmi3W0OQtRhCCrq2xyE6GYhqFivTUEIeKwty8rW2QDcXbxWzR//XaF2cbPn3wLuo/SzodLnq/zn1x83t90War9SfD5Hlr931bxPLXy+mh9DpX2vAHoV0w+09tmrYr9jKX1B/6l4rU9rx+tV6efu75s9X1D82wN4tIrX6/G2LCv7fD3Z7OfAxuevV6hdUjbdi9I4wjdR+ktipWNeXPwbxWscZc8rdapcDFxL2S/0W/j5Kn+vFgO9t2Dfj5VNL2i2rFLtw8W/bwdOAm6l9Mv6NcCRW+vz1VLbNv7fKN6rSt+vfr624PNV8b3ItaHO8qDUKzqKUggofzQA/69C7d0UIbfZm30tsKFC7YPAdsV0j7L5/anwBVe27mBKwfeS5v+xNlPTWPYhfpKiV5PSLwiVvqD6U/qt/g9F+98otvF/gPdVse9WP/gbX4vNLJ9a7Otp4IuUfvu8klKAPqtC7RmUguaVlHqjN/6iMAj4XRXtbnMQog5DULFOm4MQ3SwEFeu0KQgB/xs4k01/YO9I6ZeiO6vY7yPA0FaWrarite7RbN7JlHrjn672eIFztuR9KtbZ+LPrR5ROV6uqk6CoXU3pF5mvFD8TomxZpS/ILxSv+RGUeu4uotRL+T0q92C95f8cpb9GjgeuqVB7P6W/4B1P6WfYxGL+B6j8y+P/BQ4ppo8F7ihbVs0vYg8U+y3/nukBfAJ4sELtE8Bubfx8veVzD5xF6WfYExVqF5dNX93aZ28z9ftR+rn7xeJYt+Tz9STwUeBjNAuYlfYNnEvpO/LdwDcp9bLuDnwauKUNn6+BwOeo0BtNqSd3T2AM8Gf+3gG2R6X/E2X17ymm96XsexFY7ucr3+er4rZzbaizPCj9KfuQVpZdX6F2MGW9m82WHVyhdptW5u9AWbCp8hiOpoo/G1bYxnbAkCrXfTvwvuKDttk//zer27OdbXwXRc8k8A5gEjCmytoRxfrD2rDfNgch6jQEFeu1KQjRzUJQsV6bghClv6xcQOmXvxcp/al4RTFvs6flFPWTgPe2smxihdofAB9sYf54Kn9JnU1xqlyz+XsAs6v5nJS9Vg8Af9qCmrOaPTae8rYTFf6cX6x3GDCL0ulrSyn1GJ5G0WO5mbqZ1baxhdr3UfqL2G3AsOJz/VLxf/mgKmrnF5+Peze+35Q6Cb5Yxb4biuN9Hni8eDxfzNvsz3xgCq10oFD5NIKfU3bqWNn8U4E3KtT+tJXP13uAe6t8zXtQCkH3UKHDrFndNc0eO5Z9vu6qov5kSp1Qf6b0V9fllK7R6l+hrmKHz2ZqxwGPFT87DqH0V88nivd5QhX1R1D6C+ATlDrgDij7jP2gys/XmuKztXG/fr7a8l7m2pAPH/XyYNMg9AKbBqEBFWrrOgQVNVsUhNh6IahXhbqahKCifm82DUJ7FvMrBqFifx9s/n619AWymfpxbanfTO2HO2q/lK5D+YdOcMxbu3avdta25zNyAKVezoHAwcBXgY9UWTuGv5+2NZzSL9C1qj2asl/aq6wdC3y32v2WvV452j2CUmdDR7xeBzTbb9XvcVHz/rbuu2wbA4vHz7ekrtk2Kn5HbM3aaj5fzep2Bta2db/NH95WXSoTEZ9OKV3T1WsjYltKf058pJ7aXevaSvVRGvlmCqVf2kZRunD65mLZQymlfStsu831EfEF4PQa1Lb3mGuy7wz7/TylX9Q7rLZY5yxK1xv0onQdzxhgHqUL2+5IKZ27BbUHUDr9qp5qqz7e9tZ3ote6I4+5pRHNjqB0OgUppWO3oDaAw+usFqo83qrkSus+fHSFB1WeC99Vauu13Z319aIdIxS1t74ea+u13Z3g9WrrSFbdqrZe213jY27XaGd1WNvm463m0Qupm4mIJa0tonRudpeqreW+67G2nfU9UkqvAKSUGotxaWdHxO5FbSXtqa/H2nptdy1fr/UppQ3A3yLiDymll4tt/XdEvGltp9l3vR7zaEqDC3wL+FpKaXFE/HdK6f9Usd/96rC2PcdbkSFb3dGOwFGUzrctF5QueOtqtbXcdz3Wtqf+uYgYlVJaDJBSeiUijqF046fN3rwiQ3091tZru2v5er0eEdullP5GKVwApRv5UBqq09rOse+6POaU0pvAhRHxn8W/z1FlVuxutVVpb1e4Dx/19qB9I9DUXW29trseXy/aMUJRe+vrsbZe213j16vNI1l1t9p6bXctj7mFmjaPdtbdalt6eOGjJEmSlFmPWjdAkiRJ6moM2ZIkSVJmhmxJkiQpM0O2JEmSlJkhW5IkScrs/wO6mlXt0Jt8EQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = new_df[1:45].plot.bar(y=['Ireland','Germany','United Kingdom'],figsize=(12,8), title='')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[master f32307f] Cleaned up\n",
" 1 file changed, 13 insertions(+), 96 deletions(-)\n",
"Counting objects: 3, done.\n",
"Delta compression using up to 2 threads.\n",
"Compressing objects: 100% (3/3), done.\n",
"Writing objects: 100% (3/3), 569 bytes | 569.00 KiB/s, done.\n",
"Total 3 (delta 2), reused 0 (delta 0)\n",
"To https://git-codecommit.eu-west-1.amazonaws.com/v1/repos/covid19\n",
" 5deed22..f32307f master -> master\n"
]
}
],
"source": [
"!git add .\n",
"!git commit -m 'Cleaned up'\n",
"!git push origin master"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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