{
"cells": [
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"from datascience import *\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plots\n",
"plots.style.use('fivethirtyeight')\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"corona = Table.read_table('covid_19_data.csv')"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
" \n",
" \n",
" SNo | ObservationDate | Province/State | Country/Region | Last Update | Confirmed | Deaths | Recovered | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | 01/22/2020 | Anhui | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 2 | 01/22/2020 | Beijing | Mainland China | 1/22/2020 17:00 | 14 | 0 | 0 | \n",
"
\n",
" \n",
" 3 | 01/22/2020 | Chongqing | Mainland China | 1/22/2020 17:00 | 6 | 0 | 0 | \n",
"
\n",
" \n",
" 4 | 01/22/2020 | Fujian | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 5 | 01/22/2020 | Gansu | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 6 | 01/22/2020 | Guangdong | Mainland China | 1/22/2020 17:00 | 26 | 0 | 0 | \n",
"
\n",
" \n",
" 7 | 01/22/2020 | Guangxi | Mainland China | 1/22/2020 17:00 | 2 | 0 | 0 | \n",
"
\n",
" \n",
" 8 | 01/22/2020 | Guizhou | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 9 | 01/22/2020 | Hainan | Mainland China | 1/22/2020 17:00 | 4 | 0 | 0 | \n",
"
\n",
" \n",
" 10 | 01/22/2020 | Hebei | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 11 | 01/22/2020 | Heilongjiang | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 12 | 01/22/2020 | Henan | Mainland China | 1/22/2020 17:00 | 5 | 0 | 0 | \n",
"
\n",
" \n",
" 13 | 01/22/2020 | Hong Kong | Hong Kong | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 14 | 01/22/2020 | Hubei | Mainland China | 1/22/2020 17:00 | 444 | 17 | 28 | \n",
"
\n",
" \n",
" 15 | 01/22/2020 | Hunan | Mainland China | 1/22/2020 17:00 | 4 | 0 | 0 | \n",
"
\n",
" \n",
" 16 | 01/22/2020 | Inner Mongolia | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 17 | 01/22/2020 | Jiangsu | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 18 | 01/22/2020 | Jiangxi | Mainland China | 1/22/2020 17:00 | 2 | 0 | 0 | \n",
"
\n",
" \n",
" 19 | 01/22/2020 | Jilin | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 20 | 01/22/2020 | Liaoning | Mainland China | 1/22/2020 17:00 | 2 | 0 | 0 | \n",
"
\n",
" \n",
" 21 | 01/22/2020 | Macau | Macau | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 22 | 01/22/2020 | Ningxia | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 23 | 01/22/2020 | Qinghai | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 24 | 01/22/2020 | Shaanxi | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 25 | 01/22/2020 | Shandong | Mainland China | 1/22/2020 17:00 | 2 | 0 | 0 | \n",
"
\n",
" \n",
" 26 | 01/22/2020 | Shanghai | Mainland China | 1/22/2020 17:00 | 9 | 0 | 0 | \n",
"
\n",
" \n",
" 27 | 01/22/2020 | Shanxi | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 28 | 01/22/2020 | Sichuan | Mainland China | 1/22/2020 17:00 | 5 | 0 | 0 | \n",
"
\n",
" \n",
" 29 | 01/22/2020 | Taiwan | Taiwan | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 30 | 01/22/2020 | Tianjin | Mainland China | 1/22/2020 17:00 | 4 | 0 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (10016 rows omitted)
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"corona.show(30)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" Country/Region | Confirmed sum | \n",
"
\n",
" \n",
" \n",
" \n",
" Mainland China | 4.01324e+06 | \n",
"
\n",
" \n",
" Italy | 1.00356e+06 | \n",
"
\n",
" \n",
" US | 737473 | \n",
"
\n",
" \n",
" Spain | 558653 | \n",
"
\n",
" \n",
" Germany | 450064 | \n",
"
\n",
" \n",
" Iran | 441464 | \n",
"
\n",
" \n",
" France | 312168 | \n",
"
\n",
" \n",
" South Korea | 237571 | \n",
"
\n",
" \n",
" Switzerland | 122610 | \n",
"
\n",
" \n",
" UK | 117792 | \n",
"
\n",
" \n",
"
\n",
"... (202 rows omitted)
"
],
"text/plain": [
"Country/Region | Confirmed sum\n",
"Mainland China | 4.01324e+06\n",
"Italy | 1.00356e+06\n",
"US | 737473\n",
"Spain | 558653\n",
"Germany | 450064\n",
"Iran | 441464\n",
"France | 312168\n",
"South Korea | 237571\n",
"Switzerland | 122610\n",
"UK | 117792\n",
"... (202 rows omitted)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all = corona.select('Country/Region', 'Confirmed').group('Country/Region', np.sum)\n",
"all.sort('Confirmed sum', descending = True)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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"... (58 rows omitted)
"
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"... (58 rows omitted)"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pivot_tbl = corona.pivot('Country/Region', \"ObservationDate\", \"Confirmed\", np.sum)\n",
"pivot_tbl"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10046"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"observation_date = corona.column('ObservationDate')\n",
"len(observation_date)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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"... (13 rows omitted)
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],
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},
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"metadata": {},
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{
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plots.figure(figsize=(10,15))\n",
"\n",
"plots.rcParams[\"figure.figsize\"] = [20,10]\n",
"pivot_tbl.plot('ObservationDate', \"Mainland China\")\n",
"plots.xticks(rotation=90);\n",
"pivot_tbl.take(np.arange(0,69,3))\n",
"\n",
"#plots.xticks(np.arange(min(x), max(x)+1, stepsize));"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pivot_tbl.take(np.arange(0,69,3)).plot('ObservationDate', 'Mainland China')\n",
"plots.xticks(rotation=90);"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"15133.0"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.max(np.diff(pivot_tbl.column('Mainland China')))"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" SNo | ObservationDate | Province/State | Country/Region | Last Update | Confirmed | Deaths | Recovered | \n",
"
\n",
" \n",
" \n",
" \n",
" 1 | 01/22/2020 | Anhui | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 2 | 01/22/2020 | Beijing | Mainland China | 1/22/2020 17:00 | 14 | 0 | 0 | \n",
"
\n",
" \n",
" 3 | 01/22/2020 | Chongqing | Mainland China | 1/22/2020 17:00 | 6 | 0 | 0 | \n",
"
\n",
" \n",
" 4 | 01/22/2020 | Fujian | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 5 | 01/22/2020 | Gansu | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 6 | 01/22/2020 | Guangdong | Mainland China | 1/22/2020 17:00 | 26 | 0 | 0 | \n",
"
\n",
" \n",
" 7 | 01/22/2020 | Guangxi | Mainland China | 1/22/2020 17:00 | 2 | 0 | 0 | \n",
"
\n",
" \n",
" 8 | 01/22/2020 | Guizhou | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
" 9 | 01/22/2020 | Hainan | Mainland China | 1/22/2020 17:00 | 4 | 0 | 0 | \n",
"
\n",
" \n",
" 10 | 01/22/2020 | Hebei | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (2096 rows omitted)
"
],
"text/plain": [
"SNo | ObservationDate | Province/State | Country/Region | Last Update | Confirmed | Deaths | Recovered\n",
"1 | 01/22/2020 | Anhui | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0\n",
"2 | 01/22/2020 | Beijing | Mainland China | 1/22/2020 17:00 | 14 | 0 | 0\n",
"3 | 01/22/2020 | Chongqing | Mainland China | 1/22/2020 17:00 | 6 | 0 | 0\n",
"4 | 01/22/2020 | Fujian | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0\n",
"5 | 01/22/2020 | Gansu | Mainland China | 1/22/2020 17:00 | 0 | 0 | 0\n",
"6 | 01/22/2020 | Guangdong | Mainland China | 1/22/2020 17:00 | 26 | 0 | 0\n",
"7 | 01/22/2020 | Guangxi | Mainland China | 1/22/2020 17:00 | 2 | 0 | 0\n",
"8 | 01/22/2020 | Guizhou | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0\n",
"9 | 01/22/2020 | Hainan | Mainland China | 1/22/2020 17:00 | 4 | 0 | 0\n",
"10 | 01/22/2020 | Hebei | Mainland China | 1/22/2020 17:00 | 1 | 0 | 0\n",
"... (2096 rows omitted)"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"china = corona.where('Country/Region', 'Mainland China')\n",
"china"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" SNo | ObservationDate | Province/State | Country/Region | Last Update | Confirmed | Deaths | Recovered | \n",
"
\n",
" \n",
" \n",
" \n",
" 6163 | 03/17/2020 | Hubei | Mainland China | 2020-03-17T11:53:10 | 67799 | 3111 | 56003 | \n",
"
\n",
" \n",
"
"
],
"text/plain": [
"SNo | ObservationDate | Province/State | Country/Region | Last Update | Confirmed | Deaths | Recovered\n",
"6163 | 03/17/2020 | Hubei | Mainland China | 2020-03-17T11:53:10 | 67799 | 3111 | 56003"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"china.where('Confirmed', np.max(np.diff(china.column('Confirmed'))))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"china = china.with_column('Increased Case', np.append(make_array(1),np.diff(china.column('Confirmed'))))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"67799.0"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.max(china.column('Increased Case'))"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | SNo sum | Province/State sum | Country/Region sum | Last Update sum | Confirmed sum | Deaths sum | Recovered sum | Increased Case sum | \n",
"
\n",
" \n",
" \n",
" \n",
" 01/22/2020 | 535 | | | | 547 | 17 | 28 | 10 | \n",
"
\n",
" \n",
" 01/23/2020 | 1713 | | | | 639 | 18 | 30 | 17 | \n",
"
\n",
" \n",
" 01/24/2020 | 3004 | | | | 916 | 26 | 36 | -27 | \n",
"
\n",
" \n",
" 01/25/2020 | 4224 | | | | 1399 | 42 | 39 | 1 | \n",
"
\n",
" \n",
" 01/26/2020 | 5548 | | | | 2062 | 56 | 49 | 0 | \n",
"
\n",
" \n",
" 01/27/2020 | 6953 | | | | 2863 | 82 | 58 | 4 | \n",
"
\n",
" \n",
" 01/28/2020 | 8478 | | | | 5494 | 131 | 101 | 1 | \n",
"
\n",
" \n",
" 01/29/2020 | 10040 | | | | 6070 | 133 | 120 | 0 | \n",
"
\n",
" \n",
" 01/30/2020 | 12064 | | | | 8124 | 171 | 135 | -5 | \n",
"
\n",
" \n",
" 01/31/2020 | 13862 | | | | 9783 | 213 | 214 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (58 rows omitted)
"
],
"text/plain": [
"ObservationDate | SNo sum | Province/State sum | Country/Region sum | Last Update sum | Confirmed sum | Deaths sum | Recovered sum | Increased Case sum\n",
"01/22/2020 | 535 | | | | 547 | 17 | 28 | 10\n",
"01/23/2020 | 1713 | | | | 639 | 18 | 30 | 17\n",
"01/24/2020 | 3004 | | | | 916 | 26 | 36 | -27\n",
"01/25/2020 | 4224 | | | | 1399 | 42 | 39 | 1\n",
"01/26/2020 | 5548 | | | | 2062 | 56 | 49 | 0\n",
"01/27/2020 | 6953 | | | | 2863 | 82 | 58 | 4\n",
"01/28/2020 | 8478 | | | | 5494 | 131 | 101 | 1\n",
"01/29/2020 | 10040 | | | | 6070 | 133 | 120 | 0\n",
"01/30/2020 | 12064 | | | | 8124 | 171 | 135 | -5\n",
"01/31/2020 | 13862 | | | | 9783 | 213 | 214 | 0\n",
"... (58 rows omitted)"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"china = china.group(\"ObservationDate\", np.sum)\n",
"china"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | SNo sum | Province/State sum | Country/Region sum | Last Update sum | Confirmed sum | Deaths sum | Recovered sum | Increased Case sum | Increased Case | \n",
"
\n",
" \n",
" \n",
" \n",
" 01/22/2020 | 535 | | | | 547 | 17 | 28 | 10 | 1 | \n",
"
\n",
" \n",
" 01/23/2020 | 1713 | | | | 639 | 18 | 30 | 17 | 92 | \n",
"
\n",
" \n",
" 01/24/2020 | 3004 | | | | 916 | 26 | 36 | -27 | 277 | \n",
"
\n",
" \n",
" 01/25/2020 | 4224 | | | | 1399 | 42 | 39 | 1 | 483 | \n",
"
\n",
" \n",
" 01/26/2020 | 5548 | | | | 2062 | 56 | 49 | 0 | 663 | \n",
"
\n",
" \n",
" 01/27/2020 | 6953 | | | | 2863 | 82 | 58 | 4 | 801 | \n",
"
\n",
" \n",
" 01/28/2020 | 8478 | | | | 5494 | 131 | 101 | 1 | 2631 | \n",
"
\n",
" \n",
" 01/29/2020 | 10040 | | | | 6070 | 133 | 120 | 0 | 576 | \n",
"
\n",
" \n",
" 01/30/2020 | 12064 | | | | 8124 | 171 | 135 | -5 | 2054 | \n",
"
\n",
" \n",
" 01/31/2020 | 13862 | | | | 9783 | 213 | 214 | 0 | 1659 | \n",
"
\n",
" \n",
"
\n",
"... (58 rows omitted)
"
],
"text/plain": [
"ObservationDate | SNo sum | Province/State sum | Country/Region sum | Last Update sum | Confirmed sum | Deaths sum | Recovered sum | Increased Case sum | Increased Case\n",
"01/22/2020 | 535 | | | | 547 | 17 | 28 | 10 | 1\n",
"01/23/2020 | 1713 | | | | 639 | 18 | 30 | 17 | 92\n",
"01/24/2020 | 3004 | | | | 916 | 26 | 36 | -27 | 277\n",
"01/25/2020 | 4224 | | | | 1399 | 42 | 39 | 1 | 483\n",
"01/26/2020 | 5548 | | | | 2062 | 56 | 49 | 0 | 663\n",
"01/27/2020 | 6953 | | | | 2863 | 82 | 58 | 4 | 801\n",
"01/28/2020 | 8478 | | | | 5494 | 131 | 101 | 1 | 2631\n",
"01/29/2020 | 10040 | | | | 6070 | 133 | 120 | 0 | 576\n",
"01/30/2020 | 12064 | | | | 8124 | 171 | 135 | -5 | 2054\n",
"01/31/2020 | 13862 | | | | 9783 | 213 | 214 | 0 | 1659\n",
"... (58 rows omitted)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"china = china.with_column('Increased Case', np.append(make_array(1),np.diff(china.column('Confirmed sum'))))\n",
"china"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"15133.0"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.max(china.column('Increased Case'))"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'02/13/2020'"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"china.where('Increased Case', 15133.0).column('ObservationDate').item(0)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"china.plot( 'ObservationDate', 'Increased Case')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"def plot_confirmed(country_name):\n",
" pivot_tbl.take(np.arange(0, 69, 3)).plot('ObservationDate', country_name)\n",
" plots.xticks(rotation=90);"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_confirmed(\"Italy\")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"def plot_increase(country_name):\n",
" country = corona.where('Country/Region', country_name)\n",
" country = country.group(\"ObservationDate\", np.sum)\n",
" country = country.with_column('Increased Case', np.append(make_array(1),np.diff(country.column('Confirmed sum'))))\n",
" country.take(np.arange(0, 60, 3)).plot('ObservationDate', 'Increased Case')\n",
" plots.xticks(rotation=90);\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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TA7FYzFwjFoshlUpZ16SlpUEmkzHXpKamwsnJCS4uLnr6ZISQvkR5moPyuLlrenjvVy2tw53Ch/+w53AAt2GDdP7cvkqvye+tt97C+fPnkZeXhytXrmDx4sWora3FggULwOFwsGTJEsTHxyM5ORlZWVmIiooCj8dDaGgoAMDNzQ3Tpk1DTEwMxGIxxGIxYmJiMHPmTKZpHBoaCi6Xi6ioKGRlZSE5ORlbt25FVFQUjfQkhDyWMqXk5zGMPchEH4NespVGeQ52FsDKsudsDtvb6PWd37179xAeHo7y8nLY2dlh/Pjx+P777yEUtjTdly1bhrq6OqxcuRISiQQ+Pj5ISkqCtbU1E2PPnj1YtWoVQkJCAABBQUGIi4tjym1sbHDkyBGsWLECU6ZMAZ/Px9KlSxEdHa3Pj0oI6UOU5/j5jhIhv+gyc5ydexdNTc06XVxaeXK7l4h6srpCr8lv7969HZZzOBysXbsWa9eubfcaPp+PXbt2dRjHy8sLJ0+efKw6EkLIoxQKBcoq2S0/tyHO6G9jxcz9k9U34tadIrgN1V03JE1u1y7a1YEQQjogqapBU5OcOeZZmsPC3AxeI9gtr2vZeTqrQ51MdVCN+zAa7NIVlPwIIaQDyiM97QbYAABGKiW/zBt5OqvDjduFkMsfjnJ3dhgAfr+eu11Qb0DJjxBCOqA80lPAJD9X1vns2wVoaGzUSR2Uuzw9aIpDl1HyI4SQDigPdrHr3w8AILDlw97Whjnf1CRHdm6BTuqgvJ4nve/rOkp+hBDSAeVpDq3dngDgpdT608WUh4bGRuTkFbLO0eT2rlM7+f32229YuHAhhg4dCltbW1y9ehUAsH79epw5c0ZnFSSEkO6k3O1p1/9h8hvp5soq08Wgl5t591gDbgS2NqwETB6PWskvLS0NM2bMQE5ODkJDQyGXP/w/hJGRUadTGAghpLdSnuYgeLTlJ2K3wG7dKUJtXb1Wn3/9JnV56oJaye/dd9/F1KlTcenSJbz//vusslGjRiEjI0MnlSOEkO5WrvzOb0A/5u/9bawxyNGWOZbLFfhDaf3NrqL1PHVDreT322+/4dVXXwWHw1FZIszW1hZlZWU6qRwhhHQnaa0M0tqHLTlTU2PYWLOnGCi/99PmOp9NTc24oTSIhlp+2qFW8jM3N0dtbW2bZcXFxejXr1+bZYQQ0pu1NdJTuQGgPNldm4Nebt+9j/qGh7u02/Tjwcl+gNbiGzK1kp+fnx8SEhLQ3NzMnGv9AXz55ZeYNGmSbmpHCCHdqLyy/ZGerTxFLqxdHvIKilEtrdPK85XX8/QcPpgW6NcStZLfP/7xD2RkZGDixImIi4sDh8PB119/jWeffRZXrlzB6tWrdV1PQgjRu45Geray5nHhMtCBdS4rRzutP5rcrjtqJT9vb2+cOHECAoEAH374IRQKBXbv3g0AOH78uM522iWEkO7U3uouynQx5UEulyM7V3mkJyU/bVF7V4cxY8YgOTkZMpkMlZWVsLGxgaWlpS7rRggh3Uplgnv/tsc3jBzhguM/pDPH2njvd+deKWuwjZWlBYTOgi7HJS00XuHFwsICTk5OqK+vx9WrV1Ffr905LYQQ0lMoL2ptO6Dt5Oc+bDCMjB6+iyssLkflg+ouPVtlCyN636dVaiW/TZs24d1332WOL1y4gFGjRmHq1Knw8fHBrVu3dFZBQgjpLsqjPdvr9uRamGO4izPrXFenPNB6nrqlVvI7ePAgXF1dmeN33nkHI0eOxL59+yAQCPCf//xHV/UjhJBu0djYxGxWCwAcDmDLb39alzanPCgUCpWWH01u1y613vkVFRVh6NChAICysjL8/PPPOHr0KJ566ik0NDRgzZo1Oq0kIYToW7mE3errb2MNExPjdq8f6eaKI6cvMsfXurC/X1FJBR5UP5xbbWFuCtdBDh3cQTSlVsvPyMgIjX/uU3XhwgVYWFjAz88PAGBnZ4fKykrd1ZAQQrpBe1sZtWfEkIEwNX2YHEvLH6CkXPJYz1Zu9Y0YOgjGxu0nXqI5tZKfh4cHDhw4gJqaGuzbtw9PPvkkTE1NAQCFhYWws7PTaSUJIUTflEd6tve+r5WZqSnchgxinXvc3d2zqMtT59RKfqtWrcI333wDoVCIH3/8EcuWLWPKvv/+e4wePVpnFSSEkO5QWt756i7KlN/7Pc58v7be99FgF+1T651fYGAg0tPT8dtvv2HUqFEYMmQIUxYQEICRI0fqrIKEENIdVLo925nm8KiWRa5/Yo6v3ciHQqHQaIpCWcUDlFc+nCZhamqMYS5Oat9P1KP2JHdXV1fWiM9WYWFh2qwPIYT0COpOcH/UMKETLMxNIatvGSMhqZKisLgcgxzVfzWUpbR/n8h1IMz+fM1EtEft5AcAEokEt27dgkwmUyl78skntVYpQgjpbqotv867PU1MjOE+bDCuZuUy5zJv5GmU/FTX86QuT11Q652fTCZDeHg4hg0bhunTp2POnDkqfx7H5s2bwefzsXLlSuacQqHAhg0b4O7uDkdHR8yePRvXr19n3SeRSBAREQGhUAihUIiIiAhIJOxRVZmZmZg1axYcHR3h4eGB2NhYKBSKx6onIcSwKBQKlR3c21rUui3K63xqOt9PeTNcWs9TN9Re4eX8+fNISEiAQqHApk2b8NFHH8HPzw9DhgzBgQMHNH7w5cuX8fnnn8PLy4t1Pj4+Hjt27EBsbCxSUlIgEAgQHByM6uqHfeDh4eHIyMhAYmIiEhMTkZGRgcjISKa8qqoKwcHBsLe3R0pKCjZu3Iht27Zh+/btGteTEGJ4JFU1aGqSM8c8S3NYcs3Vunek0ua2mX++91NH5YNqFJU8nDpmbGyEEUMGqnUv0YxayS85ORmrVq1CSEgIAMDHxwcLFy7Et99+i5EjR+LMmTMaPfTBgwd47bXXsH37dvD5fOa8QqFAQkICli9fjnnz5sHT0xMJCQmoqalBYmIiACA7OxtnzpzB1q1b4evrC19fX2zZsgWnT59GTk4OAODQoUOoq6tDQkICPD09MW/ePCxbtgw7d+6k1h8hpFPKa3qq0+XZymWgPawsLZjjmloZ8guL1br3j1vsXduHDnaEhbmZ2s8m6lMr+RUUFMDd3R3GxsYwNTVl7eq+cOFCHDlyRKOHtiY35U1w8/PzUVxcjKlTpzLnuFwuAgICkJ7esmK6WCyGlZUVJkyYwFzj5+cHHo/Husbf3x9cLpe5JjAwEEVFRcjP194uy4SQvkndrYzaYmRkBE8Ru6vydzWnPLS1mDXRDbUGvAwYMABSqRQAMHDgQFy7dg0BAQEAgPLy8jYHwLTnv//9L3Jzc7Fr1y6VsuLiln8dCQTsbTsEAgGKiooAACUlJbC1tWUNHeZwOLCzs0NJSQlzjbOzs0qM1rK2Rq0CYFqOj6ur91McikNxekac37Oymf/mAYC8sV7lvo7i9LcyY91/7tIvcBfadlqfSz//zrrPypyj9ufujd+zruN0tNesWslv/PjxyMjIwPTp0zF37lz85z//QU1NDUxMTLB9+3ZmqbPO5OTkYP369Th16hSzQkxP0pVNeXNycrSyqS/FoTgUp/vjnPs1Fzwejzn2dB/Ouq+zOFzr/jh94RpzXFwhxZAhQ1XWBn00TrW0Dg+kDcxzORxg2mR/WFly0Zne+j3rK05b1Ep+y5cvx927LXNPVqxYgdzcXLz//vtobm7GE088gQ8//FCth4nFYpSXl7OSZXNzMy5evIi9e/fi0qVLAIDS0lIMHvywuV9aWgp7e3sAgL29PcrLy1kTRxUKBcrKyljXlJaWsp7detx6DSGEtEe521PdkZ6tBjrYwqYfDw+qWlpxsvpG5N4twgil5c8ela20hZFwoL1aiY88HrXe+Y0dOxZz584FAFhbW+PLL79EYWEh8vPz8d1337ESVUdmz56Nixcv4ty5c8yfsWPHIiQkBOfOncPw4cPh4OCA1NRU5h6ZTIa0tDTmHZ+vry9qamogFouZa8RiMaRSKeuatLQ0VndsamoqnJyc4OLCXn6IEEKUKU9z0OSdH9DyKmakSLMtjq4rJT9az1O3Okx+1dXV7b7PMzc3h5mZGWsKQmf4fD48PT1ZfywtLdG/f394enqCw+FgyZIliI+PR3JyMrKyshAVFQUej4fQ0FAAgJubG6ZNm4aYmBiIxWKIxWLExMRg5syZTPM4NDQUXC4XUVFRyMrKQnJyMrZu3YqoqCjaCZkQ0qnyx1jaTJnyfL/O1vmk9Tz1q93kd+7cObi6ujJdkW25dOkSXF1dmVGW2rBs2TIsWbIEK1euxJQpU3D//n0kJSXB2tqauWbPnj0YOXIkQkJCEBISgpEjR+KTTz5hym1sbHDkyBEUFRVhypQpWLlyJZYuXYro6Git1ZMQ0jdJa2WQ1tYzx6amxrCx5nVwR9uUF7nOvl2Ahj+3hlNWJ6tH7p0i1jma3K5b7b7z+/zzz/HMM8/g6aefbvfmp59+GrNnz8aePXtYUw80ceLECdYxh8PB2rVrsXbt2nbv4fP5bY4WfZSXlxdOnjz5WHUihBiutvbxe5weI3tbPgS2NszuEI2Nzbhxu1BlEjwAZOcW4NEpyM4OA8Dvp3nCJeprt+V36dIlBAcHdxpg3rx5SEtL02qlCCGku6gsaK3h+75WHA4HXmq+9/tD+X2fiMYm6Fq7ya+kpAQDB3a+rI6zszMzv44QQnq7x13Tsy3KXZ/tJT9636d/7SY/a2trVFZWtlfMqKysZM2HIYSQ3qwrq7soU+7ivJl/D3Wyeta5hsZG3My/xzpHIz11r93k5+3tjdOnT3ca4NSpUxg1apRWK0UIId3lcfbxa88AvjWcHQYwx83NcmTnstfvvJl3j7WItsDWBrZdeCZRT7vJ7+WXX8b+/ftx/Pjxdm9OTk7G119/jYULF+qkcoQQom/Ki1rbPsY0h0cpt/6U1/m8rrR5rQe1+vSi3dGezz//PE6cOIFFixZh5syZCAoKYiaz3717FydPnsTp06cxb948PPfcc3qrMCGE6JLyaM+udHsCLe/9vjv3C3OceSOPVX5daf8+T1rMWi86XN7ss88+w4cffogdO3bg1KlTrOXEbGxssG7dOvzf//2fXipKCCG61tjYhMoHNcwxhwPY8rvW8lMeuZlXUIxqaR2seVw0NTfjhlI3KM3v048Ok5+RkRFWrlyJ5cuX49dff0VhYSGAlp0dxo4d2yMXpyaEkMdVLmG3+vrbWKssRq2pflaWcBlkj/yCllHxCkXL6E7f0W4ouF+B+oYm5lp+Px4cBf279DyiHrUWtjY1NYWvr6+u60IIId2qrQnu2jBS5MIkP6Cl69N3tBty77I3ufUYPpiWYNQTtRa2JoQQQ6A80rOr7/tatbfO560791nnabCL/lDyI4SQP7UuRdbqcVd3UeY+TAgjo4ctuoL75aiQVON2QbHKdUQ/KPkRQsifVPbx6+I0h1aWXHMMEzqxzp388TLqZA8XurbmcSF0FmjleaRzlPwIIeRPKlsZaXGyufJSZ6d/vMI6dhs2iN736RElP0II+ZPKgBctdXsCgJfSZPdHR3kC9L5P39od7Xn37t32itqk7m7uhBDSEykUCq0uaq3MbeggmJgYsZYye5QHLWatV+0mv1GjRmnUBK+oqNBKhQghpDtIqmpYiYlnaQ5LrrnW4pubmWLEkEHIyrmjUmZhbgrXQQ5aexbpXLvJb/v27Uzya2howAcffABra2vMnz8f9vb2KC4uxjfffIOamhqsXLlSbxUmhBBdUF7TU5tdnq1GjnBtM/m5DR0MY+OuTaYnmmk3+b388svM39esWYNRo0Zh3759rNbg6tWr8dJLL+GPP/7QbS0JIUTHtLmVUXu8RrgAJ1TPe9B6nnqn1oCXw4cPIywsTKUblMPh4JVXXkFiYqJOKkcIIfqij+Q33MUZ5maqbQ4a7KJ/aiU/qVSKsrKyNstKS0tRW1ur1UoRQoi+KU9z0MWeeiYmxioT2U1NjVXmABLdUyv5TZw4Ee+99x5++eUX1vmff/4Z//73vzFx4kSdVI4QQvRFZYK7Fkd6Pkp5vp/IdSBMTdVaZplokVrJLy4uDmZmZpg2bRq8vb0RGBgIb29vTJ8+Hebm5oiLi9N1PUOevPAAACAASURBVAkhRKeUpznootsTAJ708YSF+cMdcZ72G62T55COqfXPDVdXV1y+fBn79+/H5cuXUVxcDA8PD/j6+mLBggW0tREhpNdTXtRaW0ubKbMbYIN1Sxfg/OVrsDBRYJLvSJ08h3RM7ba2qakpFi9ejMWLF+uyPoQQonfSWhlq6xqYY1NTY9hY83T2PLehg+A2dBBycnJoSbNuolFH87Vr13Dx4kVUVFQgLCwMDg4OyM3NhUAggLW1ta7qSAghOtXWPn6UlPo2td751dfXY/HixZg0aRJWr16NuLg4FBUVAQD+9a9/4cMPP1TrYbt370ZAQAAGDx6MwYMHY/r06Th9+jRTrlAosGHDBri7u8PR0RGzZ8/G9evXWTEkEgkiIiIgFAohFAoREREBiUTCuiYzMxOzZs2Co6MjPDw8EBsbC4VCoVYdCSGGR7XLUzfv+0jPoVbye++993D27Fl88sknyMnJYSWS6dOn44cfflDrYc7Oznj33Xfx448/IjU1FZMmTcLLL7+Ma9euAQDi4+OxY8cOxMbGIiUlBQKBAMHBwaiurmZihIeHIyMjA4mJiUhMTERGRgYiIyOZ8qqqKgQHB8Pe3h4pKSnYuHEjtm3bhu3bt6tVR0KI4dHlmp6kZ1Kr2/Pw4cN466238Nxzz6G5uZlV5uLigjt3VJfracvs2bNZx//85z/x6aef4vLly/Dy8kJCQgKWL1+OefPmAQASEhIgEomQmJiIsLAwZGdn48yZMzh16hR8fX0BAFu2bEFQUBBycnIgEolw6NAh1NXVISEhAVwuF56enrhx4wZ27tyJ6Oho6soghKjQxwR30rOo1fKrqKjAiBEj2iyTy+VoaGhos6wjzc3NOHz4MKRSKXx9fZGfn4/i4mJMnTqVuYbL5SIgIADp6ekAALFYDCsrK0yYMIG5xs/PDzwej3WNv78/uFwuc01gYCCKioqQn5+vcT0JIX2fSrenDia4k55FrZafi4sLLl++jMmTJ6uU/fzzzxg+fLjaD8zMzMSMGTMgk8nA4/Hw1VdfwcvLi0leAgF7J2OBQMC8XywpKYGtrS2r9cbhcGBnZ4eSkhLmGmdnZ5UYrWWurq7t1i0nJ0ftz6GL+ykOxaE43RMnJzcfUqmUOa6tkXT6vN7wuQw9jkgkardMreT34osvYvPmzRAKhZg7dy6AlqTz008/YefOnVizZo1GlTl37hyqqqpw9OhRLFmyBMePH1f7fl3q6IvqTGu3a1dRHIpDcfQfp1lhDB7v4dSGcWO84WDXv9vqQ3G0G6ctaiW/ZcuW4dq1a4iMjMSbb74JAAgKCoJMJkNISAhrwElnzMzMMHToUADAmDFj8Msvv2Dnzp1YsWIFgJa1Qh/dGLe0tBT29vYAAHt7e5SXl0OhUDCtP4VCgbKyMtY1paWlrGe2HrdeQwghrRobm1D5oIY55nAAWz51e/Z1ar3zMzY2xt69e3HixAlER0dj0aJFiIyMRHJyMnbv3t2lCrS+M3RxcYGDgwNSU1OZMplMhrS0NOYdn6+vL2pqaiAWi5lrxGIxpFIp65q0tDTIZDLmmtTUVDg5OcHFhb2mHiGElEvYc/z621jDxIT21uvrNJrkHhAQgICAgMd+2DvvvIMZM2Zg4MCBqKmpQWJiIs6fP4+DBw+Cw+FgyZIl2Lx5M0QiEYYPH44PPvgAPB4PoaGhAAA3NzdMmzYNMTEx2Lp1KwAgJiYGM2fOZJrGoaGhiI2NRVRUFFasWIGbN29i69atWLVqFY30JISoUF3Qmlp9hkCt5Hfz5k08ePAAPj4+AFpaZLGxscjKykJgYCAiIiLUelhxcTEiIiJQUlKCfv36wcvLC4mJiQgMDATQ0r1aV1eHlStXQiKRwMfHB0lJSazVY/bs2YNVq1YhJCQEQEv366MLa9vY2ODIkSNYsWIFpkyZAj6fj6VLlyI6Olq9b4QQYlCUtzKiaQ6GQa3kt3LlSnh7ezPJb/369di9ezc8PT2xbt06cDgcvPbaa53GSUhI6LCcw+Fg7dq1WLt2bbvX8Pl87Nq1q8M4Xl5eOHnyZKf1IYSQ0nJa3cUQqfXO79q1a8w7Nblcjv/9739455138OOPP2LFihX4/PPPdVlHQgjRGZVuTx3t5kB6FrWSX1VVFQYMGAAAyMjIgEQiYVZhmThxIk0eJ4T0WsrdnvTOzzColfwEAgFyc3MBACkpKRgyZAgGDRoEAJBKpTA2ppFRhJDeSWVHB+r2NAhqvfMLCgrC+vXrcf36dezfvx9hYWFMWVZWVoerphBCSE+lUChoUWsDpVbye+edd1BfX4+UlBQEBQXh73//O1N28uRJ1nqchBDSW0iqatDUJGeOeZbmsOSad2ONiL6olfx4PB4++uijNsu+++47rVaIEEL0payCujwNlVrv/AghpC+irYwMl9orvFy/fh1ffPEFbt68yVo6DGiZn5ecnKz1yhFCiC5R8jNcaiW/K1euYPbs2RAKhbh16xa8vLwgkUhQUFCAgQMHYsiQIbquJyGEaJ3yPn62NM3BYKjV7bl+/XrMmTMHly5dgkKhwLZt2/D777/jm2++QXNzM7MjAyGE9CYq0xxopKfBUCv5ZWZm4vnnn2cWhpbLW0ZHTZ48GStWrMD69et1V0NCCNER5WkO1O1pONRKfo2NjbC0tISRkRH69++P+/fvM2XDhw/H9evXdVZBQgjRFeVuTxrtaTjUSn5DhgxBUVERgJZFo7/66ivI5XLI5XLs27ePNoklhPQ60loZausamGNTU2PYWFt2Y42IPqmV/J555hmcP38eAPD3v/8dZ86cweDBg+Hq6orExEQsXbpUp5UkhBBtU33f14/2/DQgao32fHSLoaeffhrfffcdjh07hrq6OkybNo1WeCGE9DrU5WnYNNrJvdWYMWMwZswYbdeFEEL0RnUHd0p+hkSj5Hft2jVcvHgRFRUVCAsLg4ODA3JzcyEQCFi7rRNCSE9HIz0Nm1rJr76+HhERETh27BgUCgU4HA6eeeYZODg44F//+heGDx+Od955R8dVJYQQ7VHp9qQJ7gZFrQEv7733Hs6ePYtPPvkEOTk5UCgUTNn06dPxww8/6KyChBCiC7SotWFTq+V3+PBhvPXWW3juuefQ3NzMKnNxccGdO3d0UjlCCNEVlXd+A6jlZ0jUavlVVFRgxIgRbZbJ5XI0NDS0WUYIIT1RY2MTJFVS5pjDAWz5lPwMiVrJz8XFBZcvX26z7Oeff8bw4cO1WilCCNGlcgm7y7O/jTVMTIy7qTakO6iV/F588UVs3boVBw8eRGNjI4CWbYx++ukn7Ny5EwsXLtRpJQkhRJtUpzlQq8/QqPXOb9myZbh27RoiIyPx5ptvAgCCgoIgk8kQEhKCyMhInVaSEEK0qVxpdRea5mB41Gr5GRsbY+/evThx4gSio6OxaNEiREZGIjk5Gbt371b7YZs3b8aUKVMwePBgDBs2DC+88AKysrJY1ygUCmzYsAHu7u5wdHTE7NmzVRbOlkgkiIiIgFAohFAoREREBCQSCeuazMxMzJo1C46OjvDw8EBsbCxrlCohxHCVltPqLoau05ZfQ0MDPv30U0yePBkBAQEICAh47IedP38er776KsaNGweFQoH3338f8+fPR3p6Ovr37w8AiI+Px44dO7Bjxw6IRCLExcUhODgYly9fZibSh4eHo6CgAImJiQCAN998E5GRkThw4AAAoKqqCsHBwQgICEBKSgpycnKwdOlSWFpa4o033njs+hNC+gYa6Uk6TX5mZmZ49913cfjw4S4/LCkpiXX8ySefQCgU4tKlSwgKCoJCoUBCQgKWL1+OefPmAQASEhIgEomQmJiIsLAwZGdn48yZMzh16hR8fX0BAFu2bEFQUBBycnIgEolw6NAh1NXVISEhAVwuF56enrhx4wZ27tyJ6OhoWryWEAOn3O1J7/wMj1rdniNGjEBeXp7WH15TUwO5XA4+nw8AyM/PR3FxMWuhbC6Xi4CAAKSnpwMAxGIxrKysMGHCBOYaPz8/8Hg81jX+/v7gcrnMNYGBgSgqKkJ+fr7WPwchpHdR2dGBuj0NjloDXtatW4c1a9ZgzJgx8PLy0trD16xZA29vb6YFV1xcDAAQCASs6wQCAbOfYElJCWxtbVmtNw6HAzs7O5SUlDDXODs7q8RoLXN1dW2zPjk5OV36PF29n+JQHIqj+zg3btxA/t17aGqWM+ceVJQhR/qgg7t0Vx+Ko7s4IpGo3TK1kl98fDykUikmTZoEoVAIR0dHVjmHw8G3336rUaXWrVuHS5cu4dSpUzA27hnzazr6ojrT2uXaVRSH4lAc3cYRODjB3IIL8z/PWVlawHukZ7fVh+LoPk5b1Ep+RkZGcHNz09pD165di6SkJBw7dozVCnNwcAAAlJaWYvDgwcz50tJSZrd4e3t7lJeXMwtsAy0jRMvKyljXlJaWsp7Zeky7zhNi2JTX9LSlwS4GSa3kd+LECa09cPXq1Thy5AiOHTumsmSai4sLHBwckJqainHjxgEAZDIZ0tLSsH79egCAr68vampqIBaLmfd+YrEYUqmUOfb19cU777wDmUwGCwsLAEBqaiqcnJzg4uKitc9CCOl9lEd60hw/w6TWgBdtWbFiBfbv34/du3eDz+ejuLgYxcXFqKmpAdDSfbpkyRLEx8cjOTkZWVlZiIqKAo/HQ2hoKADAzc0N06ZNQ0xMDMRiMcRiMWJiYjBz5kymeRwaGgoul4uoqChkZWUhOTkZW7duRVRUFI30JMTAUfIjgJotv61bt6KwsBCbNm1SKVu1ahUGDRrErPzSkT179gAAM42h1erVq7F27VoALavJ1NXVYeXKlZBIJPDx8UFSUhJrs9w9e/Zg1apVCAkJAdCy2kxcXBxTbmNjgyNHjmDFihWYMmUK+Hw+li5diujoaHU+LiGkD1Pex8+WpjkYJLWS3759+9pNHN7e3ti+fbtayU95FZa2cDgcrF27lkmGbeHz+di1a1eHcby8vHDy5MlOn0cIMSwq0xz6U8vPEKnV7VlQUIChQ4e2Webq6oq7d+9qtVKEEKIrZZXU7UnUTH5cLpeZZ6fs3r17MDMz02qlCCFEV5S7PWmCu2FSK/n5+/vjo48+Qn19Pet8fX09tm/fDn9/f51UjhBCtKlO1oDauoebb5uaGsPG2rIba0S6i1rv/NasWYOZM2fCx8cHL7zwApycnFBUVIQDBw6gsrISO3fu1HU9CSGkyyqraljHdv370QhwA6VW8vP29saxY8fw1ltvYevWrZDL5TAyMoKfnx++/PJLeHt767qehBDSZZUPpKxj6vI0XGolPwDw8fHByZMnUVdXB4lEAj6fz1o4mhBCerqKB8otP0p+hkrt5NeKy+VS0iOE9ErK3Z400tNwqZ388vLycOTIERQUFEAmk7HKOBwOtm/frvXKEUKINql0e9IEd4OlVvI7fvw4wsLCIJfLIRAIVKY20AtjQkhvoDLghVp+Bkut5Pf+++9j4sSJ2L17N+zs7HRdJ0II0YmWlt/DGV52tKODwVJrnl9eXh7eeOMNSnyEkF6rsbEJVTV1zDGHA9jyKfkZKrWSn0gkQkVFha7rQgghOlMuYa/p2d/GGiYmPWMjbaJ/aiW/9evXY/PmzcjLy9NxdQghRDdoKyPyKLXe+W3cuBEVFRXw9fXFsGHDwOfzWeUcDgfffvutTipICCHaoLKmJ430NGhqJT8jIyMMHz5c13UhhBCdKatQ2sqIWn4GTa3kd+LECV3XgxBCdEq525NGeho2td75EUJIb1eusoktJT9D1m7LT9PBLa6url2sCiGE6I7KDu7U7WnQ2k1+Y8eO1WjlFpoKQQjRtgtXMnHmwq8wUjTh1QUD4Oxg+1hxFAoF7eBOWNpNfjt27NBnPQghhOVKxg189PlRAIBUKkVW7i5MDRiDkGcmYgDfWqNYkqoaNDXJmWMrSwtwLcy1Wl/Su7Sb/F566SV91oMQQhjFZZXY+dUx1jm5XIEz53/FT+m/I+jpJzB3uh+sLNXbYUZ5sIstDXYxeDTghRDSozQ0NmLzniRIa+vbKW/C0e/T8OY7O3H0u4uob2jsNKbyNAfq8iSU/AghPcrnid8jr6CYdc6KZ6FynbS2HvuTz2LZuwk4c/4XNDU1txuTVnchyjTezJYQQnTlx0sZ+OHCVda5CWPcEDTRC4VltUg8eR6VSruxVz6owe7/ncLxlHS88OzT8BvrrjJYT3l1F1ua5mDwqOVHCOkR8gtLsOfAKdY5J/v+eP3lZ2FibIxpE8ch/u0leGnu0+BZqg5WKSqpxNa9R7Bu02fI+OM2q0xlmkN/avkZOr0nvwsXLuDFF1+Eh4cH+Hw+9u3bxypXKBTYsGED3N3d4ejoiNmzZ+P69eusayQSCSIiIiAUCiEUChEREQGJRMK6JjMzE7NmzYKjoyM8PDwQGxsLhUKh889HCNGctFaGLZ8eRkNjE3POzNQEMa+GwJL7MNGZm5li3owAxL8dhbnT/WBmqtp5lXvnPv6z/Wv8e9t+3Mq/BwA0zYGo0Hvyk0ql8PT0xMaNG8Hlqo7Uio+Px44dOxAbG4uUlBQIBAIEBwejurqauSY8PBwZGRlITExEYmIiMjIyEBkZyZRXVVUhODgY9vb2SElJwcaNG7Ft2zZs375dL5+REKI+hUKBT/afQFFJJet8+AvPwGWgfZv3WPO4eHneVGz91+sIfHIMjIxU5yT/np2HdZs+x5ZPk1BSxv7HMU1wJ3p/5zdjxgzMmDEDABAVFcUqUygUSEhIwPLlyzFv3jwAQEJCAkQiERITExEWFobs7GycOXMGp06dgq+vLwBgy5YtCAoKQk5ODkQiEQ4dOoS6ujokJCSAy+XC09MTN27cwM6dOxEdHa3R5H1CiG59e/Yy0q9ms85NDRiNyX6jOr3Xtn8/RCyYhWenTsCB4z/i0q9/qFyjfM7U1Bg21pZdqzTp9XrUO7/8/HwUFxdj6tSpzDkul4uAgACkp6cDAMRiMaysrDBhwgTmGj8/P/B4PNY1/v7+rJZlYGAgioqKkJ+fr6dPQwjpTHZuAfZ9k8I65zrIAWHPzdAojrODLWJe/QveX/k3jBzh0uG1dv370T+ASc8a7Vlc3DK8WSAQsM4LBAIUFRUBAEpKSmBra8v68XI4HNjZ2aGkpIS5xtnZWSVGa1l765Dm5OR0qf5dvZ/iUBxDilMjrcMHe5NRVV3HnONamGL+1LHIb2NtYXXr82KQL7LdB+HE2Z9xt6hcpdwIzVr5bL3lezbkOCKRqN2yHpX8ultHX1RnWrtcu4riUBxDiCOXy/H+jv+hSW4EHo/HnF8ZEYrxo0Z0uT4ikQizp0/CpV//wIHjZ5n3iVKpFNOe8u3yZ+st3zPFaV+PSn4ODg4AgNLSUgwePJg5X1paCnv7lhff9vb2KC8vh0KhYFp/CoUCZWVlrGtKS0tZsVuPW68hhHSfQ9+ew+/Zeaxzc6f7tZn4HheHw4H/OA88MWoEzl3+HRnXb8PUqBnTJo7V2jNI79Wj3vm5uLjAwcEBqampzDmZTIa0tDTmHZ+vry9qamogFouZa8RiMaRSKeuatLQ0yGQy5prU1FQ4OTnBxaXj9wGEEN26mnULSacusM55ioR48dnJOnmeiYkxpviPwbJXgjH9ydEwMzXVyXNI76L35FdTU4OMjAxkZGRALpejoKAAGRkZuHv3LjgcDpYsWYL4+HgkJycjKysLUVFR4PF4CA0NBQC4ublh2rRpiImJgVgshlgsRkxMDGbOnMk0j0NDQ8HlchEVFYWsrCwkJydj69atiIqKohfdhHSj0nIJtv83mXWO34+HZWHzYWxs3E21IoZI792ev/76K+bMmcMcb9iwARs2bMCCBQuQkJCAZcuWoa6uDitXroREIoGPjw+SkpJgbf1wC5M9e/Zg1apVCAkJAQAEBQUhLi6OKbexscGRI0ewYsUKTJkyBXw+H0uXLkV0dLT+PighhKWxsQlb9h5BtfThABcjIw6Whc0Hv59VN9aMGCK9J7+nnnpKZTWWR3E4HKxduxZr165t9xo+n49du3Z1+BwvLy+cPHnysetJCNGuL5LO4FZ+Eevci3OehqeIXkUQ/etR7/wIIX3T+SuZ+O7cL6xz40eJMHeaXzfViBg6Sn6EEJ0quF+GXftPsM7Z29ogauEcegdPuk2PmupACOlb6hsakbD7MOobHi5YbWpqjL+/FgKepeoefYToC7X8CCE6oVAocPDbiygsZq+y8spzM+E6yLGbakVIC0p+hBCd+O7cz/gli72v3uQJ3pjiP7qbakTIQ9TtSQjRWHNzM+obmlDf0ID6hkb23+sbIamqwRdJZ1j3CAcK8OoLz9B7PtIjUPIjhDBu5d/Dj+m/I+dWHqz6XUF9fSPqGxrR0NgIWX0jk+CamuQaxeVamCHmlb/A3IxWVyE9AyU/Qgiam5tx+NR5JJ26AIWiZQHoRxec7qolC5+Fs4Ot1uIR0lWU/AgxcCXlEmz7/Chu3C7USfxnAydgwhh3ncQm5HFR8iPEgJ2/kolPD5xEbV2DRvdxOIC5mSnzx8LcDGZmJrAwM4OZmSnMzUxgYW4OK3Pg5flTOw9IiJ5R8iPEANXW1WPvodM4J76mUmbTj4c5T4/GSE93mJmawMLc7GGiMzeDuZkJTE1M1Bq4kpOTQwNcSI9EyY8QA3Mz7x4++vwbFJeprrE7buRwvP7ybJTcvweRaFg31I4Q/aDkR4iBkMvlSD5zCQdP/ITmZvZoTVNTYyycH4iZk3zA4XBQcr+bKkmInlDyI8QAlFdWYfsXycjKuaNSNtjJDm/8bT5cBtp3Q80I6R6U/Ajp49Kv/oFd+79FTa1MpWzmJB8sDJ5Ku5sTg0PJj5A+SlbfgC+SzuCHC1dVyqx5XCxZ+Cx8vEXdUDNCuh8lP0L6oLyC+4j/7BvcK65QKfN2d8XSv85BfxvrbqgZIT0DJT9C+hCFQoHjKen4OjlVZQkyExMjvDjnaTw7dQJNPyAGj5IfIX2EpKoGn/zvexSUPFApc3YYgDf/Nh9DBtNWQoQAlPwI6dWampqRe7cImTfycfLsZdy7X6qyJufUgNFYHDIdFuZm3VRLQnoeSn6E9CLNzc24fbcYmTfykHXzDv64dRey+sY2r+VZmiNiwSz4jfXQcy0J6fko+RHSg8nlcuQVFCMzJx+ZN/Lxx627qJN1vg6np0iI6EVzYdu/nx5qSUjvQ8mPkB5EoVAgv7AYmTl3kHkjD3/cugtpbb3a9xsbcfDinMmYN90fRkZGOqwpIb0bJT9CulFtXT1Kyivx0+UsHE39Dddv3mlzMnpHbPrxMFLkAk+REDZcIzzhM0ZHtSWk7+jTyW/Pnj346KOPUFxcDHd3d2zYsAEBAQHdXS1iIOobGlFeWYWyyipUSKpQXlmNckkVyiv//COpYrYS0mTzWBtrS3iKhPAUucBT5IKBDrbM1IWcnBydfR5C+pI+m/ySkpKwZs0afPjhh/Dz88OePXvw3HPP4dKlSxg8eHB3V4/0Qs3NzWhobEJDYxMaG5tQ39CInLwiFFXKHklo1SirfICKymqNW3DtseZxH0l2Qgx2EtA8PUK6qM8mvx07duCll17C4sWLAQCbNm3CDz/8gL179+Ltt9/W6rNq6+px6FQa7H++qfIfpdbj1tMq5WCXF5eUwCEjr8t1ojgdK7xXBH56Nhpbk1nTI0mtsfHh+T//t6GxCXK5QiWOJi02dfEszeExXAgvkQu8RrhC6EzJjhBt65PJr6GhAVevXsUbb7zBOj916lSkp6dr/3mNTbj4SzZ4vIIux2r5j2k+xdFLHO0mrcdhYmIEW34/cJ374ym/cRg5wgVCZ3sarEKIjnEkEonqP2d7uaKiInh4eODEiRN48sknmfOxsbE4dOgQrly50uZ9j/u+pKqmFm9/dPCx7iV9l7ERBzbWluD344FvzYNNP0vwrXnob9NyzO/Hg5WlBbXqCNERkaj9hdv7ZMvvcXX0RXVEUlUDAFppSWirRUJxtB+HwwHMzUxhamICMzMTmJqYoKlRBtFQFwzg94Nt/36w698PA2ysYTegH2yseWq34HJych7790dxKA7F0VyfTH62trYwNjZGaWkp63xpaSns7bW/YSfXwhyhM/3gPNAZQMtcrZb/Beu4FVOuFEehUKDoXhGcnJ26XCeK07GS4mK4ughhamoCsz//sP5u8uffW5OdqQmMjY1UWmm6/H9OQoju9MnkZ2ZmhjFjxiA1NRXz589nzqempmLu3Llaf565mSme9HHvUf/SoTj6iUMI6Z36ZPIDgKVLlyIyMhI+Pj6YMGEC9u7di/v37yMsLKy7q0YIIaSb9dnk95e//AUVFRXYtGkTiouL4eHhgYMHD0IoFHZ31QghhHSzPpv8ACA8PBzh4eHdXQ1CCCE9DE0mIoQQYnAo+RFCCDE4lPwIIYQYnD65wgshhBDSEWr5EUIIMTiU/AghhBgcSn6EEEIMDiU/QgghBoeSHyGEEINDyY8QQojB6dPLm+nanTt3UFJSAgCwt7d/7HVDm5ubUV5eDuDhdkx9IY62vh+K076amhpcvXqVFWfMmDGwsrLSOFZf/f30tPpQHP3E6Qwlv8ewY8cO7Ny5E0VFRczefBwOB05OTli6dCmioqLUinPs2DFs374dv/76K5qamgAAJiYmGDt2LN544w08++yzvTKOtr4fitO+pqYm/OMf/8AXX3wBmUzG/Ae9ubkZFhYWWLx4Md577z2Ympp2Gquv/n56Wn0ojn7iqIuSn4bi4uKwbds2LFu2DIGBgRAIBABaNspNSUnBxo0bIZVKsXLlyg7jfPbZZ1i1ahUWLFiAqKgolTivvvoq4uLisHjx4l4VR1vfD8XpOM4//vEPJCcnIz4+HoGBgbC1tQUAlJeXIyUlBW+//TY4HA42bNjQYZy++vvpafWhOPqJowla4UVDXl5e2LBh4qD5TgAAIABJREFUQ7ub4iYnJ2P16tW4fv16h3HGjh2LmJgYLFq0qM3yL774Aps3b8bVq1d7VRxtfT8Up+M4w4YNw969ezF58uQ2y8+ePYtXX30Vt27d6jBOX/399LT6UBz9xNEEDXjRUEVFBdzc3NotF4lEkEgkncYpKiqCv79/u+V+fn64f/9+r4ujre+H4nRMJpNhwIAB7ZYPGDAAMpms0zh99ffT0+pDcfQTRxOU/DQ0btw4xMXFoaGhQaWsoaEBH374IcaNG9dpHHd3d3z66aftln/22Wdwd3fvdXG09f1QnI5NnDgR69atQ1FRkUpZUVER/vnPf+Kpp57qNE5f/f30tPpQHP3E0QR1e2ooKysLwcHBqKurg7+/P+zt7QEAJSUlSEtLg6WlJY4cOQIPD48O45w/fx4vvPACnJycMGXKFFacs2fPoqioCAcPHkRAQECviqOt74fidBynoKAAzz//PLKzs+Hm5sZ6R5KdnQ13d3ccPHgQAwcO7DBOX/399LT6UBz9xNEEJb/HUF1djYMHD+Ly5cusIbm+vr4IDQ1Fv3791IqTn5+PvXv3thknLCwMLi4uvTKOtr4fitMxuVyOH374oc04U6dOhZGReh07ffX309PqQ3H0E0ddlPwIIYQYHHrnR0gfJJfLcffu3e6uBiE9FiU/DSkUCmzZsgVTpkxBcHAwjh8/ziovKSnpcBTeow4fPozFixdj2bJlKkOuy8vLMXr06F4XR1vfD8XpmEwmQ0xMDIYNGwYfHx8kJCSwysvKygz699PT6kNx9BNHE5T8NLRt2zZs3rwZkyZNwpAhQxAeHo733nuPdU3r6gQd+eqrrxAZGQkjIyMUFhZixowZ+Pzzz5ny5uZmtf7l3tPiaOv7oTgdi4uLw+nTp7Fu3TosXLgQH3zwASIiIiCXyzWK01d/Pz2tPhRHP3E0QSu8aOjLL7/ERx99hODgYADAokWL8OKLL6K+vh7//ve/AbQsydOZhIQExMXF4ZVXXgEAnDp1ChEREaivr0dkZKTa9elpcbT1/VCcjiUlJSE+Ph7Tp08HAISEhOC5555DeHg49uzZo3acvvr76Wn1oTj6iaMJSn4aKigoYM03GTNmDI4dO4Y5c+agubkZMTExasW5ffs2AgMDmeNnnnkGBw8exPPPPw+5XI6QkJBeGUdb3w/F6VhxcTFGjBjBHAuFQhw7dgxz587FK6+8gv/85z9qxemrv5+eVh+Ko584mqDkpyFbW1sUFBSwhkmLRCIkJydjzpw5KC0tVStOv379UFxczIrj5+eHAwcO4Pnnn1dr9YmeGEdb3w/F6ZiDgwNu377NimNvb4+jR49izpw5eP3119WK01d/Pz2tPhRHP3E0Qe/8NOTn54djx46pnB8xYgSOHj2KH3/8Ua0448aNw/fff69y3t/fH//73/+YrqveFkdb3w/F6dhTTz2FQ4cOqZx3cHBAcnIy7t27p1acvvr76Wn1oTj6iaMJ4zVr1ryj9ah92NChQyGXyzFq1CiVMjs7O0yfPh12dnaYOHFih3EcHBxQUlLS5vqDQqEQvr6+AIDZs2f3qjja+n4oTsdxRo4cCQcHBwwdOlSlzMrKCvPmzYOHhwe8vb07jNNXfz89rT4URz9xNEGT3AkhhBgceuf3GBQKBc6ePYv09HTWMjx+fn6YPHmyRqOSbt26pRJnwoQJGDZsmEZ16klxtPX9UJyOSaVSJCYmthknJCQEPB5PrThA3/z99LT6UBz9xFEXtfw0dO/ePbzwwgvIzMxsc0Fhb29vfP3113B2du4wzoMHD/D666/j1KlT4PF4sLOzA9AyObm2thbPPPMMPv74407Xs+tpcbT1/VCcjuP88ccfCA4ORk1NDQICAlhx0tLSYGVlhaSkpE53Luirv5+eVh+Ko584mqDkp6EFCxaguroan3zyicqK+YWFhXj99ddhbW2N/fv3dxgnMjISGRkZ2LJlC/z8/Fhl6enpiImJwahRo/Dxxx/3qjja+n4oTsdxnn32WQgEAiQkJMDCwoJVJpPJEBUVhZKSEpWVMpT11d9PT6sPxdFPHE1Q8tPQwIEDcfLkyTZfzALAb7/9hlmzZqGwsLDDOEKhEElJSRg/fnyb5WKxGKGhobhz506viqOt74fidBzHyckJqamp7bbssrKyEBgY2OZ+f4/qq7+fnlYfiqOfOJqgqQ4asrCwQGVlZbvlEolE5V/i7emoD1uT/u2eFEdb3w/F6Rifz8fNmzfbLb916xb4fH6ncYC++fvpafWhOPqJowma6qChgoICbNmyBY6OjnB0dASXywUAVFRU4Ntvv8XKlSsxf/58Ztmp9ly/fh3//e9/MWrUKJVm/uXLl7F8+XI8+eSTmDNnTq+Ko63vh+J0HKe6uhrvvvsuAIDL5aK5uRnV1dXIzc3F119/jX/961947bXXOh0a3ld/Pz2tPhRHP3E0Qd2eGmpoaMCaNWvw1VdfoampCcbGxgBaFso1MTHBX//6V2zcuBGmpqYdxpFIJAgP///2zjyu5nx//E9pQVeKaDuVGUWDUUpauJVBWsyEicIMV8sY15gZ5o5mvhdDsoTwYCxjncUMZZnrUhmEsQ0ytroTZuxLRAtTUlp+f/To83Om5XwOR071fj4e54/P0vO8P5/P+/T6vPcIUlJSaNmyJW3atAEqZpvPz8+nb9++rFmzhlatWtUrj6buj/DU7gFYvHgxK1eu5O7du1JJpry8HDMzM8aNG8dHH32k0tFQ84+2pUd46u53IRcR/J6Rhw8fcubMGaUuuU5OTmqvNnzx4kVOnDhRZeXip+dtrI8eTd0f4VHN1atXlTzt27dX29FQ84+2pUd46sYjBxH8BAKBQNDoEB1enoGysjIyMjKq7Un3+PFjNm7cKNuVn5+vtAZbJU+ePOHIkSP10qOp+yM8tZOXl8dPP/3E8ePHq6x1VlBQQGxsrCwPNMz8o23pEZ668chFBD81uXnzJr169cLT05MuXbowcuRI8vLypOMPHz5k/PjxKj25ubm8/fbb2NraolAo+PzzzykuLlY6rqoxXhs9mro/wlM7GRkZuLm5MWLECPz8/OjTp49St325wa+h5h9tS4/w1I1HHUTwU5MZM2ZgbGzMsWPH+Omnn7h//z4BAQHcv39fLU9MTAy3b99m06ZNLF26lN27dxMcHMyjR4+kc+SsXKxtHk3dH+FR7XF1deX69etkZGTQvn17/Pz8uHTpklqehpp/tC09wlM3HnUQbX5q4uDgwMaNG+nevTtQUX0SGRlJRkYGO3fupLy8HAcHB3Jycmr1dO3alVWrVuHp6QlUVGENHz4cHR0dNm/eTH5+fr30aOr+CE/tHjs7O3bs2MFrr70m7fu///s/fvzxR3bs2IGRkVGjzj/alh7hqRuPOoiSn5r8+eefSj2P9PT0WLt2LQ4ODgQGBspeJDM7O1tpnjpjY2O2bNkirTJdUFBQLz2auj/CUzvFxcVVBmrPnj2bQYMGMXDgQC5cuCDL01Dzj7alR3jqxqMOIvipSfv27UlPT1fa17RpU9atW0enTp0YPny4LI+1tXWVf1CGhoZs2bIFgJEjR9ZLj6buj/DUjp2dHadPn66yf86cOQQFBTX6/KNt6RGeuvGogwh+atKvXz+++eabKvubNm3K+vXrcXR0lOXx9vbm+++/r7Lf0NCQzZs3y16ORts8mro/wlM7AwcOZOvWrdUei42NZdiwYbLatBpq/tG29AhP3XjUQbT5qUlpaSkFBQU1DrosLS3l1q1b2NjY1OrJy8sjMzNTqc3mafLz8zlz5ozK6am0zaOp+yM8tXs0RUPNP9qWHuHRvt+FmNtTTUaNGkWTJk2wsrKS5p97Gh0dHZVTJgFER0djY2ODlZVVtZPs6uvry3rQ2ubR1P0Rntrx8vLi3r17GBkZYWZmpvL8mmio+Ufb0iM8deNRBxH81OT69eskJCQwZcoUDhw4wIMHD2jbtq3sGfQrSUxMJC4ujsWLF3P+/Hmgop1C3bnrtM2jqfsjPLVjZGTE8ePHiYmJYf369Vy7dg19fX2sra3VWomhoeYfbUuP8NSNRx1EteczkpWVRXJyMklJSfz888+8+uqrBAYGEhgYiJOTk2zPr7/+SlJSEklJSVy7dg0vLy8CAwPx9/eXVp+ujx5N3R/hqZ2SkhIOHjxIcnIyycnJFBQU4OvrS0BAAP369ZPdttVQ84+2pUd46sYjBxH8NEBBQQF79+4lKSmJ3bt3Y2hoiL+/P2FhYTW2OVTH5cuXSUxMJCkpiV9//RVnZ2cCAwN5++23lbpt1zePpu6P8Kjm9OnT0j/7y5cv4+XlxcSJE6usZl4bDTX/aFt6hKduPDUhgp+GKS0t5fDhwyQnJ9O5c2dGjRr1TJ779+9Lb/MeHh5MmDDhpXqys7NJSkp6bo+m7o/wqObq1askJSVhZWVFUFDQMzk09dy1Lf9oW3qEp248TyOCXwMlJyeH1q1bv+xkaC2ZmZmUlZVVWej0ZXHgwAF69uxJixYtXnZSNMqlS5ewtbVFV1f3paWhtLSU7OxsANq0aSOtFfeyuX//Pjdv3sTa2lpab1AdKq9LR0dHrSrc+sSL/J2KcX4a5sKFC7LHpOzdu5eZM2eyb98+AA4ePMigQYPw9/evdsxLdWzfvp0zZ84AFe0/06ZNQ6FQYGdnh0KhYPr06ZSUlMhypaWlMXbsWBwdHTE3N8fS0hJPT09iYmJ4+PChLAfAsWPHmDp1KnFxcdy8eVPpWF5enqwJhf/44w+lcWrHjh1jxIgRuLu7ExQURGJioqy0ZGVlMWjQIKytrQkPD6eoqIj333+fzp078/rrr/PGG29UO4u8uqjz3Ktj6NCh3LhxQ/b5CoWCCRMmcPLkyWf+TjlcuXJF1vOqCXd3d7XmG/X09GT+/Pncvn37mb+zkh07djBgwAAsLCxwcHDAwcEBCwsLBgwYwM6dO2V71q1bR2RkpPSbTEhIwNnZma5duzJz5kxZjlWrVkmrSBQUFPCPf/yDjh070qdPH+zt7QkLC5M968xPP/2Ev78/lpaWODg40LFjR2xsbHjvvffUykON8Xf6NCL4aZji4mJZGXDjxo2Ehoayd+9eRo0axYYNG3jnnXewsbGhQ4cOfPrpp/z4448qPdHR0RQVFQGwYMEC4uPjmTVrFomJicyePZvNmzezYMEClZ6UlBR8fX0pLCzEzc0NHR0dRo4cia+vL9u2bcPb25u7d++q9CQnJxMYGMjRo0dJSEjA09OT3bt3S8eLi4tlLSXTs2dPaVLbQ4cOERAQQElJCYMHD+Zvf/sb7777LikpKSo9U6ZMITc3l7lz55KXl8eIESNIS0sjOTmZXbt2ATB9+nSVHlXIfe6enp7VfkpKShg5cqS0rYqCggIOHz5M//798fT0ZNWqVUqz4GuK/Px8Wc8rNDS02k9paSmffPKJtK2KjIwMli5diqOjI6GhoezatavaJYlUsX79esLCwujUqROrV69m586d7Ny5k9WrV+Pg4EB4eLisF8ylS5cydepUHj9+zJw5c5g/fz5RUVGMGDGCd999l9WrV7N+/XpZnsou/NHR0aSnp7N161bS09P58ccfOX/+PDNmzFDp2bRpExEREbi4uDBhwgTatm3LRx99xPTp07l16xY+Pj6yXjYa6+/0aUS1p5qoWlYjNzeXXbt2qZyA9e9//zsjR47k/fff5+effyY0NJQpU6ZI/qVLl5KYmCg9+JowMzPj5MmTWFtb4+7uzr///W+lN7aUlBQ++eQTqXRYW3rGjBlDWFgYAPv37ycqKooTJ07w5MkTgoODsbKyYvny5bV6+vXrR//+/YmKigJg9erVTJ8+nZUrV/Lmm2+SlZUla4JaExMTLl68SNu2bQkKCsLe3l4piM+YMYPjx4+TlJRUq6dTp0788MMPuLi4kJ2djZ2dHdu2baNPnz5AxZvqmDFjyMjIqNWjqeduamqKj48PPXr0kPaVl5czf/58wsLCpOqrzz77rFZP69atuXDhApcuXeKbb75h+/btlJeX89ZbbzF69GhZARRQuexRVlYW69evl/W8PD09sbW1Vdq/adMm/P39pTFaqvKPiYkJ586d45dffuHbb7/lyJEjWFhYMHLkSN55550q/pro3r07EydOrLFt6Ntvv2XhwoUqfxc9e/bk008/ZejQoZw9e5a+ffuycOFCyfvtt9+ybt06Dhw4UKvn6d+pi4sLCxYskPIgVOTD8PBw/ve//6lMz2effcaQIUOAig5O77zzDunp6TRp0oSwsDCKi4vZsGFDrZ6G+jtVh5dXEV9P2bRpE66urjUOuPzzzz9leS5fvoyfnx9QMRVTSUkJ3t7e0vEBAwawaNEilZ7WrVuTmZmJtbU1ubm5VQbu2trakpWVpdLz+++/07dvX2nbx8eHK1eucOfOHczNzYmKipLVyHzhwgXWrFkjbUdGRtKuXTvGjh1LWVkZHh4eKh3VOadOnaq0LyQkRNab+59//knbtm2BivYeXV1dpUHh5ubmsqp0NfXcd+zYwbhx46R/qpVj8uLi4oiIiMDBwUGWp7Kqyd3dHXd3d2JjY4mPj+fbb78lMDAQOzs7Ro0apbIjx9y5c2nfvn21A4uhYhFROaxevZovvviCd999V6mEl5CQwNSpU2VfF0CzZs0YNmwYw4YN448//uCbb77h66+/ZuHChXh7ezN69GiVHXgyMzNrzWvu7u6yJku+ceMGbm5uADg6OtK0aVNcXV2l4717966SN6vD3Nycy5cvY21tzePHj6vkI2NjY1kl9xs3buDi4iJtd+/enbt373Lnzh0sLCwYP368FBhro6H+TtVBVHuqSYcOHRg9ejTx8fHVfubOnSvLo6urq9QWZ2BgwN/+9jdpW19fX9Y/njfffJMFCxZQUlJCQEAAa9asUaqDX7VqFd26dVPpsbCw4Pfff5e2L126RFlZmdRpxtLSUlabhIGBAbm5uUr7goKCWLFiBePGjZNVlVtJXl4eubm5GBgYVBmcLPf+dOjQQXrr3LVrF82bN5faWAH27dsnqzShqefu4eHBgQMHSEtLIyAgQK02mqf560B2IyMjIiMjOXToEHv37sXd3Z158+ap9Nja2jJlyhSOHj1a7efrr7+WlZ7g4GASExNZs2YNERERsl8GVGFnZ8fMmTP57bffWLNmDaWlpVLtRG04ODiwdu3aGo+vX79eVkBu3rw5hYWF0rapqWmVsZOlpaUqPcOGDWPmzJnk5uYSGhpKbGws+fn5ADx69IjY2FhZw1FsbGw4deqUtH369Gl0dHRo164dUFESk9PG31B/p+ogSn5q4ujoyNmzZ2ucZbxJkyayJhR+9dVXuXjxInZ2dgD89ttvtGzZUjp+7do1WWOPpk6dyqBBg3B1dcXNzY3//Oc/HDhwADs7Oy5fvkxubq6sjBwaGsqECROYOHEiBgYGrFixAn9/f/T19YGKzjByMl+3bt04ePCgtC5XJUFBQZSVlfHee++pdFRS+cZdXl7O6dOnlTqUZGRkyLo/H374Ie+//z7Lly/n7t27rFmzhqioKI4fP07Tpk1JSkpi1qxZKj2aeu5Q8Zb/3XffsWbNGvr168fMmTPVmpUFal+I1cXFBRcXF+bMmaPSU3ldb7/9drXH1bmu9u3bs2vXLqKjo+nduzcrVqxQ+7pqQk9Pj8GDBzN48GCuXr2q8vyYmBhCQkLYu3cvffr0kYJDVlYWBw4cIDMzk4SEBJUee3t7fvvtNzp16gRQpVry999/x9raWqVn8uTJZGRk4OTkhLOzM7/88gsdO3bEwsKCO3fuYGJiwvbt21V6IiIi+PDDDzl58iTNmjVjw4YNhISESD1YU1NT6dChg0pPQ/2dqoMIfmoSExMjdTCpjtdff73KG1V1fPzxx0rB7q8Tup48eZK33npLpadly5b89NNPbNiwgaSkJGxsbCgrK6O4uJjg4GDCwsJkdRP+5JNPePToEYsWLaKoqIi+ffsqlWYsLS2Ji4tT6RkzZkyNDeWDBw+mrKxMVgeBHTt2KG2bm5srbV+/fl1WNezQoUOxtrYmNTUVd3d3XF1dsbe3Z9GiRRQWFrJ48WJGjBih0qOp5/40EREReHh4EB4eLrtHbiXDhw+nWbNmtZ7zdE1CTXz++edKJZu/4uDgwNmzZ2WnS1dXl+joaHx8fAgPD5dVKnqaXr16qZyCrH379io9vXv35ujRo6xbt47U1FT2798PQLt27QgMDGTMmDGyXuamTZtW6yw5165dk5UP9fT02LBhA/v27SMpKYmmTZtSVlaGmZkZ7u7uBAcHy5qNJzIyEh0dHRISEigqKuKdd97h008/lY736NFDqTqzJhrq71QdRIcXgeAlU1xczJ07d7C0tHyp4+E0TXZ2NhkZGTg7Oze48YuC+o8IfhqirKyM0tJStSfOhYq3o8pOKe3atXvmZTu0zSOoX2hb/hH5UPAiER1e1OTJkydMnz6dAQMGSANcFy1ahKWlJZaWlkRGRtZaPfY0y5Yto0uXLjg5OdG/f3/69++Pk5MTXbp0UdklXJs9tZGWlqaRmWdehmfr1q2MHj2ajz76qEoX+ezsbNmD3LXNo235R+TDuvFoWz7UlEcuIvipydy5c/nhhx/o0aMHiYmJTJw4kTVr1rBkyRKWLFnCkSNHWLFihUrPvHnzmDt3LmPGjCElJYW0tDTS0tJISUkhLCyMuXPnMn/+/HrnkYPcDhTa5NmwYQNjx45FR0eHW7du4evrq9QTsrS0VFbPTW3zaFv+Efmwbjzalg815VGHhtPAUEds3bqVJUuW4OfnR3h4uNTAXDm2plmzZsyfP5+PP/64Vs8333zDsmXLqnRqUSgUdO/eHXt7e6KiopQas+uDR9WUSAUFBbJ6AGqbZ8WKFcybN0/qZr9r1y7ee+89ioqKGDt2rMq/11aPtuUfkQ/rxqNt+VBTHnUQwU9N7ty5Q9euXYGK4Qr6+vrSNlQMOpXzhpKTkyN1n64Oe3t7WYNetc1z7NgxaT7Fmr5H1awa2ui5cuWK0iQAfn5+JCQkMGzYMMrKymocKqDtHm3LPyIf1o1H2/KhpjzqIIKfmhgZGfHgwQMUCgVQMU7q6S7lT548kfXm5ezszLx581ixYoU0lq6S4uJi4uLicHZ2rneejh074uvrW2P35nPnzskad6htHiMjI+7evavUPd7d3Z34+HiGDRsma7YQbfRoW/4R+bBuPNqWDzXlUQcR/NSkU6dOnDt3ji5dugAVM6w/zW+//cYrr7yi0jNv3jyGDBmCnZ0dHh4eSoNwf/nlF1q0aCErE2ubp3LQdE0YGBhILw71yePs7MyePXvo2bOn0n4PDw82bdrEsGHDVDq00aNt+Ufkw7rxaFs+1JRHHcRQBzW5cOEC+vr6NQa4+Ph4dHV1ZRXT//zzTxISEkhNTVXq0t2zZ0+Cg4OrDHyvD56ioiJKS0ufe1yXtnkOHz7MiRMnmDRpUrXHDx06xMaNG1X2RtQ2D2hX/tGUR9vyj7Z5tC0fajI/y0UEPzVJT09XauMTHuERHuERHu3wqEPTzz77bHqdfmM9p0ePHnz99ddcv34dAwMDrK2tn2n+wqc9zZo1Q6FQNDiPpu6P8NSNR9vyj8iHwvMiESU/NXny5AkHDx4kOTmZ5ORkCgsL8fX1JSAggH79+smujhAe4REe4REezXrUQQS/5+TUqVMkJSWRlJTElStX8PLyIjAwEH9/f2l9KuERHuERHuGpe09tiOCnQa5cuUJSUhKJiYmcPHmSWbNmERkZKTzCIzzCIzwv2fNXRPB7QeTk5JCbmytrbS3hER7hER7hqTsPiOCncfLy8khOTq5x0dO/kp+fT4sWLdDRUZ5m9cmTJ5w4cYJevXoJj/C8UE9paSlXr17FxsYGPT09Hj9+zH//+1+Kiorw8/OTXc0kPMKjDR65iOCnYdLS0vD29iYnJ6fW83Jzc4mIiODAgQMYGBgwevRoZsyYIc1qkZWVhYODg/AIzwv1XLx4kcGDB3P79m1sbGzYvn07o0aN4tKlS5SXl2NgYMCePXuws7MTHuHReo86iFUd1OTGjRu1fuROwxMTE8Pt27fZtGkTS5cuZffu3QQHB/Po0SPpHDmzswuP8DyPZ/r06XTr1o3Dhw8TEBBASEgICoWCq1evcuXKFdzc3Jg3b57wCE+98KiDKPmpiYmJSa3jT8rLy2nSpInKN+6uXbuyatUqPD09gYrq0uHDh6Ojo8PmzZvJz8+X9eYuPMLzPB47Ozu2bdtGt27dKCgoQKFQkJSUhIeHBwDHjx8nPDyc9PR04REerfeogyj5qYmRkRGzZ89m37591X5WrVoly5OdnY2lpaW0bWxszJYtW6QZzAsKCoRHeF64p6CgABMTEwAMDQ0xNDTE3NxcOm5lZcW9e/eER3jqhUcdRPBTk27duvH48WOcnJyq/Tg4OMiqbrK2tubChQtK+wwNDdmyZQsAI0eOlJUe4RGe5/GYm5tz69YtaXvGjBmYmppK2/fv36dVq1bCIzz1wqMOIvipSXBwMAYGBjUeNzMzIyoqSqXHx8eH77//vsp+Q0NDNm/ejKGhoaz0CI/wPI/Hy8tLKYiGh4fTsmVLafvnn3/G0dFReISnXnjUQbT5vSTy8vLIzMzktddeq/Z4fn4+Z86coXfv3sIjPC/Mo4orV66gr6+PlZWV8AhPvfc8jQh+z8CtW7dYt24dx48fV1pyxd3dnX/84x+y1tOqzePm5kZYWJjsBy08wvMiPJrKz8IjPHXpkYsIfmryyy+/MHToUMzMzHjjjTekgZf37t1j//793L17l82bN+Pu7i48wiM8wiM8dehRBxH81MTHx4eePXvWOOYkKiqKEydOsH//fuERHuERHuGpQ486iOCnJubm5hw6dAh7e/tqj1+8eBEvLy+Vg92FR3iER3iER7MedRC9PdXEzMyMY8eO1Xj82LFjmJmZCY/wCI8I59X4AAAK+UlEQVTwCE8de9RBrOSuJnp6ekyePJnMzEyKiorIzc3l5s2bnDp1iq+++oqFCxfy73//m+7duwuP8AiP8AhPHXrUQVR7PgPbtm1j+fLlnDlzhtLSUgCaNm2Kk5MT48ePZ/DgwcIjPMIjPMLzEjxyEcHvOXjy5AnZ2dkAtGnTBj09PeERHuERHuHRAo8qRPATCAQCQaNDdHgRCAQCQaNDBD+BQCAQNDpE8BM0Ovbt20dwcDCvvPIKZmZmuLi48MUXX5CXl6d0nrGxMTExMS8plS+OnTt38uWXX1bZf+jQIYyNjTl06NAL++5x48ZhbGyMsbExJiYm2NjY4ObmxgcffMCJEyee2VvTNQkENSGCn6BRERcXx5AhQzAwMGDJkiVs3bqVMWPG8MMPP9CnTx9u3rz5spP4wklMTGT58uVV9js6OrJnzx6Nz57/V0xNTdmzZw+7d+/mu+++IzIykosXL+Lr60t0dPQzOWu6JoGgJnRfdgIEgrri4MGDxMTEMG7cOObMmSPt7927NwMHDsTHx4f333+fnTt3vsRUKlNUVFTrElqaxMjICFdX1xf+Pfr6+krf4+3tTXh4OJ9//jkLFy7E0dGRoKCgF54OQeNGlPwEjYYlS5ZgYmLCF198UeVY+/btmThxIocPH+bkyZPS/vLychYsWEDnzp0xNzfH39+fc+fOKf1tSkoKvr6+2NjYYGVlRY8ePYiNjVU6Jy0tjdDQUGxtbTE3N2fAgAEcPXpU6Zxx48bRuXNnTpw4ga+vL+bm5kybNo1hw4bh5eVVJc137tyhTZs2LFu2DKhY8PPjjz/GxcUFCwsLunTpQkREBLdv31b6jo0bN3L79m2p+vH1118Hqq/2LC8vZ9myZfTo0YO2bdvSqVMnPv30Ux4+fKiUlsoq4pUrV9KtWzcUCgUBAQFkZGTU+kwqadKkCdHR0bRr146VK1dK+5/3miodEydO5LXXXqNdu3a4urry9ddfy0qXoOEiSn6CRkFJSQlHjhwhICCAZs2aVXuOv78/X3zxBQcPHqRHjx4AbNq0CYVCwbx58yguLmb27NkEBQVx6tQpTExMuHr1KsOHDycoKIjJkyejp6fH5cuXuXr1quQ9c+YMAQEBdOvWjSVLltC8eXPWrVvHoEGD2L17N05OTtK5Dx8+JCwsjAkTJjB16lSaN2/OtWvXCA8P5/z58zg4OEjnbt68GYChQ4cCkJubi4GBAdOmTcPU1JQ7d+7w5ZdfMmDAAFJTU2nWrBmTJ08mOzubU6dOsXHjRqCiJFYTM2fOZOHChURGRuLn58f58+eZPXs26enpJCYmoqPz/9+f4+Pjsbe3Z+7cuTx58oSpU6cyYsQIUlNT0dVV/a9GX18fb29vtm/fTklJCbq6us99TQ8fPsTPz4/Hjx/z2WefYWtrS0pKCpMmTaKoqIixY8eqTJegYSKCn6BRkJOTQ2FhITY2NjWeU3ns1q1b0r7CwkK2bdsmrYzu4uKCi4sLy5YtY8qUKZw9e5bi4mLi4uIwMjICKqrxnmbatGkoFAr++9//Sv+U+/bti4eHB/PmzeOHH36Qzs3Pz+err74iMDBQ2telSxeMjIyIj49XKrXGx8fzxhtv0K5dOwDs7e2VSpylpaW4ubnRtWtX9uzZw5tvvskrr7xCmzZtqlQ9Vkdubi5ffvklw4cPZ/78+VK6TU1NGTt2LLt27SIgIEA6X09Pj/j4eKVByaNHj+bXX3/Fzc2t1u+qRKFQUFxcTE5ODu3atXvua1q5ciU3btzg6NGjdOjQAahYQeDBgwfExsYSHh4uKzALGh6i2lMgqIX+/ftLgQ/A1tYWV1dXUlNTAXj99dfR09MjPDyc7du3c+/ePaW/Lyws5MiRIwQFBaGjo0NJSQklJSWUl5fj7e1dpepTT08PPz8/pX3NmzfnrbfeYvPmzZSXV8xJ8b///Y/09HRCQkKUzl27di29evXCysqKNm3a0LVrVwD++OMPta89NTWV4uLiKt/x9ttvo6ury5EjR5T29+nTRynwde7cGUCtTkSV19ekSRNp3/NcU0pKCi4uLtja2kr3vqSkhL59+5KTk8P58+dlp03QsBDBT9AoaN26Nc2aNeP69es1nlN57OkV0CtLVU/Ttm1bMjMzAXj11VfZunUrZWVljB07lo4dO9KvXz8OHz4MVJSeSktLmT9/Pqampkqf1atXk5eXR1lZmeQ2NTWladOmVb4zJCSEmzdvSu1x8fHxtGzZUqmE+NVXX/HJJ5/g4+PDd999x759+9i7dy8Ajx8/ln2vKsnNzQWoMpu+rq4urVu3lo5XYmJiorRdWcpV57tv3bqFvr6+5Hrea7p37x5Hjx6tcu9Hjx4NVNQICBonorwvaBTo6urSq1cv9u/fz+PHj6tt90tOTgZQ6lySlZVV5bx79+5hYWEhbXt5eeHl5UVRURHHjh1jzpw5hISEcO7cOVq1aoWOjg4REREMHz682rQ93W72dInnaXr37o1CoSAhIYHevXuzZcsW3nrrLZo3by6ds23bNry9vZk1a5a07+m2R3WpDEBZWVm89tpr0v6SkhJycnKqBLvnpbi4mAMHDtCjRw+pKvJ5r6l169a0bduWuXPnVnvczs7uudIsqL+I4CdoNEyYMIFBgwYRHR3N7NmzlY5dvXqVxYsX4+npKXV2AdizZw8FBQVS1ee1a9dITU3l448/ruI3MDDA29ubgoICRowYwbVr13B2dsbDw4P09HQcHR2VAp06NGnShJCQEFavXs3AgQO5fft2lerIR48e0bJlS6V933//fbXpLCwsVPmdrq6u6Ovrs3XrVqV2zG3btlFSUkLv3r2f6Vqqo7y8nGnTpnHv3j0WLVok7X/ea+rbty+rVq1CoVDQtm1bjaVXUP8RwU/QaPDx8eHzzz9nzpw5XL9+ndDQUIyNjTl79iyLFy/GyMiIr776SulvmjdvzpAhQ5gwYQLFxcXMmTOHli1bMn78eADWrVvH0aNH6d+/P1ZWVmRnZ7No0SIsLCyk0tKsWbMIDAxkyJAhvPvuu5iZmZGdnc25c+coLS1l+vTpstIfEhJCXFwckyZNQqFQ8Pe//13peL9+/Vi8eDFxcXG4uLhw8OBBtm/fXsXTqVMncnNzWbt2Ld27d8fAwIAuXbpUOc/ExIQPPviAhQsX0qJFC3x9fblw4QKzZs3Cw8ODAQMGyEr3XykuLpbaTB89esQff/xBQkICJ06c4F//+hcDBw7U2DX985//5Mcff8Tf359//vOf2NnZ8ejRI37//XeOHj0q9Q4VND5E8BM0KqKionBxcWH58uWMHz+ewsJCFAoFoaGhTJo0qUpVXmhoKC1atJC60zs7O7N27VrpvMpeh9HR0dy7dw8TExPc3d1ZvXq1VCXp5OTEvn37iI2NJSoqiocPH2Jqakq3bt0ICwuTnfaOHTvSvXt3Tp8+zaRJk6pUkU6ePJkHDx6wfPlyioqK6NWrF1u3blUaSgEwatQoTp48SXR0NA8ePMDa2pq0tLRqv3Pq1Km0adOG9evXs3btWlq3bk1oaCjTpk175lLs/fv36d+/P02aNMHQ0BBLS0t69uxJTExMld6az3tNrVq1Yvfu3cTGxrJ48WIyMzNp1aoV9vb2vPnmm8+UfkHDQCxpJBAIBIJGh+jtKRAIBIJGhwh+AoFAIGh0iOAnEAgEgkaHCH4CgUAgaHSI4CcQCASCRocIfgKBQCBodIjgJxAIBIJGhwh+AoFAIGh0iOAnEAgEgkbH/wNxdyQbyyfNYAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_increase('Italy')"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_confirmed('Germany')"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_increase('Germany')"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_confirmed('US')"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_increase('US')"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_confirmed('Spain')"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_increase('Spain')"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | Azerbaijan | ('St. Martin',) | Afghanistan | Albania | Algeria | Andorra | Angola | Antigua and Barbuda | Argentina | Armenia | Aruba | Australia | Austria | Azerbaijan | Bahamas | Bahamas, The | Bahrain | Bangladesh | Barbados | Belarus | Belgium | Belize | Benin | Bhutan | Bolivia | Bosnia and Herzegovina | Brazil | Brunei | Bulgaria | Burkina Faso | Burma | Cabo Verde | Cambodia | Cameroon | Canada | Cape Verde | Cayman Islands | Central African Republic | Chad | Channel Islands | Chile | Colombia | Congo (Brazzaville) | Congo (Kinshasa) | Costa Rica | Croatia | Cuba | Curacao | Cyprus | Czech Republic | Denmark | Diamond Princess | Djibouti | Dominica | Dominican Republic | East Timor | Ecuador | Egypt | El Salvador | Equatorial Guinea | Eritrea | Estonia | Eswatini | Ethiopia | Faroe Islands | Fiji | Finland | France | French Guiana | Gabon | Gambia | Gambia, The | Georgia | Germany | Ghana | Gibraltar | Greece | Greenland | Grenada | Guadeloupe | Guam | Guatemala | Guernsey | Guinea | Guinea-Bissau | Guyana | Haiti | Holy See | Honduras | Hong Kong | Hungary | Iceland | India | Indonesia | Iran | Iraq | Ireland | Israel | Italy | Ivory Coast | Jamaica | Japan | Jersey | Jordan | Kazakhstan | Kenya | Kosovo | Kuwait | Kyrgyzstan | Laos | Latvia | Lebanon | Liberia | Libya | Liechtenstein | Lithuania | Luxembourg | MS Zaandam | Macau | Madagascar | Mainland China | Malaysia | Maldives | Mali | Malta | Martinique | Mauritania | Mauritius | Mayotte | Mexico | Moldova | Monaco | Mongolia | Montenegro | Morocco | Mozambique | Namibia | Nepal | Netherlands | New Zealand | Nicaragua | Niger | Nigeria | North Ireland | North Macedonia | Norway | Oman | Others | Pakistan | Palestine | Panama | Papua New Guinea | Paraguay | Peru | Philippines | Poland | Portugal | Puerto Rico | Qatar | Republic of Ireland | Republic of the Congo | Reunion | Romania | Russia | Rwanda | Saint Barthelemy | Saint Kitts and Nevis | Saint Lucia | Saint Vincent and the Grenadines | San Marino | Saudi Arabia | Senegal | Serbia | Seychelles | Singapore | Slovakia | Slovenia | Somalia | South Africa | South Korea | Spain | Sri Lanka | St. Martin | Sudan | Suriname | Sweden | Switzerland | Syria | Taiwan | Tanzania | Thailand | The Bahamas | The Gambia | Timor-Leste | Togo | Trinidad and Tobago | Tunisia | Turkey | UK | US | Uganda | Ukraine | United Arab Emirates | Uruguay | Uzbekistan | Vatican City | Venezuela | Vietnam | West Bank and Gaza | Zambia | Zimbabwe | occupied Palestinian territory | \n",
"
\n",
" \n",
" \n",
" \n",
" 01/22/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 547 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 01/23/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 639 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 01/24/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 916 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | \n",
"
\n",
" \n",
" 01/25/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1399 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | \n",
"
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" ObservationDate | Azerbaijan | ('St. Martin',) | Afghanistan | Albania | Algeria | Andorra | Angola | Antigua and Barbuda | Argentina | Armenia | Aruba | Australia | Austria | Azerbaijan | Bahamas | Bahamas, The | Bahrain | Bangladesh | Barbados | Belarus | Belgium | Belize | Benin | Bhutan | Bolivia | Bosnia and Herzegovina | Brazil | Brunei | Bulgaria | Burkina Faso | Burma | Cabo Verde | Cambodia | Cameroon | Canada | Cape Verde | Cayman Islands | Central African Republic | Chad | Channel Islands | Chile | Colombia | Congo (Brazzaville) | Congo (Kinshasa) | Costa Rica | Croatia | Cuba | Curacao | Cyprus | Czech Republic | Denmark | Diamond Princess | Djibouti | Dominica | Dominican Republic | East Timor | Ecuador | Egypt | El Salvador | Equatorial Guinea | Eritrea | Estonia | Eswatini | Ethiopia | Faroe Islands | Fiji | Finland | France | French Guiana | Gabon | Gambia | Gambia, The | Georgia | Germany | Ghana | Gibraltar | Greece | Greenland | Grenada | Guadeloupe | Guam | Guatemala | Guernsey | Guinea | Guinea-Bissau | Guyana | Haiti | Holy See | Honduras | Hong Kong | Hungary | Iceland | India | Indonesia | Iran | Iraq | Ireland | Israel | Italy | Ivory Coast | Jamaica | Japan | Jersey | Jordan | Kazakhstan | Kenya | Kosovo | Kuwait | Kyrgyzstan | Laos | Latvia | Lebanon | Liberia | Libya | Liechtenstein | Lithuania | Luxembourg | MS Zaandam | Macau | Madagascar | Mainland China | Malaysia | Maldives | Mali | Malta | Martinique | Mauritania | Mauritius | Mayotte | Mexico | Moldova | Monaco | Mongolia | Montenegro | Morocco | Mozambique | Namibia | Nepal | Netherlands | New Zealand | Nicaragua | Niger | Nigeria | North Ireland | North Macedonia | Norway | Oman | Others | Pakistan | Palestine | Panama | Papua New Guinea | Paraguay | Peru | Philippines | Poland | Portugal | Puerto Rico | Qatar | Republic of Ireland | Republic of the Congo | Reunion | Romania | Russia | Rwanda | Saint Barthelemy | Saint Kitts and Nevis | Saint Lucia | Saint Vincent and the Grenadines | San Marino | Saudi Arabia | Senegal | Serbia | Seychelles | Singapore | Slovakia | Slovenia | Somalia | South Africa | South Korea | Spain | Sri Lanka | St. Martin | Sudan | Suriname | Sweden | Switzerland | Syria | Taiwan | Tanzania | Thailand | The Bahamas | The Gambia | Timor-Leste | Togo | Trinidad and Tobago | Tunisia | Turkey | UK | US | Uganda | Ukraine | United Arab Emirates | Uruguay | Uzbekistan | Vatican City | Venezuela | Vietnam | West Bank and Gaza | Zambia | Zimbabwe | occupied Palestinian territory | \n",
"
\n",
" \n",
" \n",
" \n",
" 01/22/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
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" 01/23/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
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" 01/24/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 26 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
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" 01/25/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
"
\n",
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" 01/26/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 56 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
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\n",
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" 01/29/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 133 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
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"
\n",
" \n",
"
\n",
"... (58 rows omitted)
"
],
"text/plain": [
"ObservationDate | Azerbaijan | ('St. Martin',) | Afghanistan | Albania | Algeria | Andorra | Angola | Antigua and Barbuda | Argentina | Armenia | Aruba | Australia | Austria | Azerbaijan | Bahamas | Bahamas, The | Bahrain | Bangladesh | Barbados | Belarus | Belgium | Belize | Benin | Bhutan | Bolivia | Bosnia and Herzegovina | Brazil | Brunei | Bulgaria | Burkina Faso | Burma | Cabo Verde | Cambodia | Cameroon | Canada | Cape Verde | Cayman Islands | Central African Republic | Chad | Channel Islands | Chile | Colombia | Congo (Brazzaville) | Congo (Kinshasa) | Costa Rica | Croatia | Cuba | Curacao | Cyprus | Czech Republic | Denmark | Diamond Princess | Djibouti | Dominica | Dominican Republic | East Timor | Ecuador | Egypt | El Salvador | Equatorial Guinea | Eritrea | Estonia | Eswatini | Ethiopia | Faroe Islands | Fiji | Finland | France | French Guiana | Gabon | Gambia | Gambia, The | Georgia | Germany | Ghana | Gibraltar | Greece | Greenland | Grenada | Guadeloupe | Guam | Guatemala | Guernsey | Guinea | Guinea-Bissau | Guyana | Haiti | Holy See | Honduras | Hong Kong | Hungary | Iceland | India | Indonesia | Iran | Iraq | Ireland | Israel | Italy | Ivory Coast | Jamaica | Japan | Jersey | Jordan | Kazakhstan | Kenya | Kosovo | Kuwait | Kyrgyzstan | Laos | Latvia | Lebanon | Liberia | Libya | Liechtenstein | Lithuania | Luxembourg | MS Zaandam | Macau | Madagascar | Mainland China | Malaysia | Maldives | Mali | Malta | Martinique | Mauritania | Mauritius | Mayotte | Mexico | Moldova | Monaco | Mongolia | Montenegro | Morocco | Mozambique | Namibia | Nepal | Netherlands | New Zealand | Nicaragua | Niger | Nigeria | North Ireland | North Macedonia | Norway | Oman | Others | Pakistan | Palestine | Panama | Papua New Guinea | Paraguay | Peru | Philippines | Poland | Portugal | Puerto Rico | Qatar | Republic of Ireland | Republic of the Congo | Reunion | Romania | Russia | Rwanda | Saint Barthelemy | Saint Kitts and Nevis | Saint Lucia | Saint Vincent and the Grenadines | San Marino | Saudi Arabia | Senegal | Serbia | Seychelles | Singapore | Slovakia | Slovenia | Somalia | South Africa | South Korea | Spain | Sri Lanka | St. Martin | Sudan | Suriname | Sweden | Switzerland | Syria | Taiwan | Tanzania | Thailand | The Bahamas | The Gambia | Timor-Leste | Togo | Trinidad and Tobago | Tunisia | Turkey | UK | US | Uganda | Ukraine | United Arab Emirates | Uruguay | Uzbekistan | Vatican City | Venezuela | Vietnam | West Bank and Gaza | Zambia | Zimbabwe | occupied Palestinian territory\n",
"01/22/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0\n",
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"... (58 rows omitted)"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"death_pivot = corona.pivot('Country/Region', \"ObservationDate\", \"Deaths\", np.sum)\n",
"death_pivot"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
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" 01/31/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 213 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0217725 | \n",
"
\n",
" \n",
"
\n",
"... (58 rows omitted)
"
],
"text/plain": [
"ObservationDate | Azerbaijan | ('St. Martin',) | Afghanistan | Albania | Algeria | Andorra | Angola | Antigua and Barbuda | Argentina | Armenia | Aruba | Australia | Austria | Azerbaijan | Bahamas | Bahamas, The | Bahrain | Bangladesh | Barbados | Belarus | Belgium | Belize | Benin | Bhutan | Bolivia | Bosnia and Herzegovina | Brazil | Brunei | Bulgaria | Burkina Faso | Burma | Cabo Verde | Cambodia | Cameroon | Canada | Cape Verde | Cayman Islands | Central African Republic | Chad | Channel Islands | Chile | Colombia | Congo (Brazzaville) | Congo (Kinshasa) | Costa Rica | Croatia | Cuba | Curacao | Cyprus | Czech Republic | Denmark | Diamond Princess | Djibouti | Dominica | Dominican Republic | East Timor | Ecuador | Egypt | El Salvador | Equatorial Guinea | Eritrea | Estonia | Eswatini | Ethiopia | Faroe Islands | Fiji | Finland | France | French Guiana | Gabon | Gambia | Gambia, The | Georgia | Germany | Ghana | Gibraltar | Greece | Greenland | Grenada | Guadeloupe | Guam | Guatemala | Guernsey | Guinea | Guinea-Bissau | Guyana | Haiti | Holy See | Honduras | Hong Kong | Hungary | Iceland | India | Indonesia | Iran | Iraq | Ireland | Israel | Italy | Ivory Coast | Jamaica | Japan | Jersey | Jordan | Kazakhstan | Kenya | Kosovo | Kuwait | Kyrgyzstan | Laos | Latvia | Lebanon | Liberia | Libya | Liechtenstein | Lithuania | Luxembourg | MS Zaandam | Macau | Madagascar | Mainland China | Malaysia | Maldives | Mali | Malta | Martinique | Mauritania | Mauritius | Mayotte | Mexico | Moldova | Monaco | Mongolia | Montenegro | Morocco | Mozambique | Namibia | Nepal | Netherlands | New Zealand | Nicaragua | Niger | Nigeria | North Ireland | North Macedonia | Norway | Oman | Others | Pakistan | Palestine | Panama | Papua New Guinea | Paraguay | Peru | Philippines | Poland | Portugal | Puerto Rico | Qatar | Republic of Ireland | Republic of the Congo | Reunion | Romania | Russia | Rwanda | Saint Barthelemy | Saint Kitts and Nevis | Saint Lucia | Saint Vincent and the Grenadines | San Marino | Saudi Arabia | Senegal | Serbia | Seychelles | Singapore | Slovakia | Slovenia | Somalia | South Africa | South Korea | Spain | Sri Lanka | St. Martin | Sudan | Suriname | Sweden | Switzerland | Syria | Taiwan | Tanzania | Thailand | The Bahamas | The Gambia | Timor-Leste | Togo | Trinidad and Tobago | Tunisia | Turkey | UK | US | Uganda | Ukraine | United Arab Emirates | Uruguay | Uzbekistan | Vatican City | Venezuela | Vietnam | West Bank and Gaza | Zambia | Zimbabwe | occupied Palestinian territory | Death Rate\n",
"01/22/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0310786\n",
"01/23/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.028169\n",
"01/24/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 26 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0283843\n",
"01/25/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0300214\n",
"01/26/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 56 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0271581\n",
"01/27/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 82 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0286413\n",
"01/28/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 131 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0238442\n",
"01/29/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 133 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.021911\n",
"01/30/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 171 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0210487\n",
"01/31/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 213 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0217725\n",
"... (58 rows omitted)"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"death_pivot = death_pivot.with_column('Death Rate', death_pivot.column('Mainland China') / pivot_tbl.column('Mainland China') )\n",
"death_pivot"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Mainland China Death Rate')"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"death_pivot.plot('ObservationDate', \"Death Rate\")\n",
"plots.title('Mainland China Death Rate')"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'plot_death_rate' is not defined",
"output_type": "error",
"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[0;32m----> 1\u001b[0;31m \u001b[0mchina_death\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_death_rate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Mainland China'\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 2\u001b[0m \u001b[0mchina_death\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mchina_death\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mselect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'ObservationDate'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'Mainland China'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mchina_death\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mNameError\u001b[0m: name 'plot_death_rate' is not defined"
]
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"def plot_death_rate(country_name):\n",
" death_pivot = corona.pivot('Country/Region', \"ObservationDate\", \"Deaths\", np.sum)\n",
" death_pivot = death_pivot.with_column('Death Rate', death_pivot.column(country_name) / pivot_tbl.column(country_name))\n",
" death_pivot.take(np.arange(0, 60, 3)).plot('ObservationDate', 'Death Rate')\n",
" plots.xticks(rotation=90);\n",
" return death_pivot.take(np.arange(0, 60, 3))\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | Mainland China | \n",
"
\n",
" \n",
" \n",
" \n",
" 03/19/2020 | 3245 | \n",
"
\n",
" \n",
"
"
],
"text/plain": [
"ObservationDate | Mainland China\n",
"03/19/2020 | 3245"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"china_death = plot_death_rate('Mainland China')\n",
"china_death = china_death.select('ObservationDate', 'Mainland China')\n",
"china_death"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in true_divide\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Italy Death Rate')"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"italy_death = plot_death_rate('Italy')\n",
"plots.title('Italy Death Rate')"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in true_divide\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"italy_death = plot_death_rate('Italy')\n",
"italy_death = italy_death.select('ObservationDate', 'Italy')"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'US Death Rate')"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_death_rate('US')\n",
"plots.title('US Death Rate')"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | US | \n",
"
\n",
" \n",
" \n",
" \n",
" 03/19/2020 | 200 | \n",
"
\n",
" \n",
" 03/16/2020 | 85 | \n",
"
\n",
" \n",
" 03/13/2020 | 47 | \n",
"
\n",
" \n",
" 03/10/2020 | 28 | \n",
"
\n",
" \n",
" 03/07/2020 | 17 | \n",
"
\n",
" \n",
" 03/04/2020 | 11 | \n",
"
\n",
" \n",
" 03/01/2020 | 1 | \n",
"
\n",
" \n",
" 02/27/2020 | 0 | \n",
"
\n",
" \n",
" 02/24/2020 | 0 | \n",
"
\n",
" \n",
" 02/21/2020 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (10 rows omitted)
"
],
"text/plain": [
"ObservationDate | US\n",
"03/19/2020 | 200\n",
"03/16/2020 | 85\n",
"03/13/2020 | 47\n",
"03/10/2020 | 28\n",
"03/07/2020 | 17\n",
"03/04/2020 | 11\n",
"03/01/2020 | 1\n",
"02/27/2020 | 0\n",
"02/24/2020 | 0\n",
"02/21/2020 | 0\n",
"... (10 rows omitted)"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"us_death = plot_death_rate('US')\n",
"us_death = us_death.select('ObservationDate', 'US')\n",
"us_death.sort('ObservationDate', descending = True)"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in true_divide\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | Azerbaijan | ('St. Martin',) | Afghanistan | Albania | Algeria | Andorra | Angola | Antigua and Barbuda | Argentina | Armenia | Aruba | Australia | Austria | Azerbaijan | Bahamas | Bahamas, The | Bahrain | Bangladesh | Barbados | Belarus | Belgium | Belize | Benin | Bhutan | Bolivia | Bosnia and Herzegovina | Brazil | Brunei | Bulgaria | Burkina Faso | Burma | Cabo Verde | Cambodia | Cameroon | Canada | Cape Verde | Cayman Islands | Central African Republic | Chad | Channel Islands | Chile | Colombia | Congo (Brazzaville) | Congo (Kinshasa) | Costa Rica | Croatia | Cuba | Curacao | Cyprus | Czech Republic | Denmark | Diamond Princess | Djibouti | Dominica | Dominican Republic | East Timor | Ecuador | Egypt | El Salvador | Equatorial Guinea | Eritrea | Estonia | Eswatini | Ethiopia | Faroe Islands | Fiji | Finland | France | French Guiana | Gabon | Gambia | Gambia, The | Georgia | Germany | Ghana | Gibraltar | Greece | Greenland | Grenada | Guadeloupe | Guam | Guatemala | Guernsey | Guinea | Guinea-Bissau | Guyana | Haiti | Holy See | Honduras | Hong Kong | Hungary | Iceland | India | Indonesia | Iran | Iraq | Ireland | Israel | Italy | Ivory Coast | Jamaica | Japan | Jersey | Jordan | Kazakhstan | Kenya | Kosovo | Kuwait | Kyrgyzstan | Laos | Latvia | Lebanon | Liberia | Libya | Liechtenstein | Lithuania | Luxembourg | MS Zaandam | Macau | Madagascar | Mainland China | Malaysia | Maldives | Mali | Malta | Martinique | Mauritania | Mauritius | Mayotte | Mexico | Moldova | Monaco | Mongolia | Montenegro | Morocco | Mozambique | Namibia | Nepal | Netherlands | New Zealand | Nicaragua | Niger | Nigeria | North Ireland | North Macedonia | Norway | Oman | Others | Pakistan | Palestine | Panama | Papua New Guinea | Paraguay | Peru | Philippines | Poland | Portugal | Puerto Rico | Qatar | Republic of Ireland | Republic of the Congo | Reunion | Romania | Russia | Rwanda | Saint Barthelemy | Saint Kitts and Nevis | Saint Lucia | Saint Vincent and the Grenadines | San Marino | Saudi Arabia | Senegal | Serbia | Seychelles | Singapore | Slovakia | Slovenia | Somalia | South Africa | South Korea | Spain | Sri Lanka | St. Martin | Sudan | Suriname | Sweden | Switzerland | Syria | Taiwan | Tanzania | Thailand | The Bahamas | The Gambia | Timor-Leste | Togo | Trinidad and Tobago | Tunisia | Turkey | UK | US | Uganda | Ukraine | United Arab Emirates | Uruguay | Uzbekistan | Vatican City | Venezuela | Vietnam | West Bank and Gaza | Zambia | Zimbabwe | occupied Palestinian territory | Death Rate | \n",
"
\n",
" \n",
" \n",
" \n",
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" 02/18/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2002 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (10 rows omitted)
"
],
"text/plain": [
"ObservationDate | Azerbaijan | ('St. Martin',) | Afghanistan | Albania | Algeria | Andorra | Angola | Antigua and Barbuda | Argentina | Armenia | Aruba | Australia | Austria | Azerbaijan | Bahamas | Bahamas, The | Bahrain | Bangladesh | Barbados | Belarus | Belgium | Belize | Benin | Bhutan | Bolivia | Bosnia and Herzegovina | Brazil | Brunei | Bulgaria | Burkina Faso | Burma | Cabo Verde | Cambodia | Cameroon | Canada | Cape Verde | Cayman Islands | Central African Republic | Chad | Channel Islands | Chile | Colombia | Congo (Brazzaville) | Congo (Kinshasa) | Costa Rica | Croatia | Cuba | Curacao | Cyprus | Czech Republic | Denmark | Diamond Princess | Djibouti | Dominica | Dominican Republic | East Timor | Ecuador | Egypt | El Salvador | Equatorial Guinea | Eritrea | Estonia | Eswatini | Ethiopia | Faroe Islands | Fiji | Finland | France | French Guiana | Gabon | Gambia | Gambia, The | Georgia | Germany | Ghana | Gibraltar | Greece | Greenland | Grenada | Guadeloupe | Guam | Guatemala | Guernsey | Guinea | Guinea-Bissau | Guyana | Haiti | Holy See | Honduras | Hong Kong | Hungary | Iceland | India | Indonesia | Iran | Iraq | Ireland | Israel | Italy | Ivory Coast | Jamaica | Japan | Jersey | Jordan | Kazakhstan | Kenya | Kosovo | Kuwait | Kyrgyzstan | Laos | Latvia | Lebanon | Liberia | Libya | Liechtenstein | Lithuania | Luxembourg | MS Zaandam | Macau | Madagascar | Mainland China | Malaysia | Maldives | Mali | Malta | Martinique | Mauritania | Mauritius | Mayotte | Mexico | Moldova | Monaco | Mongolia | Montenegro | Morocco | Mozambique | Namibia | Nepal | Netherlands | New Zealand | Nicaragua | Niger | Nigeria | North Ireland | North Macedonia | Norway | Oman | Others | Pakistan | Palestine | Panama | Papua New Guinea | Paraguay | Peru | Philippines | Poland | Portugal | Puerto Rico | Qatar | Republic of Ireland | Republic of the Congo | Reunion | Romania | Russia | Rwanda | Saint Barthelemy | Saint Kitts and Nevis | Saint Lucia | Saint Vincent and the Grenadines | San Marino | Saudi Arabia | Senegal | Serbia | Seychelles | Singapore | Slovakia | Slovenia | Somalia | South Africa | South Korea | Spain | Sri Lanka | St. Martin | Sudan | Suriname | Sweden | Switzerland | Syria | Taiwan | Tanzania | Thailand | The Bahamas | The Gambia | Timor-Leste | Togo | Trinidad and Tobago | Tunisia | Turkey | UK | US | Uganda | Ukraine | United Arab Emirates | Uruguay | Uzbekistan | Vatican City | Venezuela | Vietnam | West Bank and Gaza | Zambia | Zimbabwe | occupied Palestinian territory | Death Rate\n",
"01/22/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | nan\n",
"01/25/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | nan\n",
"01/28/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 131 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | nan\n",
"01/31/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 213 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | nan\n",
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"02/09/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 904 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0\n",
"02/12/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1116 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0\n",
"02/15/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1662 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0\n",
"02/18/2020 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2002 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0\n",
"... (10 rows omitted)"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_death_rate('Spain')"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in true_divide\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | Spain | \n",
"
\n",
" \n",
" \n",
" \n",
" 01/22/2020 | 0 | \n",
"
\n",
" \n",
" 01/25/2020 | 0 | \n",
"
\n",
" \n",
" 01/28/2020 | 0 | \n",
"
\n",
" \n",
" 01/31/2020 | 0 | \n",
"
\n",
" \n",
" 02/03/2020 | 0 | \n",
"
\n",
" \n",
" 02/06/2020 | 0 | \n",
"
\n",
" \n",
" 02/09/2020 | 0 | \n",
"
\n",
" \n",
" 02/12/2020 | 0 | \n",
"
\n",
" \n",
" 02/15/2020 | 0 | \n",
"
\n",
" \n",
" 02/18/2020 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (10 rows omitted)
"
],
"text/plain": [
"ObservationDate | Spain\n",
"01/22/2020 | 0\n",
"01/25/2020 | 0\n",
"01/28/2020 | 0\n",
"01/31/2020 | 0\n",
"02/03/2020 | 0\n",
"02/06/2020 | 0\n",
"02/09/2020 | 0\n",
"02/12/2020 | 0\n",
"02/15/2020 | 0\n",
"02/18/2020 | 0\n",
"... (10 rows omitted)"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"spain_death = plot_death_rate('Spain')\n",
"spain_death = spain_death.select('ObservationDate', 'Spain')\n",
"spain_death"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in true_divide\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Germany Death Rate')"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_death_rate('Germany')\n",
"plots.title('Germany Death Rate')"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in true_divide\n",
" This is separate from the ipykernel package so we can avoid doing imports until\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | Germany | \n",
"
\n",
" \n",
" \n",
" \n",
" 01/22/2020 | 0 | \n",
"
\n",
" \n",
" 01/25/2020 | 0 | \n",
"
\n",
" \n",
" 01/28/2020 | 0 | \n",
"
\n",
" \n",
" 01/31/2020 | 0 | \n",
"
\n",
" \n",
" 02/03/2020 | 0 | \n",
"
\n",
" \n",
" 02/06/2020 | 0 | \n",
"
\n",
" \n",
" 02/09/2020 | 0 | \n",
"
\n",
" \n",
" 02/12/2020 | 0 | \n",
"
\n",
" \n",
" 02/15/2020 | 0 | \n",
"
\n",
" \n",
" 02/18/2020 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (10 rows omitted)
"
],
"text/plain": [
"ObservationDate | Germany\n",
"01/22/2020 | 0\n",
"01/25/2020 | 0\n",
"01/28/2020 | 0\n",
"01/31/2020 | 0\n",
"02/03/2020 | 0\n",
"02/06/2020 | 0\n",
"02/09/2020 | 0\n",
"02/12/2020 | 0\n",
"02/15/2020 | 0\n",
"02/18/2020 | 0\n",
"... (10 rows omitted)"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"germany_death = plot_death_rate('Germany')\n",
"germany_death = germany_death.select('ObservationDate', 'Germany')\n",
"germany_death"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"top_five = germany_death.join('ObservationDate', china_death).join('ObservationDate', us_death).join('ObservationDate', italy_death).join('ObservationDate', spain_death)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" ObservationDate | Germany | Mainland China | US | Italy | Spain | \n",
"
\n",
" \n",
" \n",
" \n",
" 03/19/2020 | 44 | 3245 | 200 | 3405 | 830 | \n",
"
\n",
" \n",
" 03/16/2020 | 17 | 3213 | 85 | 2158 | 342 | \n",
"
\n",
" \n",
" 03/13/2020 | 7 | 3176 | 47 | 1266 | 133 | \n",
"
\n",
" \n",
" 03/10/2020 | 2 | 3136 | 28 | 631 | 35 | \n",
"
\n",
" \n",
" 03/07/2020 | 0 | 3070 | 17 | 233 | 10 | \n",
"
\n",
" \n",
" 03/04/2020 | 0 | 2981 | 11 | 107 | 2 | \n",
"
\n",
" \n",
" 03/01/2020 | 0 | 2870 | 1 | 34 | 0 | \n",
"
\n",
" \n",
" 02/27/2020 | 0 | 2744 | 0 | 17 | 0 | \n",
"
\n",
" \n",
" 02/24/2020 | 0 | 2593 | 0 | 7 | 0 | \n",
"
\n",
" \n",
" 02/21/2020 | 0 | 2236 | 0 | 1 | 0 | \n",
"
\n",
" \n",
"
\n",
"... (10 rows omitted)
"
],
"text/plain": [
"ObservationDate | Germany | Mainland China | US | Italy | Spain\n",
"03/19/2020 | 44 | 3245 | 200 | 3405 | 830\n",
"03/16/2020 | 17 | 3213 | 85 | 2158 | 342\n",
"03/13/2020 | 7 | 3176 | 47 | 1266 | 133\n",
"03/10/2020 | 2 | 3136 | 28 | 631 | 35\n",
"03/07/2020 | 0 | 3070 | 17 | 233 | 10\n",
"03/04/2020 | 0 | 2981 | 11 | 107 | 2\n",
"03/01/2020 | 0 | 2870 | 1 | 34 | 0\n",
"02/27/2020 | 0 | 2744 | 0 | 17 | 0\n",
"02/24/2020 | 0 | 2593 | 0 | 7 | 0\n",
"02/21/2020 | 0 | 2236 | 0 | 1 | 0\n",
"... (10 rows omitted)"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"top_five.sort('ObservationDate', descending = True)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
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