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Created February 22, 2023 19:38
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EDA of John Hopkin's Covid-19 Global Deaths
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EDA_Covid_19_Global_deaths.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "abc4cc81-77a0-4762-85e1-6dc0d0f45b62",
"metadata": {},
"source": [
"# Covid 19 Death and Vaccination EDA (Worldwide)\n",
"### 1/22/2020 - 2/15/2023"
]
},
{
"cell_type": "code",
"execution_count": 318,
"id": "812663ce-5458-454b-95a2-525afed9860a",
"metadata": {},
"outputs": [],
"source": [
"#loading packages\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import numpy as np # Scientific Computing\n",
"import pandas as pd # Data Analysis\n",
"import matplotlib.pyplot as plt # Plotting\n",
"import seaborn as sns # Statistical Data Visualization\n",
"\n",
"from zipfile import ZipFile # working with zipped data files from kaggle\n",
"from kaggle.api.kaggle_api_extended import KaggleApi # kaggle API \n",
"api = KaggleApi()\n",
"api.authenticate()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c9091b3c-e94d-4ec8-b8ce-84509c872f9d",
"metadata": {},
"outputs": [],
"source": [
"#downloading datasets for COVID-19 data\n",
"api.dataset_download_files('antgoldbloom/covid19-data-from-john-hopkins-university','CONVENIENT_us_deaths.csv')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dcdae35c-1a88-4f78-a521-cd1ef9ab92f6",
"metadata": {},
"outputs": [],
"source": [
"zf = ZipFile('./datasets/covid19-data-from-john-hopkins-university.zip')\n",
"#extracted data is saved in the same directory as notebook\n",
"zf.extractall() \n",
"zf.close()"
]
},
{
"cell_type": "code",
"execution_count": 222,
"id": "6b308ed0-676f-46ff-8a10-b8cd285f03a2",
"metadata": {},
"outputs": [],
"source": [
"\n",
"# us_deaths=pd.read_csv('./datasets/covid19-data-from-john-hopkins-university/CONVENIENT_us_deaths.csv',low_memory=False)\n",
"# us_meta=pd.read_csv('./datasets/covid19-data-from-john-hopkins-university/CONVENIENT_us_metadata.csv',low_memory=False)\n",
"\n",
"# global_deaths=pd.read_csv('./datasets/covid19-data-from-john-hopkins-university/CONVENIENT_global_deaths.csv',low_memory=False)\n",
"# global_meta=pd.read_csv('./datasets/covid19-data-from-john-hopkins-university/CONVENIENT_global_metadata.csv',low_memory=False)\n",
"raw_global_deaths=pd.read_csv('./datasets/covid19-data-from-john-hopkins-university/RAW_global_deaths.csv',low_memory=False)\n",
"raw_global_deaths=pd.read_csv('./datasets/covid19-data-from-john-hopkins-university/',low_memory=False)\n"
]
},
{
"cell_type": "markdown",
"id": "6f103044-6748-4f09-a694-24309ef39a3e",
"metadata": {},
"source": [
"#### Lets take a look at the raw global data tables from Johns's Hopkins (Kaggle)"
]
},
{
"cell_type": "code",
"execution_count": 223,
"id": "e19f509b-8056-4b41-b47a-effca6361708",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Country/Region</th>\n",
" <th>Province/State</th>\n",
" <th>Lat</th>\n",
" <th>Long</th>\n",
" <th>1/22/20</th>\n",
" <th>1/23/20</th>\n",
" <th>1/24/20</th>\n",
" <th>1/25/20</th>\n",
" <th>1/26/20</th>\n",
" <th>1/27/20</th>\n",
" <th>...</th>\n",
" <th>2/6/23</th>\n",
" <th>2/7/23</th>\n",
" <th>2/8/23</th>\n",
" <th>2/9/23</th>\n",
" <th>2/10/23</th>\n",
" <th>2/11/23</th>\n",
" <th>2/12/23</th>\n",
" <th>2/13/23</th>\n",
" <th>2/14/23</th>\n",
" <th>2/15/23</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Afghanistan</td>\n",
" <td>NaN</td>\n",
" <td>33.93911</td>\n",
" <td>67.709953</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Albania</td>\n",
" <td>NaN</td>\n",
" <td>41.15330</td>\n",
" <td>20.168300</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Algeria</td>\n",
" <td>NaN</td>\n",
" <td>28.03390</td>\n",
" <td>1.659600</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Andorra</td>\n",
" <td>NaN</td>\n",
" <td>42.50630</td>\n",
" <td>1.521800</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Angola</td>\n",
" <td>NaN</td>\n",
" <td>-11.20270</td>\n",
" <td>17.873900</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 1125 columns</p>\n",
"</div>"
],
"text/plain": [
" Country/Region Province/State Lat Long 1/22/20 1/23/20 \\\n",
"0 Afghanistan NaN 33.93911 67.709953 0 0 \n",
"1 Albania NaN 41.15330 20.168300 0 0 \n",
"2 Algeria NaN 28.03390 1.659600 0 0 \n",
"3 Andorra NaN 42.50630 1.521800 0 0 \n",
"4 Angola NaN -11.20270 17.873900 0 0 \n",
"\n",
" 1/24/20 1/25/20 1/26/20 1/27/20 ... 2/6/23 2/7/23 2/8/23 2/9/23 \\\n",
"0 0 0 0 0 ... 7896 7896 7896 7896 \n",
"1 0 0 0 0 ... 3596 3596 3596 3596 \n",
"2 0 0 0 0 ... 6881 6881 6881 6881 \n",
"3 0 0 0 0 ... 165 165 165 165 \n",
"4 0 0 0 0 ... 1931 1931 1931 1931 \n",
"\n",
" 2/10/23 2/11/23 2/12/23 2/13/23 2/14/23 2/15/23 \n",
"0 7896 7896 7896 7896 7896 7896 \n",
"1 3596 3596 3596 3596 3596 3596 \n",
"2 6881 6881 6881 6881 6881 6881 \n",
"3 165 165 165 165 165 165 \n",
"4 1931 1931 1931 1931 1931 1931 \n",
"\n",
"[5 rows x 1125 columns]"
]
},
"execution_count": 223,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_global_deaths.head() #the global covid 19 data"
]
},
{
"cell_type": "markdown",
"id": "5dec7fe1-530b-4aec-834c-f7e344447bee",
"metadata": {},
"source": [
"Each column is a country, but we can see by scrolling over that not all of them are countries. for example there is a \"winter olympics 2022\" column, so some of the columns are well known events. "
]
},
{
"cell_type": "code",
"execution_count": 224,
"id": "272388d0-8721-47d8-ac3a-c09028b8d093",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 289 entries, 0 to 288\n",
"Columns: 1125 entries, Country/Region to 2/15/23\n",
"dtypes: float64(2), int64(1121), object(2)\n",
"memory usage: 2.5+ MB\n"
]
}
],
"source": [
"raw_global_deaths.info()"
]
},
{
"cell_type": "markdown",
"id": "f835e069-d3ec-4112-adca-e6016a857880",
"metadata": {},
"source": [
"--1124 rows, each row is covid deaths reported for a country. \n",
"--1121 of the columns are int64, so the death data is numeric, no need to convert it"
]
},
{
"cell_type": "code",
"execution_count": 225,
"id": "9c9728aa-2fb0-4812-9397-cf7f5bcbd01f",
"metadata": {},
"outputs": [
{
"data": {
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Afghanistan</th>\n",
" <td>1120.0</td>\n",
" <td>7.050000</td>\n",
" <td>15.765575</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>6.0</td>\n",
" <td>159.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Albania</th>\n",
" <td>1120.0</td>\n",
" <td>3.210714</td>\n",
" <td>4.491106</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>5.0</td>\n",
" <td>21.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Algeria</th>\n",
" <td>1120.0</td>\n",
" <td>6.143750</td>\n",
" <td>7.482828</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>9.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Andorra</th>\n",
" <td>1120.0</td>\n",
" <td>0.147321</td>\n",
" <td>0.537006</td>\n",
" <td>-2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Angola</th>\n",
" <td>1120.0</td>\n",
" <td>1.724107</td>\n",
" <td>3.068149</td>\n",
" <td>-3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>30.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>West Bank and Gaza</th>\n",
" <td>1120.0</td>\n",
" <td>5.096429</td>\n",
" <td>11.075240</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>7.0</td>\n",
" <td>268.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Winter Olympics 2022</th>\n",
" <td>1120.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Yemen</th>\n",
" <td>1120.0</td>\n",
" <td>1.927679</td>\n",
" <td>4.421608</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>60.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Zambia</th>\n",
" <td>1120.0</td>\n",
" <td>3.616964</td>\n",
" <td>9.663354</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>72.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Zimbabwe</th>\n",
" <td>1120.0</td>\n",
" <td>5.055357</td>\n",
" <td>12.746254</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>107.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>198 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% 50% 75% max\n",
"Afghanistan 1120.0 7.050000 15.765575 0.0 0.0 1.0 6.0 159.0\n",
"Albania 1120.0 3.210714 4.491106 0.0 0.0 1.0 5.0 21.0\n",
"Algeria 1120.0 6.143750 7.482828 0.0 0.0 4.0 9.0 49.0\n",
"Andorra 1120.0 0.147321 0.537006 -2.0 0.0 0.0 0.0 7.0\n",
"Angola 1120.0 1.724107 3.068149 -3.0 0.0 0.0 2.0 30.0\n",
"... ... ... ... ... ... ... ... ...\n",
"West Bank and Gaza 1120.0 5.096429 11.075240 0.0 0.0 0.0 7.0 268.0\n",
"Winter Olympics 2022 1120.0 0.000000 0.000000 0.0 0.0 0.0 0.0 0.0\n",
"Yemen 1120.0 1.927679 4.421608 0.0 0.0 0.0 2.0 60.0\n",
"Zambia 1120.0 3.616964 9.663354 0.0 0.0 0.0 2.0 72.0\n",
"Zimbabwe 1120.0 5.055357 12.746254 0.0 0.0 0.0 3.0 107.0\n",
"\n",
"[198 rows x 8 columns]"
]
},
"execution_count": 225,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"global_deaths.describe().T"
]
},
{
"cell_type": "code",
"execution_count": 226,
"id": "d7aa1f8b-0c80-45bf-a353-3766daa3b87d",
"metadata": {},
"outputs": [],
"source": [
"#function to check for missing data\n",
"def missing_check(df):\n",
" total = df.isnull().sum().sort_values(ascending=False) # total number of null values\n",
" percent = (df.isnull().sum()/df.isnull().count()).sort_values(ascending=False) # percentage of values that are null\n",
" missing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent']) # putting the above two together\n",
" return missing_data # return the dataframe"
]
},
{
"cell_type": "code",
"execution_count": 227,
"id": "1083ebd0-c431-43dd-9922-accb4ebc2e87",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Province/State</th>\n",
" <td>198</td>\n",
" <td>0.685121</td>\n",
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" <tr>\n",
" <th>Lat</th>\n",
" <td>2</td>\n",
" <td>0.006920</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Long</th>\n",
" <td>2</td>\n",
" <td>0.006920</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Country/Region</th>\n",
" <td>0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2/4/22</th>\n",
" <td>0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2/3/21</th>\n",
" <td>0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2/4/21</th>\n",
" <td>0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2/5/21</th>\n",
" <td>0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2/6/21</th>\n",
" <td>0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2/15/23</th>\n",
" <td>0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1125 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" Total Percent\n",
"Province/State 198 0.685121\n",
"Lat 2 0.006920\n",
"Long 2 0.006920\n",
"Country/Region 0 0.000000\n",
"2/4/22 0 0.000000\n",
"... ... ...\n",
"2/3/21 0 0.000000\n",
"2/4/21 0 0.000000\n",
"2/5/21 0 0.000000\n",
"2/6/21 0 0.000000\n",
"2/15/23 0 0.000000\n",
"\n",
"[1125 rows x 2 columns]"
]
},
"execution_count": 227,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"missing_check(raw_global_deaths)"
]
},
{
"cell_type": "markdown",
"id": "e4a25706-b267-4206-8834-e7b55567978d",
"metadata": {},
"source": [
"--lets remove the provice/state columns - there is a lot of missing data there, but could cause issues too, we will have to check "
]
},
{
"cell_type": "code",
"execution_count": 228,
"id": "4c697c4e-6858-4b2e-8718-4b1ff222385d",
"metadata": {},
"outputs": [],
"source": [
"raw_global_deaths.drop(['Province/State'],axis=1,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 229,
"id": "6a25824b-1668-4f70-8668-9aea643f7071",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--------number of single country records, and number of provincial records---------\n",
"False 201\n",
"True 88\n",
"dtype: int64\n",
"--------number of records per country---------\n",
"Country/Region\n",
"Australia 8\n",
"Canada 16\n",
"China 34\n",
"Denmark 3\n",
"France 12\n",
"Netherlands 5\n",
"New Zealand 3\n",
"United Kingdom 15\n",
"dtype: int64\n"
]
}
],
"source": [
"#lets check for duplicate coun try records caused by data being entered for provinces:\n",
"print('--------number of single country records, and number of provincial records---------')\n",
"print(raw_global_deaths.duplicated('Country/Region').value_counts())\n",
"print('--------number of records per country---------')\n",
"# check for duplicate values in column 'A'\n",
"duplicates = raw_global_deaths.duplicated(subset='Country/Region', keep=False)\n",
"\n",
"# filter the dataframe to show only the duplicate values\n",
"duplicates_df = raw_global_deaths[duplicates]\n",
"\n",
"# count the number of occurrences of each unique duplicate value in column 'A'\n",
"print(duplicates_df.groupby('Country/Region').size())"
]
},
{
"cell_type": "markdown",
"id": "b26aae5a-fbad-41cd-9c14-f9f38aec7a10",
"metadata": {},
"source": [
"some of the data is in provincial format, some is single value for the country"
]
},
{
"cell_type": "code",
"execution_count": 230,
"id": "407d064f-c5c4-4106-9f5a-466b40ccb8a2",
"metadata": {},
"outputs": [],
"source": [
"raw_global_deaths = raw_global_deaths.groupby(['Country/Region']).sum()"
]
},
{
"cell_type": "code",
"execution_count": 232,
"id": "6cf194ec-523e-4482-9b31-272f36a90e23",
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Lat</th>\n",
" <th>Long</th>\n",
" <th>1/22/20</th>\n",
" <th>1/23/20</th>\n",
" <th>1/24/20</th>\n",
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" <th>2/13/23</th>\n",
" <th>2/14/23</th>\n",
" <th>2/15/23</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country/Region</th>\n",
" <th></th>\n",
" <th></th>\n",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Afghanistan</th>\n",
" <td>33.93911</td>\n",
" <td>67.709953</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" <td>7896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Albania</th>\n",
" <td>41.15330</td>\n",
" <td>20.168300</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>3596</td>\n",
" <td>3596</td>\n",
" <td>3596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Algeria</th>\n",
" <td>28.03390</td>\n",
" <td>1.659600</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" <td>6881</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Andorra</th>\n",
" <td>42.50630</td>\n",
" <td>1.521800</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
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" <td>165</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Angola</th>\n",
" <td>-11.20270</td>\n",
" <td>17.873900</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
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" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" <td>1931</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 1123 columns</p>\n",
"</div>"
],
"text/plain": [
" Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 \\\n",
"Country/Region \n",
"Afghanistan 33.93911 67.709953 0 0 0 0 \n",
"Albania 41.15330 20.168300 0 0 0 0 \n",
"Algeria 28.03390 1.659600 0 0 0 0 \n",
"Andorra 42.50630 1.521800 0 0 0 0 \n",
"Angola -11.20270 17.873900 0 0 0 0 \n",
"\n",
" 1/26/20 1/27/20 1/28/20 1/29/20 ... 2/6/23 2/7/23 \\\n",
"Country/Region ... \n",
"Afghanistan 0 0 0 0 ... 7896 7896 \n",
"Albania 0 0 0 0 ... 3596 3596 \n",
"Algeria 0 0 0 0 ... 6881 6881 \n",
"Andorra 0 0 0 0 ... 165 165 \n",
"Angola 0 0 0 0 ... 1931 1931 \n",
"\n",
" 2/8/23 2/9/23 2/10/23 2/11/23 2/12/23 2/13/23 2/14/23 \\\n",
"Country/Region \n",
"Afghanistan 7896 7896 7896 7896 7896 7896 7896 \n",
"Albania 3596 3596 3596 3596 3596 3596 3596 \n",
"Algeria 6881 6881 6881 6881 6881 6881 6881 \n",
"Andorra 165 165 165 165 165 165 165 \n",
"Angola 1931 1931 1931 1931 1931 1931 1931 \n",
"\n",
" 2/15/23 \n",
"Country/Region \n",
"Afghanistan 7896 \n",
"Albania 3596 \n",
"Algeria 6881 \n",
"Andorra 165 \n",
"Angola 1931 \n",
"\n",
"[5 rows x 1123 columns]"
]
},
"execution_count": 232,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_global_deaths.head()"
]
},
{
"cell_type": "markdown",
"id": "baeaaa85-f199-4814-aac8-f2b9b36eecda",
"metadata": {},
"source": [
"--If we scroll to the right, we can see that the count is cumulative. to get the deaths per day, we would need to substract day from final day"
]
},
{
"cell_type": "code",
"execution_count": 243,
"id": "0947c1a1-fafc-44fc-9b03-6252f8766097",
"metadata": {},
"outputs": [],
"source": [
"raw_global_deaths.reset_index(inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 244,
"id": "6089fd7a-3cd8-4819-a74f-920ef43081e3",
"metadata": {},
"outputs": [],
"source": [
"# first we make a copy of the data\n",
"cum_global_deaths = raw_global_deaths.copy()"
]
},
{
"cell_type": "code",
"execution_count": 245,
"id": "37d5f207-68cc-4e1b-ae33-2d4c93ea7e58",
"metadata": {},
"outputs": [],
"source": [
"# now we prep the new data frame, and grab just the country names and Lat/Lat\n",
"raw_global_deaths = cum_global_deaths.iloc[:,4:]"
]
},
{
"cell_type": "code",
"execution_count": 246,
"id": "07e2a9fe-2395-4d8b-8165-ff4a2b32ecce",
"metadata": {},
"outputs": [],
"source": [
"raw_global_deaths = raw_global_deaths.shift(-1, axis=1) - raw_global_deaths"
]
},
{
"cell_type": "code",
"execution_count": 247,
"id": "9d07918b-be58-4cc4-816a-19a48d4270cf",
"metadata": {},
"outputs": [
{
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],
"text/plain": [
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},
"execution_count": 247,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_global_deaths.head()"
]
},
{
"cell_type": "code",
"execution_count": 248,
"id": "50cdcf2c-ba5c-49ee-b113-ca16bb5143f7",
"metadata": {},
"outputs": [],
"source": [
"raw_global_deaths = pd.concat([cum_global_deaths['Country/Region'], raw_global_deaths], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 249,
"id": "95f53e5c-a652-4c52-ae16-cb29c1ac78b5",
"metadata": {},
"outputs": [
{
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" <td>0</td>\n",
" <td>0</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 1117 columns</p>\n",
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],
"text/plain": [
" Country/Region 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 \\\n",
"0 Afghanistan 0 0 0 0 0 0 0 \n",
"1 Albania 0 0 0 0 0 0 0 \n",
"2 Algeria 0 0 0 0 0 0 0 \n",
"3 Andorra 0 0 0 0 0 0 0 \n",
"4 Angola 0 0 0 0 0 0 0 \n",
"\n",
" 2/3/20 2/4/20 ... 2/6/23 2/7/23 2/8/23 2/9/23 2/10/23 2/11/23 \\\n",
"0 0 0 ... 0 0 0 0 0 0 \n",
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"0 0 0 0 NaN \n",
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"2 0 0 0 NaN \n",
"3 0 0 0 NaN \n",
"4 0 0 0 NaN \n",
"\n",
"[5 rows x 1117 columns]"
]
},
"execution_count": 249,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_global_deaths.head()"
]
},
{
"cell_type": "markdown",
"id": "1de67d99-dccd-4130-9216-988eaf61a0e0",
"metadata": {},
"source": [
"--We need to drop that most recent day since we cant calculate a value form the cumulative sum for that day"
]
},
{
"cell_type": "code",
"execution_count": 250,
"id": "e284fe9c-bb5f-4620-939f-cd7c75de176c",
"metadata": {},
"outputs": [],
"source": [
"raw_global_deaths = raw_global_deaths.drop(raw_global_deaths.columns[-1], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 251,
"id": "c91f3ee9-5e61-4215-ba09-63dbc64dd073",
"metadata": {},
"outputs": [],
"source": [
"raw_global_deaths['total_deaths'] = raw_global_deaths.iloc[:,1:].sum(axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": 252,
"id": "eac5006d-f53c-42d7-8ca2-e92163889580",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" Country/Region 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 \\\n",
"0 Afghanistan 0 0 0 0 0 0 0 \n",
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},
"execution_count": 252,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_global_deaths.head()"
]
},
{
"cell_type": "code",
"execution_count": 253,
"id": "002d79fe-348f-4218-bda6-1656cef5c317",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"text/plain": [
" Country/Region total_deaths\n",
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},
"execution_count": 253,
"metadata": {},
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],
"source": [
"raw_global_deaths[['Country/Region','total_deaths']].sort_values(['total_deaths']).head()"
]
},
{
"cell_type": "markdown",
"id": "968cc577-f052-4f6b-bcca-467fa4a5182e",
"metadata": {},
"source": [
"--We can see there are at least two \"events\" (the olympics), good to be aware of. We will leave them in for now. "
]
},
{
"cell_type": "code",
"execution_count": 254,
"id": "12782212-8cb9-41db-9613-d624f963f460",
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 1500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raw_global_deaths[['Country/Region','total_deaths']].sort_values(['total_deaths']).tail(10).plot(x='Country/Region',\n",
" y='total_deaths',\n",
" kind='bar',\n",
" figsize=(15,5))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 255,
"id": "fb197435-8a1b-4f82-997b-fb49798766cd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raw_global_deaths[['Country/Region','total_deaths']].sort_values(['total_deaths']).head(10).plot(x='Country/Region',\n",
" y='total_deaths',\n",
" kind='bar',\n",
" figsize=(15,5))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 309,
"id": "4ad160b0-c06e-455f-9d19-1f064c56df15",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot a histogram of 'total deaths' for countries\n",
"# plt.hist(raw_global_deaths['total_deaths'], bins = 20)\n",
"sns.displot(raw_global_deaths['total_deaths'], kde=True)\n",
"# add title and labels\n",
"plt.title('Distribution of total numbr of covid deaths by country (all)')\n",
"plt.xlabel('deaths')\n",
"plt.ylabel('Frequency')\n",
"# display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 308,
"id": "ac37181f-5380-48fc-b00f-0c68dd74ae13",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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bKJVKky4zT09Pk+/3fX19AcDYxfe0EydOID09Pdu0g4KCULp06Wzdcea4evUqoqOjs027XLlyCAwMfOa0v/32W/Tr1w9xcXGIiorCxo0bjXvTOp3OrDqe7o3x9fU1u1cgS+3atY1/e3t7Z5t+1p76o0ePjMOUSqVJN5yDgwNef/114zpy4MAB+Pj4oHr16sjIyEBGRgb0ej1CQkJw+vRpk94YjUbzzPos+X4ePXoUZcqUQdWqVU1q3759O3r06IHDhw9DqVSiTZs2JuNlHSuTNa+OHTvi6NGjxq/Ltm3bBkdHR7Ro0SLbPLVaLc6cOZOttyLr+8zc5HW8vLR1iRIlsGLFCgQFBeHOnTs4cOAAVq1ahePHj+dp3Xv6mIeyZcsa14cqVarA09MT7733HiZNmoRdu3bBx8cHH3zwAUqWLPnM6bZq1QoKxX+b6JYtW0IIgYMHDwLIPDjr9u3bxq7dLVu2QK1Wo1WrVjlO7+rVq4iJiUHz5s1Nhvfr1w9btmxBRkYGTp06hTZt2kCpVBqfL1asGEJCQl5o2+Dv728yredtn7I8vd43bNgQpUqVMvZgPHjwAPv27UOnTp1ynUbW1xe59W5kOXz4MAIDA1G2bFmT4R06dEB0dDSuXLliHNa2bVuoVP8d2pbV1nk9g+jHH3/EjBkz0K5dO+NXmFlfe+WWT0+uAwBQunRp6PV63Lt3L0/zBGz4YLxnuX//PtRqdbbuEAAIDAzE4sWLsXz5cixduhQLFy6Ej48PBg4ciL59+z5zul5eXs+dd9bGPotCoYC7u7vJhj6/sjb0T3dzqlQqeHh4mHT5OTo6mrwma2V5+tSNp6f99HJkDXted+KzZB3wldu0z549m+u4p06dwmeffYZTp05BrVajcuXKKF26NADzz3l9uk0UCsULnzeb09kcarX6meO4u7vDzs7OZJiXl5dxHYmPj0d0dLTJ10ZPio6OhpubG4Cc2/JJlnw/4+Pjn/k/kJCQAA8PD5MNHfDfepo1r9atW+Pzzz/H9u3b0bdvX/z6669o2bJltvcla5pCiGwH5z3viPy8jpfXtt66dStmzpyJu3fvwt3dHVWrVn3u+5zlWeubs7MzVq9ejQULFuC3337D2rVr4ejoiA4dOuCjjz565gFVT7+nWe9N1npUv359lClTBps3b0bdunWxefNmvPnmmzm2c1ZbPDmdpyUmJkIIYdFtQ05tA+S+fXpyfk+P17lzZ/zwww+YNGkStm7d+sydGuC/9TG39siSkJCQ485AVg1PbtufXr+efk9yYzAY8NVXX+GHH35A+/bt8eWXXxq31cWKFQOQ+TXPk7KOK3p6G+Tk5AQAZr0fRS7o9Xo9Dh8+jNq1a5vsKT7ptddew2uvvYbU1FQcPHgQK1aswLRp0xAQEIBatWrla/5Pv6F6vR4PHz40vuGSJGU7z9/cT5NZG/no6GiTFVCn0+Hhw4fw8PB4kdJNph0TE2M83SRLdHR0tr1ac2TteMXExGR7Ljo6Ote6s77H9PPzw6+//opKlSpBoVBg9+7diIiIeOF6niW/79GzZG0wn9xDj4mJMYaSq6srypcvj2+++SbH8Z/3CeRJlnw/XV1dczyIKyoqCi4uLnBzc8PDhw+RkZFhEvZZn9yz3l8XFxc0a9YM27dvR+PGjXH+/Plcz1t2d3eHQqHIts5khVJu8jpeXtr66NGjGD9+PHr16oV3333X+Knzq6++MjkQ8UVVrFgRX3/9NfR6PU6ePIktW7ZgzZo1KFOmDAYNGpTreE9va6KjowHAZFvTqVMnrFixAj179sSlS5cwZcqUXKeXFShPHygZHx+PM2fOoGbNmpAkKdf/36z/79w+TCQnJ8PZ2TnX+edX586dMW/ePPz999/47bff0KZNm2eGeNb6+OjRo2ee5eHm5pbrMj85HSD7+pU13rOmn56ejtGjR2Pnzp3o27cvJkyYYLJtKFeuHJRKJa5fv24yXtbjypUrmwzP2rk3JweKXNf92rVr8eDBg1wvsjBjxgyEhoZCCAFHR0eEhIQYNzJZR34/3RVijv3795scBBgREYGMjAwEBwcDyNyDf/jwocnR8cePHzeZRm47KFnq1asHANkOuNi2bRv0ej3q1KnzwvXXqlUL9vb22aZ99OhR3Llzx6Sr+nmeXo4KFSrAx8cn27Rv3ryJEydOGKf99HhXrlxBfHw8+vTpgypVqhjfn7///hvA8/f+zeXi4pKt2+vp9yg/0tPTjd2rQOYGMDIy0riO1KtXD3fv3oWXlxf8/f2NPwcOHMCSJUueu348yZLvZ1BQEG7evIkLFy6YLMv777+Pn376CfXq1YNer8dvv/1mMl7WVyxPrpcdO3bEP//8g9WrV6N48eKoX79+jvN0cHBAYGAgfv/9d5Nel127dj2z1ryOl5e2joqKgsFgwIgRI4whr9frjV+1ZK1/L7Ld2LFjB+rXr4/o6GgolUoEBgZi8uTJKFas2HO7Xvfs2WPyeNu2bZAkybh9AIAuXbogMTER06dPR/ny5Z+5bahYsSI8PDyyHU3+yy+/YODAgdDpdKhRowZ+++03kx3hxMREREZGGqed9Qkza3sKZIbPixysZ06bli5dGg0aNMDKlStx5syZZ3bbA0CpUqUAIFs7Pz3PunXrIioqCjdv3jQZvnXrVvj4+BgPigOyr18RERGQJCnX9RvIPGPjjz/+wIQJEzBx4sRsXfQODg4ICgrCzp07TdbliIgIFCtWDDVr1jR5/b1796BUKo1nEuSFzX6iT0pKwokTJwBk/qM9fPgQe/fuxbp169ChQ4dspyJkadCgAX744Qd8+OGH6NChA3Q6HZYsWQJ3d3fjm1GsWDFERUXhwIEDZp+DHxMTg/fffx+9e/fGtWvXMHPmTDRq1Mh4+kRISAhWrlyJiRMnomvXrrh48SKWLVtmsvF2dXUFkPn9YaVKlbL1MlSuXBmdOnVCeHg4tFotgoODce7cOYSHhyM4OBivvfaaWTU/yd3dHYMGDUJ4eDjs7OzQrFkz3Lp1C9999x0qV65s1kVsclqO0aNHY8KECQgLC8Nbb72Fhw8fIjw8HG5ubujfv7/JeJGRkXBzc0OFChXg4uKChQsXQqVSQaVSISIiwngKyfO+zzNX1lWnFi5ciICAAERGRpp1Gt/z2NnZYeLEiRg9ejRcXFywePFiaLVa49kZnTt3xqpVq9C/f38MGTIEJUuWxP79+/H999+jV69e2br9n8WS72fWlSffe+89jBw5Ep6enli9ejW0Wi169+6NsmXLIjg4GJMmTcKDBw9QrVo1HD58GN9//z06depk8smjcePG8PT0xNq1a9GvX79nbtBHjx6Nvn37Yvjw4ejevTuuXbuGBQsWPLfevIyXl7bO2pBOmTIFXbp0waNHj7Bq1SrjqXopKSlwcXFBsWLFEBMTg927d+PVV1/NU5vWrl0bBoMBw4YNw6BBg+Ds7Izt27cjMTEx121YltOnT+Ojjz5Cu3btcOrUKcyZMwehoaEmR2eXLFnSeDpwWFjYM6enVCrx/vvvY8qUKZg8eTJatGiBa9euYfbs2Xj77bfh6emJMWPG4N1338WAAQPQq1cv6HQ6LF68GOnp6Rg+fDiAzGOZSpYsifDwcLi6ukKhUGDx4sXP7SLPSVYvw6+//opatWo9twcqNDQUo0ePfu5ODZC546pWq3H8+HGT7fzT2//+/ftj69at6N+/P4YPHw4PDw9s3rwZBw8exLRp00zW3ZMnT2Ls2LHo2LEjLly4gDlz5qBbt2651v3HH39g27ZtaNq0KQICAoyZlqVatWqwt7fHe++9h/79+2PkyJHo0qULoqKisHTpUowdOzbbV0jHjh1DUFCQWe1ts0F/9uxZdO/eHUDmHpiXlxcqVKiAL7/8MtuBR096/fXX8c0332DZsmXGA/Dq1KmDFStWGLueevbsidOnT2PgwIGYPn26WVfo6tatG7RaLYYNGwZ7e3u0b98e48aNM+6lNWrUCOPHj8fKlSvx+++/o3r16ggPD0ePHj2M03BxcUH//v2xbt06REZGYt++fdnmM3XqVLzyyiv4+eefsXTpUhQvXhy9e/fGsGHD8tUjAQDvv/8+vL29sWrVKqxfvx7u7u5o3bo1Ro0aZdbKk9NydO7cGc7Ozli0aBGGDRsGFxcXvPbaaxg9erTxu9wqVaoYLwO5Z88e/Prrr5g/fz6++uorjBw5Es7Oznj11VexatUqDBw4EEePHrXo5YEHDx6MuLg4LFu2DDqdDm+88QamTp1qvAJVfrm5uWHcuHH45ptvEB0djVq1amHVqlXGq9E5OTlh9erV+Pbbb/H1118jMTERpUuXxpgxY/DOO++YPT9Lvp+rVq3CV199halTpyIjIwO1atXCypUrjQd8Llq0CHPmzMGKFSsQFxeHMmXKICwszLgTl0WpVKJt27b48ccfjQfr5SYoKAjff/89Zs6cieHDh6NMmTKYNm0ahgwZku/x8tLWwcHB+PTTT/HDDz9gx44d8Pb2RnBwMMLDwzFs2DAcO3YMTZo0QefOnbF7924MGzYMI0aMyHZQYk6KFy+OJUuW4LvvvsNHH32E1NRUVKlSBXPnzn3mp0Ag87TVs2fPYsiQIXB1dcWAAQOMYfukkJAQ7N+/P9fTzJ7Us2dPODk5YenSpdiwYQNKlCiBd955x/gVQtYHpTlz5mD06NGwt7dHUFAQZsyYgSpVqgDIfG/nzJmDadOmYfTo0fD29kbfvn1x5cqVbOf1P0/Lli2xZcsWfPjhhwgNDTWe5pebJk2aQJKkPO3AOjo64vXXX8fu3bvRq1cvkzZ4cvvfvn17rFmzBt9++y2mTp0KnU6HqlWrYv78+dkO9uzbty/u379v3CEYMmTIMy9Lm3Wa6a5du3Lspfrzzz9RpkwZNGjQAHPnzjWeHluiRAl88MEH2bYHaWlpOHz4MEaNGvXc5X+SJF70KCUiIrK6gQMHQqlUvtC1Ioqa3377DePGjUNkZGSO12R42qlTp9C9e3fs3LnTeHDvi/Lz88Pw4cPx/vvv52s6+bFp0yZ8++23+OOPP/J8sChgw5/oiYgod/PmzcPVq1fx999/Y9WqVdYup0D98ccfOHXqFNauXYuOHTvmKeSBzNP7WrdujSVLlhgv6lRU6fV6Y0+1OSEPFMGD8YiIKLM7ODIyEuPGjUPdunWtXU6BunXrFpYvX44aNWqYfQfRTz/9FLt37y7yNyRav349ihcvbvI1cF6x656IiEjG+ImeiIhIxhj0REREMsagJyIikjEGPRERkYzJ9vS6mJhEyPkwQ09PZ8TFJVu7jCKFbWYetpf52Gbmednby8fHtVDmw0/0RZAkAUqlAs+56y49gW1mHraX+dhm5mF7FR4GPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGRMZe0CbJ1CIUGhkKxdhpHBICCEsHYZRERURDDon0GhkODu4QylDQW93iCQEJ9s7TKIiKiIYNA/g0IhQamQsPnYTcQmaq1dDrxc1XirTllIku3seBARkW1j0OdBbKIW9xKsH/RERETm4sF4REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxqwa9HFxcWjRogUOHTpkHBYREYGOHTuidu3aaNq0KcLDw2EwGKxYJRERUdFltaA/duwYunfvjhs3bhiHnT59Gh988AFGjRqFo0eP4vvvv8fGjRuxfPlya5VJRERUpFkl6Ddt2oSxY8ciLCzMZPjt27fRo0cPhISEQKFQoFKlSmjRogWOHDlijTKJiIiKPJU1Ztq4cWO0b98eKpXKJOxbtWqFVq1aGR9rtVpERkaiffv2Zs9DkixSqk3KWjY5L6Olsc3Mw/YyH9vMPGyvwmOVoPfx8Xnua5KSkjBy5Eio1Wr069fP7Hl4ebm+QGU5U6vt4aQTFptefuoAAHd3ZwCWXcaXBdvMPGwv87HNzMP2KnhWCfrnuXLlCkaMGAEvLy+sWLECLi4uZk8jNjYRIp/ZrFQq4OHhDK02HSkpafmbmAVo7TJ3fePjk+Hu7myRZXxZSFLmBoVtljdsL/OxzczD9gK8vQtnJ8fmgn737t0YPXo0unXrhjFjxkClerEShYBsV56s5ZLzMhYUtpl52F7mY5uZh+1V8Gwq6E+cOIFhw4Zh8uTJCA0NtXY5RERERZ5NXTBn4cKFyMjIwNSpUxEYGGj8GTBggLVLIyIiKpKs/on+woULxr8XLlxoxUqIiIjkx6Y+0RMREZFlMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyZhVgz4uLg4tWrTAoUOHjMP++ecfdO3aFYGBgWjatCnWr19vxQqJiIiKNqsF/bFjx9C9e3fcuHHDOCwhIQGDBg3CW2+9hSNHjmDq1KmYPn06Tp48aa0yiYiIijSrBP2mTZswduxYhIWFmQz//fff4e7ujp49e0KlUqFBgwZo3749Vq9ebY0yiYiIijyVNWbauHFjtG/fHiqVyiTsL168CI1GY/LaypUrY8OGDWbPQ5LyXabNylo2OS+jpbHNzMP2Mh/bzDxsr8JjlaD38fHJcXhycjIcHR1NhqnVaqSkpJg9Dy8v1xeqLSdqtT2cdMJi08tPHQDg7u4MwLLL+LJgm5mH7WU+tpl52F4FzypBnxtHR0ckJiaaDNNqtXB2djZ7WrGxiRD5zGalUgEPD2dotelISUnL38QsQGuXuesbH58Md3dniyzjy0KSMjcobLO8YXuZj21mHrYX4O1dODs5NhX0Go0G+/btMxl26dIlVKlSxexpCQHZrjxZyyXnZSwobDPzsL3MxzYzD9ur4NnUefQtWrRATEwMli9fDp1Oh4MHD+KXX35Bly5drF0aERFRkWRTQe/h4YFly5Zhx44dCA4Oxscff4yPP/4Y9evXt3ZpRERERZLVu+4vXLhg8tjf3x9r1661UjVERETyYlOf6ImIiMiyGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZIxBT0REJGMMeiIiIhlj0BMREckYg56IiEjGGPREREQyxqAnIiKSMQY9ERGRjDHoiYiIZMwmg/7MmTPo2bMngoKC0LhxY3zxxRdIT0+3dllERERFjs0FvcFgwODBg9GqVSscPnwYGzZswN69e/H9999buzQiIqIix+aCPiEhAdHR0TAYDBBCAAAUCgUcHR2tXBkREVHRY3NB7+HhgX79+mHGjBnw9/dHkyZNUL58efTr18/apRERERU5KmsX8DSDwQC1Wo1PPvkEoaGhuH79OoYPH445c+Zg1KhReZ6OJBVcjdaWtWxyXkZLY5uZh+1lPraZedhehUcSWf3jNiIiIgKzZs3Cjh07jMO2bt2KqVOn4tChQ1apafXB63iQmGaVeT+puKsDetZ/xdplEBFREWJzn+jv3r2b7Qh7lUoFOzs7s6YTG5uI/O7CKJUKeHg4Q6tNR0qK9YNea5e56xsfnwx3d2eLLOPLQpIALy9Xtlkesb3MxzYzD9sL8PZ2LZT52FzQN27cGN9++y0WLlyIgQMH4s6dO1iwYAHat29v1nSEgGxXnqzlkvMyFhS2mXnYXuZjm5mH7VXwbO5gvMqVK2PRokXYtWsXgoOD0adPHzRt2hRhYWHWLo2IiKjIsblP9ADQsGFDNGzY0NplEBERFXk294meiIiILMfsoLfWke9ERERkPrODfsSIEWjevDnmzZuHO3fuFERNREREZCFmB/3evXsxbtw4nD59Gq1atcI777yDX3/9lTedISIiskFmB72dnR1atWqFBQsWYPfu3WjevDmWLVuGxo0b47PPPsP58+cLok4iIiJ6AS98MF5sbCx++eUXbN68GZcuXUJwcDAcHBzQr18/LFy40JI1EhER0Qsy+/S6bdu2YcuWLdi/fz8qVqyIzp07Y+HChfD09AQANGnSBMOGDcOQIUMsXiwRERGZx+yg/+yzz9C2bVusXbsWNWrUyPZ8hQoVeKc5IiIiG2F20O/duxc3b95EiRIlAAAnTpyAq6srKlWqBADw9fXFiBEjLFslERERvRCzv6P/888/8dZbb+HatWsAgKioKHTt2hW7d++2dG1ERESUT2Z/og8PD8f8+fON3fb9+/dH5cqV8fXXX6NJkyYWL5CIiIhenNmf6O/evYvXXnvNZFjjxo158RwiIiIbZHbQly5dGnv27DEZduDAAZQqVcpiRREREZFlmN11P2jQIAwbNgwtW7ZE6dKlcefOHezcuRMzZswoiPqIiIgoH8wO+vbt26N48eLYvHkzzpw5g5IlS2LZsmWoXbt2QdRHRERE+fBC96MPDg5GcHCwpWshIiIiCzM76O/fv48FCxbg2rVrMBgMJs+tWLHCYoURERFR/pkd9BMmTEBMTAxCQkJgZ2dXEDURERGRhZgd9KdOnUJERITx2vZERERku8w+vc7V1RX29vYFUQsRERFZmNmf6IcOHYoJEyZg4MCB8Pb2NnmO59ITERHZFrOD/uOPPwYA7Ny5EwAgSRKEEJAkCefOnbNsdURERJQvZgf9n3/+WRB1EBERUQF4oUvgli5dGgkJCThz5gx8fHygVqtRunTpgqiPiIiI8sHsoI+NjUWPHj3QrVs3jB8/Hjdv3kTz5s0RFRVVEPURERFRPpgd9NOmTYNGo8GRI0egUqlQqVIlDBo0CF999VVB1EdERET5YHbQHzx4EBMmTICjoyMkSQIADBgwAJcuXbJ4cURERJQ/Zge9nZ0dtFotAEAIAQBITk6Gs7OzZSsjIiKifDM76Js2bYpx48bh2rVrkCQJsbGx+Oyzz9CkSZOCqI+IiIjyweygHzNmDJycnNC6dWs8evQIjRs3RmpqKsaOHVsQ9REREVE+mH0evbOzM+bMmYO4uDjcunULvr6+KF68eEHURkRERPlkdtAfOXLE5PH169dx/fp1AEDdunUtUxURERFZhNlB37t372zDFAoFSpYsyavmERER2Rizg/78+fMmj+Pi4jBv3jxeGY+IiMgGmX0w3tM8PT0xbtw4/Pjjj5aoh4iIiCwo30EPAAkJCUhLS7PEpIiIiMiCzO66nzBhgsljnU6HY8eOoWHDhhYrioiIiCzD7KB/moODA3r37o3u3btboh4iIiKyILODfvr06QVRBxERERUAs4M+PDw8T68bPny42cUQERGRZZkd9BcvXsTvv/+OqlWrokKFCrh37x6OHz+OatWqGW9sk3VXOyIiIrIus4NeoVBgwoQJ6NOnj3HYli1b8Ndff2H27NmWrI2IiIjyyezT63bv3o2ePXuaDGvXrh0OHDhgsaKIiIjIMswOek9Pz2zXu9+zZw98fX0tVhQRERFZhtld94MHD8agQYPQqlUrlCpVCjdv3sRff/2FuXPnFkR9RERElA9mB33Xrl1RunRpbN26FWfPnkXZsmWxdu1a+Pn5FUR9RERElA8vdMGchg0bomHDhoiLi4Onp6elayIiIiILMfs7ep1Oh1mzZqFOnTpo2rQpbt68iS5duuDBgwcFUR8RERHlg9lBHx4ejoMHD+K7776DnZ0dvLy84Ovri6lTpxZEfURERJQPZnfd//LLL1izZg1KlCgBSZLg5OSE6dOno0WLFgVRHxEREeWD2Z/oU1JSjN/LCyEAAGq1GgqFRe54S0RERBZkdjoHBAQYr3efdanblStXwt/f37KVERERUb6Z3XU/ceJE9OvXD5s2bUJycjLatGmD5ORk/PDDDwVRHxEREeWD2UHv7e2Nbdu2ITIyErdv34avry/eeOMNuLi4WKyo+Ph4TJs2Dbt374bBYEDdunUxefJkFC9e3GLzICIiehmY3XXfrl076PV6vPnmmxgwYADatWtn0ZAHgPfffx8pKSnYuXMn/vrrLyiVSnzyyScWnQcREdHL4IUumJOammrxcM9y+vRp/PPPP9i/f79xHp9//jmio6MLZH5ERERyZnbQBwcHo2vXrnj99dezdaUPHz483wWdPHkSlStXxk8//YQ1a9YgNTUVr732GsaPH5/vaRMREb1szA76W7duoWzZsrh69SquXr1qHJ51BH5+JSQk4MKFC6hRowY2bdoErVaLDz74AOPHj8eiRYvyPB0LlWOTspZNzstoaWwz87C9zMc2Mw/bq/DkOejfffddLF26FCtXrgQAaLVaqNVqixdkb28PAPjoo4/g4OAAFxcXjBo1Ct26dUNycjKcnZ3zNB0vL1eL1aRW28NJJyw2vfzUAQDu7pltYMllfFmwzczD9jIf28w8bK+Cl+egj4qKMnn8+uuv4/DhwxYvqHLlyjAYDNDpdHBwcAAAGAwGAP9doCcvYmMTYcbLc6RUKuDh4QytNh0pKWn5m5gFaO0yd33j45Ph7u5skWV8WUhS5gaFbZY3bC/zsc3Mw/YCvL0LZyfnhQ7GA8wLXXM0bNgQZcuWxcSJEzF9+nSkpaVh1qxZaN68uVkHAAoB2a48Wcsl52UsKGwz87C9zMc2Mw/bq+C98HVrLfWd/NPs7OywcuVKKJVKtGrVCq1atYKvry+mTZtWIPMjIiKSsxf+RF+QSpQogVmzZlm7DCIioiIvz0GfkZGBzZs3Gx/rdDqTxwDw1ltvWagsIiIisoQ8B723tzfmzJljfOzh4WHyWJIkBj0REZGNyXPQ79q1qyDrICIiogLAm8gTERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRERkYwx6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxmw26PV6PXr37o0PP/zQ2qUQEREVWTYb9OHh4Th69Ki1yyAiIirSbDLoDxw4gN9//x0tW7a0dilERERFms0FfWxsLD766CN8++23cHR0tHY5FieEQIZBwCCEtUshIqKXgMraBTzJYDBg3Lhx6N+/P6pWrZqvaUmShYp6AUIIPNJm4F5iGmKT0/EwRYekdD1S0vXIMPwX8AoJcLRTwtleCXdHO3g626GEiwO8ne2hUOS+AFnLZs1lLGrYZuZhe5mPbWYetlfhsamgX7RoEezt7dG7d+98T8vLy9UCFWVSq+3hpHv2J3AhBG49TMWlB0m4EpOMpLSM507XIIDkdD2S0/V4kJQORGcOt1NKKOfphEo+Lqjo4wwHldJYBwC4uzsDsOwyvizYZuZhe5mPbWYetlfBk4SwnT7k1q1b48GDB1AoMr9R0Gq1AAC1Wm32gXmxsYnI75IplQp4eDhjaeRF3EvQ5vgarU6Pc/eTcOFBEhLT9MbhCgko7uIAHxd7eDrZwVWtgpOdEvYqBZSSBIMQ0BkEUtP1SEzLQHyqDjHJOtx/lIY0veG/GhQSKng6okZJV/iXdsO7b1RBfHwy3N2dLbKMLwtJytygsM3yhu1lPraZedhegLd34ezk2NQn+h07dpg8zjq17ssvvzR7WkKgQFee5PQMnLj9CBceJEP/uDveTimhgqcTKng5oVQxB6iUzz4EQg3A1UGF4q4OT9QtEJOsw42HKbgSm4L41AxciknBpZgUnLj9CFVKuaOGt+Pj1xbsMsoR28w8bC/zsc3Mw/YqeDYV9EVBut6AE7ce4fTdROgfr53eznaoUbIYKng6Pjfcn0eSJPi42MPHxR61y7ghOikdZ+4l4nJsCq7FpaLPssN4tYQLPmlfHRp3h+dPkIiIXmo2HfQv8km+oAghcDk2BYeuxSNFl9lFX9zFHkFl3VHKzQFSARxRIkkSirs6oLirA+qWy8Dl2BScupOIc/eT8H9LDiGkijdGNamIUm5qi8+biIjkweZOr7NFyekZ+OPfGPx1MRYpOj2KqVVo6eeNDjVKoLS7ukBC/mkuDiq0erU49n3YFN1rl4JCAv66GIOuPxzBwn3XkJ5heP5EiIjopcOgf46IM/ewcO91XItLhUIC6pR1Q2itknjF06lQAv5pns72+LCFBr+NfA1BZd2QrhdYevAG+q6Owr8Pkgq9HiIism0M+mdYtO8aBq88hpR0PTwc7fCWvy9ql3GD8hnnuBeWqr7FsKBbTUxv9yo8HO1wKSYZfVdHYfmhG8aDA4mIiBj0z/DvgyQoJKBhBQ90qukLL2d7a5dkQpIkNPfzwdp+ddCkkhcyDALz9l7D4HX/4EFimrXLIyIiG8Cgf4bp7avhyEfN0czPxyY+xefG08keX3eshk9baeBsr8Q/dx6h96rjOHYz3tqlERGRlTHon8FepYCXS9E4hU2SJLSv4YtVvWujio8z4lJ0GLb+JFYfvQUbuiYSEREVMga9zJRxd8SytwPw5qvFoRfA7N1X8PG289Dq9M8fmYiIZIdBL0NqOyU+e9MP45pWglIh4fcL0Ri24RTiU3TWLo2IiAoZg16mJElCt8DSmBfqD1cHFU7eeYR31kThxsNUa5dGRESFiEEvc3XKumPp2wEoVcwBN+O1eOd/UfjndoK1yyIiokLCoH8JVPBywrL/C0Q1X1ckaDMwbMMp7LsaZ+2yiIioEDDoXxJezvZY1K0mGlf0RFqGAWM2n8HOC9HWLouIiAoYg/4lorZT4usO1dDSzwd6g8DH285hy6m71i6LiIgKEIP+JaNSKjClTVW85e8LgwC++P0i1hy/be2yiIiogDDoX0JKhYSJLaqgV1AZAMDMvy4z7ImIZIpB/5KSJAkjXq+Ad4LLAsgM+5+iGPZERHLDoH+JSZKEIY3Ko2+9zLD/etdlrD9xx8pVERGRJTHoX3KSJGFY4/LoUzezG/+rPy9h4z8MeyIiuWDQEyRJwvDXKqBnncywn/7HJWw6yaPxiYjkgEFPADLDfmSTCni7dmkAwLSdF7H19D0rV0VERPnFoCcjSZIQ9kZFdA8sBQCY+vu/2PUvL6pDRFSUMejJhCRJGBNSCR0fn2f/8W/ncejaQ2uXRUREL4hBT9lIkoQJzaugucYbOr3A2C1ncPLOI2uXRUREL4BBTzlSKiRMaVMV9ct7QJthwKiNp3ExOsnaZRERkZkY9JQrO6UCX3WohlqliiExLQPDN5zCTd7PnoioSGHQ0zM52ikxq1MNVPFxRlyKDsM2nMSDxDRrl0VERHnEoKfnclWrMLeLP8p5OOLuozQM//kUElJ11i6LiIjygEFPeeLlbI/wUH8Ud7HH1dgUhG06jVSd3tplERHRczDoKc9KFlNjThd/FFOrcOpuIsZvPYsMvcHaZRER0TMw6MkslbydMatTDahVChy49hCTd1yAQQhrl0VERLlg0JPZapYqhhkdqkGpkBBxPhoz/7oMwbAnIrJJDHp6IQ0reGJyaz8AwLqoO/jh0E0rV0RERDlh0NMLa/1qcYwJqQQAWLDvGm9vS0Rkgxj0lC89apfGO/XLAQC+/OMS/uRNcIiIbAqDnvJtSMNX0LlmSQgAn/x2Hkdu8CY4RES2gkFP+SZJEj5oVhnNsm6Cs/kszt5LtHZZREQEBj1ZiFIhYcqbVRFUzh0pOj1GbjyN63Ep1i6LiOilx6Ani7FXKfBNx2p4tYQL4lN1GL7hFK+LT0RkZQx6sihnexW+61wD5TwccS+R18UnIrI2Bj1ZnIdT5nXxfYzXxT/D6+ITEVkJg54KRMliasw1Xhf/ET78hdfFJyKyBgY9FZis6+I7qBTYf/UhPov4l9fFJyIqZAx6KlBPXhd/x7kHmBV5hdfFJyIqRAx6KnCNKnhiUmsNAGDt8du8Lj4RUSFi0FOhePPVEqbXxT9518oVERG9HBj0VGh61C6Nd4LLAgBm/HERu3hdfCKiAsegp0I1pFF5dKrpC4MAPuZ18YmIChyDngqVJEkY36wKmlb577r45+7zuvhERAWFQU+FTqmQ8HmbJ66L/zOvi09EVFAY9GQVT14X/2GqDu//zOviExEVBAY9WY2zvQqzH18X/+6jNLzP6+ITEVkcg56sytPJHnO7ZF4X/0psCsI2nUZyeoa1yyIikg0GPVldKTc15hivi5+IET8z7ImILMUmg/78+fPo378/6tWrh0aNGuGDDz5AXFyctcuiAlTZ2xnhof5wdVDh5J1HGMmwJyKyCJsLeq1WiwEDBiAwMBB79+7Fr7/+ivj4eEycONHapVEBe7WEqzHs/7nzCGEbTyMlnbe3JSLKD5sL+jt37qBq1aoYNmwY7O3t4eHhge7du+PIkSPWLo0KQTVfV8wN9YeLgxJRtx9h1CaGPRFRfthc0FesWBFLliyBUqk0DouIiED16tWtWBUVpuq+rgjv4g9neyWibiUgbNNppOoY9kREL0Jl7QKeRQiB2bNn46+//sKqVavMGleSCqgoG6BSKYy/rXnHVyEEDIaCKaBGqWKY19Ufw9afwvFbCRi18TRmdqoOF4cXW2Wz1gc5rxeWxPYyH9vMPGyvwiMJG705eFJSEiZMmIAzZ85gwYIF8PPzs1otqw9et4mLuZT3ckLHwNJQ2Mh/hkGIAq/l+I2H6Lv0MBLTMlCrjBuW968HD2f7Ap0nEZGc2OQn+hs3bmDgwIEoVaoUNmzYAE9PT7OnERubmO9Pu0qlAh4eztBq05GSYv2glzzUUEgSth6/icR0A7Rp6YCVdtO8XNV4q05ZPHyYDL3eUGDzKeekwoJu/hi24RT+uZWALvP3YX5Xf3i7OJg1HUkCvLxcLbJevAzYXuZjm5mH7QV4e7sWynxsLugTEhLQt29f1K9fH1OnToVC8WKHEQgB2a48MUlpSEgz2MTOB1Dw7exX3BWLu9fC8A2ncCU2BQPW/oN5oTVRyk1t9rTkvF4UBLaX+dhm5mF7FTybOxhv48aNuHPnDrZv3446deogMDDQ+EMvr4pezljcvRZKualxK16LgWtP4BpvhENE9Fw294m+f//+6N+/v7XLIBtUxt0R3z/+ZH81LgWD1v6DuV384VfCxdqlERHZLJv7RE/0LMVdHbC4ey1ULZ5517tB6/7B/qu8aiIRUW4Y9FTkuDvZYUG3mqj7+H72ozedxuaTd61dFhGRTWLQU5Hk4qDCd51roG214tALYOrOi1iw9yps9GxRIiKrYdBTkWWnVGBSaz8MqF8OALDs0E1M2n4BugI83Y+IqKhh0FORJkkSBjcqj09aaqBUSNh+7gHe//kUHml11i6NiMgmMOhJFjr4+2J2p+pwtlfi2M0E9FsdhSuxydYui4jI6hj0JBv1y3vi+x61ULKYA27Ga/HO/05g96VYa5dFRGRVDHqSlSo+LvixZyBql3FDcroeY7ecwZID12HgQXpE9JJi0JPseDjZY16oP7oFlAIALNp/HWM2nUF8SrqVKyMiKnwMepIllVKBcc0q4+OWVWCvlLDnShzaztmL03cfWbs0IqJCxaAnWevoXxJL3w5AaTc1bsenYsCaf7Du+G2eb09ELw0GPcle1RKuWN2nNlpVL4EMg8A3f13GmM1n8JBd+UT0EmDQ00vBxUGFhb3qYHRIRdg97srv8eMxXiefiGSPQU8vDUmS8H91ymD5/wWigpcT4lJ0GLnxNL7ZdQland7a5RERFQgGPb10NMVdsKJnILoHZh6Vvy7qDt5ecQzHbsZbtzAiogLAoKeXktpOibFNK2NOlxoo7mKPW/FaDPnpJGb8cRHJ6RnWLo+IyGIY9PRSa1DeE+v6BaFzzZIAgA3/3EWP5cew+1IMj8wnIllg0NNLz8VBhQktqmBeqD9KualxLzENY7ecxejNZ3A7IdXa5RER5QuDnuixeq94YF3fOugfXBYqhYS9V+LQffkxfH/gOg/WI6Iii0FP9AS1nRJDG1fAmj51EFTOHWkZBizefx1dlh3Bb2fv85r5RFTkMOiJclDeywnzQ/0xtW1V+Lo64EFSOiZtv4B+q6N4dD4RFSkMeqJcSJKEllWLY33/IAxrXB7O9kqcu5+EIT+dxLD1J3HqDq+bT0S2j0FP9BxqOyX6BZfDxnfrIrRWSagUEg7fiMc7a04gbNNpnL2XaO0SiYhyxaAnyiNPJ3uMb14FP79TFx1qlIBSAvZeiUPf1VF4b/1JHLgWx1PyiMjmqKxdAFFRU8pNjU9a+aFvvXJYevA6Is5H4+iNeBy9EY8qPs7oU7csmvv5QKWQrF0qERGDnvJHqSxanUKWrLeijzOmtq+G4U20WH3kFjb+cwcXo5PxyW/nMX/vVXSvXRrt/X3h6WRvsXm+CINBwGCwjZ4GhUKCwkZ2gGypXSh3trTOAEVzvWHQ0wtxdlDBIASKFXO0dikAAIMQUEjP3xh4eDhbfN4eHs6Y+ooXxrV5FasOXscP+67h7qM0zI68gvl7rqF1DV/8X3A5BFfwhJSHGi1NbxCIf5hs9Y2TQiHB3cMZShvZaNtKu1DubG2dAYrmesOgpxeitlNCIUnYevwmoh9prVpLxeKuCKnm+9xa1Gp7aLUFew/66r6u2PdhU0zecgq7/43B3Udp2PrPHWz95w68nO1Ru6wb/Eu6wtmhcP71vFzVeKtOWSgUktU3TAqFBKVCwuZjNxGbaN11xpbahXJnS+sMUHTXGwY95UtMUhruJVh5o+3ikKdanHQCKSlpBV6L2k4JTXEXuNopEZ2UjvP3E3EpJgWxyenYeT4af5yPRmk3NSr5OKG8hxPsVUXr64/8ik3UWn2doaKF60z+MOiJCpCPiz18XLwQ/IoHLsUk48KDZMQkp+NWgha3ErTYKz1EOU9HVPJyQll3NVRF7JgHIrJ9DHqiQmCvUqCaryuq+boiIVWHyzEpuBSTjARtBq7GpuBqbAqUCgll3NQo5+GIch6OcLJXWrtsIpIBBj1RIXNztEPtsm4ILFMMsSk6XI5OxpW4FCSl6XH9YSquP8y8Y15xF3uU83BEGXc1vJzt83SwIRHR0xj0RFYiSRK8ne3h7WyPeq+4Iy5Fh+sPU3EjLhXRyel4kJT5c/RmAhyUCpRyc0ApNzVKu6lRTK2yyhH8RFT0MOiJbIAkSfByts88Mr+MG5LTM3DjYSpuPtTiziMt0vQGXI1LxdW4zE/7zvZK+Lo6wLeYA0q4OsDDyY6f+IkoRwx6IhvkbK/CqyVc8WoJVxiEQExS5gF8dxK0uJ+YhuR0PS7HpuBybAoAwE4poYSrA0q4OMDbJbOXgN/xExHAoCeyeQpJQnFXBxR3dUDtMm7Q6Q14kJSO+4/ScC8xDQ8S06DTC9yK1+JW/H+nIDnbK1HGXY1UA1DBTQ2NtzPcneysuCREZA0MeqIixk6pQOnH39UDmVcFjEvW4V5iGqKT0hCTnI741Awkp+tx4UEyLvz+r3Hc4i72qOjtjEpezqjs44RK3s6o4OkEtR0//RPJFYOeqIhTSFJmd72LPQBXAEC63oDY5HSkZQg4OdrhxI2HuB6XajzA7+C1h8bxJQBl3NWo5O2MSt7OqOjlhApeTnAu5mSdBSIii2LQE8mQvVKBksXU8HVT4903quDhw2TEJ6fjSmwKLsckG38uxaQgPlWHm/Fa3IzXIvJSrMl0Srg6GM/rf8XTKfO3hyNKFlPb1PXHiSh3DHqil4SLgwo1SxVDzVLFTIbHpaQ/Dv4U4+8b8SlISM3A/cQ03E9Mw5Eb8Sbj2CkllHHL3AEo+/hc/zJujijtroZvMTVv0UtkQxj0RC85Tyd7eJazR91yHsZhkgQoHR0QdTka1+NScD0uFTceZv7cjE9FWoYBV+NScDUuJdv0lBLgW0ydGf7ujpnHE7g74hUvJ9RwcijMRSMiMOiJKBcezvaoWaoY/Eua9gAYhMD9xDTciEvF9YcpuPEwFbcTtLgdr8XthFSk60Xm4wQtDl2PzzZdJ3slXOyVKKZWoZhaBVcH1eO/7eBop+CFgIgsjEFPRGZRSBJKFlOjZDE1gst7mDxnEALRSem4nZCKW/Fa3I5//DshcycgPjUDKel6pKTr8SAp+y2DlQoJxR4Hv+sTOwGuDiq4Oih50x+iF8CgJyKLUUiPL9zj6oDaZUyfU6kUUDraY07EeVyNTcEjbQYStTo8SsvAI20GktP00BsEHqbq8DBVl+P0neyUcFUrTXcAHv92tleyN4AoBwx6Iio0xdR2KOmmRk5xrDcIJKVl4FFaBhK1meGfmPV3WgZ0eoEUnR4pOj3uJ2bvDVBIMAZ/MYfsPQL2KvYG0MuJQU9ENkGpkODmaAc3x+xX7xNCIC3DgMS0J3cA9MbHSekZMAggQZuBBG1GjtN3UCmMwe9bzAFOTg5wt5Pg6+IAX1cHfi1AssWgJyKbJ0kS1HZKqO2U8HHJfuS+QQgkp+mNvQFP9gQkajOgzTAgLcOAtIx0xDy+nsD+q/9dNEgpZV4zoFTWWQImP45wc+TdAqnoYtATUZGnkKTMrnq1CnDL/ny63mCyA6AXgIujHa7FJONOghZpGQbceZSGO4/ScDSH6TvbK423CC71xA5AiWKZvQE8PoBsGYOeiGTPXqkw3gYYgMkVA9N1esQmp+N2fOYtgbNOE7zz+BTBB0npSE7X42J0Mi5GJ+c4fSc7JYq72qOslzPcHZQo4ZJ5E6ISj29GVMLFAS4O3BkoCEII6A0COoOATi+g0xv++20QyDAYoDdkHgOiNwjoH7/+6b+FAMQT0xQAxOMB4vEwZwcVGmhKoKRj0bo3BIOeiF5qCkmCj4sDfFwcEJBDd0BahgF3E7S4ndNOQGIaErQZSNHpcS0uFdfiUnOdj6OdIvPiRE728HK2e/y3HTyd7eHl9Pixc+YwJ3slFDLfKUjPMCAmKQ03H6YiKS3zJkxJaXokp2cYf6dmGJABCVHX4/BIm2EM8QyDwSTUxfNnZzE7Tt9F/7plnv9CG8KgJyJ6BgeVAuW9nFDeK+eb/Gh1etxPTEN0chqShQKX7ybg/qM0PEjKvHxw1s5Aqs5gvJDQ8yikzEsW53QaYdZjJ3sV1CoF1HYKOKiUxr/VKiUcjMMVUCokKKSsn8wdG4Xiv7+zCCGgF/998s38JJz19+MfvYA2Qw+tzgBthh6pj39nPjZAq9Mbf6dlGJCcrkeyMcQzf2f+ZJ5FYWkqhQQ7pQQ7pQJ2iszfKoUE5ZM/Eh7/znysePy3QoHHZ4NIkKTMvzN/Px4qAV4u9hjcpBLSU9IsXntBYtATEeWD2k6JVzwzdwS8vV0RE+Nm7PLNkqrTIzopHXHJ6YhLSUdsiu7x37rMx8mZv+NS0pGqM8AggEePTzG8nVCw9Sseh1oB5G6eONkp4eyghIu9Cs4OSjjbK+Fsn3ldBFe1Ct7uTjh76yG0OkO2EM98LMFOoYBKKRV4L4ivmxrODioGPRERmXK0UxrvAvg8aRkG44WEsg4gzLy4UOZZBEmPH6fqMj9Jp2XojWcVZH2izvo7PQ/pbXjOSxRPfAK2UyrgaKeA2u5xr4FK+bgXIXOYo91/wxxUCjjZq+Bir4Tz4wsaOT/+2+VxiJct6Y6HcUnZdoyyqFQKeHg4Y2nkRdzLQ08I5cwmgz42NhaffPIJDh8+DKVSiQ4dOmD8+PFQqWyyXCIii3FQKeDg4gDvHE4jNJdBCBgMAgbx+G/jbwGDATAgc5gQwqQ7W/X4R6EouE/J0uMdCCp4Npmco0aNQokSJbBnzx7ExMTgvffew/LlyzFgwABrl0ZEVGQoJAkKJcP0ZWdzl4K6fv06Dh8+jHHjxsHR0RFly5bF0KFDsXr1amuXRkREVOTYXNBfvHgR7u7uKFGihHFYpUqVcOfOHTx69MiKlRERERU9Ntd1n5ycDEdH0wNWsh6npKSgWLFiOY2WjUKBXA/wMFcJN0fY2cB1sD0ff2fnW0wNZ50BaY5KFOoJpLnUorLy+b55qkUCHBzsCrzNbKldgP/qUZq5/maVrlIpLPZ/lFWDLfw/vWi7PEt+20yI/6ZhbYVRS17ay5bWGeC/9QbIzJiiQhLCUv/GlrFz5058/PHHOHTokHHYhQsX0KFDBxw9ehSurq5WrI6IiKhosbl9kipVqiA+Ph4xMTHGYZcvX4avry9DnoiIyEw2F/Tly5dHnTp1MG3aNCQlJeHmzZuYP38+QkNDrV0aERFRkWNzXfcAEBMTgylTpuDQoUNQKBR46623MHbsWCiVRetGAkRERNZmk0FPRERElmFzXfdERERkOQx6IiIiGWPQExERyRiDnoiISMYY9DYqNjYWQ4cORVBQEIKDgzF16lRkZGTk+No1a9agVatWCAwMRKtWrV7a+wKY02ZZ/v33X9SqVcvkAk0vC3Pa6/Dhw+jatSsCAwPRpEkTLFq0qJCrtQ3mtNmPP/6Ipk2bonbt2mjfvj0iIiIKuVrbERcXhxYtWjzz/2z37t1o3749AgIC8Oabb+Kvv/4qxAplTpBN6tWrlxgzZoxISUkRN27cEG3bthXff/99ttft3LlTBAUFiaioKGEwGMTx48dFUFCQ2LFjhxWqtq68tlmWlJQU0a5dO6HRaMTBgwcLsVLbkNf2unTpkqhVq5bYuHGjMBgM4ty5c6JevXpi+/btVqjauvLaZpGRkaJBgwbi8uXLQgghduzYIapWrSpu3rxZ2CVb3dGjR0Xz5s2f+X929epV4e/vL3bu3Cl0Op3Ytm2bqFmzprh3714hVytP/ERvg8y5g9/9+/cxcOBABAQEQJIkBAYGIjg4GEeOHLFC5dbzInc9/Oyzz9C8efNCrNJ2mNNe//vf/9CsWTN06tQJkiShatWqWLt2LerUqWOFyq3HnDa7cuUKhBDGH6VSCTs7O6hUNnd7kQK1adMmjB07FmFhYc99XVBQEJo3bw6VSoU2bdqgbt26WLduXSFVKm8Mehtkzh38evbsiUGDBhkfx8bG4siRI6hRo0ah1WsLzL3r4ebNm3H9+nUMHz68MMu0Gea018mTJ1GmTBmMHj0awcHBePPNN3H48GH4+PgUdtlWZU6btW3bFt7e3mjTpg2qV6+OkSNH4ssvv4Svr29hl21VjRs3xs6dO9GmTZtnvu7SpUvQaDQmwypXrozz588XZHkvDQa9DXreHfxyEx0djYEDB6JGjRpo165dgdZoa8xps8uXL2PWrFn49ttvX9qrLZrTXgkJCVixYgU6dOiAffv2YcqUKZgxYwZ27NhRaPXaAnPaTKfToWrVqli/fj1OnDiBKVOm4KOPPsKFCxcKrV5b4OPjk6dejJzaVq1WP3N7R3nHoLdBTk5OSE1NNRmW9djZ2TnHcU6cOIHQ0FBUqFABCxYseOm6CPPaZmlpaQgLC8PEiRNRqlSpQq3Rlpizjtnb26NZs2Z44403oFKpULduXXTs2BHbt28vtHptgTlt9vnnn6NKlSqoWbMm7O3t0aVLFwQEBGDTpk2FVm9R4ujoCK1WazJMq9Xmur0j8zDobZC5d/DbsGED+vXrh759++Lbb7+Fvb19YZZrE/LaZqdOncK1a9fw0UcfISgoCEFBQQCAIUOGYPLkyYVdttWYs45VqlQJ6enpJsP0ej3ES3b1bHPa7M6dO9naTKVSwc7OrlBqLWo0Gg0uXrxoMuzSpUuoUqWKlSqSGeseC0i5efvtt0VYWJhITEw0Ht07Z86cbK/bsWOHqF69uvj777+tUKVtyWubPe1lPeo+r+21f/9+Ua1aNbF582ZhMBjE4cOHRUBAgPjjjz+sULV15bXNZs2aJYKDg8Xp06eFXq8X27dvF/7+/uLs2bNWqNo2POv/7NKlS8Lf319s27bNeNS9v7+/uHLlSiFXKU8MehsVHR0t3n//fVGvXj1Rv3598eWXX4qMjAwhhBABAQFiy5YtQggh2rVrJ6pWrSoCAgJMfj755BNrlm8VeW2zp72sQW9Oe0VGRorOnTuLwMBA0axZM7FmzRprlW1VeW0znU4n5syZI0JCQkTt2rVFp06dXvqd8af/z55ex/7++2/RoUMHERAQINq2bSsiIyOtUaYs8e51REREMsbv6ImIiGSMQU9ERCRjDHoiIiIZY9ATERHJGIOeiIhIxhj0REREMsagJyIikjEGPRGZ7fr169YugajQxcXFoUWLFjh06FCex4mIiEC7du0QEBCAFi1aYMOGDQVYYc4Y9EQviblz56J37975ns6MGTOwYMEC42M/Pz+zNnxERdGxY8fQvXt33LhxI8/jHDx4EB9++CHGjRuHqKgofP755/jss89w8uTJAqw0OwY9EZnl4cOH1i6BqFBt2rQJY8eORVhYWLbn9u/fj9DQUAQFBaFt27bYunWr8bnly5ejT58+aNKkCSRJQv369fHzzz+jXLlyhVk+g55Iro4fP268PWqPHj1w69Yt43PP2jglJSXh448/RsuWLREQEIDXXnsNCxcuBADMmzcPv/zyC3755Rd06NDBOM6+ffvQsWNHBAYGIjQ0FP/++y8AICMjA5MnT0ajRo0QHByM//u//8OxY8cKqQWILKNx48bYuXMn2rRpYzL8/PnzeO+99zBo0CAcOnQIn3/+OaZNm4Y9e/YAAE6ePAl3d3cMGjQIwcHB6NixI27cuAF3d/fCXQBrX2yfiCwvLi5OBAUFiUWLFon09HRx9OhRUbt2bdGrVy9x7tw5UbNmTRERESEyMjLEsWPHRHBwsPGmK5MmTRJ9+/YVCQkJwmAwiB07dgiNRiOuXbsmhBBi/PjxYvz48cZ5aTQa0b17dxEdHS1SU1PFgAEDxDvvvCOEEGLDhg2iQ4cOIiEhQWRkZIiZM2eK9u3bF36DEFnIkzfnmTRpkggLCzN5/ttvvxWDBw8WQghRrVo10ahRI3H8+HGh0+lERESEqFGjhjhx4kSh1qwq3N0KIioMkZGRcHR0xMCBAyFJEurUqYMuXbrg3LlzWLt2LZo1a4aWLVsCAGrXro1u3bph9erVeO211/D+++9DqVTCxcUF9+7dg4ODAwDgwYMHeOWVV3KcX//+/eHt7Q0AaN68OZYsWQIAUKvVuHXrFjZs2IDXX38dI0eOzLH7k6goun37Ng4ePIigoCDjML1eb+yat7e3R5cuXRAYGAgAaNmyJRo0aICIiAjUqlWr0Opk0BPJ0P3791GyZElIkmQcVq5cOZw7d+65G6fY2FhMnToVZ8+eRZkyZVCjRg0AgMFgyHV+T3ZF2tnZQa/XAwDatm0LnU6H9evXY+bMmfDy8sKQIUPw9ttvW3JxiazC19cXnTp1wpQpU4zDHjx4APH4prCVKlVCenq6yTh6vd74fGHhd/REMuTr64vbt2+bhPO9e/eMz3Xq1AlHjx41/kRERGDx4sUAgJEjR6JGjRo4cOAANm3ahNGjR79wHVevXkX16tWxevVqHD16FGFhYZg8eTIuXryYvwUksgGhoaH49ddfsXfvXhgMBly7dg29evXCsmXLAABvv/021qxZg/3798NgMCAiIgKHDh1Cu3btCrVOBj2RDDVt2hRCCMydOxfp6ek4ffo01q9fD+D5G6fExESo1WoolUrExcXhiy++AADodDoAmd2RiYmJearjr7/+wvDhw3Hr1i2o1Wq4u7tDpVLB1dW1AJaaqHDVqlULM2fOxMyZM1G3bl306tULTZs2xZgxYwAAXbp0waRJkzB9+nTUqVMHc+fOxaxZs1C9evVCrVMShd2HQESF4vz585g8eTLOnz+PV155BbVq1cLVq1excuVKREZGYs6cObh+/TocHR3Rrl07jB49Gvb29tizZw+mTZuGe/fuwc3NDW3atMGBAwfQvn17vPPOOzh48CDCwsLg4OCAyMhI+Pn5YcWKFQgODgYAbNy4EeHh4di1axcyMjLw9ddfY9u2bUhKSkLp0qUxcuRI4/EBRFTwGPREREQyxq57IiIiGWPQExERyRiDnoiISMYY9ERERDLGoCciIpIxBj0REZGMMeiJiIhkjEFPREQkYwx6IiIiGWPQExERyRiDnoiISMYY9ERERDL2/xzsN3LH/8tyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot a histogram of 'total deaths' for top 50 countries\n",
"# plt.hist(raw_global_deaths['total_deaths'].sort_values().tail(20), bins = 5)\n",
"sns.displot(raw_global_deaths['total_deaths'].sort_values().tail(20), kde=True)\n",
"# add title and labels\n",
"plt.title('Distribution of total number of covid deaths by country (top 20)')\n",
"plt.xlabel('deaths')\n",
"plt.ylabel('Frequency')\n",
"# display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 301,
"id": "1edcd34d-359f-464f-9367-470b5fd19480",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"sns.barplot(data=raw_global_deaths[['Country/Region','total_deaths']].sort_values('total_deaths').tail(10),y='Country/Region',x='total_deaths', width = 1, dodge=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 376,
"id": "3e320413-361c-4af3-9868-8fec4b2947ff",
"metadata": {},
"outputs": [],
"source": [
"world_time_series = raw_global_deaths.rename({\"Country/Region\": \"date\"}, axis='columns').set_index('date').T.head(-1)"
]
},
{
"cell_type": "code",
"execution_count": 408,
"id": "2090e281-0c9b-4fd6-b4f5-ffc693151554",
"metadata": {},
"outputs": [],
"source": [
"top_10_world_time_series = world_time_series[['US', 'Brazil', 'India', 'Russia', 'Mexico', 'Peru', 'United Kingdom', 'Italy', 'Germany', 'France']]"
]
},
{
"cell_type": "code",
"execution_count": 413,
"id": "e3f79aa0-e7b9-4582-b9e6-f1af22ccaba0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15,5))\n",
"sns.lineplot(top_10_world_time_series)\n",
"plt.ylim(0, None)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 409,
"id": "e686991d-7de2-4657-9647-bf8add3a830c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: xlabel='date', ylabel='date'>"
]
},
"execution_count": 409,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(top_10_world_time_series.corr(), annot=True)"
]
},
{
"cell_type": "markdown",
"id": "f80b72b1-bd38-4282-b181-1fa5ce5dd188",
"metadata": {},
"source": [
"# lets just look at the US data\n",
"\n",
"### Questions to explore: \n",
" - What is the total number of deaths from covid in the US?\n",
" - What is the Distribution of the daily death counts? \n",
" - What is the mean and standard deviation of number of daily deaths from covid in the US?\n",
" - What is the trend in deaths in the US from covid like over the duration of the pandemic?\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 298,
"id": "43b4497b-1dc7-45bb-9d54-8cbbf0d0f7ab",
"metadata": {},
"outputs": [],
"source": [
"US_time_series = raw_global_deaths[raw_global_deaths['Country/Region']=='US'].T.rename_axis('date').head(-1).tail(-1)"
]
},
{
"cell_type": "code",
"execution_count": 349,
"id": "24b7a9ff-ebf6-4a6c-8142-224fe7c40482",
"metadata": {},
"outputs": [],
"source": [
"# rename column 1\n",
"US_time_series.rename(columns={186: \"daily_deaths\"}, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 353,
"id": "42c2b56f-308c-4edf-86a1-946ea18d6925",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x162589e70>"
]
},
"execution_count": 353,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# histogram of data set\n",
"sns.displot(US_time_series['daily_deaths'], kde=True)"
]
},
{
"cell_type": "code",
"execution_count": 356,
"id": "40c0a1a5-6151-4050-8ddd-23bd0fc29948",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1115564"
]
},
"execution_count": 356,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"US_time_series['daily_deaths'].sum()"
]
},
{
"cell_type": "code",
"execution_count": 354,
"id": "09131c6f-99ed-4cd5-b7db-1447f2245542",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1000.5058295964126"
]
},
"execution_count": 354,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"US_time_series['daily_deaths'].mean()"
]
},
{
"cell_type": "code",
"execution_count": 355,
"id": "be73b669-ed77-44dc-be5b-f558ca7c5171",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"931.1271092807036"
]
},
"execution_count": 355,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"US_time_series['daily_deaths'].std()"
]
},
{
"cell_type": "code",
"execution_count": 361,
"id": "db634b83-43f8-461c-9a58-2db050714753",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>daily_deaths</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1115</td>\n",
" </tr>\n",
" <tr>\n",
" <th>unique</th>\n",
" <td>851</td>\n",
" </tr>\n",
" <tr>\n",
" <th>top</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq</th>\n",
" <td>34</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" daily_deaths\n",
"count 1115\n",
"unique 851\n",
"top 0\n",
"freq 34"
]
},
"execution_count": 361,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"US_time_series.describe()"
]
},
{
"cell_type": "code",
"execution_count": 357,
"id": "7e993d00-02d9-447f-b188-190881a1c61f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"427.41"
]
},
"execution_count": 357,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# mean daily death count over the last 100 days\n",
"US_time_series['daily_deaths'].iloc[-100:,].mean()"
]
},
{
"cell_type": "markdown",
"id": "ed1d64d7-0259-4c20-9913-be0a1e4bdd9e",
"metadata": {},
"source": [
"--The distribution of daily deaths in the US is right skewed. \n",
"Lets check the trend in the US Covid death rate by plotting number of deaths over time"
]
},
{
"cell_type": "code",
"execution_count": 331,
"id": "ef8479af-acce-4066-a41d-de3ee8d4bcc5",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#ploting daily US covid deaths and major CDC events\n",
"US_time_series.plot(figsize=(15,5))\n",
"plt.axvline(75, linestyle = '--', color = 'red') # US nationawide shelter in place order\n",
"plt.axvline(340, linestyle = '--', color = 'red') # EUA for first vaccine\n",
"plt.axvline(600, linestyle = '--', color = 'red') # EUA for first booster\n",
"plt.axvline(750, linestyle = '--', color = 'red') # EUA for second booster\n",
"plt.title('Daily US Covid Deaths')\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Number of Deaths')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ad44bbed-5b6d-4d60-9a9d-19092414312c",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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