Script_DataManipulation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import seaborn as sns\n",
    "import os \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "pwd = os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_set = pd.read_csv(r'C:\\Users\\estif\\Desktop\\DataAnalyst\\Covid_Data\\\\country_wise_latest.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "      <th>New cases</th>\n",
       "      <th>New deaths</th>\n",
       "      <th>New recovered</th>\n",
       "      <th>Deaths / 100 Cases</th>\n",
       "      <th>Recovered / 100 Cases</th>\n",
       "      <th>Deaths / 100 Recovered</th>\n",
       "      <th>Confirmed last week</th>\n",
       "      <th>1 week change</th>\n",
       "      <th>1 week % increase</th>\n",
       "      <th>WHO Region</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>36263</td>\n",
       "      <td>1269</td>\n",
       "      <td>25198</td>\n",
       "      <td>9796</td>\n",
       "      <td>106</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>3.50</td>\n",
       "      <td>69.49</td>\n",
       "      <td>5.04</td>\n",
       "      <td>35526</td>\n",
       "      <td>737</td>\n",
       "      <td>2.07</td>\n",
       "      <td>Eastern Mediterranean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>4880</td>\n",
       "      <td>144</td>\n",
       "      <td>2745</td>\n",
       "      <td>1991</td>\n",
       "      <td>117</td>\n",
       "      <td>6</td>\n",
       "      <td>63</td>\n",
       "      <td>2.95</td>\n",
       "      <td>56.25</td>\n",
       "      <td>5.25</td>\n",
       "      <td>4171</td>\n",
       "      <td>709</td>\n",
       "      <td>17.00</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>27973</td>\n",
       "      <td>1163</td>\n",
       "      <td>18837</td>\n",
       "      <td>7973</td>\n",
       "      <td>616</td>\n",
       "      <td>8</td>\n",
       "      <td>749</td>\n",
       "      <td>4.16</td>\n",
       "      <td>67.34</td>\n",
       "      <td>6.17</td>\n",
       "      <td>23691</td>\n",
       "      <td>4282</td>\n",
       "      <td>18.07</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>907</td>\n",
       "      <td>52</td>\n",
       "      <td>803</td>\n",
       "      <td>52</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.73</td>\n",
       "      <td>88.53</td>\n",
       "      <td>6.48</td>\n",
       "      <td>884</td>\n",
       "      <td>23</td>\n",
       "      <td>2.60</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td>950</td>\n",
       "      <td>41</td>\n",
       "      <td>242</td>\n",
       "      <td>667</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>25.47</td>\n",
       "      <td>16.94</td>\n",
       "      <td>749</td>\n",
       "      <td>201</td>\n",
       "      <td>26.84</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>10621</td>\n",
       "      <td>78</td>\n",
       "      <td>3752</td>\n",
       "      <td>6791</td>\n",
       "      <td>152</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.73</td>\n",
       "      <td>35.33</td>\n",
       "      <td>2.08</td>\n",
       "      <td>8916</td>\n",
       "      <td>1705</td>\n",
       "      <td>19.12</td>\n",
       "      <td>Eastern Mediterranean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Western Sahara</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10.00</td>\n",
       "      <td>80.00</td>\n",
       "      <td>12.50</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Yemen</td>\n",
       "      <td>1691</td>\n",
       "      <td>483</td>\n",
       "      <td>833</td>\n",
       "      <td>375</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>28.56</td>\n",
       "      <td>49.26</td>\n",
       "      <td>57.98</td>\n",
       "      <td>1619</td>\n",
       "      <td>72</td>\n",
       "      <td>4.45</td>\n",
       "      <td>Eastern Mediterranean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>4552</td>\n",
       "      <td>140</td>\n",
       "      <td>2815</td>\n",
       "      <td>1597</td>\n",
       "      <td>71</td>\n",
       "      <td>1</td>\n",
       "      <td>465</td>\n",
       "      <td>3.08</td>\n",
       "      <td>61.84</td>\n",
       "      <td>4.97</td>\n",
       "      <td>3326</td>\n",
       "      <td>1226</td>\n",
       "      <td>36.86</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2704</td>\n",
       "      <td>36</td>\n",
       "      <td>542</td>\n",
       "      <td>2126</td>\n",
       "      <td>192</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>1.33</td>\n",
       "      <td>20.04</td>\n",
       "      <td>6.64</td>\n",
       "      <td>1713</td>\n",
       "      <td>991</td>\n",
       "      <td>57.85</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>187 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Country/Region  Confirmed  Deaths  Recovered  Active  New cases  \\\n",
       "0           Afghanistan      36263    1269      25198    9796        106   \n",
       "1               Albania       4880     144       2745    1991        117   \n",
       "2               Algeria      27973    1163      18837    7973        616   \n",
       "3               Andorra        907      52        803      52         10   \n",
       "4                Angola        950      41        242     667         18   \n",
       "..                  ...        ...     ...        ...     ...        ...   \n",
       "182  West Bank and Gaza      10621      78       3752    6791        152   \n",
       "183      Western Sahara         10       1          8       1          0   \n",
       "184               Yemen       1691     483        833     375         10   \n",
       "185              Zambia       4552     140       2815    1597         71   \n",
       "186            Zimbabwe       2704      36        542    2126        192   \n",
       "\n",
       "     New deaths  New recovered  Deaths / 100 Cases  Recovered / 100 Cases  \\\n",
       "0            10             18                3.50                  69.49   \n",
       "1             6             63                2.95                  56.25   \n",
       "2             8            749                4.16                  67.34   \n",
       "3             0              0                5.73                  88.53   \n",
       "4             1              0                4.32                  25.47   \n",
       "..          ...            ...                 ...                    ...   \n",
       "182           2              0                0.73                  35.33   \n",
       "183           0              0               10.00                  80.00   \n",
       "184           4             36               28.56                  49.26   \n",
       "185           1            465                3.08                  61.84   \n",
       "186           2             24                1.33                  20.04   \n",
       "\n",
       "     Deaths / 100 Recovered  Confirmed last week  1 week change  \\\n",
       "0                      5.04                35526            737   \n",
       "1                      5.25                 4171            709   \n",
       "2                      6.17                23691           4282   \n",
       "3                      6.48                  884             23   \n",
       "4                     16.94                  749            201   \n",
       "..                      ...                  ...            ...   \n",
       "182                    2.08                 8916           1705   \n",
       "183                   12.50                   10              0   \n",
       "184                   57.98                 1619             72   \n",
       "185                    4.97                 3326           1226   \n",
       "186                    6.64                 1713            991   \n",
       "\n",
       "     1 week % increase             WHO Region  \n",
       "0                 2.07  Eastern Mediterranean  \n",
       "1                17.00                 Europe  \n",
       "2                18.07                 Africa  \n",
       "3                 2.60                 Europe  \n",
       "4                26.84                 Africa  \n",
       "..                 ...                    ...  \n",
       "182              19.12  Eastern Mediterranean  \n",
       "183               0.00                 Africa  \n",
       "184               4.45  Eastern Mediterranean  \n",
       "185              36.86                 Africa  \n",
       "186              57.85                 Africa  \n",
       "\n",
       "[187 rows x 15 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = data_set.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
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       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
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       "      <th>New cases</th>\n",
       "      <th>New deaths</th>\n",
       "      <th>New recovered</th>\n",
       "      <th>Deaths / 100 Cases</th>\n",
       "      <th>Recovered / 100 Cases</th>\n",
       "      <th>Deaths / 100 Recovered</th>\n",
       "      <th>Confirmed last week</th>\n",
       "      <th>1 week change</th>\n",
       "      <th>1 week % increase</th>\n",
       "      <th>WHO Region</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>36263</td>\n",
       "      <td>1269</td>\n",
       "      <td>25198</td>\n",
       "      <td>9796</td>\n",
       "      <td>106</td>\n",
       "      <td>10</td>\n",
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       "      <td>2.07</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>4880</td>\n",
       "      <td>144</td>\n",
       "      <td>2745</td>\n",
       "      <td>1991</td>\n",
       "      <td>117</td>\n",
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       "      <td>63</td>\n",
       "      <td>2.95</td>\n",
       "      <td>56.25</td>\n",
       "      <td>5.25</td>\n",
       "      <td>4171</td>\n",
       "      <td>709</td>\n",
       "      <td>17.00</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>27973</td>\n",
       "      <td>1163</td>\n",
       "      <td>18837</td>\n",
       "      <td>7973</td>\n",
       "      <td>616</td>\n",
       "      <td>8</td>\n",
       "      <td>749</td>\n",
       "      <td>4.16</td>\n",
       "      <td>67.34</td>\n",
       "      <td>6.17</td>\n",
       "      <td>23691</td>\n",
       "      <td>4282</td>\n",
       "      <td>18.07</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>907</td>\n",
       "      <td>52</td>\n",
       "      <td>803</td>\n",
       "      <td>52</td>\n",
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       "      <td>884</td>\n",
       "      <td>23</td>\n",
       "      <td>2.60</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td>950</td>\n",
       "      <td>41</td>\n",
       "      <td>242</td>\n",
       "      <td>667</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.32</td>\n",
       "      <td>25.47</td>\n",
       "      <td>16.94</td>\n",
       "      <td>749</td>\n",
       "      <td>201</td>\n",
       "      <td>26.84</td>\n",
       "      <td>Africa</td>\n",
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       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>10621</td>\n",
       "      <td>78</td>\n",
       "      <td>3752</td>\n",
       "      <td>6791</td>\n",
       "      <td>152</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.73</td>\n",
       "      <td>35.33</td>\n",
       "      <td>2.08</td>\n",
       "      <td>8916</td>\n",
       "      <td>1705</td>\n",
       "      <td>19.12</td>\n",
       "      <td>Eastern Mediterranean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Western Sahara</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>80.00</td>\n",
       "      <td>12.50</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Yemen</td>\n",
       "      <td>1691</td>\n",
       "      <td>483</td>\n",
       "      <td>833</td>\n",
       "      <td>375</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>28.56</td>\n",
       "      <td>49.26</td>\n",
       "      <td>57.98</td>\n",
       "      <td>1619</td>\n",
       "      <td>72</td>\n",
       "      <td>4.45</td>\n",
       "      <td>Eastern Mediterranean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>4552</td>\n",
       "      <td>140</td>\n",
       "      <td>2815</td>\n",
       "      <td>1597</td>\n",
       "      <td>71</td>\n",
       "      <td>1</td>\n",
       "      <td>465</td>\n",
       "      <td>3.08</td>\n",
       "      <td>61.84</td>\n",
       "      <td>4.97</td>\n",
       "      <td>3326</td>\n",
       "      <td>1226</td>\n",
       "      <td>36.86</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2704</td>\n",
       "      <td>36</td>\n",
       "      <td>542</td>\n",
       "      <td>2126</td>\n",
       "      <td>192</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>1.33</td>\n",
       "      <td>20.04</td>\n",
       "      <td>6.64</td>\n",
       "      <td>1713</td>\n",
       "      <td>991</td>\n",
       "      <td>57.85</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>187 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Country/Region  Confirmed  Deaths  Recovered  Active  New cases  \\\n",
       "0           Afghanistan      36263    1269      25198    9796        106   \n",
       "1               Albania       4880     144       2745    1991        117   \n",
       "2               Algeria      27973    1163      18837    7973        616   \n",
       "3               Andorra        907      52        803      52         10   \n",
       "4                Angola        950      41        242     667         18   \n",
       "..                  ...        ...     ...        ...     ...        ...   \n",
       "182  West Bank and Gaza      10621      78       3752    6791        152   \n",
       "183      Western Sahara         10       1          8       1          0   \n",
       "184               Yemen       1691     483        833     375         10   \n",
       "185              Zambia       4552     140       2815    1597         71   \n",
       "186            Zimbabwe       2704      36        542    2126        192   \n",
       "\n",
       "     New deaths  New recovered  Deaths / 100 Cases  Recovered / 100 Cases  \\\n",
       "0            10             18                3.50                  69.49   \n",
       "1             6             63                2.95                  56.25   \n",
       "2             8            749                4.16                  67.34   \n",
       "3             0              0                5.73                  88.53   \n",
       "4             1              0                4.32                  25.47   \n",
       "..          ...            ...                 ...                    ...   \n",
       "182           2              0                0.73                  35.33   \n",
       "183           0              0               10.00                  80.00   \n",
       "184           4             36               28.56                  49.26   \n",
       "185           1            465                3.08                  61.84   \n",
       "186           2             24                1.33                  20.04   \n",
       "\n",
       "     Deaths / 100 Recovered  Confirmed last week  1 week change  \\\n",
       "0                      5.04                35526            737   \n",
       "1                      5.25                 4171            709   \n",
       "2                      6.17                23691           4282   \n",
       "3                      6.48                  884             23   \n",
       "4                     16.94                  749            201   \n",
       "..                      ...                  ...            ...   \n",
       "182                    2.08                 8916           1705   \n",
       "183                   12.50                   10              0   \n",
       "184                   57.98                 1619             72   \n",
       "185                    4.97                 3326           1226   \n",
       "186                    6.64                 1713            991   \n",
       "\n",
       "     1 week % increase             WHO Region  \n",
       "0                 2.07  Eastern Mediterranean  \n",
       "1                17.00                 Europe  \n",
       "2                18.07                 Africa  \n",
       "3                 2.60                 Europe  \n",
       "4                26.84                 Africa  \n",
       "..                 ...                    ...  \n",
       "182              19.12  Eastern Mediterranean  \n",
       "183               0.00                 Africa  \n",
       "184               4.45  Eastern Mediterranean  \n",
       "185              36.86                 Africa  \n",
       "186              57.85                 Africa  \n",
       "\n",
       "[187 rows x 15 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##  Country / Top 10 confirmed Deaths\n",
    "## Check Again\n",
    "\n",
    "\n",
    "Sorted_Confirmed_Deaths = df.sort_values(by='Deaths', ascending = False)\n",
    "\n",
    "Sorted_Confirmed_Deaths_top10 = Sorted_Confirmed_Deaths.head(10).sort_values(by='Deaths', ascending=False)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.bar(Sorted_Confirmed_Deaths_top10['Country/Region'], Sorted_Confirmed_Deaths_top10['Deaths'], color='red')\n",
    "\n",
    "plt.xlabel('Country/Region', fontsize=12)\n",
    "plt.ylabel('Confirmed Deaths', fontsize=12)\n",
    "plt.title('Top 10 Countries Ordered by Confirmed Deaths', fontsize=14)\n",
    "plt.xticks(rotation=45, fontsize=10, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "## Country / Amount of Confirmed Deaths, Sorted\n",
    "Sorted_Confirmed_Deaths = df.sort_values(by='Deaths', ascending = False)\n",
    "\n",
    "plt.figure(figsize=(30, 8))\n",
    "plt.bar(Sorted_Confirmed_Deaths['Country/Region'], Sorted_Confirmed_Deaths['Deaths'], color ='red')\n",
    "               \n",
    "plt.xlabel('Country/Region', fontsize=12)\n",
    "plt.ylabel('Confirmed Deaths (M)', fontsize=12)\n",
    "plt.title('Countries Ordered by Confirmed Deaths', fontsize=14)\n",
    "plt.xticks(rotation=90)  # Rotate country names for better visibility\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Top 10 Countries New Cases\n",
    "\n",
    "# Group the data by 'Country/Region' and sum the columns\n",
    "global_trends = df.groupby('Country/Region')[['New cases', 'New deaths', 'New recovered']].sum()\n",
    "\n",
    "# Now you can use global_trends for analysis\n",
    "top_10_new_cases = global_trends['New cases'].sort_values(ascending=False).head(10)\n",
    "\n",
    "# Select the data for the top 10 countries\n",
    "top_10_data = global_trends.loc[top_10_new_cases.index]\n",
    "\n",
    "# Plot the top 10 countries' new cases, new deaths, and new recoveries as horizontal bars\n",
    "ax = top_10_data.plot(kind='barh', figsize=(12, 8), title=\"Top 10 Countries by New COVID-19 Cases, Deaths, and Recoveries\", \n",
    "                      color=['orange', 'red', 'green'])\n",
    "\n",
    "# Set labels and title\n",
    "plt.xlabel(\"Number of Cases\", fontsize=12)\n",
    "plt.ylabel(\"Country/Region\", fontsize=12)\n",
    "plt.tight_layout()  # Adjust layout to prevent label overlap\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n",
    "\n",
    "#######\n",
    "\n",
    "## Top 10 countries with most death percentage from new cases\n",
    "\n",
    "# Corrected Death Rate calculation (new deaths divided by new cases)\n",
    "global_trends['Death Rate (%)'] = (global_trends['New deaths'] / global_trends['New cases']) * 100\n",
    "\n",
    "# Sort the data by the 'Death Rate (%)' and select the top 10 countries\n",
    "top_10_death_rate = global_trends['Death Rate (%)'].sort_values(ascending=False).head(10)\n",
    "\n",
    "# Select the data for the top 10 countries\n",
    "top_10_data_death_rate = global_trends.loc[top_10_death_rate.index]\n",
    "\n",
    "# Plot the death rate as a horizontal bar plot\n",
    "top_10_data_death_rate['Death Rate (%)'].plot(kind='barh', figsize=(12, 8), color='red', title=\"Top 10 Countries by Death Rate (%)\")\n",
    "plt.xlabel(\"Death Rate (%)\", fontsize=12)\n",
    "plt.ylabel(\"Country/Region\", fontsize=12)\n",
    "plt.tight_layout()  # Adjust layout to prevent label overlap\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group the data by 'WHO Region' and sum the columns\n",
    "global_trends = df.groupby('WHO Region')[['New cases', 'New deaths', 'New recovered']].sum()\n",
    "\n",
    "# Now you can use global_trends for analysis\n",
    "top_10_new_cases = global_trends['New cases'].sort_values(ascending=False).head(10)\n",
    "\n",
    "# Select the data for the top 10 WHO Regions\n",
    "top_10_data = global_trends.loc[top_10_new_cases.index]\n",
    "\n",
    "# Plot the top 10 WHO Regions' new cases, new deaths, and new recoveries as horizontal bars\n",
    "ax = top_10_data.plot(kind='barh', figsize=(12, 8), title=\"Top 10 WHO Regions by New COVID-19 Cases, Deaths, and Recoveries\", \n",
    "                      color=['orange', 'red', 'green'])\n",
    "\n",
    "# Set labels and title\n",
    "plt.xlabel(\"Number of Cases\", fontsize=12)\n",
    "plt.ylabel(\"WHO Region\", fontsize=12)\n",
    "plt.tight_layout()  # Adjust layout to prevent label overlap\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n",
    "\n",
    "#######\n",
    "\n",
    "## Top 10 WHO Regions with most death percentage from new cases\n",
    "\n",
    "# Corrected Death Rate calculation\n",
    "global_trends['Death Rate (%)'] = (global_trends['New deaths'] / global_trends['New cases']) * 100  # Divide new deaths by new cases\n",
    "\n",
    "# Sort the data by the 'Death Rate (%)' and select the top 10 WHO regions\n",
    "top_10_death_rate = global_trends['Death Rate (%)'].sort_values(ascending=False).head(10)\n",
    "\n",
    "# Select the data for the top 10 WHO regions\n",
    "top_10_data_death_rate = global_trends.loc[top_10_death_rate.index]\n",
    "\n",
    "# Plot the death rate as a horizontal bar plot\n",
    "top_10_data_death_rate['Death Rate (%)'].plot(kind='barh', figsize=(12, 8), color='red', title=\"Top 10 WHO Regions by Death Rate (%)\")\n",
    "plt.xlabel(\"Death Rate (%)\", fontsize=12)\n",
    "plt.ylabel(\"WHO Region\", fontsize=12)\n",
    "plt.tight_layout()  # Adjust layout to prevent label overlap\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort by the '1 week % increase' column and select the top 10 countries with the highest increase\n",
    "top_10_weekly_increase = df.sort_values(by='1 week % increase', ascending=False).head(10)\n",
    "\n",
    "# Plot the top 10 countries' 1-week percentage increase as a bar plot\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.barh(top_10_weekly_increase['Country/Region'], top_10_weekly_increase['1 week % increase'], color='blue')\n",
    "\n",
    "# Set labels and title\n",
    "plt.xlabel(\"1 Week % Increase\", fontsize=12)\n",
    "plt.ylabel(\"Country/Region\", fontsize=12)\n",
    "plt.title(\"Top 10 Countries by 1-Week % Increase in New COVID-19 Cases\", fontsize=14)\n",
    "plt.tight_layout()\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group by 'WHO Region' and calculate the sum of '1 week % increase' for each region\n",
    "who_region_data = df.groupby('WHO Region')['1 week % increase'].sum()\n",
    "\n",
    "# Sort the regions by the '1 week % increase' in descending order and select the top 10\n",
    "top_10_who_regions = who_region_data.sort_values(ascending=False).head(10)\n",
    "\n",
    "# Plot the top 10 WHO regions' 1-week percentage increase as a bar plot\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.barh(top_10_who_regions.index, top_10_who_regions.values, color='blue')\n",
    "\n",
    "# Set labels and title\n",
    "plt.xlabel(\"1 Week % Increase\", fontsize=12)\n",
    "plt.ylabel(\"WHO Region\", fontsize=12)\n",
    "plt.title(\"Top 10 WHO Regions by 1-Week % Increase in New COVID-19 Cases\", fontsize=14)\n",
    "plt.tight_layout()\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'New deaths'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[1;32mc:\\Users\\estif\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3805\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[0;32m   3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
      "File \u001b[1;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mindex.pyx:196\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7081\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7089\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'New deaths'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[207], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# Calculate the death ratio based on new deaths and 1 week % increase in new cases\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m top_10_who_regions[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDeath Ratio\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m top_10_who_regions[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNew deaths\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m/\u001b[39m (top_10_who_regions[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 week \u001b[39m\u001b[38;5;132;01m% i\u001b[39;00m\u001b[38;5;124mncrease\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m/\u001b[39m \u001b[38;5;241m100\u001b[39m)\n\u001b[0;32m      4\u001b[0m \u001b[38;5;66;03m# Set up a data frame for the heatmap, including the new death ratio\u001b[39;00m\n\u001b[0;32m      5\u001b[0m heatmap_data \u001b[38;5;241m=\u001b[39m top_10_who_regions[[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNew deaths\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m1 week \u001b[39m\u001b[38;5;132;01m% i\u001b[39;00m\u001b[38;5;124mncrease\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDeath Ratio\u001b[39m\u001b[38;5;124m'\u001b[39m]]\n",
      "File \u001b[1;32mc:\\Users\\estif\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:4102\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   4100\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[0;32m   4101\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 4102\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mget_loc(key)\n\u001b[0;32m   4103\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m   4104\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m [indexer]\n",
      "File \u001b[1;32mc:\\Users\\estif\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3807\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(casted_key, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m (\n\u001b[0;32m   3808\u001b[0m         \u001b[38;5;28misinstance\u001b[39m(casted_key, abc\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[0;32m   3809\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28many\u001b[39m(\u001b[38;5;28misinstance\u001b[39m(x, \u001b[38;5;28mslice\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m x \u001b[38;5;129;01min\u001b[39;00m casted_key)\n\u001b[0;32m   3810\u001b[0m     ):\n\u001b[0;32m   3811\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[1;32m-> 3812\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m   3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m   3814\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m   3815\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m   3816\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n\u001b[0;32m   3817\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
      "\u001b[1;31mKeyError\u001b[0m: 'New deaths'"
     ]
    }
   ],
   "source": [
    "# Calculate the death ratio based on new deaths and 1 week % increase in new cases\n",
    "top_10_who_regions['Death Ratio'] = top_10_who_regions['New deaths'] / (top_10_who_regions['1 week % increase'] / 100)\n",
    "\n",
    "# Set up a data frame for the heatmap, including the new death ratio\n",
    "heatmap_data = top_10_who_regions[['New deaths', '1 week % increase', 'Death Ratio']]\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# Using the 'Reds' colormap for a red-toned heatmap\n",
    "sns.heatmap(heatmap_data.T, annot=True, cmap='Reds', cbar=True, fmt='.2f', linewidths=0.5)\n",
    "\n",
    "# Title and x-axis label\n",
    "plt.title(\"Heatmap of Top 10 WHO Regions by Week Case % Increase, New Deaths, and Death Ratio\", fontsize=14)\n",
    "plt.xlabel(\"WHO Regions\", rotation=0\n",
    ", fontsize=12)\n",
    "\n",
    "# Rotate the region names on the y-axis\n",
    "plt.yticks(rotation=45, fontsize=12)  # Adjust rotation if needed\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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