happiness-and-alcohol-consumption-analysis.ipynb

{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":122,"outputs":[{"output_type":"stream","text":"/kaggle/input/happiness-and-alcohol-consumption/HappinessAlcoholConsumption.csv\n","name":"stdout"}]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"import numpy as np\nimport matplotlib.pyplot as plt\nimport pandas as pd\nimport seaborn as sns","execution_count":123,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df = pd.read_csv(\"/kaggle/input/happiness-and-alcohol-consumption/HappinessAlcoholConsumption.csv\")","execution_count":124,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Data Preparations"},{"metadata":{"trusted":true},"cell_type":"code","source":"df.head()","execution_count":125,"outputs":[{"output_type":"execute_result","execution_count":125,"data":{"text/plain":"       Country          Region Hemisphere  HappinessScore  HDI  GDP_PerCapita  \\\n0      Denmark  Western Europe      north           7.526  928         53.579   \n1  Switzerland  Western Europe      north           7.509  943         79.866   \n2      Iceland  Western Europe      north           7.501  933         60.530   \n3       Norway  Western Europe      north           7.498  951         70.890   \n4      Finland  Western Europe      north           7.413  918         43.433   \n\n   Beer_PerCapita  Spirit_PerCapita  Wine_PerCapita  \n0             224                81             278  \n1             185               100             280  \n2             233                61              78  \n3             169                71             129  \n4             263               133              97  ","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>Country</th>\n      <th>Region</th>\n      <th>Hemisphere</th>\n      <th>HappinessScore</th>\n      <th>HDI</th>\n      <th>GDP_PerCapita</th>\n      <th>Beer_PerCapita</th>\n      <th>Spirit_PerCapita</th>\n      <th>Wine_PerCapita</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Denmark</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.526</td>\n      <td>928</td>\n      <td>53.579</td>\n      <td>224</td>\n      <td>81</td>\n      <td>278</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Switzerland</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.509</td>\n      <td>943</td>\n      <td>79.866</td>\n      <td>185</td>\n      <td>100</td>\n      <td>280</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Iceland</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.501</td>\n      <td>933</td>\n      <td>60.530</td>\n      <td>233</td>\n      <td>61</td>\n      <td>78</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Norway</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.498</td>\n      <td>951</td>\n      <td>70.890</td>\n      <td>169</td>\n      <td>71</td>\n      <td>129</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Finland</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.413</td>\n      <td>918</td>\n      <td>43.433</td>\n      <td>263</td>\n      <td>133</td>\n      <td>97</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.shape","execution_count":126,"outputs":[{"output_type":"execute_result","execution_count":126,"data":{"text/plain":"(122, 9)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"df['Region'].unique()","execution_count":127,"outputs":[{"output_type":"execute_result","execution_count":127,"data":{"text/plain":"array(['Western Europe', 'North America', 'Australia and New Zealand',\n       'Middle East and Northern Africa', 'Latin America and Caribbean',\n       'Southeastern Asia', 'Central and Eastern Europe', 'Eastern Asia',\n       'Sub-Saharan Africa'], dtype=object)"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"pd.DataFrame(dict(df['Region'].value_counts()).items(), columns = ['Region','Numbers'])","execution_count":128,"outputs":[{"output_type":"execute_result","execution_count":128,"data":{"text/plain":"                            Region  Numbers\n0               Sub-Saharan Africa       28\n1       Central and Eastern Europe       27\n2      Latin America and Caribbean       23\n3                   Western Europe       20\n4  Middle East and Northern Africa       11\n5                Southeastern Asia        5\n6                     Eastern Asia        4\n7        Australia and New Zealand        2\n8                    North America        2","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>Region</th>\n      <th>Numbers</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Sub-Saharan Africa</td>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Central and Eastern Europe</td>\n      <td>27</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Latin America and Caribbean</td>\n      <td>23</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Western Europe</td>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Middle East and Northern Africa</td>\n      <td>11</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Southeastern Asia</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Eastern Asia</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Australia and New Zealand</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>North America</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.columns\n","execution_count":129,"outputs":[{"output_type":"execute_result","execution_count":129,"data":{"text/plain":"Index(['Country', 'Region', 'Hemisphere', 'HappinessScore', 'HDI',\n       'GDP_PerCapita', 'Beer_PerCapita', 'Spirit_PerCapita',\n       'Wine_PerCapita'],\n      dtype='object')"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"**Highlighting the maixmum values of each attribute in the data set**"},{"metadata":{"trusted":true},"cell_type":"code","source":"df.head()\noriginal=df.copy()\ndef highlight_max(s):    \n    is_max = s == s.max()\n    return ['background-color: limegreen' if v else '' for v in is_max]\n \ndf.style.apply(highlight_max, subset=['HappinessScore', 'HDI',\n       'GDP_PerCapita', 'Beer_PerCapita', 'Spirit_PerCapita',\n       'Wine_PerCapita'])","execution_count":130,"outputs":[{"output_type":"execute_result","execution_count":130,"data":{"text/plain":"<pandas.io.formats.style.Styler at 0x7f7cd646e7d0>","text/html":"<style  type=\"text/css\" >\n#T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col3,#T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col4,#T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col8,#T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col7,#T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col6,#T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col5{\n            background-color:  limegreen;\n        }</style><table id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Country</th>        <th class=\"col_heading level0 col1\" >Region</th>        <th class=\"col_heading level0 col2\" >Hemisphere</th>        <th class=\"col_heading level0 col3\" >HappinessScore</th>        <th class=\"col_heading level0 col4\" >HDI</th>        <th class=\"col_heading level0 col5\" >GDP_PerCapita</th>        <th class=\"col_heading level0 col6\" >Beer_PerCapita</th>        <th class=\"col_heading level0 col7\" >Spirit_PerCapita</th>        <th class=\"col_heading level0 col8\" >Wine_PerCapita</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row0\" class=\"row_heading level0 row0\" >0</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col0\" class=\"data row0 col0\" >Denmark</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col1\" class=\"data row0 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col2\" class=\"data row0 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col3\" class=\"data row0 col3\" >7.526000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col4\" class=\"data row0 col4\" >928</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col5\" class=\"data row0 col5\" >53.579000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col6\" class=\"data row0 col6\" >224</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col7\" class=\"data row0 col7\" >81</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row0_col8\" class=\"data row0 col8\" >278</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row1\" class=\"row_heading level0 row1\" >1</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col0\" class=\"data row1 col0\" >Switzerland</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col1\" class=\"data row1 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col2\" class=\"data row1 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col3\" class=\"data row1 col3\" >7.509000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col4\" class=\"data row1 col4\" >943</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col5\" class=\"data row1 col5\" >79.866000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col6\" class=\"data row1 col6\" >185</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col7\" class=\"data row1 col7\" >100</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row1_col8\" class=\"data row1 col8\" >280</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row2\" class=\"row_heading level0 row2\" >2</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col0\" class=\"data row2 col0\" >Iceland</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col1\" class=\"data row2 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col2\" class=\"data row2 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col3\" class=\"data row2 col3\" >7.501000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col4\" class=\"data row2 col4\" >933</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col5\" class=\"data row2 col5\" >60.530000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col6\" class=\"data row2 col6\" >233</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col7\" class=\"data row2 col7\" >61</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row2_col8\" class=\"data row2 col8\" >78</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row3\" class=\"row_heading level0 row3\" >3</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col0\" class=\"data row3 col0\" >Norway</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col1\" class=\"data row3 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col2\" class=\"data row3 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col3\" class=\"data row3 col3\" >7.498000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col4\" class=\"data row3 col4\" >951</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col5\" class=\"data row3 col5\" >70.890000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col6\" class=\"data row3 col6\" >169</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col7\" class=\"data row3 col7\" >71</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row3_col8\" class=\"data row3 col8\" >129</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row4\" class=\"row_heading level0 row4\" >4</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col0\" class=\"data row4 col0\" >Finland</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col1\" class=\"data row4 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col2\" class=\"data row4 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col3\" class=\"data row4 col3\" >7.413000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col4\" class=\"data row4 col4\" >918</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col5\" class=\"data row4 col5\" >43.433000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col6\" class=\"data row4 col6\" >263</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col7\" class=\"data row4 col7\" >133</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row4_col8\" class=\"data row4 col8\" >97</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row5\" class=\"row_heading level0 row5\" >5</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col0\" class=\"data row5 col0\" >Canada</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col1\" class=\"data row5 col1\" >North America</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col2\" class=\"data row5 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col3\" class=\"data row5 col3\" >7.404000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col4\" class=\"data row5 col4\" >922</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col5\" class=\"data row5 col5\" >42.349000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col6\" class=\"data row5 col6\" >240</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col7\" class=\"data row5 col7\" >122</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row5_col8\" class=\"data row5 col8\" >100</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row6\" class=\"row_heading level0 row6\" >6</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col0\" class=\"data row6 col0\" >Netherlands</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col1\" class=\"data row6 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col2\" class=\"data row6 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col3\" class=\"data row6 col3\" >7.339000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col4\" class=\"data row6 col4\" >928</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col5\" class=\"data row6 col5\" >45.638000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col6\" class=\"data row6 col6\" >251</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col7\" class=\"data row6 col7\" >88</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row6_col8\" class=\"data row6 col8\" >190</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row7\" class=\"row_heading level0 row7\" >7</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col0\" class=\"data row7 col0\" >New Zealand</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col1\" class=\"data row7 col1\" >Australia and New Zealand</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col2\" class=\"data row7 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col3\" class=\"data row7 col3\" >7.334000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col4\" class=\"data row7 col4\" >915</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col5\" class=\"data row7 col5\" >40.332000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col6\" class=\"data row7 col6\" >203</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col7\" class=\"data row7 col7\" >79</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row7_col8\" class=\"data row7 col8\" >175</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row8\" class=\"row_heading level0 row8\" >8</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col0\" class=\"data row8 col0\" >Australia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col1\" class=\"data row8 col1\" >Australia and New Zealand</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col2\" class=\"data row8 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col3\" class=\"data row8 col3\" >7.313000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col4\" class=\"data row8 col4\" >938</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col5\" class=\"data row8 col5\" >49.897000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col6\" class=\"data row8 col6\" >261</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col7\" class=\"data row8 col7\" >72</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row8_col8\" class=\"data row8 col8\" >212</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row9\" class=\"row_heading level0 row9\" >9</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col0\" class=\"data row9 col0\" >Sweden</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col1\" class=\"data row9 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col2\" class=\"data row9 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col3\" class=\"data row9 col3\" >7.291000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col4\" class=\"data row9 col4\" >932</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col5\" class=\"data row9 col5\" >51.845000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col6\" class=\"data row9 col6\" >152</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col7\" class=\"data row9 col7\" >60</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row9_col8\" class=\"data row9 col8\" >186</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row10\" class=\"row_heading level0 row10\" >10</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col0\" class=\"data row10 col0\" >Israel</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col1\" class=\"data row10 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col2\" class=\"data row10 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col3\" class=\"data row10 col3\" >7.267000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col4\" class=\"data row10 col4\" >902</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col5\" class=\"data row10 col5\" >37.181000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col6\" class=\"data row10 col6\" >63</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col7\" class=\"data row10 col7\" >69</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row10_col8\" class=\"data row10 col8\" >9</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row11\" class=\"row_heading level0 row11\" >11</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col0\" class=\"data row11 col0\" >Austria</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col1\" class=\"data row11 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col2\" class=\"data row11 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col3\" class=\"data row11 col3\" >7.119000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col4\" class=\"data row11 col4\" >906</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col5\" class=\"data row11 col5\" >44.731000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col6\" class=\"data row11 col6\" >279</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col7\" class=\"data row11 col7\" >75</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row11_col8\" class=\"data row11 col8\" >191</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row12\" class=\"row_heading level0 row12\" >12</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col0\" class=\"data row12 col0\" >United States</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col1\" class=\"data row12 col1\" >North America</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col2\" class=\"data row12 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col3\" class=\"data row12 col3\" >7.104000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col4\" class=\"data row12 col4\" >922</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col5\" class=\"data row12 col5\" >57.589000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col6\" class=\"data row12 col6\" >249</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col7\" class=\"data row12 col7\" >158</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row12_col8\" class=\"data row12 col8\" >84</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row13\" class=\"row_heading level0 row13\" >13</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col0\" class=\"data row13 col0\" >Costa Rica</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col1\" class=\"data row13 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col2\" class=\"data row13 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col3\" class=\"data row13 col3\" >7.087000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col4\" class=\"data row13 col4\" >791</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col5\" class=\"data row13 col5\" >11.733000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col6\" class=\"data row13 col6\" >149</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col7\" class=\"data row13 col7\" >87</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row13_col8\" class=\"data row13 col8\" >11</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row14\" class=\"row_heading level0 row14\" >14</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col0\" class=\"data row14 col0\" >Germany</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col1\" class=\"data row14 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col2\" class=\"data row14 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col3\" class=\"data row14 col3\" >6.994000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col4\" class=\"data row14 col4\" >934</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col5\" class=\"data row14 col5\" >42.233000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col6\" class=\"data row14 col6\" >346</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col7\" class=\"data row14 col7\" >117</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row14_col8\" class=\"data row14 col8\" >175</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row15\" class=\"row_heading level0 row15\" >15</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col0\" class=\"data row15 col0\" >Brazil</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col1\" class=\"data row15 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col2\" class=\"data row15 col2\" >both</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col3\" class=\"data row15 col3\" >6.952000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col4\" class=\"data row15 col4\" >758</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col5\" class=\"data row15 col5\" >8.639000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col6\" class=\"data row15 col6\" >245</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col7\" class=\"data row15 col7\" >145</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row15_col8\" class=\"data row15 col8\" >16</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row16\" class=\"row_heading level0 row16\" >16</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col0\" class=\"data row16 col0\" >Belgium</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col1\" class=\"data row16 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col2\" class=\"data row16 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col3\" class=\"data row16 col3\" >6.929000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col4\" class=\"data row16 col4\" >915</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col5\" class=\"data row16 col5\" >41.261000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col6\" class=\"data row16 col6\" >295</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col7\" class=\"data row16 col7\" >84</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row16_col8\" class=\"data row16 col8\" >212</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row17\" class=\"row_heading level0 row17\" >17</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col0\" class=\"data row17 col0\" >Ireland</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col1\" class=\"data row17 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col2\" class=\"data row17 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col3\" class=\"data row17 col3\" >6.907000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col4\" class=\"data row17 col4\" >934</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col5\" class=\"data row17 col5\" >64.100000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col6\" class=\"data row17 col6\" >313</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col7\" class=\"data row17 col7\" >118</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row17_col8\" class=\"data row17 col8\" >165</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row18\" class=\"row_heading level0 row18\" >18</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col0\" class=\"data row18 col0\" >Luxembourg</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col1\" class=\"data row18 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col2\" class=\"data row18 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col3\" class=\"data row18 col3\" >6.871000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col4\" class=\"data row18 col4\" >904</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col5\" class=\"data row18 col5\" >100.739000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col6\" class=\"data row18 col6\" >236</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col7\" class=\"data row18 col7\" >133</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row18_col8\" class=\"data row18 col8\" >271</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row19\" class=\"row_heading level0 row19\" >19</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col0\" class=\"data row19 col0\" >Mexico</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col1\" class=\"data row19 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col2\" class=\"data row19 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col3\" class=\"data row19 col3\" >6.778000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col4\" class=\"data row19 col4\" >772</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col5\" class=\"data row19 col5\" >8.444000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col6\" class=\"data row19 col6\" >238</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col7\" class=\"data row19 col7\" >68</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row19_col8\" class=\"data row19 col8\" >5</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row20\" class=\"row_heading level0 row20\" >20</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col0\" class=\"data row20 col0\" >Singapore</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col1\" class=\"data row20 col1\" >Southeastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col2\" class=\"data row20 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col3\" class=\"data row20 col3\" >6.739000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col4\" class=\"data row20 col4\" >930</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col5\" class=\"data row20 col5\" >55.243000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col6\" class=\"data row20 col6\" >60</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col7\" class=\"data row20 col7\" >12</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row20_col8\" class=\"data row20 col8\" >11</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row21\" class=\"row_heading level0 row21\" >21</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col0\" class=\"data row21 col0\" >United Kingdom</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col1\" class=\"data row21 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col2\" class=\"data row21 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col3\" class=\"data row21 col3\" >6.725000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col4\" class=\"data row21 col4\" >920</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col5\" class=\"data row21 col5\" >40.412000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col6\" class=\"data row21 col6\" >219</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col7\" class=\"data row21 col7\" >126</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row21_col8\" class=\"data row21 col8\" >195</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row22\" class=\"row_heading level0 row22\" >22</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col0\" class=\"data row22 col0\" >Chile</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col1\" class=\"data row22 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col2\" class=\"data row22 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col3\" class=\"data row22 col3\" >6.705000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col4\" class=\"data row22 col4\" >842</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col5\" class=\"data row22 col5\" >13.961000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col6\" class=\"data row22 col6\" >130</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col7\" class=\"data row22 col7\" >124</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row22_col8\" class=\"data row22 col8\" >172</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row23\" class=\"row_heading level0 row23\" >23</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col0\" class=\"data row23 col0\" >Panama</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col1\" class=\"data row23 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col2\" class=\"data row23 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col3\" class=\"data row23 col3\" >6.701000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col4\" class=\"data row23 col4\" >785</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col5\" class=\"data row23 col5\" >14.333000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col6\" class=\"data row23 col6\" >285</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col7\" class=\"data row23 col7\" >104</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row23_col8\" class=\"data row23 col8\" >18</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row24\" class=\"row_heading level0 row24\" >24</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col0\" class=\"data row24 col0\" >Argentina</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col1\" class=\"data row24 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col2\" class=\"data row24 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col3\" class=\"data row24 col3\" >6.650000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col4\" class=\"data row24 col4\" >822</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col5\" class=\"data row24 col5\" >12.654000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col6\" class=\"data row24 col6\" >193</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col7\" class=\"data row24 col7\" >25</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row24_col8\" class=\"data row24 col8\" >221</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row25\" class=\"row_heading level0 row25\" >25</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col0\" class=\"data row25 col0\" >Czech Republic</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col1\" class=\"data row25 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col2\" class=\"data row25 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col3\" class=\"data row25 col3\" >6.596000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col4\" class=\"data row25 col4\" >885</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col5\" class=\"data row25 col5\" >18.484000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col6\" class=\"data row25 col6\" >361</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col7\" class=\"data row25 col7\" >170</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row25_col8\" class=\"data row25 col8\" >134</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row26\" class=\"row_heading level0 row26\" >26</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col0\" class=\"data row26 col0\" >United Arab Emirates</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col1\" class=\"data row26 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col2\" class=\"data row26 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col3\" class=\"data row26 col3\" >6.573000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col4\" class=\"data row26 col4\" >862</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col5\" class=\"data row26 col5\" >38.518000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col6\" class=\"data row26 col6\" >16</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col7\" class=\"data row26 col7\" >135</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row26_col8\" class=\"data row26 col8\" >5</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row27\" class=\"row_heading level0 row27\" >27</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col0\" class=\"data row27 col0\" >Uruguay</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col1\" class=\"data row27 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col2\" class=\"data row27 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col3\" class=\"data row27 col3\" >6.545000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col4\" class=\"data row27 col4\" >802</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col5\" class=\"data row27 col5\" >15.298000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col6\" class=\"data row27 col6\" >115</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col7\" class=\"data row27 col7\" >35</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row27_col8\" class=\"data row27 col8\" >220</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row28\" class=\"row_heading level0 row28\" >28</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col0\" class=\"data row28 col0\" >Malta</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col1\" class=\"data row28 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col2\" class=\"data row28 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col3\" class=\"data row28 col3\" >6.488000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col4\" class=\"data row28 col4\" >875</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col5\" class=\"data row28 col5\" >24.771000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col6\" class=\"data row28 col6\" >149</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col7\" class=\"data row28 col7\" >100</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row28_col8\" class=\"data row28 col8\" >120</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row29\" class=\"row_heading level0 row29\" >29</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col0\" class=\"data row29 col0\" >Colombia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col1\" class=\"data row29 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col2\" class=\"data row29 col2\" >both</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col3\" class=\"data row29 col3\" >6.481000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col4\" class=\"data row29 col4\" >747</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col5\" class=\"data row29 col5\" >5.757000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col6\" class=\"data row29 col6\" >159</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col7\" class=\"data row29 col7\" >76</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row29_col8\" class=\"data row29 col8\" >3</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row30\" class=\"row_heading level0 row30\" >30</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col0\" class=\"data row30 col0\" >France</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col1\" class=\"data row30 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col2\" class=\"data row30 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col3\" class=\"data row30 col3\" >6.478000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col4\" class=\"data row30 col4\" >899</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col5\" class=\"data row30 col5\" >36.870000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col6\" class=\"data row30 col6\" >127</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col7\" class=\"data row30 col7\" >151</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row30_col8\" class=\"data row30 col8\" >370</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row31\" class=\"row_heading level0 row31\" >31</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col0\" class=\"data row31 col0\" >Thailand</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col1\" class=\"data row31 col1\" >Southeastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col2\" class=\"data row31 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col3\" class=\"data row31 col3\" >6.474000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col4\" class=\"data row31 col4\" >748</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col5\" class=\"data row31 col5\" >5.979000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col6\" class=\"data row31 col6\" >99</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col7\" class=\"data row31 col7\" >258</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row31_col8\" class=\"data row31 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row32\" class=\"row_heading level0 row32\" >32</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col0\" class=\"data row32 col0\" >Qatar</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col1\" class=\"data row32 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col2\" class=\"data row32 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col3\" class=\"data row32 col3\" >6.375000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col4\" class=\"data row32 col4\" >855</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col5\" class=\"data row32 col5\" >59.324000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col6\" class=\"data row32 col6\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col7\" class=\"data row32 col7\" >42</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row32_col8\" class=\"data row32 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row33\" class=\"row_heading level0 row33\" >33</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col0\" class=\"data row33 col0\" >Spain</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col1\" class=\"data row33 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col2\" class=\"data row33 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col3\" class=\"data row33 col3\" >6.361000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col4\" class=\"data row33 col4\" >889</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col5\" class=\"data row33 col5\" >26.617000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col6\" class=\"data row33 col6\" >284</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col7\" class=\"data row33 col7\" >157</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row33_col8\" class=\"data row33 col8\" >112</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row34\" class=\"row_heading level0 row34\" >34</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col0\" class=\"data row34 col0\" >Guatemala</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col1\" class=\"data row34 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col2\" class=\"data row34 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col3\" class=\"data row34 col3\" >6.324000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col4\" class=\"data row34 col4\" >649</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col5\" class=\"data row34 col5\" >4.141000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col6\" class=\"data row34 col6\" >53</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col7\" class=\"data row34 col7\" >69</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row34_col8\" class=\"data row34 col8\" >2</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row35\" class=\"row_heading level0 row35\" >35</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col0\" class=\"data row35 col0\" >Suriname</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col1\" class=\"data row35 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col2\" class=\"data row35 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col3\" class=\"data row35 col3\" >6.269000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col4\" class=\"data row35 col4\" >719</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col5\" class=\"data row35 col5\" >5.871000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col6\" class=\"data row35 col6\" >128</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col7\" class=\"data row35 col7\" >178</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row35_col8\" class=\"data row35 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row36\" class=\"row_heading level0 row36\" >36</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col0\" class=\"data row36 col0\" >Bahrain</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col1\" class=\"data row36 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col2\" class=\"data row36 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col3\" class=\"data row36 col3\" >6.218000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col4\" class=\"data row36 col4\" >846</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col5\" class=\"data row36 col5\" >22.561000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col6\" class=\"data row36 col6\" >42</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col7\" class=\"data row36 col7\" >63</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row36_col8\" class=\"data row36 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row37\" class=\"row_heading level0 row37\" >37</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col0\" class=\"data row37 col0\" >Trinidad and Tobago</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col1\" class=\"data row37 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col2\" class=\"data row37 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col3\" class=\"data row37 col3\" >6.168000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col4\" class=\"data row37 col4\" >785</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col5\" class=\"data row37 col5\" >16.352000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col6\" class=\"data row37 col6\" >197</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col7\" class=\"data row37 col7\" >156</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row37_col8\" class=\"data row37 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row38\" class=\"row_heading level0 row38\" >38</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col0\" class=\"data row38 col0\" >Venezuela</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col1\" class=\"data row38 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col2\" class=\"data row38 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col3\" class=\"data row38 col3\" >6.084000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col4\" class=\"data row38 col4\" >766</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col5\" class=\"data row38 col5\" >15.692000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col6\" class=\"data row38 col6\" >333</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col7\" class=\"data row38 col7\" >100</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row38_col8\" class=\"data row38 col8\" >3</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row39\" class=\"row_heading level0 row39\" >39</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col0\" class=\"data row39 col0\" >Slovakia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col1\" class=\"data row39 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col2\" class=\"data row39 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col3\" class=\"data row39 col3\" >6.078000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col4\" class=\"data row39 col4\" >853</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col5\" class=\"data row39 col5\" >16.530000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col6\" class=\"data row39 col6\" >196</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col7\" class=\"data row39 col7\" >293</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row39_col8\" class=\"data row39 col8\" >116</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row40\" class=\"row_heading level0 row40\" >40</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col0\" class=\"data row40 col0\" >El Salvador</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col1\" class=\"data row40 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col2\" class=\"data row40 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col3\" class=\"data row40 col3\" >6.068000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col4\" class=\"data row40 col4\" >679</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col5\" class=\"data row40 col5\" >3.769000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col6\" class=\"data row40 col6\" >52</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col7\" class=\"data row40 col7\" >69</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row40_col8\" class=\"data row40 col8\" >2</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row41\" class=\"row_heading level0 row41\" >41</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col0\" class=\"data row41 col0\" >Nicaragua</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col1\" class=\"data row41 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col2\" class=\"data row41 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col3\" class=\"data row41 col3\" >5.992000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col4\" class=\"data row41 col4\" >657</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col5\" class=\"data row41 col5\" >2.144000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col6\" class=\"data row41 col6\" >78</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col7\" class=\"data row41 col7\" >118</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row41_col8\" class=\"data row41 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row42\" class=\"row_heading level0 row42\" >42</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col0\" class=\"data row42 col0\" >Uzbekistan</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col1\" class=\"data row42 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col2\" class=\"data row42 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col3\" class=\"data row42 col3\" >5.987000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col4\" class=\"data row42 col4\" >703</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col5\" class=\"data row42 col5\" >2.106000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col6\" class=\"data row42 col6\" >25</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col7\" class=\"data row42 col7\" >101</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row42_col8\" class=\"data row42 col8\" >8</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row43\" class=\"row_heading level0 row43\" >43</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col0\" class=\"data row43 col0\" >Italy</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col1\" class=\"data row43 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col2\" class=\"data row43 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col3\" class=\"data row43 col3\" >5.977000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col4\" class=\"data row43 col4\" >878</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col5\" class=\"data row43 col5\" >30.669000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col6\" class=\"data row43 col6\" >85</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col7\" class=\"data row43 col7\" >42</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row43_col8\" class=\"data row43 col8\" >237</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row44\" class=\"row_heading level0 row44\" >44</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col0\" class=\"data row44 col0\" >Ecuador</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col1\" class=\"data row44 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col2\" class=\"data row44 col2\" >both</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col3\" class=\"data row44 col3\" >5.976000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col4\" class=\"data row44 col4\" >749</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col5\" class=\"data row44 col5\" >6.019000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col6\" class=\"data row44 col6\" >162</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col7\" class=\"data row44 col7\" >74</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row44_col8\" class=\"data row44 col8\" >3</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row45\" class=\"row_heading level0 row45\" >45</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col0\" class=\"data row45 col0\" >Belize</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col1\" class=\"data row45 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col2\" class=\"data row45 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col3\" class=\"data row45 col3\" >5.956000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col4\" class=\"data row45 col4\" >709</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col5\" class=\"data row45 col5\" >4.960000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col6\" class=\"data row45 col6\" >263</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col7\" class=\"data row45 col7\" >114</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row45_col8\" class=\"data row45 col8\" >8</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row46\" class=\"row_heading level0 row46\" >46</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col0\" class=\"data row46 col0\" >Japan</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col1\" class=\"data row46 col1\" >Eastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col2\" class=\"data row46 col2\" >noth</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col3\" class=\"data row46 col3\" >5.921000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col4\" class=\"data row46 col4\" >907</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col5\" class=\"data row46 col5\" >38.972000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col6\" class=\"data row46 col6\" >77</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col7\" class=\"data row46 col7\" >202</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row46_col8\" class=\"data row46 col8\" >16</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row47\" class=\"row_heading level0 row47\" >47</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col0\" class=\"data row47 col0\" >Kazakhstan</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col1\" class=\"data row47 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col2\" class=\"data row47 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col3\" class=\"data row47 col3\" >5.919000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col4\" class=\"data row47 col4\" >797</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col5\" class=\"data row47 col5\" >7.715000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col6\" class=\"data row47 col6\" >124</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col7\" class=\"data row47 col7\" >246</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row47_col8\" class=\"data row47 col8\" >12</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row48\" class=\"row_heading level0 row48\" >48</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col0\" class=\"data row48 col0\" >Moldova</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col1\" class=\"data row48 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col2\" class=\"data row48 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col3\" class=\"data row48 col3\" >5.897000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col4\" class=\"data row48 col4\" >697</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col5\" class=\"data row48 col5\" >1.913000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col6\" class=\"data row48 col6\" >109</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col7\" class=\"data row48 col7\" >226</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row48_col8\" class=\"data row48 col8\" >18</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row49\" class=\"row_heading level0 row49\" >49</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col0\" class=\"data row49 col0\" >Russian Federation</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col1\" class=\"data row49 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col2\" class=\"data row49 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col3\" class=\"data row49 col3\" >5.856000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col4\" class=\"data row49 col4\" >815</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col5\" class=\"data row49 col5\" >8.748000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col6\" class=\"data row49 col6\" >247</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col7\" class=\"data row49 col7\" >326</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row49_col8\" class=\"data row49 col8\" >73</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row50\" class=\"row_heading level0 row50\" >50</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col0\" class=\"data row50 col0\" >Poland</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col1\" class=\"data row50 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col2\" class=\"data row50 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col3\" class=\"data row50 col3\" >5.835000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col4\" class=\"data row50 col4\" >860</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col5\" class=\"data row50 col5\" >12.415000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col6\" class=\"data row50 col6\" >343</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col7\" class=\"data row50 col7\" >215</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row50_col8\" class=\"data row50 col8\" >56</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row51\" class=\"row_heading level0 row51\" >51</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col0\" class=\"data row51 col0\" >South Korea</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col1\" class=\"data row51 col1\" >Eastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col2\" class=\"data row51 col2\" >noth</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col3\" class=\"data row51 col3\" >5.835000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col4\" class=\"data row51 col4\" >900</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col5\" class=\"data row51 col5\" >27.105000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col6\" class=\"data row51 col6\" >140</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col7\" class=\"data row51 col7\" >16</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row51_col8\" class=\"data row51 col8\" >9</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row52\" class=\"row_heading level0 row52\" >52</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col0\" class=\"data row52 col0\" >Bolivia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col1\" class=\"data row52 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col2\" class=\"data row52 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col3\" class=\"data row52 col3\" >5.822000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col4\" class=\"data row52 col4\" >689</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col5\" class=\"data row52 col5\" >3.117000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col6\" class=\"data row52 col6\" >167</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col7\" class=\"data row52 col7\" >41</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row52_col8\" class=\"data row52 col8\" >8</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row53\" class=\"row_heading level0 row53\" >53</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col0\" class=\"data row53 col0\" >Lithuania</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col1\" class=\"data row53 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col2\" class=\"data row53 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col3\" class=\"data row53 col3\" >5.813000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col4\" class=\"data row53 col4\" >855</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col5\" class=\"data row53 col5\" >14.913000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col6\" class=\"data row53 col6\" >343</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col7\" class=\"data row53 col7\" >244</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row53_col8\" class=\"data row53 col8\" >56</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row54\" class=\"row_heading level0 row54\" >54</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col0\" class=\"data row54 col0\" >Belarus</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col1\" class=\"data row54 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col2\" class=\"data row54 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col3\" class=\"data row54 col3\" >5.802000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col4\" class=\"data row54 col4\" >805</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col5\" class=\"data row54 col5\" >5.023000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col6\" class=\"data row54 col6\" >142</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col7\" class=\"data row54 col7\" >373</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row54_col8\" class=\"data row54 col8\" >42</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row55\" class=\"row_heading level0 row55\" >55</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col0\" class=\"data row55 col0\" >Slovenia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col1\" class=\"data row55 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col2\" class=\"data row55 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col3\" class=\"data row55 col3\" >5.768000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col4\" class=\"data row55 col4\" >894</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col5\" class=\"data row55 col5\" >21.650000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col6\" class=\"data row55 col6\" >270</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col7\" class=\"data row55 col7\" >51</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row55_col8\" class=\"data row55 col8\" >276</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row56\" class=\"row_heading level0 row56\" >56</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col0\" class=\"data row56 col0\" >Peru</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col1\" class=\"data row56 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col2\" class=\"data row56 col2\" >both</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col3\" class=\"data row56 col3\" >5.743000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col4\" class=\"data row56 col4\" >748</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col5\" class=\"data row56 col5\" >6.031000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col6\" class=\"data row56 col6\" >163</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col7\" class=\"data row56 col7\" >160</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row56_col8\" class=\"data row56 col8\" >21</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row57\" class=\"row_heading level0 row57\" >57</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col0\" class=\"data row57 col0\" >Turkmenistan</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col1\" class=\"data row57 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col2\" class=\"data row57 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col3\" class=\"data row57 col3\" >5.658000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col4\" class=\"data row57 col4\" >705</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col5\" class=\"data row57 col5\" >6.389000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col6\" class=\"data row57 col6\" >19</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col7\" class=\"data row57 col7\" >71</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row57_col8\" class=\"data row57 col8\" >32</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row58\" class=\"row_heading level0 row58\" >58</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col0\" class=\"data row58 col0\" >Mauritius</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col1\" class=\"data row58 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col2\" class=\"data row58 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col3\" class=\"data row58 col3\" >5.648000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col4\" class=\"data row58 col4\" >788</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col5\" class=\"data row58 col5\" >9.682000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col6\" class=\"data row58 col6\" >98</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col7\" class=\"data row58 col7\" >31</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row58_col8\" class=\"data row58 col8\" >18</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row59\" class=\"row_heading level0 row59\" >59</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col0\" class=\"data row59 col0\" >Latvia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col1\" class=\"data row59 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col2\" class=\"data row59 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col3\" class=\"data row59 col3\" >5.560000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col4\" class=\"data row59 col4\" >844</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col5\" class=\"data row59 col5\" >14.070000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col6\" class=\"data row59 col6\" >281</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col7\" class=\"data row59 col7\" >216</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row59_col8\" class=\"data row59 col8\" >62</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row60\" class=\"row_heading level0 row60\" >60</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col0\" class=\"data row60 col0\" >Cyprus</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col1\" class=\"data row60 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col2\" class=\"data row60 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col3\" class=\"data row60 col3\" >5.546000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col4\" class=\"data row60 col4\" >867</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col5\" class=\"data row60 col5\" >23.541000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col6\" class=\"data row60 col6\" >192</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col7\" class=\"data row60 col7\" >154</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row60_col8\" class=\"data row60 col8\" >113</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row61\" class=\"row_heading level0 row61\" >61</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col0\" class=\"data row61 col0\" >Paraguay</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col1\" class=\"data row61 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col2\" class=\"data row61 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col3\" class=\"data row61 col3\" >5.538000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col4\" class=\"data row61 col4\" >702</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col5\" class=\"data row61 col5\" >4.078000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col6\" class=\"data row61 col6\" >213</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col7\" class=\"data row61 col7\" >117</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row61_col8\" class=\"data row61 col8\" >74</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row62\" class=\"row_heading level0 row62\" >62</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col0\" class=\"data row62 col0\" >Romania</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col1\" class=\"data row62 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col2\" class=\"data row62 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col3\" class=\"data row62 col3\" >5.528000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col4\" class=\"data row62 col4\" >807</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col5\" class=\"data row62 col5\" >9.532000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col6\" class=\"data row62 col6\" >297</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col7\" class=\"data row62 col7\" >122</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row62_col8\" class=\"data row62 col8\" >167</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row63\" class=\"row_heading level0 row63\" >63</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col0\" class=\"data row63 col0\" >Estonia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col1\" class=\"data row63 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col2\" class=\"data row63 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col3\" class=\"data row63 col3\" >5.517000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col4\" class=\"data row63 col4\" >868</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col5\" class=\"data row63 col5\" >17.737000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col6\" class=\"data row63 col6\" >224</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col7\" class=\"data row63 col7\" >194</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row63_col8\" class=\"data row63 col8\" >59</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row64\" class=\"row_heading level0 row64\" >64</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col0\" class=\"data row64 col0\" >Jamaica</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col1\" class=\"data row64 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col2\" class=\"data row64 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col3\" class=\"data row64 col3\" >5.510000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col4\" class=\"data row64 col4\" >732</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col5\" class=\"data row64 col5\" >4.879000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col6\" class=\"data row64 col6\" >82</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col7\" class=\"data row64 col7\" >97</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row64_col8\" class=\"data row64 col8\" >9</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row65\" class=\"row_heading level0 row65\" >65</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col0\" class=\"data row65 col0\" >Croatia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col1\" class=\"data row65 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col2\" class=\"data row65 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col3\" class=\"data row65 col3\" >5.488000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col4\" class=\"data row65 col4\" >828</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col5\" class=\"data row65 col5\" >12.299000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col6\" class=\"data row65 col6\" >230</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col7\" class=\"data row65 col7\" >87</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row65_col8\" class=\"data row65 col8\" >254</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row66\" class=\"row_heading level0 row66\" >66</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col0\" class=\"data row66 col0\" >Turkey</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col1\" class=\"data row66 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col2\" class=\"data row66 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col3\" class=\"data row66 col3\" >5.389000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col4\" class=\"data row66 col4\" >787</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col5\" class=\"data row66 col5\" >10.863000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col6\" class=\"data row66 col6\" >51</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col7\" class=\"data row66 col7\" >22</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row66_col8\" class=\"data row66 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row67\" class=\"row_heading level0 row67\" >67</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col0\" class=\"data row67 col0\" >Jordan</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col1\" class=\"data row67 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col2\" class=\"data row67 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col3\" class=\"data row67 col3\" >5.303000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col4\" class=\"data row67 col4\" >735</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col5\" class=\"data row67 col5\" >4.088000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col6\" class=\"data row67 col6\" >6</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col7\" class=\"data row67 col7\" >21</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row67_col8\" class=\"data row67 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row68\" class=\"row_heading level0 row68\" >68</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col0\" class=\"data row68 col0\" >Azerbaijan</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col1\" class=\"data row68 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col2\" class=\"data row68 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col3\" class=\"data row68 col3\" >5.291000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col4\" class=\"data row68 col4\" >757</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col5\" class=\"data row68 col5\" >3.881000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col6\" class=\"data row68 col6\" >21</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col7\" class=\"data row68 col7\" >46</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row68_col8\" class=\"data row68 col8\" >5</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row69\" class=\"row_heading level0 row69\" >69</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col0\" class=\"data row69 col0\" >Philippines</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col1\" class=\"data row69 col1\" >Southeastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col2\" class=\"data row69 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col3\" class=\"data row69 col3\" >5.279000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col4\" class=\"data row69 col4\" >696</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col5\" class=\"data row69 col5\" >2.951000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col6\" class=\"data row69 col6\" >71</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col7\" class=\"data row69 col7\" >186</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row69_col8\" class=\"data row69 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row70\" class=\"row_heading level0 row70\" >70</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col0\" class=\"data row70 col0\" >China</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col1\" class=\"data row70 col1\" >Eastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col2\" class=\"data row70 col2\" >noth</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col3\" class=\"data row70 col3\" >5.245000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col4\" class=\"data row70 col4\" >748</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col5\" class=\"data row70 col5\" >8.117000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col6\" class=\"data row70 col6\" >79</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col7\" class=\"data row70 col7\" >192</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row70_col8\" class=\"data row70 col8\" >8</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row71\" class=\"row_heading level0 row71\" >71</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col0\" class=\"data row71 col0\" >Kyrgyzstan</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col1\" class=\"data row71 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col2\" class=\"data row71 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col3\" class=\"data row71 col3\" >5.185000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col4\" class=\"data row71 col4\" >669</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col5\" class=\"data row71 col5\" >1.220000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col6\" class=\"data row71 col6\" >31</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col7\" class=\"data row71 col7\" >97</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row71_col8\" class=\"data row71 col8\" >6</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row72\" class=\"row_heading level0 row72\" >72</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col0\" class=\"data row72 col0\" >Serbia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col1\" class=\"data row72 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col2\" class=\"data row72 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col3\" class=\"data row72 col3\" >5.177000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col4\" class=\"data row72 col4\" >785</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col5\" class=\"data row72 col5\" >5.426000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col6\" class=\"data row72 col6\" >283</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col7\" class=\"data row72 col7\" >131</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row72_col8\" class=\"data row72 col8\" >127</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row73\" class=\"row_heading level0 row73\" >73</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col0\" class=\"data row73 col0\" >Bosnia and Herzegovina</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col1\" class=\"data row73 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col2\" class=\"data row73 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col3\" class=\"data row73 col3\" >5.163000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col4\" class=\"data row73 col4\" >766</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col5\" class=\"data row73 col5\" >4.809000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col6\" class=\"data row73 col6\" >76</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col7\" class=\"data row73 col7\" >173</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row73_col8\" class=\"data row73 col8\" >8</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row74\" class=\"row_heading level0 row74\" >74</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col0\" class=\"data row74 col0\" >Montenegro</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col1\" class=\"data row74 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col2\" class=\"data row74 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col3\" class=\"data row74 col3\" >5.161000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col4\" class=\"data row74 col4\" >810</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col5\" class=\"data row74 col5\" >7.029000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col6\" class=\"data row74 col6\" >31</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col7\" class=\"data row74 col7\" >114</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row74_col8\" class=\"data row74 col8\" >128</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row75\" class=\"row_heading level0 row75\" >75</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col0\" class=\"data row75 col0\" >Dominican Republic</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col1\" class=\"data row75 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col2\" class=\"data row75 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col3\" class=\"data row75 col3\" >5.155000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col4\" class=\"data row75 col4\" >733</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col5\" class=\"data row75 col5\" >6.794000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col6\" class=\"data row75 col6\" >193</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col7\" class=\"data row75 col7\" >147</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row75_col8\" class=\"data row75 col8\" >9</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row76\" class=\"row_heading level0 row76\" >76</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col0\" class=\"data row76 col0\" >Morocco</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col1\" class=\"data row76 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col2\" class=\"data row76 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col3\" class=\"data row76 col3\" >5.151000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col4\" class=\"data row76 col4\" >662</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col5\" class=\"data row76 col5\" >2.893000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col6\" class=\"data row76 col6\" >12</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col7\" class=\"data row76 col7\" >6</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row76_col8\" class=\"data row76 col8\" >10</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row77\" class=\"row_heading level0 row77\" >77</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col0\" class=\"data row77 col0\" >Hungary</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col1\" class=\"data row77 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col2\" class=\"data row77 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col3\" class=\"data row77 col3\" >5.145000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col4\" class=\"data row77 col4\" >835</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col5\" class=\"data row77 col5\" >12.820000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col6\" class=\"data row77 col6\" >234</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col7\" class=\"data row77 col7\" >215</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row77_col8\" class=\"data row77 col8\" >185</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row78\" class=\"row_heading level0 row78\" >78</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col0\" class=\"data row78 col0\" >Lebanon</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col1\" class=\"data row78 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col2\" class=\"data row78 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col3\" class=\"data row78 col3\" >5.129000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col4\" class=\"data row78 col4\" >753</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col5\" class=\"data row78 col5\" >8.257000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col6\" class=\"data row78 col6\" >20</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col7\" class=\"data row78 col7\" >55</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row78_col8\" class=\"data row78 col8\" >31</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row79\" class=\"row_heading level0 row79\" >79</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col0\" class=\"data row79 col0\" >Portugal</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col1\" class=\"data row79 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col2\" class=\"data row79 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col3\" class=\"data row79 col3\" >5.123000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col4\" class=\"data row79 col4\" >845</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col5\" class=\"data row79 col5\" >19.872000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col6\" class=\"data row79 col6\" >194</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col7\" class=\"data row79 col7\" >67</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row79_col8\" class=\"data row79 col8\" >339</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row80\" class=\"row_heading level0 row80\" >80</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col0\" class=\"data row80 col0\" >Macedonia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col1\" class=\"data row80 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col2\" class=\"data row80 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col3\" class=\"data row80 col3\" >5.121000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col4\" class=\"data row80 col4\" >756</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col5\" class=\"data row80 col5\" >4.834000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col6\" class=\"data row80 col6\" >106</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col7\" class=\"data row80 col7\" >27</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row80_col8\" class=\"data row80 col8\" >86</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row81\" class=\"row_heading level0 row81\" >81</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col0\" class=\"data row81 col0\" >Vietnam</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col1\" class=\"data row81 col1\" >Southeastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col2\" class=\"data row81 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col3\" class=\"data row81 col3\" >5.061000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col4\" class=\"data row81 col4\" >689</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col5\" class=\"data row81 col5\" >2.171000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col6\" class=\"data row81 col6\" >111</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col7\" class=\"data row81 col7\" >2</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row81_col8\" class=\"data row81 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row82\" class=\"row_heading level0 row82\" >82</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col0\" class=\"data row82 col0\" >Tunisia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col1\" class=\"data row82 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col2\" class=\"data row82 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col3\" class=\"data row82 col3\" >5.045000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col4\" class=\"data row82 col4\" >732</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col5\" class=\"data row82 col5\" >3.689000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col6\" class=\"data row82 col6\" >51</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col7\" class=\"data row82 col7\" >3</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row82_col8\" class=\"data row82 col8\" >20</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row83\" class=\"row_heading level0 row83\" >83</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col0\" class=\"data row83 col0\" >Greece</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col1\" class=\"data row83 col1\" >Western Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col2\" class=\"data row83 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col3\" class=\"data row83 col3\" >5.033000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col4\" class=\"data row83 col4\" >868</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col5\" class=\"data row83 col5\" >17.882000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col6\" class=\"data row83 col6\" >133</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col7\" class=\"data row83 col7\" >112</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row83_col8\" class=\"data row83 col8\" >218</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row84\" class=\"row_heading level0 row84\" >84</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col0\" class=\"data row84 col0\" >Mongolia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col1\" class=\"data row84 col1\" >Eastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col2\" class=\"data row84 col2\" >noth</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col3\" class=\"data row84 col3\" >4.907000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col4\" class=\"data row84 col4\" >743</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col5\" class=\"data row84 col5\" >3.694000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col6\" class=\"data row84 col6\" >77</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col7\" class=\"data row84 col7\" >189</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row84_col8\" class=\"data row84 col8\" >8</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row85\" class=\"row_heading level0 row85\" >85</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col0\" class=\"data row85 col0\" >Nigeria</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col1\" class=\"data row85 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col2\" class=\"data row85 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col3\" class=\"data row85 col3\" >4.875000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col4\" class=\"data row85 col4\" >530</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col5\" class=\"data row85 col5\" >2.176000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col6\" class=\"data row85 col6\" >42</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col7\" class=\"data row85 col7\" >5</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row85_col8\" class=\"data row85 col8\" >2</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row86\" class=\"row_heading level0 row86\" >86</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col0\" class=\"data row86 col0\" >Honduras</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col1\" class=\"data row86 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col2\" class=\"data row86 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col3\" class=\"data row86 col3\" >4.871000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col4\" class=\"data row86 col4\" >614</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col5\" class=\"data row86 col5\" >2.375000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col6\" class=\"data row86 col6\" >69</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col7\" class=\"data row86 col7\" >98</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row86_col8\" class=\"data row86 col8\" >2</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row87\" class=\"row_heading level0 row87\" >87</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col0\" class=\"data row87 col0\" >Zambia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col1\" class=\"data row87 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col2\" class=\"data row87 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col3\" class=\"data row87 col3\" >4.795000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col4\" class=\"data row87 col4\" >586</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col5\" class=\"data row87 col5\" >1.263000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col6\" class=\"data row87 col6\" >32</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col7\" class=\"data row87 col7\" >19</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row87_col8\" class=\"data row87 col8\" >4</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row88\" class=\"row_heading level0 row88\" >88</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col0\" class=\"data row88 col0\" >Albania</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col1\" class=\"data row88 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col2\" class=\"data row88 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col3\" class=\"data row88 col3\" >4.655000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col4\" class=\"data row88 col4\" >782</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col5\" class=\"data row88 col5\" >4.132000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col6\" class=\"data row88 col6\" >89</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col7\" class=\"data row88 col7\" >132</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row88_col8\" class=\"data row88 col8\" >54</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row89\" class=\"row_heading level0 row89\" >89</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col0\" class=\"data row89 col0\" >Sierra Leone</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col1\" class=\"data row89 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col2\" class=\"data row89 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col3\" class=\"data row89 col3\" >4.635000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col4\" class=\"data row89 col4\" >413</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col5\" class=\"data row89 col5\" >481.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col6\" class=\"data row89 col6\" >25</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col7\" class=\"data row89 col7\" >3</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row89_col8\" class=\"data row89 col8\" >2</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row90\" class=\"row_heading level0 row90\" >90</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col0\" class=\"data row90 col0\" >Namibia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col1\" class=\"data row90 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col2\" class=\"data row90 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col3\" class=\"data row90 col3\" >4.574000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col4\" class=\"data row90 col4\" >645</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col5\" class=\"data row90 col5\" >4.561000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col6\" class=\"data row90 col6\" >376</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col7\" class=\"data row90 col7\" >3</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row90_col8\" class=\"data row90 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row91\" class=\"row_heading level0 row91\" >91</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col0\" class=\"data row91 col0\" >Cameroon</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col1\" class=\"data row91 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col2\" class=\"data row91 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col3\" class=\"data row91 col3\" >4.513000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col4\" class=\"data row91 col4\" >553</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col5\" class=\"data row91 col5\" >1.375000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col6\" class=\"data row91 col6\" >147</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col7\" class=\"data row91 col7\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row91_col8\" class=\"data row91 col8\" >4</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row92\" class=\"row_heading level0 row92\" >92</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col0\" class=\"data row92 col0\" >South Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col1\" class=\"data row92 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col2\" class=\"data row92 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col3\" class=\"data row92 col3\" >4.459000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col4\" class=\"data row92 col4\" >696</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col5\" class=\"data row92 col5\" >5.280000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col6\" class=\"data row92 col6\" >225</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col7\" class=\"data row92 col7\" >76</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row92_col8\" class=\"data row92 col8\" >81</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row93\" class=\"row_heading level0 row93\" >93</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col0\" class=\"data row93 col0\" >Egypt</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col1\" class=\"data row93 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col2\" class=\"data row93 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col3\" class=\"data row93 col3\" >4.362000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col4\" class=\"data row93 col4\" >694</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col5\" class=\"data row93 col5\" >3.548000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col6\" class=\"data row93 col6\" >6</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col7\" class=\"data row93 col7\" >4</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row93_col8\" class=\"data row93 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row94\" class=\"row_heading level0 row94\" >94</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col0\" class=\"data row94 col0\" >Armenia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col1\" class=\"data row94 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col2\" class=\"data row94 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col3\" class=\"data row94 col3\" >4.360000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col4\" class=\"data row94 col4\" >749</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col5\" class=\"data row94 col5\" >3.606000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col6\" class=\"data row94 col6\" >21</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col7\" class=\"data row94 col7\" >179</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row94_col8\" class=\"data row94 col8\" >11</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row95\" class=\"row_heading level0 row95\" >95</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col0\" class=\"data row95 col0\" >Kenya</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col1\" class=\"data row95 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col2\" class=\"data row95 col2\" >both</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col3\" class=\"data row95 col3\" >4.356000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col4\" class=\"data row95 col4\" >585</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col5\" class=\"data row95 col5\" >1.463000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col6\" class=\"data row95 col6\" >58</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col7\" class=\"data row95 col7\" >22</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row95_col8\" class=\"data row95 col8\" >2</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row96\" class=\"row_heading level0 row96\" >96</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col0\" class=\"data row96 col0\" >Ukraine</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col1\" class=\"data row96 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col2\" class=\"data row96 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col3\" class=\"data row96 col3\" >4.324000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col4\" class=\"data row96 col4\" >746</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col5\" class=\"data row96 col5\" >2.186000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col6\" class=\"data row96 col6\" >206</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col7\" class=\"data row96 col7\" >237</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row96_col8\" class=\"data row96 col8\" >45</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row97\" class=\"row_heading level0 row97\" >97</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col0\" class=\"data row97 col0\" >Ghana</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col1\" class=\"data row97 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col2\" class=\"data row97 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col3\" class=\"data row97 col3\" >4.276000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col4\" class=\"data row97 col4\" >588</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col5\" class=\"data row97 col5\" >1.517000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col6\" class=\"data row97 col6\" >31</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col7\" class=\"data row97 col7\" >3</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row97_col8\" class=\"data row97 col8\" >10</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row98\" class=\"row_heading level0 row98\" >98</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col0\" class=\"data row98 col0\" >Dem. Rep. Congo</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col1\" class=\"data row98 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col2\" class=\"data row98 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col3\" class=\"data row98 col3\" >4.272000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col4\" class=\"data row98 col4\" >452</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col5\" class=\"data row98 col5\" >1.712000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col6\" class=\"data row98 col6\" >32</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col7\" class=\"data row98 col7\" >3</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row98_col8\" class=\"data row98 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row99\" class=\"row_heading level0 row99\" >99</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col0\" class=\"data row99 col0\" >Georgia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col1\" class=\"data row99 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col2\" class=\"data row99 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col3\" class=\"data row99 col3\" >4.252000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col4\" class=\"data row99 col4\" >776</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col5\" class=\"data row99 col5\" >3.866000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col6\" class=\"data row99 col6\" >52</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col7\" class=\"data row99 col7\" >100</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row99_col8\" class=\"data row99 col8\" >149</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row100\" class=\"row_heading level0 row100\" >100</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col0\" class=\"data row100 col0\" >Rep. Congo</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col1\" class=\"data row100 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col2\" class=\"data row100 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col3\" class=\"data row100 col3\" >4.236000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col4\" class=\"data row100 col4\" >612</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col5\" class=\"data row100 col5\" >498.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col6\" class=\"data row100 col6\" >76</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col7\" class=\"data row100 col7\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row100_col8\" class=\"data row100 col8\" >9</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row101\" class=\"row_heading level0 row101\" >101</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col0\" class=\"data row101 col0\" >Senegal</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col1\" class=\"data row101 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col2\" class=\"data row101 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col3\" class=\"data row101 col3\" >4.219000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col4\" class=\"data row101 col4\" >499</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col5\" class=\"data row101 col5\" >953.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col6\" class=\"data row101 col6\" >9</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col7\" class=\"data row101 col7\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row101_col8\" class=\"data row101 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row102\" class=\"row_heading level0 row102\" >102</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col0\" class=\"data row102 col0\" >Bulgaria</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col1\" class=\"data row102 col1\" >Central and Eastern Europe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col2\" class=\"data row102 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col3\" class=\"data row102 col3\" >4.217000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col4\" class=\"data row102 col4\" >810</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col5\" class=\"data row102 col5\" >7.469000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col6\" class=\"data row102 col6\" >231</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col7\" class=\"data row102 col7\" >252</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row102_col8\" class=\"data row102 col8\" >94</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row103\" class=\"row_heading level0 row103\" >103</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col0\" class=\"data row103 col0\" >Zimbabwe</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col1\" class=\"data row103 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col2\" class=\"data row103 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col3\" class=\"data row103 col3\" >4.193000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col4\" class=\"data row103 col4\" >532</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col5\" class=\"data row103 col5\" >1.029000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col6\" class=\"data row103 col6\" >64</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col7\" class=\"data row103 col7\" >18</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row103_col8\" class=\"data row103 col8\" >4</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row104\" class=\"row_heading level0 row104\" >104</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col0\" class=\"data row104 col0\" >Malawi</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col1\" class=\"data row104 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col2\" class=\"data row104 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col3\" class=\"data row104 col3\" >4.156000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col4\" class=\"data row104 col4\" >474</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col5\" class=\"data row104 col5\" >300.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col6\" class=\"data row104 col6\" >8</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col7\" class=\"data row104 col7\" >11</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row104_col8\" class=\"data row104 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row105\" class=\"row_heading level0 row105\" >105</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col0\" class=\"data row105 col0\" >Gabon</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col1\" class=\"data row105 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col2\" class=\"data row105 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col3\" class=\"data row105 col3\" >4.121000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col4\" class=\"data row105 col4\" >698</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col5\" class=\"data row105 col5\" >7.079000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col6\" class=\"data row105 col6\" >347</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col7\" class=\"data row105 col7\" >98</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row105_col8\" class=\"data row105 col8\" >59</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row106\" class=\"row_heading level0 row106\" >106</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col0\" class=\"data row106 col0\" >Mali</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col1\" class=\"data row106 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col2\" class=\"data row106 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col3\" class=\"data row106 col3\" >4.073000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col4\" class=\"data row106 col4\" >421</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col5\" class=\"data row106 col5\" >780.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col6\" class=\"data row106 col6\" >5</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col7\" class=\"data row106 col7\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row106_col8\" class=\"data row106 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row107\" class=\"row_heading level0 row107\" >107</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col0\" class=\"data row107 col0\" >Haiti</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col1\" class=\"data row107 col1\" >Latin America and Caribbean</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col2\" class=\"data row107 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col3\" class=\"data row107 col3\" >4.028000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col4\" class=\"data row107 col4\" >496</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col5\" class=\"data row107 col5\" >735.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col6\" class=\"data row107 col6\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col7\" class=\"data row107 col7\" >326</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row107_col8\" class=\"data row107 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row108\" class=\"row_heading level0 row108\" >108</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col0\" class=\"data row108 col0\" >Botswana</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col1\" class=\"data row108 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col2\" class=\"data row108 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col3\" class=\"data row108 col3\" >3.974000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col4\" class=\"data row108 col4\" >712</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col5\" class=\"data row108 col5\" >6.954000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col6\" class=\"data row108 col6\" >173</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col7\" class=\"data row108 col7\" >35</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row108_col8\" class=\"data row108 col8\" >35</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row109\" class=\"row_heading level0 row109\" >109</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col0\" class=\"data row109 col0\" >Comoros</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col1\" class=\"data row109 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col2\" class=\"data row109 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col3\" class=\"data row109 col3\" >3.956000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col4\" class=\"data row109 col4\" >502</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col5\" class=\"data row109 col5\" >775.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col6\" class=\"data row109 col6\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col7\" class=\"data row109 col7\" >3</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row109_col8\" class=\"data row109 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row110\" class=\"row_heading level0 row110\" >110</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col0\" class=\"data row110 col0\" >Cote d'Ivoire</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col1\" class=\"data row110 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col2\" class=\"data row110 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col3\" class=\"data row110 col3\" >3.916000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col4\" class=\"data row110 col4\" >486</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col5\" class=\"data row110 col5\" >1.535000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col6\" class=\"data row110 col6\" >37</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col7\" class=\"data row110 col7\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row110_col8\" class=\"data row110 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row111\" class=\"row_heading level0 row111\" >111</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col0\" class=\"data row111 col0\" >Cambodia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col1\" class=\"data row111 col1\" >Southeastern Asia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col2\" class=\"data row111 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col3\" class=\"data row111 col3\" >3.907000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col4\" class=\"data row111 col4\" >576</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col5\" class=\"data row111 col5\" >1.270000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col6\" class=\"data row111 col6\" >57</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col7\" class=\"data row111 col7\" >65</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row111_col8\" class=\"data row111 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row112\" class=\"row_heading level0 row112\" >112</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col0\" class=\"data row112 col0\" >Angola</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col1\" class=\"data row112 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col2\" class=\"data row112 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col3\" class=\"data row112 col3\" >3.866000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col4\" class=\"data row112 col4\" >577</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col5\" class=\"data row112 col5\" >3.309000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col6\" class=\"data row112 col6\" >217</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col7\" class=\"data row112 col7\" >57</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row112_col8\" class=\"data row112 col8\" >45</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row113\" class=\"row_heading level0 row113\" >113</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col0\" class=\"data row113 col0\" >Niger</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col1\" class=\"data row113 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col2\" class=\"data row113 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col3\" class=\"data row113 col3\" >3.856000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col4\" class=\"data row113 col4\" >351</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col5\" class=\"data row113 col5\" >368.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col6\" class=\"data row113 col6\" >3</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col7\" class=\"data row113 col7\" >2</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row113_col8\" class=\"data row113 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row114\" class=\"row_heading level0 row114\" >114</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col0\" class=\"data row114 col0\" >Chad</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col1\" class=\"data row114 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col2\" class=\"data row114 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col3\" class=\"data row114 col3\" >3.763000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col4\" class=\"data row114 col4\" >405</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col5\" class=\"data row114 col5\" >651.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col6\" class=\"data row114 col6\" >15</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col7\" class=\"data row114 col7\" >1</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row114_col8\" class=\"data row114 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row115\" class=\"row_heading level0 row115\" >115</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col0\" class=\"data row115 col0\" >Burkina Faso</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col1\" class=\"data row115 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col2\" class=\"data row115 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col3\" class=\"data row115 col3\" >3.739000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col4\" class=\"data row115 col4\" >420</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col5\" class=\"data row115 col5\" >614.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col6\" class=\"data row115 col6\" >25</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col7\" class=\"data row115 col7\" >7</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row115_col8\" class=\"data row115 col8\" >7</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row116\" class=\"row_heading level0 row116\" >116</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col0\" class=\"data row116 col0\" >Madagascar</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col1\" class=\"data row116 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col2\" class=\"data row116 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col3\" class=\"data row116 col3\" >3.695000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col4\" class=\"data row116 col4\" >517</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col5\" class=\"data row116 col5\" >402.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col6\" class=\"data row116 col6\" >26</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col7\" class=\"data row116 col7\" >15</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row116_col8\" class=\"data row116 col8\" >4</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row117\" class=\"row_heading level0 row117\" >117</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col0\" class=\"data row117 col0\" >Tanzania</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col1\" class=\"data row117 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col2\" class=\"data row117 col2\" >south</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col3\" class=\"data row117 col3\" >3.666000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col4\" class=\"data row117 col4\" >533</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col5\" class=\"data row117 col5\" >878.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col6\" class=\"data row117 col6\" >36</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col7\" class=\"data row117 col7\" >6</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row117_col8\" class=\"data row117 col8\" >1</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row118\" class=\"row_heading level0 row118\" >118</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col0\" class=\"data row118 col0\" >Liberia</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col1\" class=\"data row118 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col2\" class=\"data row118 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col3\" class=\"data row118 col3\" >3.622000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col4\" class=\"data row118 col4\" >432</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col5\" class=\"data row118 col5\" >455.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col6\" class=\"data row118 col6\" >19</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col7\" class=\"data row118 col7\" >152</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row118_col8\" class=\"data row118 col8\" >2</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row119\" class=\"row_heading level0 row119\" >119</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col0\" class=\"data row119 col0\" >Benin</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col1\" class=\"data row119 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col2\" class=\"data row119 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col3\" class=\"data row119 col3\" >3.484000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col4\" class=\"data row119 col4\" >512</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col5\" class=\"data row119 col5\" >789.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col6\" class=\"data row119 col6\" >34</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col7\" class=\"data row119 col7\" >4</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row119_col8\" class=\"data row119 col8\" >13</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row120\" class=\"row_heading level0 row120\" >120</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col0\" class=\"data row120 col0\" >Togo</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col1\" class=\"data row120 col1\" >Sub-Saharan Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col2\" class=\"data row120 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col3\" class=\"data row120 col3\" >3.303000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col4\" class=\"data row120 col4\" >500</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col5\" class=\"data row120 col5\" >577.000000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col6\" class=\"data row120 col6\" >36</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col7\" class=\"data row120 col7\" >2</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row120_col8\" class=\"data row120 col8\" >19</td>\n            </tr>\n            <tr>\n                        <th id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202level0_row121\" class=\"row_heading level0 row121\" >121</th>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col0\" class=\"data row121 col0\" >Syria</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col1\" class=\"data row121 col1\" >Middle East and Northern Africa</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col2\" class=\"data row121 col2\" >north</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col3\" class=\"data row121 col3\" >3.069000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col4\" class=\"data row121 col4\" >536</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col5\" class=\"data row121 col5\" >2.058000</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col6\" class=\"data row121 col6\" >5</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col7\" class=\"data row121 col7\" >35</td>\n                        <td id=\"T_bcf6cab6_1c8a_11eb_84a9_0242ac130202row121_col8\" class=\"data row121 col8\" >16</td>\n            </tr>\n    </tbody></table>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"corrmat = df.corr()\nf, ax = plt.subplots()\nsns.heatmap(corrmat, square=True)","execution_count":131,"outputs":[{"output_type":"execute_result","execution_count":131,"data":{"text/plain":"<matplotlib.axes._subplots.AxesSubplot at 0x7f7cd6058c10>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"This is a correlation plot for the features. We can see that GDP_PerCapita is inversely proportional to all the other features. Let's drop GDP_PerCapita and observe the Correlation table again."},{"metadata":{"trusted":true},"cell_type":"code","source":"df_new = df.drop(['GDP_PerCapita'], axis =1)\ncorrmat = df_new.corr()\nf, ax = plt.subplots()\nsns.heatmap(corrmat, square=True, annot = True)","execution_count":132,"outputs":[{"output_type":"execute_result","execution_count":132,"data":{"text/plain":"<matplotlib.axes._subplots.AxesSubplot at 0x7f7cd74cbc50>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"# Basic Visualizations"},{"metadata":{},"cell_type":"markdown","source":"## Happiness Score"},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,6))\nsns.barplot(x ='HappinessScore',y= 'Region',data = df, palette = 'viridis')\nplt.title('Happiness Score by Region', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":133,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Australians, New Zealanders and North Americans are the Happiest people, while Sub- Saharan Africans along with Central and Eastern Europe are the least happy people."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,6))\nsns.barplot(x ='HappinessScore',y= 'Country',data = df.nlargest(25,'HappinessScore'), palette = 'viridis')\nplt.title('Happiness Score of top 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":134,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"**Denmark is the Happiest Country.** It can be seen that a lot of American and European Countries are in the top 25 list. Countries all over the worls are represented in the list **except African Countries.**"},{"metadata":{},"cell_type":"markdown","source":"## Analysing with respect to GDP per Capita"},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,6))\nsns.barplot(x ='GDP_PerCapita',y= 'Region',data = df, palette = 'Spectral')\nplt.title('GDP Per Capita by Region', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":135,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Did not expect to see Sub Saharan Africa at the top of the list."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='GDP_PerCapita',y= 'Country',data = df.nlargest(25,'GDP_PerCapita'), palette = 'Spectral')\nplt.title('GDP Per Capita of top 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()\n","execution_count":136,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"There definitely seems to be something wrong with the GDP data for some of the countries in the dataset. A quick Google search showed me that Liberia does not have a higher GDP Per Capita than Sweden.\n\n**With this in mind it makes no sense to look too much into the GDP Per Capita variable.**"},{"metadata":{},"cell_type":"markdown","source":"## Human Development Index(HDI)"},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.kdeplot(df['HDI'], color='r', shade=True, Label='HDI') \nplt.axvline(df['HDI'].mean(), color='k', linestyle='dashed', linewidth=1)\nplt.xlabel('HDI')\nplt.ylabel('density')\nplt.title('Density Plot of the Human Development Index')","execution_count":137,"outputs":[{"output_type":"execute_result","execution_count":137,"data":{"text/plain":"Text(0.5, 1.0, 'Density Plot of the Human Development Index')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Most of the plots have a High HDI than the mean value."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,6))\nsns.barplot(x ='HDI',y= 'Region',data = df, palette = 'cubehelix')\nplt.title('HDI by Region', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":138,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Australia, New Zealand, North America and Western Europe has the highest HDI. Sub-Saharan Africa haas the lowest HDI.\nThis plot is very similar to the Happiness Score plot we saw earlier."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='HDI',y= 'Country',data = df.nlargest(25,'HDI'), palette = 'cubehelix')\nplt.title('HDI of top 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":139,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Norway sits at the top of the list. There are no South American and African Countries in the the top 25."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='HDI',y= 'Country',data = df.nsmallest(25,'HDI'), palette = 'cubehelix')\nplt.title('HDI of bottom 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":140,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Niger sits at the bottom. Norway at the top is almost 3 times the Niger value.\nMostly African countries in the bottom 25. "},{"metadata":{},"cell_type":"markdown","source":"## Beer Per Capita"},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.kdeplot(df['Beer_PerCapita'], color='b', shade=True, Label='Beer_PerCapita') \nplt.axvline(df['Beer_PerCapita'].mean(), color='k', linestyle='dashed', linewidth=1)\nplt.xlabel('Beer_PerCapita')\nplt.ylabel('density')\nplt.title('Density Plot of the Beer per Capita')","execution_count":141,"outputs":[{"output_type":"execute_result","execution_count":141,"data":{"text/plain":"Text(0.5, 1.0, 'Density Plot of the Beer per Capita')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"The plot shows that most of the countries in the data have a Beer Per Capita value greater than the mean."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,6))\nsns.barplot(x ='Beer_PerCapita',y= 'Region',data = df, palette = 'vlag')\nplt.title('Beer Per Capita by Region', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":142,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"North America, Australia and New Zealand are yet again at top for this category also. **There is a fairly big drop in rest of the regions for this category.**\nMiddle East and Northern Afrrica have the least consumption of Beer."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='Beer_PerCapita',y= 'Country',data = df.nlargest(25,'Beer_PerCapita'), palette = 'vlag')\nplt.title('Beer per Capita of top 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":143,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Surprisingly here, for the first time, an African Country is on the top. \n"},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='Beer_PerCapita',y= 'Country',data = df.nsmallest(25,'Beer_PerCapita'), palette = 'vlag')\nplt.title('Beer per Capita of bottom 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":144,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Qatar,Haiti and Comoros turns out to sit at the bottom.\nThere are a lot of Middle Eastern and North African countries which matches up to the Regions plot we saw earlier."},{"metadata":{},"cell_type":"markdown","source":"## Spirit Per Capita"},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.kdeplot(df['Spirit_PerCapita'], color='y', shade=True, Label='Spirit_PerCapita') \nplt.axvline(df['Spirit_PerCapita'].mean(), color='k', linestyle='dashed', linewidth=1)\nplt.xlabel('Spirit_PerCapita')\nplt.ylabel('density')\nplt.title('Density Plot of the Spirit per Capita')","execution_count":145,"outputs":[{"output_type":"execute_result","execution_count":145,"data":{"text/plain":"Text(0.5, 1.0, 'Density Plot of the Spirit per Capita')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"The plot shows that most of the countries in the data have a Spirit Per Capita value greater than the mean."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,6))\nsns.barplot(x ='Spirit_PerCapita',y= 'Region',data = df, palette = 'YlOrBr')\nplt.title('Spirit Per Capita by Region', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":146,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"**Central and Eastern Europe sits at the top with Sub-Saharan Africa at the bottom..**\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='Spirit_PerCapita',y= 'Country',data = df.nlargest(25,'Spirit_PerCapita'), palette = 'YlOrBr')\nplt.title('Spirit per Capita of top 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":147,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"**The nation of Belarus is out ahead of every other country by a long shot when it come to the Spirit Per Capita. Russia and Haiti and tied for second place** there is a drop to the rest of the countries that follow."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='Spirit_PerCapita',y= 'Country',data = df.nsmallest(25,'Spirit_PerCapita'), palette = 'YlOrBr')\nplt.title('Spirit per Capita of bottom 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":148,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Cameroon sits at the bottom.\nLooking at the bottom 25 countries it seems as if Spirits might not be very popular in Sub-Saharan Africa"},{"metadata":{},"cell_type":"markdown","source":"## Wine Per Capita"},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.kdeplot(df['Wine_PerCapita'], color = 'g', shade = True, Label = 'Wine_PerCapita')\nplt.axvline(df['Wine_PerCapita'].mean(), color='k', linestyle='dashed', linewidth=1)\nplt.xlabel('Wine_PerCapita')\nplt.ylabel('density')\nplt.title('Density Plot of the Wine per Capita')","execution_count":149,"outputs":[{"output_type":"execute_result","execution_count":149,"data":{"text/plain":"Text(0.5, 1.0, 'Density Plot of the Wine per Capita')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"The plot shows that most of the countries in the data have a Wine Per Capita value greater than the mean."},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,6))\nsns.barplot(x ='Wine_PerCapita',y= 'Region',data = df, palette = 'mako')\nplt.title('Wine Per Capita by Region', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":150,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x432 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"Western Europe, Australia and New Zealand, North America sit at the top.\nAsia and Africa do not fancy Wine so much.\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='Wine_PerCapita',y= 'Country',data = df.nlargest(25,'Wine_PerCapita'), palette = 'mako')\nplt.title('Wine per Capita of top 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":151,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA7gAAAJsCAYAAADX4Q/WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdebhdVX3/8feHEAgxmDCLFY3KVMYAQUVmUGstCipVkCqpA2qLY22rrVSsimOdQNSUYsSRMlgB/SkohFHABEPCJA4EJxQQZZYhfH9/7H3N4XDuzb2Zbu6579fznOecs/Zaa3/3Pvsk93vW2nunqpAkSZIkaaxba7QDkCRJkiRpZTDBlSRJkiT1BRNcSZIkSVJfMMGVJEmSJPUFE1xJkiRJUl8wwZUkSZIk9QUTXEkao5IsTrJ4tOPQyjEWP88kT0jyxSS/SrIkSSWZNtpxqT+Mxe+EpNFngitJq0GS3do//i8fZPkr2uWV5Kk9lq+X5E9J7kuy7qqPuL8l2SLJh5LMT/KHJA8luTXJ95K8JcnU0Y4RIMms9piYNdqxDGIO8ErgQuD9wHuBPw3VoN2euas8shFK4/lJjk+yoD0u/pTkx0k+mWSzQdrN7fju9npMWo5YNkpyTJLLktzeHp+/T3Jxkn8bLJY1SZLp7fbPGe1YJI0va492AJI0TvwI+AMwM8njq+quruUHAAWkff0/Xcv3BNYFzquqB9qyA1dhvH0ryWuBE2j259XA12g+m42AvYBPAscAG6/m0MbU55lkHeC5wPeq6ojRjmclWBf4f8CDwEXA94AJNN/HtwCHJdm7qn4ySPv3DlL+8EiCSHIQ8GVgKvBT4BvAre37Z9L8kPBvSbasqt+OpO8xaEx9JyStGUxwJWk1qKpH2lGrFwP7Amd3VTkAmAvsRO8E94D2+fsdff5sVcTaz5K8AvhvmoT2pVX1rR519gQ+s7pjG4Of5xNoZoL9ZrQDWUmWAO8GTqyqPwwUJlkLOBF4PfBx4IW9GlfVsSsaQJJ9gTPbWP4e+GJVVVedHYFPASMeGR5rxuB3QtIawCnKkrT6DCSnB3QWJpkOPLVdfiGwf4+2j0lwe52f1jmlNcn+7fTJu5PcleRbSf6yV2BJJid5Vzs1894k9yT5QZLDR7KBAzElmZrkhCS/bqd5XpfkzUkySLtnJjk9yW+TPJjkl0k+n+SJPeoOTAldJ8l/tFNIH1jWVMgk6wPHt28P65XcAlTVpTQjZZ1tD0ny5SQ3duyf+e02Peb/0iRz2hifluTtSW5o98OvknwiyeMH23ed2wl8oX37ha5pr9PbOk9s98GlHfvuN0m+OthnvYx9tFWSU9rPbaCvU5Js1R0rcHP79siOuOYM0fesJAPJ2r5d23NsV92XJbkoyZ1J7k+yqD0+HzM9f3mPuW5V9VBVfaAzuW3LHwH+s32733D6Wh7tcfQ5YCLwlqqa053ctvEsAp4D/Lqr/W5Jzkgz1f6BJDcnOTHJ5j3WNbfjs+he1nNafMd+npzko0l+0a7np0n+tXM/t5/nTe3bzuPjz/0m2W/gs0/yjDT/Pt3RdXwPeg5uksOTXJClU8mvT/LuQY6RvZOc3X7/Hmi/K5cneU+vviWNbY7gStLqc3773D3t7sCO5XcCL0myXVVdB9AmQzOBPwJXDXNdBwEH00y5/BywHfACYPe279sHKqa5KND5wC5t/yfT/AD6V8BXk2xfVe8ewXauQzO9cxrw9fb9S2lGnbYB/rGzcpK/pxlVfQA4C/glsBXwWuCFSZ5VVb/osZ4zgN3bbfw/mmmcQzkU2BC4vKrOHapixzTwAR8CHgGuoEksptL86PCpNoZXDtLVJ4B9gP8FvkmzT98K7J1kr6oa6nzVOTSf+cFt2wUdy/7YPu8DvBO4gGZ/3EOz7w4FXpRkz6q6eqhtHZBkd5rPbX2az+E6YFvgCODgJAdW1by2+ieB6TRTd6+m2f90xdhtAc003vfQJMdzOpbN7YjjOOBdwO3AV9tt+mvgOOCvkjy3qh7q6ntEx9xyeLB9HnS6cZKX0/xQ9SBwPXB+j+NoKPvS7O9f89gZHI/SJt2PdKz7IJrPP8DpNPt3N+CNNJ/dnlW1eASxDGYicC7wRJrv3cPAITTfj0ksnaY9l+az6D4+4LHHyB40n/clNP/2bMzS/d1Tkv8BXg38imbE+4/As4D3AQe2x8jDbd3nA98C7qI5rn9N8+/AXwL/wOBTyyWNVVXlw4cPHz5W04Pmj6tHgE06yr4C3E3zo+P2NOfiHt2x/IVt2ZldfS0GFneVzWrrPgwc2LXsg+2yf+kqnzNI+STgO228M4a5fYvbvi4B1u0o3xD4Wbtsn47yrWn+mP0p8BddfR1AM1XzG13lc9t+FgIbj2Df/0/b7v3L8bk9vUfZWsAX2z6fOcg+vR14SlebM9plx4zg85w1SFybAuv3KN+ZJjH8f8PcvtAkZQUc0bXs5W35DcBaHeXT2/I5I9yXBcwdZNke7fJfAE/oKF+bZlp/Af+2Isfc8jyAf237+VqPZQPHY/fjd8ChI1jHMW27L48wtintcbYE2HuQuM/tFfMg/fU85jr287eB9bqOwT+2j4nDPT5oRsMH9tXrB6kz1HfizM442mXHtsve0lE28H3buUf/w/73w4cPH2Pn4RRlSVq9LqBJJjqnIe8PXFxVD1fVtTQjkZ3TmB8zPXkYvl5V3fVnt8/PGChIshHwd8C8qvpIZ+VqRhf/tY33FSNYN8C7qmP0qqruoBldgebcwgFvZOmUzEdNuayq82lGXF6YZnpxt2OqYyR6GAamav5qBG0GYnnMuYDVjKJ9qn37V4M0/VRVDUzlHWjzzzQ/Grx6pHH0iOHWqrq7R/nVNKPy+yeZOIyunk0zeviDqvpKV1+n0iSP29BchGtVGtgn76+OCyhVMxr3TzT77bWDtB3uMTci7cj2e2h+hOo1k+GbND9CPQlYj2Y/fpBmBPPUJH89zFUt7/F5MM0F0k6tqou7lv0XTZL43CRPHmG/g3lzVd0/8KaqbqXZB1NpjpGRWlBVnx9B/bfQ/ID36s44Wu8Dfk8z66Bbd11G+O+HpDHCKcqStHp9n+aPrwOA/23Pk9ycZirrgLk0f5Cu1SZEAwnu90awnnk9yn7ZPm/QUbY7zZViH3MeZGsgORrJ+ZwPA5f1KJ/bPu/SUbZH+7xvm0h027SNb2tgfteyK0cQEzSJOjSjOSNr2PwQ8M8007yfBjyuq8pfDNL0wu6Cqvp5kl8C05NMq6o/9mg3ktj+BngDzTT2jXns/+0bA7cso5td2+fzB1l+Pk1yuwvNFYZXlUHjqKobk/wKeGqP/TaSY27YkmxNM3I8kea87V4/dHyiq+jHNFc5/g3NOd/H0UznXebqBrocYZhD7bOHk1xEM5q6C83I+Iq4s6p+2qO8178twzXs73GSyTSzE24H3jrI6dUP8Oh/r74CvAS4IsmpND8yXlpVI/6hS9LYYIIrSavXwKjqgV3PnX+czgVeBuyS5GZgR+DXVfXjEaznMUlT+8cuNAnjgI3a593bx2CmjGDdt1fVkh7lAyNynfeYHVj/Py+jz17rH+ktUgau9vukkTRqz1H+Ic35lVcCpwB30CRVA+cZDnZv4t8NUv5b4Ck0+2K5E9wkb6YZRf4DcB5NAnMfTZJ0CE0yMJz7Jg98JoMlwgPl05Y31mEaThxP5rH7bSTH3LCkubDWBTRTnQ+rqrNG2MVJND9czUiyfq+R9i7LdXyyej+7wY7VgXOTJwyyfCgj+R5vQPNDwCY0o+rLVFVntuco/xPNDIHXAySZTzPqf97IwpW0pjPBlaTVqKp+keRnwJZJtqAZnf0jzX1yB1zQPh9Ac7GYMLLpySNxZ/v8iap6+0rqc+MkE3okHE/oWmfn66n12HsDD6mqRjrSdQnNH7gH0pzvOFyvpUlu31tdt4JJsgdNgjuYzWhG9Lr12hcjkmRtmgvk/BbYtapu6Vq+R8+GvQ3E8YRBlm/eVW9V6Yyj1y1iBotjJMfcMrUzK75P8wPM31bVN0fSHpop/knupknKHkczxXkol7TP+w2yLYNZns/uEWiOoXb6d6dV/SNGt5F8jwe24UdVteuQNTtX0Fwx/VtJHkdzhfSDaE6POCfJLtVe0E9Sf/AcXEla/QaS1efQXDn1wnYqMgBVdQPNqMsBLN/5tyNxJc0fu3uvxD7Xpjmns9t+7XNnMn95+7wy1z+Y02lGXvdI8pyhKnbdamTL9vmMHlX3XcY6H7M8ydOALWgunrOs0duBJKfXyNjGNMnIZT2S2yksnbo6HAOfyX6DLB8oH+5VvIfyCIOP9A0aR5ItaUY3b+qx30ZyzA0pzX1m59KM3L50eZLbtp9taJLbu2mm1C7LhTQX8noSyzhnOMlaHedWD7XP1mbpedOdn93ArZC26NH9zGHEOhxDHbvLparuAa4Ftk+y4XK0v7eqzm9/zDuO5mrbwz1HWtIYYYIrSavfwHTkt9H8EX1BjzpzaZK+57XvV0mC214g5ivAzCTHtH8QP0qSpyd56gi7/mBnktj+MTpwgZ4vdNQ7AXgI+ER7vmP3utdJslKS33aK6Jvbt6cm6XlhqCTPAn7QUbS4fd6vq94uNLc3Gcpbkjylo81awEdp/v/9wqCtlvp9+9zrAkG30kxH3q1NaAfWMZFm2vLGw+h/wKU0I817JTm0c0H7fh/gRpaOMq6I39M7sYLmNjEA706ySUcME4CP0ey3wW6hM9xjblBJZtB8H9cHDq6qc5ZR/2lJHnP+dZKNO9b59R6jpI/R/sj1Bprpvp9O8nfpcZJpku1obtUzsN7/o/nh5vD22O30Vppzxr9Xj77V1sB5r6/r6vtAYET3vh7CH2hGZ1fWxa0GfJwmMT25PX3gUZJskGTXjvcHJlmvRz+btc/3reT4JI0ypyhL0up3Ps0ffjt2vO92Ac0fmk8Fftx9heGV7Giae6f+J/DKJJfQnDv6RJqLtezexnLTMPu7hea8z2uSnEVzgZ5DaaZKnlhVf75IUVXdkOTVNInNtUm+Q5NITaT5w3hv4DaaK9OusKr6SvvH7gnAd5IsoLk40R9opqPuwdKL2Aw4heYc4U8m2R/4Cc3+OojmViUvH2KVlwIL2ovb3ElzteWdaS6Y9ZEh2g34Ac0f4G9tE7aBc3qPr6o7k3ya5j64i5J8k+YP//1Z+sPJ/j36fIyqqiRH0pzHe2rb1w00V8U9hGYU8lWdMw1WwPeBw5KcTbMfHgYuqqqLquqyJB8B/oXm+DkduJdmlG0HmgT7oz36HPYxN5gkG7Sxbdg+7zHINO9Pdowg7wOclORCminVd9Acty+gOTd2Xrstw1JVFyZ5CfCl9nFMkrk034GpNKOrz6TZJ/e3be5pv0OnARcmOY3mXOzdaH4g+y3teacdvkBzTL8ryc409zzemmY/f4PmHsIrpI3rCpp7Pn+F5nu9BDirqhauQL8nJ9mN5h62P0vyXZrt3ZDm38t9aLbvDW2T/6K5oNtcmh+rHqTZNwOngHx9eWORtIYazXsU+fDhw8d4fQBX0yS5twHpsXxLlt4j8jOD9LGYkd83tec9SGkSo6Npkr07aa5E+guaP/TfCmw0zO1a3D6mAp+hue/vAzT3WH1zr21t2+1Ic+/Ym9v6dwDXAJ8HDuiqO5dB7uE5gv2/BfBhmmmbf6QZRb6NJil8K/D4rvrb0dyy6Faa5GI+zbm50+lxr0+W3gf3aTQXt7kB+FO7Pz7Z3f9gn2db/nyaRPeejmNiertsbeDtNAnK/TTJzJdoLmA1p7PuMPfLNm37W9p9cgvwZWCbHnV7bvsw1rEp8FWaZH1J28exXXUOo0lm727327XAvwOTVtYxN8T2LOsxvaPNwHG7iGZk+qH22L0YeBOwznIenxvRnCd+WVe/l9GMSm/ao83uNMnpbTRJ3C+AzwJPHGQd29Pc0/bu9tiaSzOlfhaD3wf3Mcdnu+zYts1+XeVb0lyF+vc0U9P/3C9L74N77BD7Yah1HgScQ/OdfJDm2L8SeD+wbUe9lwFfo/lh6h7gLpp/Wz5Ax/3Iffjw0T+PVI34bgmSJPWUZDFAVU0f3UhGV5I5wJHAU6tq8ehG09885iRJnTwHV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXPAdXkiRJktQXHMGVJEmSJPUF74M7xmy88cY1ffr00Q5DkiRJkkbF/Pnzb6+qTXotM8EdY6ZPn868efNGOwxJkiRJGhVJbh50mefgji0TJ6xd0yY/frTDkCRJktTHbrv7jtEOYVBJ5lfVzF7LPAdXkiRJktQXTHAlSZIkSX3BBFeSJEmS1BdMcCVJkiRJfcGrKPeQZAmwqKPokKpaPErhSJIkSZKGwQS3t/urakavBUlCc/XpR1ZzTJIkSZKkIThFeRiSTE9yfZITgauALZJ8Nsm8JNcmeW9H3cVJ3pvkqiSLkmzblk9J8oW2bGGSl7blz0vyg7b+aUmmjM5WSpIkSdLYZoLb23pJFrSPb7Rl2wCnVNUuVXUz8O/tvZd2AvZNslNH+9uralfgs8A72rJjgDuraseq2gk4P8nGwLuB57T15wFvXw3bJ0mSJEl9xynKvT1qinKS6cDNVXV5R52XJTmKZh9uDmwHLGyXndk+zwde0r5+DnDYQOOq+kOSg9p2lzYzn1kH+EF3MO16jgJYK/4mIUmSJEm9mOAO370DL5I8lWZkdvc2UZ0DTOqo+0D7vISl+zhAdfUZ4LyqOnyoFVfVbGA2wMQJa3f3IUmSJEnCKcrL6/E0Ce+dSTYD/noYbc4Fjh54k2QD4HJgzyRbtmWTk2y9CuKVJEmSpL5ngrscqupq4EfAtcDJwKXDaPZ+YIMk1yS5Gti/qm4DZgFfS7KQJuHddtVELUmSJEn9LVXOeB1LJk5Yu6ZNfvxohyFJkiSpj9129x2jHcKgksxvL/j7GI7gSpIkSZL6ggmuJEmSJKkvmOBKkiRJkvqCCa4kSZIkqS94H9wxZuddZjBv3rzRDkOSJEmS1jiO4EqSJEmS+oIJriRJkiSpL5jgSpIkSZL6QqpqtGPQCKw7cd16wrTNRzsMSZIkqe/cfNvi0Q5Bw5BkflXN7LXMEVxJkiRJUl8wwZUkSZIk9QUTXEmSJElSXzDBlSRJkiT1hXGZ4CZZkmRBkmuSnJZk8gjazkjyglUU17FJ3rEq+pYkSZKkfjcuE1zg/qqaUVU7AA8CbxhOoyRrAzOAVZLgSpIkSZKW39qjHcAa4GJgpyQbAicDTwPuA46qqoVJjgWeCEwHbgf2AtZLshfwQeAvgXuq6mMASa4BDqqqxUmOAY4Aftm2nV9VH0vyOuAoYB3gp8Arq+q+1bXBkiRJktSPxusILvDnEdm/BhYB7wV+VFU7Af8GnNJRdTfg4Kp6BfAfwKntCPCpQ/Q9E3gpsAvwEqDzPk1nVtXuVbUzcD3wmpW4WZIkSZI0Lo3XEdz1kixoX18M/A9wBU1CSlWdn2SjJFPbOmdV1f0jXMdewDcH2iU5u2PZDkneD0wDpgDfHaqjJEfRjPgyYa0JIwxDkiRJksaH8Zrg3l9VMzoLkqRHvWqf7x2ir4d59Ej4pIEuh2gzBzikqq5OMgvYb6hgq2o2MBtg3Ynr1lB1JUmSJGm8GtdTlLtcRHO+LEn2A26vqrt61LsbWL/j/WJg17bdrsBT2/JLgBcmmZRkCvA3HW3WB25JMnFgnZIkSZKkFWOCu9SxwMwkC4EPAUcOUu8CYLv2NkMvB84ANmynPL8RuBGgqn4InAVcDZwJzAPubPs4hmZK9HnADatkayRJkiRpnEmVM15XlSRTquqe9j67F9FcmfmqFelz3Ynr1hOmbb5yApQkSZL0Zzfftni0Q9AwJJlfVTN7LRuv5+CuLrOTbEdzXu4XVzS5lSRJkiQNzgR3FWpvKyRJkiRJWg08B1eSJEmS1BccwR1jdtx5R+bNmzfaYUiSJEnSGscRXEmSJElSXzDBlSRJkiT1BRNcSZIkSVJfMMGVJEmSJPWFVNVox6ARWG+dyTV9sy1HOwxJkqS+df0vF452CJKGkGR+Vc3stcwRXEmSJElSXzDBlSRJkiT1BRNcSZIkSVJfMMGVJEmSJPWFMZngJvn3JNcmWZhkQZJnDqPNfyZ5Tvv6rUkmr6RYjk3yjpXU15wkh66MviRJkiRpvFl7tAMYqSR7AAcBu1bVA0k2BtZZVruq+o+Ot28Fvgzct4KxjLn9J0mSJEn9aiyO4G4O3F5VDwBU1e3Ak5KcCZDk4CT3J1knyaQkP2/L5yQ5NMmbgScCFyS5IMmL2lHgBUl+nOSmtv5uSS5MMj/Jd5Ns3pbPTXJckguBt3QGluR1SX6Y5OokZwyMErfr/nSSy5L8fGCUNo0TklyX5FvApqtjB0qSJElSPxqLCe65wBZJbkxyYpJ9gauAXdrlewPXALsDzwSu6GxcVZ8GfgPsX1X7V9VZVTWjqmYAVwMfSzIROB44tKp2A04GPtDRzbSq2req/qsrtjOraveq2hm4HnhNx7LNgb1oRp8/1Ja9GNgG2BF4HfDs5dwnkiRJkjTujbkptlV1T5LdaBLZ/YFTgXcCP03yl8AzgI8D+wATgIuH02+SfwHur6rPJNkB2AE4LwltP7d0VD91kG52SPJ+YBowBfhux7L/q6pHgOuSbNaW7QN8raqWAL9Jcv4gsR0FHAWw9oSJw9kcSZIkSRp3xlyCC9AmhHOBuUkWAUfSJLJ/DTwEfA+YQ5OYLvMCUEkOBP6WJuEECHBtVe0xSJN7BymfAxxSVVcnmQXs17Hsgc5Vdm7OsuKrqtnAbID11pm8zPqSJEmSNB6NuSnKSbZJslVH0QzgZuAimotH/aCqbgM2ArYFru3Rzd3A+m1/TwFOBF5WVfe3y38MbNJe0IokE5NsP4zw1gduaac4HzGM+hcBhyWZ0J7ju/8w2kiSJEmSehiLI7hTgOOTTAMeBn5KM333XmAzmqQRYCFwa1X1GvGcDfy/JLfQjARvBHyjnY78m6p6QXshqE8nmUqznz5J72S50zE05/zeDCyiTaKH8A3ggLbujcCFy6gvSZIkSRpEeud/WlOtt87kmr7ZlqMdhiRJUt+6/pcLRzsESUNIMr+qZvZaNuamKEuSJEmS1IsJriRJkiSpL5jgSpIkSZL6wli8yNS4tv1O2zFv3rzRDkOSJEmS1jiO4EqSJEmS+oIJriRJkiSpL5jgSpIkSZL6ggmuJEmSJKkvpKpGOwaNwORJ69e2T54x2mFIkiT1hatuvHi0Q5A0QknmV9XMXsscwZUkSZIk9QUTXEmSJElSXzDBlSRJkiT1hXGR4CZZkmRBkmuTXJ3k7UnWmG1Pcs9oxyBJkiRJY93aox3AanJ/Vc0ASLIp8FVgKvCe0QwqSYCMZgySJEmS1C/WmFHM1aWqbgWOAo5OY0KSjyb5YZKFSV4PkGS/JHOTnJ7khiRfaRNSkixOclySHySZl2TXJN9N8rMkb2jrTEny/SRXJVmU5OC2fHqS65OcCFwFbDEQW5KN2z7/ZnXvF0mSJEka68bLCO6jVNXP2ynKmwIHA3dW1e5J1gUuTXJuW3UXYHvgN8ClwJ7AJe2yX1bVHkk+Acxpl00CrgU+B/wJeHFV3ZVkY+DyJGe1bbcB/r6q/gEgCUk2A84C3l1V563K7ZckSZKkfjQuE9zWwNTg5wE7JTm0fT8V2Ap4ELiyqn4FkGQBMJ2lCe5AsroImFJVdwN3J/lTkmnAvcBxSfYBHgH+AtisbXNzVV3eEctE4PvAP1bVhY8JNDmKZtSZiWuvu0IbLUmSJEn9alwmuEmeBiwBbqVJdN9UVd/tqrMf8EBH0RIevb8Glj3SVe+Rtt4RwCbAblX1UJLFNCO80CS/nR4G5gN/BTwmwa2q2cBsgMmT1q/hbKMkSZIkjTfj7hzcJJvQTCE+oaoK+C7wxiQT2+VbJ3ncSljVVODWNrndH3jKEHULeDWwbZJ3roR1S5IkSdK4M15GcNdrpxhPpBkt/RLw8XbZSTRTj69qLyJ1G3DISljnV4Czk8wDFgA3DFW5qpYkOaxtc1dVnbgSYpAkSZKkcSPNIKbGismT1q9tnzxjtMOQJEnqC1fdePFohyBphJLMr6qZvZaNuynKkiRJkqT+ZIIrSZIkSeoLJriSJEmSpL5ggitJkiRJ6gvj5SrKfWO7HbZh3jwvhiBJkiRJ3RzBlSRJkiT1BRNcSZIkSVJfMMGVJEmSJPWFVNVox6ARmDJ5Wu205d6jHYYkSdKYdNnCs0c7BEkrKMn8qprZa5kjuJIkSZKkvmCCK0mSJEnqCya4kiRJkqS+YIIrSZIkSeoL4zLBTfLvSa5NsjDJgiTPTDI3Sc8TlVfB+t+Q5FWrY12SJEmSNF6sPdoBrG5J9gAOAnatqgeSbAysszpjqKrPrc71SZIkSdJ4MB5HcDcHbq+qBwCq6vaq+k1nhSSHJ1mU5JokH27L3pjkIx11ZiU5vn39d0mubEeDP59kQlt+T5IPJLk6yeVJNmvLj03yjvb165L8sK1zRpLJq2UvSJIkSVKfGY8J7rnAFkluTHJikn07FyZ5IvBh4ABgBrB7kkOA04GXdFR9OXBqkr9sX+9ZVTOAJcARbZ3HAZdX1c7ARcDresRzZlXt3ta5HnjNytpQSZIkSRpPxl2CW1X3ALsBRwG30SSpszqq7A7Mrarbquph4CvAPlV1G/DzJM9KshGwDXApcGDb3w+TLGjfP63t60HgnPb1fGB6j5B2SHJxkkU0ifH23RWSHJVkXpJ5Dz384ApsvSRJkiT1r3F3Di5AVS0B5gJz28TyyI7FGaLpqcDLgBuAb1RVJQnwxap6V4/6D1VVta+X0Ht/zwEOqaqr20R7vx7xzgZmA0yZPK26l0uSJEmSxuEIbpJtkmzVUTQDuLnj/RXAvkk2bs+lPRy4sF12JnBIW3ZqW/Z94NAkm7b9b5jkKSMIaX3gliQTWTq1WZIkSZI0QuNxBHcKcHySacDDwE9ppiufDlBVtyR5F3ABzWjut6vqm+2yPyS5Dtiuqq5sy65L8m7g3CRrAQ8B/8ijk+ahHEOTVN8MLKJJeCVJkiRJI5SlM2g1FkyZPK122nLv0Q5DkiRpTLps4dmjHYKkFYuY77AAACAASURBVJRkflXN7LVs3E1RliRJkiT1JxNcSZIkSVJfMMGVJEmSJPUFE1xJkiRJUl8Yj1dRHtO23W5LLpvnxREkSZIkqZsjuJIkSZKkvmCCK0mSJEnqCya4kiRJkqS+4Dm4Y8yPb7iJ/Z/1ytEOQ5IkaY1xweVfGu0QJK0hHMGVJEmSJPUFE1xJkiRJUl8wwZUkSZIk9QUTXEmSJElSX1jjE9wk9xiDJEmSJGlZ1vgEt18l8QrWkiRJkrQSjckEN8ncJDPb1xsnWdy+fnuSk9vXOya5JsnkJE9P8p0k85NcnGTbts6cJJ9NckGSnyfZN8nJSa5PMqdrnf+V5Kok30+ySVs2I8nlSRYm+UaSDZYR36wkpyU5Gzi3je1/2/anJrlioJ0kSZIkaWTGZII7hE8CWyZ5MfAF4PVVdR8wG3hTVe0GvAM4saPNBsABwNuAs4FPANsDOyaZ0dZ5HHBVVe0KXAi8py0/BfjXqtoJWNRRPpQ9gCOr6gDgH4A/tO3fB+y2fJstSZIkSeqrabJV9UiSWcBC4PNVdWmSKcCzgdOSDFRdt6PZ2VVVSRYBv6uqRQBJrgWmAwuAR4BT2/pfBs5MMhWYVlUXtuVfBE4bRpjnVdUd7eu9gE+1sV+TZGGvBkmOAo4CWHedxw1jFZIkSZI0/ozVBPdhlo4+T+pathVwD/DE9v1awB+raga9PdA+P9LxeuD9YPunViC+ezteh2Goqtk0o9CsP2WjZa1bkiRJksalsTpFeTFLp/MeOlDYjqp+CtgH2CjJoVV1F3BTkr9t6yTJziNc31od63kFcElV3Qn8IcnebfkraaYvDxpfD5cAL2vj2g7YcYRxSZIkSZJaY2EEd3KSX3W8/zjwMeB/k7wSOL9j2SeAE6vqxiSvAS5IchFwBPDZJO8GJgJfB64eQQz3AtsnmQ/cCby8LT8S+FySycDPgb9vyweLr9uJwBfbqck/oplafecI4pIkSZIktVLljNfRkmQCMLGq/pTk6cD3ga2r6sHB2qw/ZaOaucMLVluMkiRJa7oLLv/SaIcgaTVKMr+qet59ZiyM4PazyTSjzBNpzsd941DJrSRJkiRpcCa4o6iq7ga8760kSZIkrQRj9SJTkiRJkiQ9iiO4Y8w22z7V80wkSZIkqQdHcCVJkiRJfcEEV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXvMjUGHPjj3/B8/Y7erTDkCRJ49i5c08Y7RAkqSdHcCVJkiRJfcEEV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXTHA7JHlCkq8n+VmS65J8O8nWK9jn9CSv6Hg/M8mnVzxaSZIkSVInE9xWkgDfAOZW1dOrajvg34DNOupMWI6upwN/TnCral5VvXkFw5UkSZIkdTHBXWp/4KGq+txAQVUtACYkuSDJV4FFSSYl+UKSRUl+lGR/+PNI7cVJrmofz267+RCwd5IFSd6WZL8k57RtnpHksrafy5Jss5q3WZIkSZL6hvfBXWoHYP4gy54B7FBVNyX5J4Cq2jHJtsC57TTmW4HnVtWfkmwFfA2YCbwTeEdVHQSQZL+Ofm8A9qmqh5M8BzgOeOkq2DZJkiRJ6nsmuMNzZVXd1L7eCzgeoKpuSHIzsDVwM3BCkhnAkrZsWaYCX2wT4gIm9qqU5CjgKIBJ605Zke2QJEmSpL7lFOWlrgV2G2TZvR2vM0idtwG/A3amGbldZxjrfB9wQVXtALwQmNSrUlXNrqqZVTVz4sT1htGtJEmSJI0/JrhLnQ+sm+R1AwVJdgf27ap3EXBEu3xr4MnAj2lGY2+pqkeAVwIDF6S6G1h/kHVOBX7dvp614psgSZIkSeOXCW6rqgp4MfDc9jZB1wLHAr/pqnoizYWnFgGnArOq6oG2/Mgkl9NMTx4Y9V0IPJzk6iRv6+rrI8AHk1zK0oRYkiRJkrQc0uR1Gisev/6m9azdXjbaYUiSpHHs3LknjHYIksaxJPOramavZY7gSpIkSZL6ggmuJEmSJKkvmOBKkiRJkvqC98EdY7be5sme9yJJkiRJPTiCK0mSJEnqCya4kiRJkqS+YIIrSZIkSeoLJriSJEmSpL7gRabGmJ/85Ne84G/ePdphSJKk1eTb33r/aIcgSWOGI7iSJEmSpL5ggitJkiRJ6gsmuJIkSZKkvmCCuxIkuad9np7kFcOoPz3JNas+MkmSJEkaP0xwV67pwDITXEmSJEnSymeCu3J9CNg7yYIkb2tHai9OclX7eHZ3g3b5jI73lybZabVGLUmSJEl9wAR35XoncHFVzaiqTwC3As+tql2BlwOf7tHmJGAWQJKtgXWrauFqileSJEmS+oYJ7qo1EfjvJIuA04DtetQ5DTgoyUTg1cCc7gpJjkoyL8m8Bx+8b1XGK0mSJElj1tqjHUCfexvwO2Bnmh8T/tRdoaruS3IecDDwMmBmjzqzgdkAU6duXqsyYEmSJEkaq0xwV667gfU73k8FflVVjyQ5EpgwSLuTgLNppjffsYpjlCRJkqS+5BTllWsh8HCSq5O8DTgRODLJ5cDWwL29GlXVfOAu4AurLVJJkiRJ6jOO4K4EVTWlfX4IOLBrcecVkd/V1lsM7DBQmOSJND82nLtKA5UkSZKkPuYI7ihL8irgCuDfq+qR0Y5HkiRJksYqR3BHWVWdApwy2nFIkiRJ0ljnCK4kSZIkqS+Y4EqSJEmS+oJTlMeYrbb6C779rfePdhiSJEmStMZxBFeSJEmS1BdMcCVJkiRJfcEEV5IkSZLUFzwHd4z5yc9+ywsO/dBohyFJUt/79unvHO0QJEkj5AiuJEmSJKkvmOBKkiRJkvqCCa4kSZIkqS+Y4EqSJEmS+kJfJ7hJXpykkmy7GtY1I8kLOt6/KIlXp5AkSZKk1aSvE1zgcOAS4LDuBUkmrOR1zQD+nOBW1VlV5eWOJUmSJGk16dsEN8kUYE/gNbQJbpL9klyQ5KvAoiRrJTkxybVJzkny7SSHtnV3S3JhkvlJvptk87Z8bpIPJ7kyyY1J9k6yDvCfwMuTLEjy8iSzkpzQtpmT5NNJLkvy8451TEny/SRXJVmU5ODVv6ckSZIkqT/0831wDwG+U1U3Jrkjya5t+TOAHarqpjbRnA7sCGwKXA+cnGQicDxwcFXdluTlwAeAV7d9rF1Vz2inJL+nqp6T5D+AmVV1NECSWV3xbA7sBWwLnAWcDvwJeHFV3ZVkY+DyJGdVVa2C/SFJkiRJfa2fE9zDgU+2r7/evv8WcGVV3dSW7wWcVlWPAL9NckFbvg2wA3BeEoAJwC0dfZ/ZPs+nSZCH4//a9VyXZLO2LMBxSfYBHgH+AtgM+G1nwyRHAUcBTFpv2jBXJ0mSJEnjS18muEk2Ag4AdkhSNAlqAd8G7u2sOlgXwLVVtccgyx9on5cw/H34QMfrgfUeAWwC7FZVDyVZDEzqblhVs4HZAFM3eJKju5IkSZLUQ7+eg3socEpVPaWqplfVFsBNNCO2nS4BXtqei7sZsF9b/mNgkyR7ACSZmGT7ZazzbmD9EcY5Fbi1TW73B54ywvaSJEmSpFa/JriHA9/oKjsDeEWPsl8B1wCfB64A7qyqB2mS5A8nuRpYADx7Geu8ANhu4CJTw4zzK8DMJPNoRnNvGGY7SZIkSVKXjPfrGSWZUlX3tNOarwT2rKrfLqvdaJm6wZNqzwOPHu0wJEnqe98+3dvZS9KaKMn8qprZa1lfnoM7QuckmQasA7xvTU5uJUmSJEmDG/cJblXtN9oxSJIkSZJWXL+egytJkiRJGmdMcCVJkiRJfWHcT1Eea7Z6+hO86IUkSZIk9eAIriRJkiSpL5jgSpIkSZL6ggmuJEmSJKkveA7uGPOTm37H81/1idEOQ5KkvvSdU9422iFIklaAI7iSJEmSpL5ggitJkiRJ6gsmuJIkSZKkvmCCK0mSJEnqC+MuwU0yPck1XWXHJnnHaMUkSZIkSVpx4y7BHa4kXmFakiRJksYQE9wOSeYmOS7JhcBbksxJcmjH8nva57WSnJjk2iTnJPn2QL0ki5Ns3L6emWRu+/oZSS5L8qP2eZu2/OIkMzrWcWmSnVbfVkuSJElSfzDBfaxpVbVvVf3XEHVeAkwHdgReC+wxjH5vAPapql2A/wCOa8tPAmYBJNkaWLeqFi5f6JIkSZI0fo3HBLeWUX7qMPrYCzitqh6pqt8CFwyjzVTgtPb8308A27flpwEHJZkIvBqY090wyVFJ5iWZ9+AD9w5jVZIkSZI0/ozHBPf3wAZdZRsCt7evOzPIh2n3UZIA67TlGaL/P7cBJnWUvw+4oKp2AF44sKyq7gPOAw4GXgZ8tbvDqppdVTOrauY66z5uyI2TJEmSpPFq3CW4VXUPcEuSAwGSbAg8H7ikR/XFwG7t64OBie3rS4CXtufibgbsN0ibl3aUTwV+3b6e1bWek4BPAz+sqjtGtEGSJEmSJGAcJritVwHvTrIAOB94b1X9rEe9/wb2TXIl8EyWju6eAfwKuAb4PHAFcGe77L3Ap5JcDCzp6OsjwAeTXApM6FxJVc0H7gK+sBK2TZIkSZLGpVQNdkqqhpJkSlXdk2Qj4Epgz/Z83OXp64nAXGDbqnpkqLpTN9qi9vibty/PaiRJ0jJ855S3jXYIkqRlSDK/qmb2Wua9XpffOUmm0ZyX+74VSG5fBXwAePuykltJkiRJ0uBMcJdTVe23kvo5BThlZfQlSZIkSePZeD0HV5IkSZLUZxzBHWO2eupmnh8kSZIkST04gitJkiRJ6gsmuJIkSZKkvmCCK0mSJEnqCya4kiRJkqS+4EWmxpgbb76V577+06MdhiRJfeG8z795tEOQJK1EjuBKkiRJkvqCCa4kSZIkqS+Y4EqSJEmS+oIJriRJkiSpL5jgdkiyWZKvJvl5kvlJfpDkxaMdlyRJkiRp2UxwW0kC/B9wUVU9rap2Aw4DntRVzytPS5IkSdIayAR3qQOAB6vqcwMFVXVzVR2fZFaS05KcDZyb5HFJTk7ywyQ/SnIwQJIJST7ali9M8vqBvpL8S5JFSa5O8qG27OlJvtOOFl+cZNvVvdGSJEmS1C8cjVxqe+CqIZbvAexUVXckOQ44v6penWQacGWS7wFHAHdW1e5J1gUuTXIusC1wCPDMqrovyYZtn7OBN1TVT5I8EziRJtF+lCRHAUcBTJqywcrZWkmSJEnqMya4g0jyGWAv4EHgM8B5VXVHu/h5wIuSvKN9Pwl4clu+U5JD2/KpwFbAc4AvVNV9AG2SPAV4NnBaMzsagHV7xVJVs2mSYR6/yZNrpW2kJEmSJPURE9ylrgVeOvCmqv4xycbAvLbo3o66AV5aVT/u7KA9j/dNVfXdrvLnA92J6VrAH6tqxkqKX5IkSZLGNc/BXep8YFKSN3aUTR6k7neBN7UJLUl26Sh/Y5KJbfnWSR4HnAu8OsnktnzDqroLuCnJ37ZlSbLzSt8qSZIkSRonTHBbVVU058num+SmJFcCXwT+tUf19wETgYVJrmnfA5wEXAdc1ZZ/Hli7qr4DnAXMS7IAGJjafATwmiRX04wgH7xqtk6SJEmS+l+avE5jxeM3eXI98yXvWHZFSZK0TOd9/s2jHYIkaYSSzK+qmb2WOYIrSZIkSeoLJriSJEmSpL5ggitJkiRJ6gveJmiM2fopm3q+kCRJkiT14AiuJEmSJKkvmOBKkiRJkvqCCa4kSZIkqS+Y4EqSJEmS+oIXmRpjbvzlrTznLSeMdhiSJK1xvvepo0c7BEnSKHMEV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXxlWCm+TFSSrJtsvZ/pAk2y1Hu1lJTmhfvyHJq5Zn/ZIkSZKkwY2rBBc4HLgEOGw52x8C9Exwkwzrgl1V9bmqOmU51y9JkiRJGsS4SXCTTAH2BF5Dm+Am2S/JOR11Tkgyq339oSTXJVmY5GNJng28CPhokgVJnp5kbpLjklwIvCXJC5NckeRHSb6XZLMecRyb5B3t69cl+WGSq5OckWTyKt8RkiRJktSnxtNtgg4BvlNVNya5I8mug1VMsiHwYmDbqqok06rqj0nOAs6pqtPbegDTqmrf9v0GwLPaNq8F/gX4pyFiOrOq/rtt+36a5Pv4Fd9USZIkSRp/xs0ILs305K+3r7/evh/MXcCfgJOSvAS4b4i6p3a8fhLw3SSLgH8Gtl9GTDskubitf8Rg9ZMclWReknkP3X/PMrqUJEmSpPFpXCS4STYCDqBJWBfTJJ8vB5bw6H0wCaCqHgaeAZxBO/I7RPf3drw+HjihqnYEXj/Q3xDmAEe39d87WP2qml1VM6tq5sT1piyjS0mSJEkan8ZFggscCpxSVU+pqulVtQVwU7tsuyTrJpkKHAh/Pl93alV9G3grMKOtezew/hDrmQr8un195DDiWh+4JclEmhFcSZIkSdJyGi/n4B4OfKir7AzgFcD/AguBnwA/apetD3wzySQgwNva8q8D/53kzTRJc7djgdOS/Bq4HHjqMuI6BrgCuBlYxNDJsyRJkiRpCKmqZVdKNqyqO1ZDPFqGx2/25HrGYf8y2mFIkrTG+d6njh7tECRJq0GS+VU1s9ey4U5RviLJaUlekPbSwZIkSZIkrUmGm+BuDcwGXgn8tL3369arLixJkiRJkkZmWAluNc6rqsOB19JcQOnKJBcm2WOVRihJkiRJ0jAM6yJT7W12/o5mBPd3wJuAs2iuLnway76YkiRJkiRJq9Rwr6L8A+BLwCFV9auO8nlJPrfyw9Jgtt5iUy+iIUmSJEk9LDPBTTIBOKeq3tdreVV9eKVHJUmSJEnSCC3zHNyqWgLsvBpikSRJkiRpuQ13ivKCJGfRnG9770BhVZ25SqKSJEmSJGmEhpvgbgj8Hjigo6wAE9zV7MZf38Zz3nniaIchSdIa53sf+ofRDkGSNMqGm+CeVFWXdhYk2XMVxCNJkiRJ0nIZ1n1wgeOHWSZJkiRJ0qgYcgQ3yR7As4FNkry9Y9HjgQmrMjBJkiRJkkZiWVOU1wGmtPXW7yi/Czh0VQUlSZIkSdJIDZngVtWFwIVJ5lTVzaspplUuyRJgERBgCXB0VV22jDb3VNWUZdQ5Cfh4VV230oKVJEmSJA3LcC8ytW6S2cD0zjZVdcCgLdZs91fVDIAkfwV8ENh3RTutqteuaB+SJEmSpOUz3AT3NOBzwEk0I5795PHAHwbeJPln4GXAusA3quo9nZWTrAWcQJMQ30Rzoa6Tq+r0JHOBd1TVvM4R3ySHAgdV1awkc4D7gW2BpwB/DxwJ7AFcUVWzVuG2SpIkSVLfGm6C+3BVfXaVRrJ6rZdkATAJ2Jz2/r5JngdsBTyDZvryWUn2qaqLOtq+hGYke0dgU+B64OQRrn+Ddp0vAs4G9gReC/wwyYyqWrCc2yVJkiRJ49ZwbxN0dpJ/SLJ5kg0HHqs0slXr/qqaUVXbAs8HTkkS4Hnt40fAVTSjrFt1td0LOK2qHqmq3wIXLMf6z66qojkP+HdVtajq/7d352F2VWW+x78/EAgyBBlFEAIKMglBAsogBkHU2w6gtKio4BS1BRwah756Fdu2xWvbaCsKgUYUxQFwQPQalBlkCIGQMAk2Q7cDoiBgEAOE9/5xdslJcapSCZWcOud8P89TT+291tprv/vsp5J6a629dj0KXE8reV5MkhlJrkpy1cN/WbAMp5MkSZKk/jfWEdxDm+8faCsrYMvxDWfFq6rLkqwPbEBr1PbTVXXCKIdkrF23bU8aVrew+f5o2/bQ/uPuSVXNBGYCrL3x5jW8XpIkSZI0xhHcqtqiw1fPJ7cASbah9U7fu4FZwFuSDD07u0mSDYcdcgnw6iQrJdkImD5C179Psm3zzO6Byyd6SZIkSdKQMY3gJnlTp/Kq+vr4hrPCDD2DC60R2UOrahFwTpJtgctaM5ZZALwBuKvt2DOBfYHrgJuBK4D7Opzjw8DZwP80bUd9xZAkSZIk6YlJ61HQJTRKvti2O4lWgnd1VR20vAKbyJKsWVULkqwHXAns2TyPu9ytvfHmtduhH1oRp5Ikqaf8/Jh/6HYIkqQVIMmcqprWqW5MI7hVdcSwDicDp45DbL3q7CTrAKsCn1xRya0kSZIkaWRjXWRquL/w+NWFB0ZVTe92DJIkSZKkxY31Gdwf8diqwCsD2wLfXV5BSZIkSZK0tMY6gvtvbduPAHdU1a+XQzySJEmSJC2TsT6De2HzSpxdm6Jbll9IGs3Wm2zgIhqSJEmS1MGY3oOb5DW0Vgv+e+A1wBVJBnIFZUmSJEnSxDTWKcofAXatqrsAkmwA/Bw4Y3kFJkmSJEnS0hjTCC6w0lBy27h7KY6VJEmSJGm5G+sI7k+TzAK+1ewfDPxk+YSk0dz82z+w79HHdzsMSZI49+h3djsESZIWM2qCm+SZwEZV9YEkrwL2AgJcBnxzBcQnSZIkSdKYLGma8eeBPwNU1feq6v1V9T5ao7efX97BSZIkSZI0VktKcKdU1bzhhVV1FTBluUQkSZIkSdIyWFKCO2mUutXHMxBJkiRJkp6IJSW4s5O8fXhhkrcCc0Y6KMmUJNcNKzs6yVGjnSzJtCT/0WxPT7LHEuLr1MftSdYfrTzJLkluS7Jzklck+fDSnmeEc09PcvZ49CVJkiRJWjpLWkX5vcD3kxzCYwntNGBV4MDxDqaZ+nxVszsdWAD8YjzPkWRHWu/vPbiqrgGuAc4az3NIkiRJkla8URPcqvo9sEeSfYAdmuIfV9V5T+SkSS4ArgD2AdYB3lpVFyeZDhwFHA68E1iU5A3AEcBNwPHAZk03762qS5OsR+v1RRsAV9Ja5Xkk2wJfA95YVVc2sRwGTKuqw5OcAtxPK4l/KvDBqjojyUrAl4AXALfRGvk+ual7Ca0Ft/4IXN12jesCJwNbAn8BZlTVvCRHA1sAGwNbA+8Hnge8FPgN8PKqenhpPk9JkiRJ0pKnKANQVedX1RebryeU3LZ5UlXtRmuU+OPDznc7rWT22KqaWlUXA19o9ncFXg2c1DT/OHBJVe1MayR2M0b2Q+DwqrpklDYb03od0suAY5qyV9FaVOvZwNuA3QGSTAJOBF4OPJ9WUjzkE8A1VbUj8L+Br7fVPQP4O+CVwDeA86vq2cCDTbkkSZIkaSktaYrysqoxlH+v+T6Hsa3IvB+wXfK3Adq1k6wF7E0rAaWqfpzkT6P08XPgbUlmVdWiEdr8oKoeBW5IslFTthdwelN+Z5Lzm/JtgNuq6haAJN8AZrQd8+omrvOSrJdkclP3/6rq4STzgZWBnzbl8+nwWSSZMdTvapPXHeXyJEmSJGlwjWkEdxncDTxlWNm6tKbxDlnYfF/E2BLtlYDdmxHdqVW1SVX9uakbKaEe7vDm+5dHabOwbTvDvncy0rk7HTPUdiFAkzA/XFVD5Y/S4bOoqplVNa2qpq365DVHCUWSJEmSBtdySXCragHwuyT7wt+eR30JMNrU4OH+DKzVtn8OjyWoJJnabF4EHNKUvZTHJ9btHgVeBzwryT8vRSyXAK9OslIzqju9Kb8J2CLJM5r917Ud0x7XdOCPVXX/UpxTkiRJkrQUltcILsCbgI8mmQucB3yiqv5rKY7/EXBgkrlJng8cCUxLMi/JDbQWoYLWs657J7ka2B/479E6raqFtJ59fUWSd48xljOBXwPXASfQWiDrvqr6K62pwz9OcglwR9sxRw/FS+tZ3kPHeC5JkiRJ0jLIY7NjNZoka1bVgmbV5iuBPavqzhUdx9pP27x2nfFPK/q0kiQ9zrlHv3PJjSRJGmdJ5lTVtE51y2uRqX50dpJ1aL0D+JPdSG4lSZIkSSMzwR2jqpre7RgkSZIkSSNbns/gSpIkSZK0wjiC22O2ftoGPvMkSZIkSR04gitJkiRJ6gsmuJIkSZKkvmCCK0mSJEnqCya4kiRJkqS+4CJTPebmO//Avp+Z2e0wJEl97twPzeh2CJIkLTVHcCVJkiRJfcEEV5IkSZLUF0xwJUmSJEl9wQR3mCQHJqkk2yzj8Qck2W6U+ncmedOyRyhJkiRJ6sQE9/FeB1wCvHYZjz8A6JjgJnlSVR1fVV9f1uAkSZIkSZ2Z4LZJsiawJ/BWmgQ3yfQkZ7e1+VKSw5rtY5LckGRekn9LsgfwCuCzSeYmeUaSC5L8a5ILgfckOTrJUc3xb08yO8m1Sc5M8uQVfMmSJEmS1Dd8TdDiDgB+WlU3J7knyXNGaphkXeBAYJuqqiTrVNW9Sc4Czq6qM5p2AOtU1Qua/aPbuvleVZ3YlP8LrcT6i8vjwiRJkiSp3zmCu7jXAd9utr/d7I/kfuCvwElJXgX8ZZS23xmhfIckFyeZDxwCbN+pUZIZSa5KctVDDywY9QIkSZIkaVA5gttIsh7wQlpJZwErAwWcxeJ/CJgEUFWPJNkN2JfWdObDm+M7eWCE8lOAA6rq2mba8/ROjapqJjATYO1NN68xX5QkSZIkDRBHcB9zEPD1qtq8qqZU1dOB25q67ZKslmQyrYR26HndyVX1E+C9wNSm7Z+BtcZ4zrWA3yVZhdYIriRJkiRpGTmC+5jXAccMKzsTeD3wXWAecAtwTVO3FvDDJJOAAO9ryr8NnJjkSFpJ82j+D3AFcAcwn7EnxpIkSZKkYVLljNdesvamm9euR3yk22FIkvrcuR+a0e0QJEnqKMmcqprWqc4pypIkSZKkvmCCK0mSJEnqCya4kiRJkqS+YIIrSZIkSeoLrqLcY7Z+6gYu/CFJkiRJHTiCK0mSJEnqCya4kiRJkqS+YIIrSZIkSeoLJriSJEmSpL7gIlM95ua7/sh+Xzip22FIkvrUz9/ztm6HIEnSMnMEV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXeiLBTVJJPte2f1SSo5dwzPQke7Ttn5LkoCcYx+1J1n8ifbT1tWA8+pEkSZIktfREggssBF61lMnldGCPJTUai7T0ymclSZIkSQOpV5K2R4CZbc8H+AAAIABJREFUwPuGVyTZIMmZSWY3X3smmQK8E3hfkrlJnt803zvJL5Lc2j6am+QDzbHzknyiKZuS5MYkXwauBp4+7Lw/SDInyfVJZrSVL0jyqSTXJrk8yUZN+RZJLmvO88m29hsnuaiJ87q2WCVJkiRJS6FXElyA44BDkkweVv4F4Niq2hV4NXBSVd0OHN+UT62qi5u2GwN7AS8DjgFIsj+wFbAbMBXYJcneTftnAV+vqp2r6o5h531LVe0CTAOOTLJeU74GcHlV7QRcBLy9Lc6vNHHe2dbP64FZVTUV2AmYu7QfjCRJkiSph96DW1X3J/k6cCTwYFvVfsB2SYb2106y1gjd/KCqHgVuGBpZBfZvvq5p9teklfD+N3BHVV0+Ql9HJjmw2X56c8zdwEPA2U35HOBFzfaetBJwgFOBzzTbs4GTk6zSxPe4BLcZIZ4BMOkp644QjiRJkiQNtp5JcBufpzVd+KttZSsBu1dVe9JLW8LbbmF7k7bvn66qE4YdPwV4oFMnSabTSqx3r6q/JLkAmNRUP1xV1WwvYvHPuBimqi5qRoz/Djg1yWer6uvD2sykNUWbtTeb8rg+JEmSJEm9NUWZqroH+C7w1rbic4DDh3aSTG02/wyMNJLbbhbwliRrNsdvkmTDJRwzGfhTk9xuAzxvDOe5FHhts31IW7ybA3dV1YnAfwLPGUNfkiRJkqRheirBbXwOaF9N+UhgWrNA1A20FpcC+BFw4LBFph6nqs4BTgMuSzIfOIMlJ8Y/BZ6UZB7wSWCkaczt3gO8O8lsWgnykOnA3CTX0JrC/IUx9CVJkiRJGiaPzaZVL1h7sym12z9+tNthSJL61M/f87ZuhyBJ0qiSzKmqaZ3qenEEV5IkSZKkxzHBlSRJkiT1BRNcSZIkSVJfMMGVJEmSJPWFXnsP7sDbesP1XQBEkiRJkjpwBFeSJEmS1BdMcCVJkiRJfcEEV5IkSZLUF3wGt8fc8oc/8uKZJ3c7DElSD5o14y3dDkGSpOXKEVxJkiRJUl8wwZUkSZIk9QUTXEmSJElSXzDBlSRJkiT1hYFPcJN8JMn1SeYlmZvkuePY94Lx6kuSJEmSNLqBXkU5ye7Ay4DnVNXCJOsDq3Y5LEmSJEnSMhj0EdyNgT9W1UKAqvojsGmS7wEkeWWSB5OsmmRSklub8mck+WmSOUkuTrJNU75FksuSzE7yyfYTJflAUz4vySeasilJbkxyYjOKfE6S1VfkByBJkiRJ/WLQE9xzgKcnuTnJl5O8ALga2Lmpfz5wHbAr8FzgiqZ8JnBEVe0CHAV8uSn/AvCVqtoVuHPoJEn2B7YCdgOmArsk2bup3go4rqq2B+4FXr1crlSSJEmS+txAT1GuqgVJdqGVyO4DfAf4MPCrJNvSSkj/HdgbWBm4OMmawB7A6UmGulqt+b4njyWopwKfabb3b76uafbXpJXY/jdwW1XNbcrnAFOGx5lkBjADYNK66z2ha5YkSZKkfjXQCS5AVS0CLgAuSDIfOBS4GHgp8DDwc+AUWgnuUbRGve+tqqkjddmhLMCnq+qExQqTKcDCtqJFwOOmKFfVTFqjxkzefEqn/iVJkiRp4A30FOUkz0qyVVvRVOAO4CLgvcBlVfUHYD1gG+D6qrofuC3J3zd9JMlOzfGXAq9ttg9p63cW8JZm9JckmyTZcHldlyRJkiQNokEfwV0T+GKSdYBHgF/Rmgr8ALARrUQXYB5wV1UNjZ4eAnwlyUeBVYBvA9cC7wFOS/Ie4Myhk1TVOc2U58uaac0LgDfQGrGVJEmSJI2DPJazqRdM3nxKPe8jH+t2GJKkHjRrxlu6HYIkSU9YkjlVNa1T3UBPUZYkSZIk9Q8TXEmSJElSXzDBlSRJkiT1BRNcSZIkSVJfGPRVlHvOVhus7yIhkiRJktSBI7iSJEmSpL5ggitJkiRJ6gsmuJIkSZKkvuAzuD3mV/fczcu+cUq3w5Ak9ZCz33BYt0OQJGmFcARXkiRJktQXTHAlSZIkSX3BBFeSJEmS1BdMcCVJkiRJfWHgEtwkC4btH5bkS92KR5IkSZI0PgYuwZ1IkriKtSRJkiSNExPcNklOSXJQ2/6C5vv0JBckOSPJTUm+mSRN3f9qyi5J8h9Jzm7Kd0vyiyTXNN+f1ZQfluT0JD8CzklyapJXtp3zm0lesUIvXJIkSZL6wCCOIK6eZG7b/rrAWWM4bmdge+C3wKXAnkmuAk4A9q6q25J8q639TU35I0n2A/4VeHVTtzuwY1Xdk+QFwPuAHyaZDOwBHPoErk+SJEmSBtIgJrgPVtXUoZ0khwHTxnDclVX16+aYucAUYAFwa1Xd1rT5FjCj2Z4MfC3JVkABq7T19bOqugegqi5MclySDYFXAWdW1SPtJ04yY6jf1ddbbykuVZIkSZIGh1OUF/cIzWfSTEFeta1uYdv2Ilp/HMgofX0SOL+qdgBeDkxqq3tgWNtTgUOANwNfHd5RVc2sqmlVNW3Vtdca46VIkiRJ0mAxwV3c7cAuzfYrWXzUtZObgC2TTGn2D26rmwz8ptk+bAn9nAK8F6Cqrh9LoJIkSZKkxZngLu5E4AVJrgSey+NHWhdTVQ8C/wD8NMklwO+B+5rq/wt8OsmlwMpL6Of3wI10GL2VJEmSJI1NqqrbMfS0JGtW1YJmSvNxwC1VdexS9vFkYD7wnKq6b7S262y5Re31zx9f9oAlSQPn7Dcc1u0QJEkaN0nmVFXHdZQcwX3i3t4sOnU9rWnJJyzNwc0KyzcBX1xScitJkiRJGtkgrqI8rprR2qUasR12/M+BzcYvIkmSJEkaTI7gSpIkSZL6giO4PeaZ667ns1SSJEmS1IEjuJIkSZKkvmCCK0mSJEnqCya4kiRJkqS+YIIrSZIkSeoLLjLVY269927+/vundjsMSdJycPqBb+x2CJIk9TRHcCVJkiRJfcEEV5IkSZLUF0xwJUmSJEl9YUImuEkqyefa9o9KcvQ49v/uJHPbvq5rzrntMva3YJzimpLkuvHoS5IkSZIGzYRMcIGFwKuSrL88Oq+q46pq6tAXcBbwzaq6cXmcT5IkSZK0/E3UBPcRYCbwvuEVSTZIcmaS2c3Xnk35/CTrpOXuJG9qyk9Nst9IJ0qyN/Aa4B+a/ZWTfLbpe16SdzTlayY5N8nVzble2aGvjm2akdkbk5yY5Pok5yRZvanbJcm1SS4D3v0EPzdJkiRJGlgTNcEFOA44JMnkYeVfAI6tql2BVwMnNeWXAnsC2wO3As9vyp8HXN7pBEnWAb4KHFpV9zfFbwXua/rfFXh7ki2AvwIHVtVzgH2AzyXJsC5Ha7MVcFxVbQ/c28ROc/4jq2r3sXwokiRJkqTOJux7cKvq/iRfB44EHmyr2g/Yri23XDvJWsDFwN7AHcBXgBlJNgHuqaqRnpH9CvCNqrq0rWx/YMckBzX7k2klp78G/rUZ8X0U2ATYCLiz7diM0Abgtqqa22zPAaY0yfs6VXVhU34q8NLhQSaZAcwAePIG641wKZIkSZI02CZsgtv4PHA1rVHOISsBu1dVe9JLkotoTfHdDPgIcCBwEK3E93GSHApMAd44vAo4oqpmDWt/GLABsEtVPZzkdmDSsGMPGaXNwrZ2i4DVm3NVp/jaVdVMWlO2WfeZWyyxvSRJkiQNook8RZmqugf4Lq1pw0POAQ4f2kkytWn7P8D6wFZVdStwCXAUHRLcJFsCnwIOqapHhlXPAt6VZJWm7dZJ1qA1kntXk7juA2zeIeSxtGm/vnuB+5Ls1RQdMlp7SZIkSdLIJnSC2/gcrcR1yJHAtGYBqBuAd7bVXQHc3GxfTGuK8CUd+vwQsAbwvWGvC3o+rWd6bwCubl7ZcwKtke5vNue9ilYielOHfsfSZrg3A8c1i0w9uKTGkiRJkqTOUuWM116y7jO3qH0/+8/dDkOStBycfuDwp2YkSdJwSeZU1bROdb0wgitJkiRJ0hKZ4EqSJEmS+oIJriRJkiSpL5jgSpIkSZL6wkR/D66G2XKd9VyERJIkSZI6cARXkiRJktQXTHAlSZIkSX3BBFeSJEmS1Bd8BrfH3H7/PRw267RuhyFJWg5OefHrux2CJEk9zRFcSZIkSVJfMMGVJEmSJPUFE1xJkiRJUl8wwZUkSZIk9YWBSHCTbJTktCS3JpmT5LIkB3Y7LkmSJEnS+On7BDdJgB8AF1XVllW1C/BaYNMxHr/y8oxPkiRJkjQ++j7BBV4IPFRVxw8VVNUdVfXFJCsn+WyS2UnmJXkHQJLpSc5Pchowv9m/MMl3k9yc5JgkhyS5Msn8JM9ojnt5kiuSXJPk50k2asqPTnJykguaUeQjm/JPJnnPUFxJPjVUJ0mSJElaOoOQ4G4PXD1C3VuB+6pqV2BX4O1JtmjqdgM+UlXbNfs7Ae8Bng28Edi6qnYDTgKOaNpcAjyvqnYGvg18sO1c2wAvbvr9eJJVgP8EDgVIshKtkeVvPrHLlSRJkqTB9KRuB7CiJTkO2At4CLgD2DHJQU31ZGCrpu7Kqrqt7dDZVfW7po//As5pyucD+zTbmwLfSbIxsCrQfvyPq2ohsDDJXcBGVXV7kruT7AxsBFxTVXd3iHkGMANgjQ3Xf2IfgCRJkiT1qUEYwb0eeM7QTlW9G9gX2AAIcERVTW2+tqiqocT1gWH9LGzbfrRt/1Ee+0PBF4EvVdWzgXcAk0Y4flHbMScBhwFvBk7udAFVNbOqplXVtEmT11rC5UqSJEnSYBqEBPc8YFKSd7WVPbn5Pgt4VzNdmCRbJ1njCZxrMvCbZvvQMR7zfeAltKZIz3oC55YkSZKkgdb3U5SrqpIcAByb5IPAH2iNzn4IOB2YAlzdrLb8B+CAJ3C6o4HTk/wGuBzYYvTmUFUPJTkfuLeqFj2Bc0uSJEnSQEtVdTuGgdYsLnU18PdVdcuS2q+/9Zb1si/+y/IPTJK0wp3y4td3OwRJkia8JHOqalqnukGYojxhJdkO+BVw7liSW0mSJEnSyPp+ivJEVlU3AFt2Ow5JkiRJ6geO4EqSJEmS+oIJriRJkiSpLzhFucdMWXtdFyGRJEmSpA4cwZUkSZIk9QUTXEmSJElSXzDBlSRJkiT1BZ/B7TG/XvAn/vGS73Q7DEnSE/C5vQ7udgiSJPUlR3AlSZIkSX3BBFeSJEmS1BdMcCVJkiRJfcEEV5IkSZLUF0xwl1GSpyb5dpL/SnJDkp8kmZHk7BHan5Rku2b79iTrr9iIJUmSJKm/uYryMkgS4PvA16rqtU3ZVODlIx1TVW9bQeFJkiRJ0kByBHfZ7AM8XFXHDxVU1VzgYmDNJGckuSnJN5tkmCQXJJk2vKMkb0hyZZK5SU5IsvIKuwpJkiRJ6iMmuMtmB2DOCHU7A+8FtgO2BPYcqZMk2wIHA3tW1VRgEXDI+IYqSZIkSYPBKcrj78qq+jVAkrnAFOCSEdruC+wCzG4GelcH7hreKMkMYAbAWhv56K4kSZIkdWKCu2yuBw4aoW5h2/YiRv+MQ+s53n8a7WRVNROYCfDUbZ5RSxGnJEmSJA0Mpygvm/OA1ZK8faggya7AC5ayn3OBg5Js2PSxbpLNxy9MSZIkSRocJrjLoKoKOBB4UfOaoOuBo4HfLmU/NwAfBc5JMg/4GbDxOIcrSZIkSQPBKcrLqKp+C7ymQ9WJbW0Ob9ue3rY9pW37O8B3lkuQkiRJkjRAHMGVJEmSJPUFE1xJkiRJUl8wwZUkSZIk9QUTXEmSJElSX3CRqR6z6ZpP4XN7HdztMCRJkiRpwnEEV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXfAa3x/z+L/fy71f/oNthSJKGef9zDuh2CJIkDTxHcCVJkiRJfcEEV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXBirBTbIoydwk1yX5UZJ1uhTHO5O8qRvnliRJkqR+NVAJLvBgVU2tqh2Ae4B3dyOIqjq+qr7ejXNLkiRJUr8atAS33WXAJgBJpia5PMm8JN9P8pSm/IIkxya5KMmNSXZN8r0ktyT5l6GOkvwgyZwk1yeZ0Va+IMmnklzb9L9RU350kqOa7bcnmd20OTPJk1fopyBJkiRJfWIgE9wkKwP7Amc1RV8HPlRVOwLzgY+3NX+oqvYGjgd+SGvUdwfgsCTrNW3eUlW7ANOAI9vK1wAur6qdgIuAt3cI53tVtWvT5kbgreN1nZIkSZI0SAYtwV09yVzgbmBd4GdJJgPrVNWFTZuvAXu3HTOUBM8Hrq+q31XVQuBW4OlN3ZFJrgUub8q2asofAs5utucAUzrEtEOSi5PMBw4Bth/eIMmMJFclueqBP92/1BctSZIkSYNg0BLcB6tqKrA5sCpjewZ3YfP90bbtof0nJZkO7Afs3ozCXgNMato8XFXVbC8CntSh/1OAw6vq2cAn2o79m6qaWVXTqmraGk9ZewwhS5IkSdLgGbQEF4Cqug84EjgK+AvwpyTPb6rfCFw40rEdTAb+VFV/SbIN8LylDGct4HdJVqE1gitJkiRJWgadRhQHQlVd00wrfi1wKHB8s8DTrcCbl6KrnwLvTDIP+CWtacpL4/8AVwB30JoGvdZSHi9JkiRJAvLYDFr1gqdv98x63zf+rdthSJKGef9zDuh2CJIkDYQkc6pqWqe6gZyiLEmSJEnqPya4kiRJkqS+YIIrSZIkSeoLA7vIVK/a6Mnr+JyXJEmSJHXgCK4kSZIkqS+Y4EqSJEmS+oIJriRJkiSpL5jgSpIkSZL6gotM9Zh7/no/37rpZ90OQ5IG3uu2eVG3Q5AkScM4gitJkiRJ6gsmuJIkSZKkvmCCK0mSJEnqCya4wyRZsJTtpyS5bpzOPT3J2ePRlyRJkiQNGhPcMUiycrdjkCRJkiSNzgR3BM1o6vlJTgPmJ1k5yWeTzE4yL8k7OhwzJcnFSa5uvvZo6+uCJGckuSnJN5OkqXtJU3YJ8KoVe5WSJEmS1D98TdDodgN2qKrbkswA7quqXZOsBlya5Byg2trfBbyoqv6aZCvgW8C0pm5nYHvgt8ClwJ5JrgJOBF4I/Ar4zgq5KkmSJEnqQya4o7uyqm5rtvcHdkxyULM/GdgKuLmt/SrAl5JMBRYBWw/r69cASeYCU4AFwG1VdUtT/g1gxvAgmuR6BsD6T9twfK5MkiRJkvqMCe7oHmjbDnBEVc1qb5BkStvu+4DfAzvRmv7917a6hW3bi3jss28fAe6oqmYCMwG23GHrJbaXJEmSpEHkM7hjNwt4V5JVAJJsnWSNYW0mA7+rqkeBNwJLWpzqJmCLJM9o9l83ngFLkiRJ0iAxwR27k4AbgKub1wKdwONHwL8MHJrkclrTkx9gFFX1V1pTj3/cLDJ1x7hHLUmSJEkDIlXOeO0lW+6wdX3qjOO6HYYkDbzXbfOibocgSdJASjKnqqZ1qnMEV5IkSZLUF0xwJUmSJEl9wQRXkiRJktQXTHAlSZIkSX3B9+D2mHUnre3CJpIkSZLUgSO4kiRJkqS+YIIrSZIkSeoLJriSJEmSpL7gM7g95s8PPcB5d1zR7TAkqSteuPlzux2CJEmawBzBlSRJkiT1BRNcSZIkSVJfMMGVJEmSJPUFE1xJkiRJUl8Y+AQ3yUZJTktya5I5SS5LcuByPudJSbZbnueQJEmSpEEz0KsoJwnwA+BrVfX6pmxz4BVPsN+Vq2rRSPVV9bYn0r8kSZIk6fEGfQT3hcBDVXX8UEFV3VFVX0yycpLPJpmdZF6Sd0ArKW7Kr0syP8nBTfn0JOcnOQ2Yn2SlJF9Ocn2Ss5P8JMlBTdsLkkxrtr+S5Kqm3SdW/EcgSZIkSf1hoEdwge2Bq0eoeytwX1XtmmQ14NIk5wDPAaYCOwHrA7OTXNQcsxuwQ1Xd1iSzU4BnAxsCNwIndzjPR6rqniQrA+cm2bGq5o3T9UmSJEnSwBj0BHcxSY4D9gIeAu4AdhwadQUmA1s19d9qpiD/PsmFwK7A/cCVVXVb034v4PSqehS4M8n5I5z2NUlm0LoXGwPbAYsluE39DIANN3nquFyrJEmSJPWbQZ+ifD2tEVkAqurdwL7ABkCAI6pqavO1RVWd05SP5IG27dHatRokWwBHAftW1Y7Aj4FJw9tV1cyqmlZV09ZZd52xXJckSZIkDZxBT3DPAyYleVdb2ZOb77OAdyVZBSDJ1knWAC4CDm6e0d0A2Bu4skPflwCvbp7F3QiY3qHN2rSS4vuaNi8dj4uSJEmSpEE00FOUq6qSHAAcm+SDwB9oJZwfAk6n9Qzt1c1qy38ADgC+D+wOXAsU8MGqujPJNsO6P5PWaPB1wM3AFcB9w85/bZJraI0k3wpcujyuU5IkSZIGQaqq2zH0rSRrVtWCJOvRGuXds6rufCJ9PmvHbesrPzplXOKTpF7zws2f2+0QJElSlyWZU1XTOtUN9AjuCnB2knWAVYFPPtHkVpIkSZI0MhPc5aiqpnc7BkmSJEkaFIO+yJQkSZIkqU+Y4EqSJEmS+oJTlHvMWquu4SIrkiRJktSBI7iSJEmSpL5ggitJkiRJ6gsmuJIkSZKkvuAzuD3mwUf+yrV3/bLbYUgaUDtt+KxuhyBJkjQiR3AlSZIkSX3BBFeSJEmS1BdMcCVJkiRJfcEEV5IkSZLUF1ZogpvkqUm+neS/ktyQ5CdJth6nvo9OctQY2t2eZH6SeUkuTLL5eJy/wznWHy3GJP+cZL/xPrckSZIkDaoVluAmCfB94IKqekZVbQf8b2CjFRVDm32qakfgAuCjXTg/VfWxqvp5N84tSZIkSf1oRY7g7gM8XFXHDxVU1dyqurgZzZzbfP0myVcBkrwhyZVN+QlJVm7KX5Lk6iTXJjm37RzbJbkgya1JjhxDTJcBmzR9bpDkzCSzm689m/Kjk5ya5LwktyR5e1M+PcnZQx0l+VKSw9r6/kAT+5VJnjn8xElOSXJQs71rkl8013NlkrXG9pFKkiRJkoasyPfg7gDM6VRRVR8DPpZkMnAx8KUk2wIHA3tW1cNJvgwckuT/AScCe1fVbUnWbetqG1qJ9FrAL5N8paoeHiWmlwA/aLa/ABxbVZck2QyYBWzb1O0IPA9YA7gmyY/HcL33V9VuSd4EfB54WadGSVYFvgMcXFWzk6wNPDiG/iVJkiRJbVZkgjuqZgrzN2klmXOSHA7sAsxuVbE6cBetRPOiqroNoKruaevmx1W1EFiY5C5a059/3eF05yfZqOlvaIryfrRGgIfarN02kvrDqnoQeDDJ+cBuwL1LuKRvtX0/dpR2zwJ+V1Wzm+u5f3iDJDOAGQAbb/q0JZxWkiRJkgbTipyifD2thHUkRwO/rqqvNvsBvlZVU5uvZ1XV0U15jdDHwrbtRYycwO8DbN7E9M9N2UrA7m3n26Sq/tzUDT9fAY+w+Oc3qUObTtvDjXY9rYOrZlbVtKqa9pT1njJaU0mSJEkaWCsywT0PWG3oGVb427OnL0jyMuBFQPtzs+cCByXZsGm7brPi8WXAC5JsMVS+LME0I7LvBd7U9HEOcHhbbFPbmr8yyaQk6wHTgdnAHbRGfFdrplbvO+wUB7d9v2yUUG4CnpZk1+a8ayWZMCPrkiRJktQrVlgiVVWV5EDg80k+DPwVuJ1WkjkTeBpwZTNF+Kyq+liSjwLnJFkJeBh4d1Vd3kzZ/V5Tfhet5HhZYvpdkm8B76aVXB+XZB6tz+Ui4J1N0yuBHwObAZ+sqt8CJPkuMA+4BbhmWPerJbmC1h8RXjdKDA8lORj4YpLVaT1/ux+wYFmuSZIkSZIGVapGnR078JIcDSyoqn/rdiwA20/doU4758xuhyFpQO204bO6HYIkSRpwSeZU1bROdStyirIkSZIkScuNz3ouQbOwlSRJkiRpgnMEV5IkSZLUF0xwJUmSJEl9wSnKPWb1J01ykRdJkiRJ6sARXEmSJElSX/A1QT0myZ+BX3Y7Do3Z+sAfux2Exsz71Vu8X73De9VbvF+9xfvVW7xf42PzqtqgU4VTlHvPL0d655MmniRXeb96h/ert3i/eof3qrd4v3qL96u3eL+WP6coS5IkSZL6ggmuJEmSJKkvmOD2npndDkBLxfvVW7xfvcX71Tu8V73F+9VbvF+9xfu1nLnIlCRJkiSpLziCK0mSJEnqCya4kiRJkqS+4GuCJrgk2wCvBDYBCvgtcFZV3djVwCRJkiRpgvEZ3AksyYeA1wHfBn7dFG8KvBb4dlUd063YJEkaSZIAu7H4H2evLH/pmJC8X73F+9U7vFfdYYI7gSW5Gdi+qh4eVr4qcH1VbdWdyNRJksnAPwEHABs0xXcBPwSOqap7uxWbOvM/nt7i/eoNSfYHvgzcAvymKd4UeCbwD1V1Trdi0+N5v3qL96t3eK+6xwR3AktyE/DiqrpjWPnmwDlV9azuRKZOkswCzgO+VlV3NmVPBQ4F9quqF3UzPi3O/3h6i/erdyS5EXhpVd0+rHwL4CdVtW1XAlNH3q/e4v3qHd6r7vEZ3IntvcC5SW4B/qcp24zWL3SHdy0qjWRKVX2mvaBJdD+T5C1dikkj+wKtPzzc3l449B8P4H88E4v3q3c8icceq2n3G2CVFRyLlsz71Vu8X73De9UlJrgTWFX9NMnWPDYlL7R+UGZX1aKuBqdO7kjyQVojuL8HSLIRcBiP/YFCE4f/8fQW71fvOBmYneTbPPZv39NprR/xn12LSiPxfvUW71fv8F51iVOUpXGS5CnAh2mter0RrWcEfw+cBXymqu7pYngaJsk/Aa+htYjb8P94vltVn+5WbHo871dvSbId8AoW/+PsWVV1Q1cDU0dJtuWxNzZ4vyY4f756hz9b3WGCKy0nSZ5Pa/R9vs8HTkz+ktBb/EVBkiQtiQmuNE6SXFlVuzXbbwPeDfwA2B/4ka91kjQIXFG+tyR5SVX9tNmeDHyO1h9nrwPeN/TIjSYGf756hz9b3bNStwOQ+kj7c4DvAPavqk/QSnAP6U6rynHOAAAHKElEQVRIGkmSyUmOSXJTkrubrxubsnW6HZ8Wl+QlbduTk5yUZF6S05pn3TVxfBf4EzC9qtarqvWAfYB7gdO7Gpk6+de27c8BdwIvB2YDJ3QlIo3Gn6/e4c9WlziCK42TJNcC02n94WhWVU1rq7umqnbuVmx6vFFe63QYsK+vdZpYklxdVc9ptk+i9YvCicCrgBdU1QHdjE+PSfLLkV5jN1qdumPYz9bcqpraVrfYvrrPn6/e4c9W97iKsjR+JgNzaD0bWEmeWlV3JlmzKdPEMtJrnY5J8uYuxaSxmdb2i8GxSQ7tajQazhXle8uGSd5P6/+ptZOkHhv9cKbfxOPPV+/wZ6tL/HClcVJVU6pqy6raovl+Z1P1KHBgN2NTR3ck+WD79NYkGyX5EP6SMBFtmOT9Sf6R5heFtjr/L5tYDgbWAy5M8qck9wAXAOvSWglbE8uJwFrAmsDXgPXhbzNa5nYxLnXmz1fv8GerS5yiLGkgDXut04ZN8dBrnY6pqj91KzY9XpKPDyv6clX9oflF4f9W1Zu6EZc6S7INsClweVUtaCv/26Irmjia+7UJcIX3a+JLshtQVTU7yfbAS4Abq+onXQ5Nwwy7V9vRulc3ea+WLxNcSRomyZur6qvdjkNj4/2aWJIcSWsV+RuBqcB7quqHTd3fnknTxJDkCOBwvF89oflj30tpPWb4M1qr8l4I7Edr/Y9PdTE8telwr55La7Tde7WcmeBK0jBJ/ruqNut2HBob79fEkmQ+sHtVLUgyBTgDOLWqvuCCexOP96u3NPdrKrAarcX2Nq2q+5OsTmsEfseuBqi/8V51j4tMSRpISeaNVAX42pkJxvvVU1YemuZaVbcnmQ6ckWRzXHBvIvJ+9ZZHqmoR8Jck/1VV9wNU1YNJHu1ybFqc96pLTHAlDaqNgBfTep9guwC/WPHhaAm8X73jziRTq2ouQDMy+DLgZODZ3Q1NHXi/estDSZ5cVX8BdhkqTDKZ1qKWmji8V11igitpUJ0NrDn0S127JBes+HC0BN6v3vEm4JH2gqp6BHhTkhO6E5JG4f3qLXtX1UKAqmpPklYBfGXaxOK96hKfwZUkSZIk9QXfHShJkiRJ6gsmuJIkSZKkvmCCK0mSJEnqCya4kiRNQEmOTfLetv1ZSU5q2/9cko8l+fA4n3dRkrlJrktyepInL+XxWyf5SZJfJbkxyXeTLNOrnJp+1mm+/mFZ+pAkDRYTXEmSJqZfAHsAJFkJWB/Yvq1+D2BWVR0zzud9sKqmVtUOwEPAO8dyUJInJZkE/Bj4SlU9s6q2Bb4CbLAsgVTV/6qqe4F1ABNcSdISmeBKkjQxXUqT4NJKbK8D/pzkKUlWA7YFdkryJYAkpyT5jyS/SHJrkoOGOkrygSSzk8xL8omliOFi4JlJ1khyctPHNUle2fR7WDPK+yPgHOD1wGVV9aOhDqrq/Kq6LsmUJBcnubr5Gkrepye5KMn3k9yQ5PgmoSfJ7UnWB44BntGMLH82yZpJzm36mT8UjyRJvgdXkqQJqKp+m+SRJJvRSnQvAzYBdgfuA+bRGmFttzGwF7ANcBZwRpL9ga2A3YAAZyXZu6ouGu38SZ4EvBT4KfAR4LyqekuSdYArk/y8abo7sGNV3ZPk34E5I3R5F/Ciqvprkq2AbwHTmrrdgO2AO5rzvQo4o+3YDwM7VNXUttgOrKr7mwT48iRnle8+lKSBZ4IrSdLENTSKuwfw77QS3D1oJbi/6ND+B1X1KHBD23Ov+zdf1zT7a9JKeEdKcFdPMrfZvhj4z+Zcr0hyVFM+Cdis2f5ZVd0zhmtZBfhSkqnAImDrtrorq+pWgCTfopWkn/H4Lv4mwL8m2Rt4lNbnshFw5xjikCT1MRNcSZImrqHncJ9Na4ry/wD/CNwPnAysN6z9wrbttH3/dFWdMMZzPjg0Uvq3jpIAr66qXw4rfy7wQFvR9cALRuj3fcDvgZ1oPSL117a64SOvSxqJPYTWc727VNXDSW6nlXRLkgacz+BKkjRxXQq8DLinqhY1I6Xr0JoWfNkY+5gFvCXJmgBJNkmy4VLGMQs4okl0SbLzCO1OA/ZI8ndDBUlekuTZwGTgd80I8xuBlduO2y3JFs2ztwcDlwzr98/AWm37k4G7muR2H2DzpbweSVKfMsGVJGnimk9r9eTLh5XdV1V/HEsHVXUOrcTzsiTzaU39XWv0ox7nk7SmGM9Lcl2z3+lcD9JKyI9IckuSG4DDaD1/+2Xg0CSX05qe3D7yexmthaSuA24Dvj+s37uBS5tXF30W+CYwLclVtEZzb1rK65Ek9am4HoMkSeqWJNOBo6rqZd2ORZLU+xzBlSRJkiT1BUdwJUkaMEnWA87tULVvMx1YkqSeZIIrSZIkSeoLTlGWJEmSJPUFE1xJkiRJUl8wwZUkSZIk9QUTXEmSJElSXzDBlSRJkiT1hf8P2scRw7Qi7TQAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"**No surprise to see France with the highest Wine Per Capita by a big margin.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"import seaborn as sns\nplt.figure(figsize = (15,10))\nsns.barplot(x ='Wine_PerCapita',y= 'Country',data = df.nsmallest(25,'Wine_PerCapita'), palette = 'mako')\nplt.title('Wine per Capita of bottom 25 Countries', fontsize = 20)\nplt.xticks(rotation = 90)\nplt.show()","execution_count":152,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1080x720 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"The bottom 16 countries have the same type of consumption and are a mix of Asian, Latin American and Carribean, African countries, just as we saw in the Regions graph."},{"metadata":{},"cell_type":"markdown","source":"## Wine per Capita vs GDP per Capita"},{"metadata":{"trusted":true},"cell_type":"code","source":"sns.kdeplot(df['Wine_PerCapita'], color = 'g', shade = True, Label = 'Wine_PerCapita')\nplt.axvline(df['Wine_PerCapita'].mean(), color='g', linestyle='dashed', linewidth=1)\nsns.kdeplot(df['GDP_PerCapita'], color = 'r', shade = True, Label = 'GDP_PerCapita')\nplt.axvline(df['GDP_PerCapita'].mean(), color='r', linestyle='dashed', linewidth=1)\nplt.ylabel('density')\nplt.title('Wine per Capita and GDP per Capita', fontsize =12)\nplt.show()","execution_count":191,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"GDP_PerCapita has a much higher value than GDP per Capita. The red dotted line represents the mean value of GDP_PerCapita and green dotted line represents themean value of Wine_PerCapita. The mean value of GDP_PerCapita is more. \nAlso the range of GDP_PerCapita is obviously more than the Wine_PerCapita."},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.plot(df['Wine_PerCapita'], df['GDP_PerCapita'], color = 'r')\nplt.xlabel('Wine_PerCapita')\nplt.ylabel('GDP_PerCapita')\nplt.title('GDP_PerCapita VS Wine_PerCapita', fontsize = 12)\nplt.show()","execution_count":190,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"metadata":{},"cell_type":"markdown","source":"GDP_PerCapita is falling w.r.t Wine_PerCapita.\n\n**wine = 1/gdp**"},{"metadata":{},"cell_type":"markdown","source":"## Prediction Models"},{"metadata":{"trusted":true},"cell_type":"code","source":"df.head()","execution_count":153,"outputs":[{"output_type":"execute_result","execution_count":153,"data":{"text/plain":"       Country          Region Hemisphere  HappinessScore  HDI  GDP_PerCapita  \\\n0      Denmark  Western Europe      north           7.526  928         53.579   \n1  Switzerland  Western Europe      north           7.509  943         79.866   \n2      Iceland  Western Europe      north           7.501  933         60.530   \n3       Norway  Western Europe      north           7.498  951         70.890   \n4      Finland  Western Europe      north           7.413  918         43.433   \n\n   Beer_PerCapita  Spirit_PerCapita  Wine_PerCapita  \n0             224                81             278  \n1             185               100             280  \n2             233                61              78  \n3             169                71             129  \n4             263               133              97  ","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>Country</th>\n      <th>Region</th>\n      <th>Hemisphere</th>\n      <th>HappinessScore</th>\n      <th>HDI</th>\n      <th>GDP_PerCapita</th>\n      <th>Beer_PerCapita</th>\n      <th>Spirit_PerCapita</th>\n      <th>Wine_PerCapita</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Denmark</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.526</td>\n      <td>928</td>\n      <td>53.579</td>\n      <td>224</td>\n      <td>81</td>\n      <td>278</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Switzerland</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.509</td>\n      <td>943</td>\n      <td>79.866</td>\n      <td>185</td>\n      <td>100</td>\n      <td>280</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Iceland</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.501</td>\n      <td>933</td>\n      <td>60.530</td>\n      <td>233</td>\n      <td>61</td>\n      <td>78</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Norway</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.498</td>\n      <td>951</td>\n      <td>70.890</td>\n      <td>169</td>\n      <td>71</td>\n      <td>129</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Finland</td>\n      <td>Western Europe</td>\n      <td>north</td>\n      <td>7.413</td>\n      <td>918</td>\n      <td>43.433</td>\n      <td>263</td>\n      <td>133</td>\n      <td>97</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"Hemisphere, Region and Country are not important features for our model so its better to drop these features to avoid overfitting."},{"metadata":{"trusted":true},"cell_type":"code","source":"df = df.drop(['Country', 'Hemisphere', 'Region'], axis = 1)","execution_count":154,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.head()","execution_count":155,"outputs":[{"output_type":"execute_result","execution_count":155,"data":{"text/plain":"   HappinessScore  HDI  GDP_PerCapita  Beer_PerCapita  Spirit_PerCapita  \\\n0           7.526  928         53.579             224                81   \n1           7.509  943         79.866             185               100   \n2           7.501  933         60.530             233                61   \n3           7.498  951         70.890             169                71   \n4           7.413  918         43.433             263               133   \n\n   Wine_PerCapita  \n0             278  \n1             280  \n2              78  \n3             129  \n4              97  ","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>HappinessScore</th>\n      <th>HDI</th>\n      <th>GDP_PerCapita</th>\n      <th>Beer_PerCapita</th>\n      <th>Spirit_PerCapita</th>\n      <th>Wine_PerCapita</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7.526</td>\n      <td>928</td>\n      <td>53.579</td>\n      <td>224</td>\n      <td>81</td>\n      <td>278</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>7.509</td>\n      <td>943</td>\n      <td>79.866</td>\n      <td>185</td>\n      <td>100</td>\n      <td>280</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>7.501</td>\n      <td>933</td>\n      <td>60.530</td>\n      <td>233</td>\n      <td>61</td>\n      <td>78</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>7.498</td>\n      <td>951</td>\n      <td>70.890</td>\n      <td>169</td>\n      <td>71</td>\n      <td>129</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>7.413</td>\n      <td>918</td>\n      <td>43.433</td>\n      <td>263</td>\n      <td>133</td>\n      <td>97</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.columns","execution_count":157,"outputs":[{"output_type":"execute_result","execution_count":157,"data":{"text/plain":"Index(['HappinessScore', 'HDI', 'GDP_PerCapita', 'Beer_PerCapita',\n       'Spirit_PerCapita', 'Wine_PerCapita'],\n      dtype='object')"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"X = df[['HDI', 'GDP_PerCapita', 'Beer_PerCapita',\n       'Spirit_PerCapita', 'Wine_PerCapita']]\ny = df['HappinessScore']","execution_count":158,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nX_train, X_test, y_train, y_test = train_test_split(X,y,random_state = 42, test_size = 0.3)","execution_count":159,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.linear_model import LinearRegression\nregressor = LinearRegression()\nregressor.fit(X_train, y_train)\nregressor.score(X_test, y_test)","execution_count":160,"outputs":[{"output_type":"execute_result","execution_count":160,"data":{"text/plain":"0.6200948858486277"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.ensemble import RandomForestRegressor\nregressor_forest = RandomForestRegressor(n_estimators = 10, random_state = 42)\nregressor_forest.fit(X_train, y_train)\nregressor_forest.score(X_test,y_test)","execution_count":162,"outputs":[{"output_type":"execute_result","execution_count":162,"data":{"text/plain":"0.7126522229734604"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.tree import DecisionTreeRegressor\n\nregressor = DecisionTreeRegressor(random_state = 42)\nregressor.fit(X_train, y_train)\nregressor.score(X_test,y_test)","execution_count":164,"outputs":[{"output_type":"execute_result","execution_count":164,"data":{"text/plain":"0.5759596051300007"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.linear_model import Ridge\nrid = Ridge(alpha=1)\nrid.fit(X_train,y_train)\nrid.score(X_test,y_test)","execution_count":170,"outputs":[{"output_type":"execute_result","execution_count":170,"data":{"text/plain":"0.620095041013023"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.ensemble import GradientBoostingRegressor\nboost = GradientBoostingRegressor()\nboost.fit(X_train,y_train)\nboost.score(X_test,y_test)","execution_count":172,"outputs":[{"output_type":"execute_result","execution_count":172,"data":{"text/plain":"0.7559527435208753"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.ensemble import AdaBoostRegressor\n\nada = AdaBoostRegressor()\nada.fit(X_train,y_train)\nada.score(X_test,y_test)","execution_count":174,"outputs":[{"output_type":"execute_result","execution_count":174,"data":{"text/plain":"0.7670999241288956"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"76% is the highest accuracy achieved after using different algorithms."}],"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.7.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":4}