LE_MAIN.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"DataScience.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"z8KTC7GLkLzu","colab_type":"text"},"source":[""]},{"cell_type":"markdown","metadata":{"id":"-1sIpHIZR5BX","colab_type":"text"},"source":["## **PREDICTING LIFE EXPECTANCY with BACKWARD ELIMINATION LINEAR REGRESSION**\n","\n","\n","\n","\n","\n","DATA used from Kaggle : Global Health Observatory (GHO) data repository under World Health Organization (WHO) \n","\n","\n","\n","(https://www.kaggle.com/kumarajarshi/life-expectancy-who)"]},{"cell_type":"code","metadata":{"id":"eretcE0PkWFO","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":125},"outputId":"4b89219d-ff85-4e18-8daa-c03731d9a3ec","executionInfo":{"status":"ok","timestamp":1590657412197,"user_tz":-330,"elapsed":29158,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}}},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"d0GjiqLr8kK7","colab_type":"code","outputId":"3dfee1b9-2b17-40c7-b6be-d56c472c985b","executionInfo":{"status":"ok","timestamp":1590657420702,"user_tz":-330,"elapsed":6821,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":125}},"source":["pip install nose"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Collecting nose\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/15/d8/dd071918c040f50fa1cf80da16423af51ff8ce4a0f2399b7bf8de45ac3d9/nose-1.3.7-py3-none-any.whl (154kB)\n","\r\u001b[K     |██▏                             | 10kB 17.3MB/s eta 0:00:01\r\u001b[K     |████▎                           | 20kB 1.7MB/s eta 0:00:01\r\u001b[K     |██████▍                         | 30kB 2.6MB/s eta 0:00:01\r\u001b[K     |████████▌                       | 40kB 3.1MB/s eta 0:00:01\r\u001b[K     |██████████▋                     | 51kB 2.1MB/s eta 0:00:01\r\u001b[K     |████████████▊                   | 61kB 2.5MB/s eta 0:00:01\r\u001b[K     |██████████████▉                 | 71kB 2.9MB/s eta 0:00:01\r\u001b[K     |█████████████████               | 81kB 3.2MB/s eta 0:00:01\r\u001b[K     |███████████████████             | 92kB 3.5MB/s eta 0:00:01\r\u001b[K     |█████████████████████▏          | 102kB 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nose-1.3.7\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"eBh5xKQu9Uw5","colab_type":"code","outputId":"86883970-db6f-44db-a4e3-1a4d3d57e51a","executionInfo":{"status":"ok","timestamp":1590657423341,"user_tz":-330,"elapsed":1936,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":72}},"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","\n","from nose.tools import *\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LinearRegression\n","from sklearn.model_selection import GridSearchCV\n","from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n","from sklearn.tree import DecisionTreeRegressor\n","from sklearn.ensemble import RandomForestRegressor\n","from sklearn.preprocessing import MinMaxScaler\n","from sklearn.preprocessing import PolynomialFeatures\n","from sklearn.model_selection import KFold\n","from sklearn.model_selection import cross_val_score\n","from sklearn.linear_model import Ridge\n","from sklearn.linear_model import Lasso\n","from sklearn.linear_model import ElasticNet\n","from sklearn.metrics import make_scorer\n","from scipy import stats\n","import seaborn as sns\n","from sklearn import metrics"],"execution_count":3,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n","  import pandas.util.testing as tm\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"LsUFa3ci9oRN","colab_type":"code","outputId":"c6c8280e-3a1a-4264-d00a-43ab1557eb45","executionInfo":{"status":"ok","timestamp":1590657424924,"user_tz":-330,"elapsed":1040,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["cd drive/My Drive"],"execution_count":4,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"a8pXDq5Y-zW9","colab_type":"text"},"source":["## **LOADING DATA FROM GOOGLE DRIVE**"]},{"cell_type":"code","metadata":{"id":"MmzAWkpb-BiU","colab_type":"code","colab":{}},"source":["life_data = pd.read_csv('Life Expectancy Data.csv', sep = ',')\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"pcW8xYw1-QUv","colab_type":"code","colab":{}},"source":["life_data = life_data.drop('Year', axis = 1)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"UNrPejzW-UyQ","colab_type":"code","outputId":"73879227-21ab-456b-e42c-8785f95babef","executionInfo":{"status":"ok","timestamp":1590657437229,"user_tz":-330,"elapsed":817,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":267}},"source":["life_data.head()\n"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Country</th>\n","      <th>Status</th>\n","      <th>Life expectancy</th>\n","      <th>Adult Mortality</th>\n","      <th>infant deaths</th>\n","      <th>Alcohol</th>\n","      <th>percentage expenditure</th>\n","      <th>Hepatitis B</th>\n","      <th>Measles</th>\n","      <th>BMI</th>\n","      <th>under-five deaths</th>\n","      <th>Polio</th>\n","      <th>Total expenditure</th>\n","      <th>Diphtheria</th>\n","      <th>HIV/AIDS</th>\n","      <th>GDP</th>\n","      <th>Population</th>\n","      <th>thinness  1-19 years</th>\n","      <th>thinness 5-9 years</th>\n","      <th>Income composition of resources</th>\n","      <th>Schooling</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Afghanistan</td>\n","      <td>Developing</td>\n","      <td>65.0</td>\n","      <td>263.0</td>\n","      <td>62</td>\n","      <td>0.01</td>\n","      <td>71.279624</td>\n","      <td>65.0</td>\n","      <td>1154</td>\n","      <td>19.1</td>\n","      <td>83</td>\n","      <td>6.0</td>\n","      <td>8.16</td>\n","      <td>65.0</td>\n","      <td>0.1</td>\n","      <td>584.259210</td>\n","      <td>33736494.0</td>\n","      <td>17.2</td>\n","      <td>17.3</td>\n","      <td>0.479</td>\n","      <td>10.1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Afghanistan</td>\n","      <td>Developing</td>\n","      <td>59.9</td>\n","      <td>271.0</td>\n","      <td>64</td>\n","      <td>0.01</td>\n","      <td>73.523582</td>\n","      <td>62.0</td>\n","      <td>492</td>\n","      <td>18.6</td>\n","      <td>86</td>\n","      <td>58.0</td>\n","      <td>8.18</td>\n","      <td>62.0</td>\n","      <td>0.1</td>\n","      <td>612.696514</td>\n","      <td>327582.0</td>\n","      <td>17.5</td>\n","      <td>17.5</td>\n","      <td>0.476</td>\n","      <td>10.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Afghanistan</td>\n","      <td>Developing</td>\n","      <td>59.9</td>\n","      <td>268.0</td>\n","      <td>66</td>\n","      <td>0.01</td>\n","      <td>73.219243</td>\n","      <td>64.0</td>\n","      <td>430</td>\n","      <td>18.1</td>\n","      <td>89</td>\n","      <td>62.0</td>\n","      <td>8.13</td>\n","      <td>64.0</td>\n","      <td>0.1</td>\n","      <td>631.744976</td>\n","      <td>31731688.0</td>\n","      <td>17.7</td>\n","      <td>17.7</td>\n","      <td>0.470</td>\n","      <td>9.9</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Afghanistan</td>\n","      <td>Developing</td>\n","      <td>59.5</td>\n","      <td>272.0</td>\n","      <td>69</td>\n","      <td>0.01</td>\n","      <td>78.184215</td>\n","      <td>67.0</td>\n","      <td>2787</td>\n","      <td>17.6</td>\n","      <td>93</td>\n","      <td>67.0</td>\n","      <td>8.52</td>\n","      <td>67.0</td>\n","      <td>0.1</td>\n","      <td>669.959000</td>\n","      <td>3696958.0</td>\n","      <td>17.9</td>\n","      <td>18.0</td>\n","      <td>0.463</td>\n","      <td>9.8</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Afghanistan</td>\n","      <td>Developing</td>\n","      <td>59.2</td>\n","      <td>275.0</td>\n","      <td>71</td>\n","      <td>0.01</td>\n","      <td>7.097109</td>\n","      <td>68.0</td>\n","      <td>3013</td>\n","      <td>17.2</td>\n","      <td>97</td>\n","      <td>68.0</td>\n","      <td>7.87</td>\n","      <td>68.0</td>\n","      <td>0.1</td>\n","      <td>63.537231</td>\n","      <td>2978599.0</td>\n","      <td>18.2</td>\n","      <td>18.2</td>\n","      <td>0.454</td>\n","      <td>9.5</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       Country      Status  ...  Income composition of resources  Schooling\n","0  Afghanistan  Developing  ...                            0.479       10.1\n","1  Afghanistan  Developing  ...                            0.476       10.0\n","2  Afghanistan  Developing  ...                            0.470        9.9\n","3  Afghanistan  Developing  ...                            0.463        9.8\n","4  Afghanistan  Developing  ...                            0.454        9.5\n","\n","[5 rows x 21 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"gcWn1N5n-Z6j","colab_type":"code","colab":{}},"source":["status = pd.get_dummies(life_data.Status)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ucGxImKB-fzP","colab_type":"code","colab":{}},"source":["life_data = pd.concat([life_data, status], axis = 1)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"cSejffJw-iQw","colab_type":"code","colab":{}},"source":["life_data = life_data.drop(['Status'], axis=1)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"e9OpixT2-j_e","colab_type":"code","outputId":"f21b2991-44df-4e8c-a5fe-63a6516d010c","executionInfo":{"status":"ok","timestamp":1590657445436,"user_tz":-330,"elapsed":1083,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":476}},"source":["life_data.rename(columns = {'Developing' : '0', 'Developed' : 1})\n"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Country</th>\n","      <th>Life expectancy</th>\n","      <th>Adult Mortality</th>\n","      <th>infant deaths</th>\n","      <th>Alcohol</th>\n","      <th>percentage expenditure</th>\n","      <th>Hepatitis B</th>\n","      <th>Measles</th>\n","      <th>BMI</th>\n","      <th>under-five deaths</th>\n","      <th>Polio</th>\n","      <th>Total expenditure</th>\n","      <th>Diphtheria</th>\n","      <th>HIV/AIDS</th>\n","      <th>GDP</th>\n","      <th>Population</th>\n","      <th>thinness  1-19 years</th>\n","      <th>thinness 5-9 years</th>\n","      <th>Income composition of resources</th>\n","      <th>Schooling</th>\n","      <th>1</th>\n","      <th>0</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Afghanistan</td>\n","      <td>65.0</td>\n","      <td>263.0</td>\n","      <td>62</td>\n","      <td>0.01</td>\n","      <td>71.279624</td>\n","      <td>65.0</td>\n","      <td>1154</td>\n","      <td>19.1</td>\n","      <td>83</td>\n","      <td>6.0</td>\n","      <td>8.16</td>\n","      <td>65.0</td>\n","      <td>0.1</td>\n","      <td>584.259210</td>\n","      <td>33736494.0</td>\n","      <td>17.2</td>\n","      <td>17.3</td>\n","      <td>0.479</td>\n","      <td>10.1</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Afghanistan</td>\n","      <td>59.9</td>\n","      <td>271.0</td>\n","      <td>64</td>\n","      <td>0.01</td>\n","      <td>73.523582</td>\n","      <td>62.0</td>\n","      <td>492</td>\n","      <td>18.6</td>\n","      <td>86</td>\n","      <td>58.0</td>\n","      <td>8.18</td>\n","      <td>62.0</td>\n","      <td>0.1</td>\n","      <td>612.696514</td>\n","      <td>327582.0</td>\n","      <td>17.5</td>\n","      <td>17.5</td>\n","      <td>0.476</td>\n","      <td>10.0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Afghanistan</td>\n","      <td>59.9</td>\n","      <td>268.0</td>\n","      <td>66</td>\n","      <td>0.01</td>\n","      <td>73.219243</td>\n","      <td>64.0</td>\n","      <td>430</td>\n","      <td>18.1</td>\n","      <td>89</td>\n","      <td>62.0</td>\n","      <td>8.13</td>\n","      <td>64.0</td>\n","      <td>0.1</td>\n","      <td>631.744976</td>\n","      <td>31731688.0</td>\n","      <td>17.7</td>\n","      <td>17.7</td>\n","      <td>0.470</td>\n","      <td>9.9</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Afghanistan</td>\n","      <td>59.5</td>\n","      <td>272.0</td>\n","      <td>69</td>\n","      <td>0.01</td>\n","      <td>78.184215</td>\n","      <td>67.0</td>\n","      <td>2787</td>\n","      <td>17.6</td>\n","      <td>93</td>\n","      <td>67.0</td>\n","      <td>8.52</td>\n","      <td>67.0</td>\n","      <td>0.1</td>\n","      <td>669.959000</td>\n","      <td>3696958.0</td>\n","      <td>17.9</td>\n","      <td>18.0</td>\n","      <td>0.463</td>\n","      <td>9.8</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Afghanistan</td>\n","      <td>59.2</td>\n","      <td>275.0</td>\n","      <td>71</td>\n","      <td>0.01</td>\n","      <td>7.097109</td>\n","      <td>68.0</td>\n","      <td>3013</td>\n","      <td>17.2</td>\n","      <td>97</td>\n","      <td>68.0</td>\n","      <td>7.87</td>\n","      <td>68.0</td>\n","      <td>0.1</td>\n","      <td>63.537231</td>\n","      <td>2978599.0</td>\n","      <td>18.2</td>\n","      <td>18.2</td>\n","      <td>0.454</td>\n","      <td>9.5</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2933</th>\n","      <td>Zimbabwe</td>\n","      <td>44.3</td>\n","      <td>723.0</td>\n","      <td>27</td>\n","      <td>4.36</td>\n","      <td>0.000000</td>\n","      <td>68.0</td>\n","      <td>31</td>\n","      <td>27.1</td>\n","      <td>42</td>\n","      <td>67.0</td>\n","      <td>7.13</td>\n","      <td>65.0</td>\n","      <td>33.6</td>\n","      <td>454.366654</td>\n","      <td>12777511.0</td>\n","      <td>9.4</td>\n","      <td>9.4</td>\n","      <td>0.407</td>\n","      <td>9.2</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2934</th>\n","      <td>Zimbabwe</td>\n","      <td>44.5</td>\n","      <td>715.0</td>\n","      <td>26</td>\n","      <td>4.06</td>\n","      <td>0.000000</td>\n","      <td>7.0</td>\n","      <td>998</td>\n","      <td>26.7</td>\n","      <td>41</td>\n","      <td>7.0</td>\n","      <td>6.52</td>\n","      <td>68.0</td>\n","      <td>36.7</td>\n","      <td>453.351155</td>\n","      <td>12633897.0</td>\n","      <td>9.8</td>\n","      <td>9.9</td>\n","      <td>0.418</td>\n","      <td>9.5</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2935</th>\n","      <td>Zimbabwe</td>\n","      <td>44.8</td>\n","      <td>73.0</td>\n","      <td>25</td>\n","      <td>4.43</td>\n","      <td>0.000000</td>\n","      <td>73.0</td>\n","      <td>304</td>\n","      <td>26.3</td>\n","      <td>40</td>\n","      <td>73.0</td>\n","      <td>6.53</td>\n","      <td>71.0</td>\n","      <td>39.8</td>\n","      <td>57.348340</td>\n","      <td>125525.0</td>\n","      <td>1.2</td>\n","      <td>1.3</td>\n","      <td>0.427</td>\n","      <td>10.0</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2936</th>\n","      <td>Zimbabwe</td>\n","      <td>45.3</td>\n","      <td>686.0</td>\n","      <td>25</td>\n","      <td>1.72</td>\n","      <td>0.000000</td>\n","      <td>76.0</td>\n","      <td>529</td>\n","      <td>25.9</td>\n","      <td>39</td>\n","      <td>76.0</td>\n","      <td>6.16</td>\n","      <td>75.0</td>\n","      <td>42.1</td>\n","      <td>548.587312</td>\n","      <td>12366165.0</td>\n","      <td>1.6</td>\n","      <td>1.7</td>\n","      <td>0.427</td>\n","      <td>9.8</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2937</th>\n","      <td>Zimbabwe</td>\n","      <td>46.0</td>\n","      <td>665.0</td>\n","      <td>24</td>\n","      <td>1.68</td>\n","      <td>0.000000</td>\n","      <td>79.0</td>\n","      <td>1483</td>\n","      <td>25.5</td>\n","      <td>39</td>\n","      <td>78.0</td>\n","      <td>7.10</td>\n","      <td>78.0</td>\n","      <td>43.5</td>\n","      <td>547.358879</td>\n","      <td>12222251.0</td>\n","      <td>11.0</td>\n","      <td>11.2</td>\n","      <td>0.434</td>\n","      <td>9.8</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>2938 rows × 22 columns</p>\n","</div>"],"text/plain":["          Country  Life expectancy   Adult Mortality  ...  Schooling  1  0\n","0     Afghanistan              65.0            263.0  ...       10.1  0  1\n","1     Afghanistan              59.9            271.0  ...       10.0  0  1\n","2     Afghanistan              59.9            268.0  ...        9.9  0  1\n","3     Afghanistan              59.5            272.0  ...        9.8  0  1\n","4     Afghanistan              59.2            275.0  ...        9.5  0  1\n","...           ...               ...              ...  ...        ... .. ..\n","2933     Zimbabwe              44.3            723.0  ...        9.2  0  1\n","2934     Zimbabwe              44.5            715.0  ...        9.5  0  1\n","2935     Zimbabwe              44.8             73.0  ...       10.0  0  1\n","2936     Zimbabwe              45.3            686.0  ...        9.8  0  1\n","2937     Zimbabwe              46.0            665.0  ...        9.8  0  1\n","\n","[2938 rows x 22 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"CWIAfjnJ-l26","colab_type":"code","colab":{}},"source":["life_data = life_data.groupby('Country').mean()\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"r57MeTKF_IM2","colab_type":"code","outputId":"78d10af7-01d8-41a4-c5e6-b1161d339d88","executionInfo":{"status":"ok","timestamp":1590657449442,"user_tz":-330,"elapsed":656,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":314}},"source":["life_data.head()\n"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Life expectancy</th>\n","      <th>Adult Mortality</th>\n","      <th>infant deaths</th>\n","      <th>Alcohol</th>\n","      <th>percentage expenditure</th>\n","      <th>Hepatitis B</th>\n","      <th>Measles</th>\n","      <th>BMI</th>\n","      <th>under-five deaths</th>\n","      <th>Polio</th>\n","      <th>Total expenditure</th>\n","      <th>Diphtheria</th>\n","      <th>HIV/AIDS</th>\n","      <th>GDP</th>\n","      <th>Population</th>\n","      <th>thinness  1-19 years</th>\n","      <th>thinness 5-9 years</th>\n","      <th>Income composition of resources</th>\n","      <th>Schooling</th>\n","      <th>Developed</th>\n","      <th>Developing</th>\n","    </tr>\n","    <tr>\n","      <th>Country</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Afghanistan</th>\n","      <td>58.19375</td>\n","      <td>269.0625</td>\n","      <td>78.2500</td>\n","      <td>0.014375</td>\n","      <td>34.960110</td>\n","      <td>64.562500</td>\n","      <td>2362.2500</td>\n","      <td>15.51875</td>\n","      <td>107.5625</td>\n","      <td>48.3750</td>\n","      <td>8.252500</td>\n","      <td>52.3125</td>\n","      <td>0.10000</td>\n","      <td>340.015425</td>\n","      <td>9.972260e+06</td>\n","      <td>16.58125</td>\n","      <td>15.58125</td>\n","      <td>0.415375</td>\n","      <td>8.21250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Albania</th>\n","      <td>75.15625</td>\n","      <td>45.0625</td>\n","      <td>0.6875</td>\n","      <td>4.848750</td>\n","      <td>193.259091</td>\n","      <td>98.000000</td>\n","      <td>53.3750</td>\n","      <td>49.06875</td>\n","      <td>0.9375</td>\n","      <td>98.1250</td>\n","      <td>5.945625</td>\n","      <td>98.0625</td>\n","      <td>0.10000</td>\n","      <td>2119.726679</td>\n","      <td>6.969116e+05</td>\n","      <td>1.61875</td>\n","      <td>1.70000</td>\n","      <td>0.709875</td>\n","      <td>12.13750</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Algeria</th>\n","      <td>73.61875</td>\n","      <td>108.1875</td>\n","      <td>20.3125</td>\n","      <td>0.406667</td>\n","      <td>236.185241</td>\n","      <td>78.000000</td>\n","      <td>1943.8750</td>\n","      <td>48.74375</td>\n","      <td>23.5000</td>\n","      <td>91.7500</td>\n","      <td>4.604000</td>\n","      <td>91.8750</td>\n","      <td>0.10000</td>\n","      <td>2847.853392</td>\n","      <td>2.164983e+07</td>\n","      <td>6.09375</td>\n","      <td>5.97500</td>\n","      <td>0.694875</td>\n","      <td>12.71250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Angola</th>\n","      <td>49.01875</td>\n","      <td>328.5625</td>\n","      <td>83.7500</td>\n","      <td>5.740667</td>\n","      <td>102.100268</td>\n","      <td>70.222222</td>\n","      <td>3561.3125</td>\n","      <td>18.01875</td>\n","      <td>132.6250</td>\n","      <td>46.1250</td>\n","      <td>3.919333</td>\n","      <td>47.6875</td>\n","      <td>2.36875</td>\n","      <td>1975.143045</td>\n","      <td>1.014710e+07</td>\n","      <td>6.19375</td>\n","      <td>6.66875</td>\n","      <td>0.458375</td>\n","      <td>8.04375</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Antigua and Barbuda</th>\n","      <td>75.05625</td>\n","      <td>127.5000</td>\n","      <td>0.0000</td>\n","      <td>7.949333</td>\n","      <td>1001.585226</td>\n","      <td>98.266667</td>\n","      <td>0.0000</td>\n","      <td>38.42500</td>\n","      <td>0.0000</td>\n","      <td>96.9375</td>\n","      <td>4.791333</td>\n","      <td>98.3125</td>\n","      <td>0.12500</td>\n","      <td>9759.305728</td>\n","      <td>NaN</td>\n","      <td>3.42500</td>\n","      <td>3.37500</td>\n","      <td>0.488625</td>\n","      <td>8.84375</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                     Life expectancy   Adult Mortality  ...  Developed  Developing\n","Country                                                 ...                       \n","Afghanistan                  58.19375         269.0625  ...          0           1\n","Albania                      75.15625          45.0625  ...          0           1\n","Algeria                      73.61875         108.1875  ...          0           1\n","Angola                       49.01875         328.5625  ...          0           1\n","Antigua and Barbuda          75.05625         127.5000  ...          0           1\n","\n","[5 rows x 21 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"c4Ib2z0M_Jp8","colab_type":"code","outputId":"3fa035a2-a0fb-48fd-9a3b-214cd53d25ef","executionInfo":{"status":"ok","timestamp":1590657454021,"user_tz":-330,"elapsed":1686,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":141}},"source":["life_data.columns\n"],"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['Life expectancy ', 'Adult Mortality', 'infant deaths', 'Alcohol',\n","       'percentage expenditure', 'Hepatitis B', 'Measles ', ' BMI ',\n","       'under-five deaths ', 'Polio', 'Total expenditure', 'Diphtheria ',\n","       ' HIV/AIDS', 'GDP', 'Population', ' thinness  1-19 years',\n","       ' thinness 5-9 years', 'Income composition of resources', 'Schooling',\n","       'Developed', 'Developing'],\n","      dtype='object')"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"331_CIykNDWN","colab_type":"text"},"source":["# **EXPLORATORY DATA ANALYSIS**\n"]},{"cell_type":"code","metadata":{"id":"uFcBOIRv_LdE","colab_type":"code","outputId":"bd0b5bf2-ad30-41e1-cb7c-f9a6bf1bd5e5","executionInfo":{"status":"ok","timestamp":1590657461253,"user_tz":-330,"elapsed":1545,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data[' HIV/AIDS'], life_data['Life expectancy '],color='purple')\n","plt.xlabel('HIV/AIDS')\n","plt.ylabel('Life expectancy')\n","\n"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":15},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3df5RcdZnn8fenOx3sRGggRDbKdBrdCDsaE6FFXVxHjXgMTiSuHIRFjY5nG9dRyTiOv/Ao4OSM6+gQPLPDbFQw7kQEUcRMgBVbZ5zZHdFuJDSKGIUEyQmkAQ2/sqSTfvaPe7tT3anqvtXdt37dz+ucPqm6davq2xf6qVvPfb7PVxGBmZkVR1u9B2BmZrXlwG9mVjAO/GZmBePAb2ZWMA78ZmYFM6/eA8jihBNOiJ6ennoPw8ysqQwODj4SEYsnb2+KwN/T08PAwEC9h2Fm1lQk7Sq33akeM7OCceA3MysYB34zs4Jx4DczKxgHfjOzgmmKqp6Z2Pa+bQxuGiQOBWoXp/edzpv+7k31HpaZWd21ZODf9r5tDFx1uPwzDsX4fQd/Myu6lkz1lAb9LNvNzIqkJQO/mZlV5sBvZlYwDvxmZgXjwG9mVjAO/GZmBePAb2ZWMA78ZmYF48BvZlYwDvxmZgXjwG9mVjAO/GZmBZNr4Jf0Z5J+LuluSddKepakkyXdLunXkq6TND/PMZiZ2US5BX5JzwM+CPRGxIuBduB84L8DV0TEvwd+B7wnrzGYmdmR8k71zAM6Jc0DFgB7gNcBN6SPbwbW5jwGMzMrkVvgj4jdwOeBB0gC/j5gEPh9RBxMd3sQeF6550vqkzQgaWB4eDivYZqZFU6eqZ7jgHOAk4HnAguBN2Z9fkRsiojeiOhdvHhxTqM0MyuePFM9rwfuj4jhiBgBvg2cCRybpn4ATgJ25zgGMzObJM/A/wDwCkkLJAlYBfwC+CFwbrrPOuCmHMdgZmaT5Jnjv53kIu4dwFD6XpuAjwIfkvRrYBHwlbzGYGZmR8p1sfWI+DTw6Umb7wPOyPN9Oxd1sv/R/WW3m5kVXUvO3H3ReS+qaruZWZG0ZODfcfOOqrabmRVJSwb+fQ/sq2q7mVmRtGTg71jQUdV2M7MiacnAf3D/waq2m5kVSUsG/hiNqrabmRVJSwZ+tauq7WZmRdKSgf/0vtOr2m5mViQtGfi7z+w+4uxe7aL7zO46jcjMrHG0ZODvv6SfODQxnx+Hgv5L+us0IjOzxtGSgX/frgp1/BW2m5kVSUsGfipdw/W1XTOzFg38lao2Xc1pZtaigd/MzCpy4DczKxgHfjOzgnHgNzMrGAd+M7OCyW3pRUmnANeVbHo+8CngWOC/AsPp9k9ExM15jcPMzCbKLfBHxL3ASgBJ7cBu4Ebg3cAVEfH5vN7bzMwqq1WqZxXwm4jYVaP3q2hoy1C9h2BmVle1CvznA9eW3H+/pLskXS3puHJPkNQnaUDSwPDwcLldZuSWi2+Zs9cyM2tGuQd+SfOBNwPfTDddBbyAJA20B/hCuedFxKaI6I2I3sWLF8/ZePY/uv+IbUNbhtjYs5HL2i5jY89Gfysws5ZWizP+1cAdEfEwQEQ8HBGHImIU+BJwRg3GMEFpYB/aMsTWvq1JA7dIGrlt7dvq4G9mLasWgf8CStI8kpaUPPYW4O4ajGGC0vbM/Zf0M/L0yITHR54ecQtnM2tZuVX1AEhaCJwFXFSy+XOSVpK0TNs56bGa2PfAvrK3K+1jZtZKcg38EfEUsGjStnfk+Z5ZdB7fOX67q7urbJ/+ru6uWg7JzKxmCjlz9+D/Ozh+e9WGVXQs6JjweMeCDlZtWFXrYZmZ1USuZ/yNauSpwzn95RcuB5Jc/74H9tHV3cWqDavGt5uZtZpCBn6AjT0bJwT69TvX13tIZmY1UdjAP5bXHyvfBHyWb2aFUMgc/2Qu3zSzInHgT7l808yKorCpnsk6j+88Iu/v1I+ZtSIHfqB9fjvPPP7MeB8f5/3NrJUVPtXTtbSL+UfPZ3RkdMJ25/3NrFUVOvB3Le1i/c717H/syI6d4Ly/mbWmwgb+to628dm5ldozuG2DmbWilgz8nYs6p93nqGOOGs/fu22DmRVJSwb+0l48lex/dP94z/3lFy5nzaY1dC3tAiUpoDWb1vjCrpm1pJas6intxTOV0sqdsR8zs1Y37Rm/pDWSWvKbgSt3zKyIsgT0twE7JH1O0ql5D2gutD+rPfO+rtwxs6KZNvBHxNuBlwK/Ab4q6d8k9Uk6OvfRzdChZw5l3teVO2ZWNJlSOBHxOHAD8A1gCclauXdI+kCOY5u5yLabK3fMrIiy5PjfLOlG4J+ADuCMiFgNrAD+fIrnnSLpzpKfxyWtl3S8pNsk7Uj/PW6ufpksSks953W25LVtM7MpZTnjfytwRUQsj4i/joi9ABHxNPCeSk+KiHsjYmVErAROB54GbgQ+BvRHxDKgP71fM2P9eMZub+3bOl7WaWZWBFkC/6XAT8buSOqU1AMQEVlLYlYBv4mIXcA5wOZ0+2ZgbcbXyExtyryvK3vMrGiyBP5vAqUdzA6l26pxPnBtevvEiNiT3n4IOLHcE9ILyAOSBoaHh6t6sxjNmORPubLHzIokS+CfFxEHxu6kt+dnfQNJ84E3U+bDIiKCCpdiI2JTRPRGRO/ixYuzvt2MuLLHzIokS+AflvTmsTuSzgEeqeI9VgN3RMTD6f2HJS1JX2sJsLeK18qkY2HH9DuN7evKHjMrmCyB/73AJyQ9IOm3wEeBi6p4jws4nOYB+C6wLr29DripitfK5NBItjr+zkWd7sljZoUzbT1jRPwGeIWkZ6f3n8z64pIWAmcx8YPis8D1kt4D7ALOq2rEGYweGJ1+J+Ajj3xkrt/azKzhTRv4JR1FUtLZA8yTkoqZiLh8uudGxFPAoknbHiWp8qmrrqXO65tZMWWZwXQTsA8YBJ7Jdzi14by+mRVZlsB/UkS8MfeR1EjX0i5WbVjlvL6ZFVaWwP9/JS2PiKaZ3tq5qHPCDN0xHQs7WL9zfR1GZGbWOLJU9bwKGJR0r6S7JA1JuivvgeVh5KkRtr1vW72HYWZWV1nO+FfnPoo5tv+xI8/2xwz8/QDdZ3Y71WNmhZWlH/+utMfOfpJZthVn2zaKyQunTxC4N4+ZFVrWtsw7gPuBfwZ2ArfkPK5ZObh/6sXW3ZvHzIosS47/M8ArgF9FxMkkNfg/znVUszRdkzb35jGzIssS+EfSSVdtktoi4odAb87jmhW1T92W2TX8ZlZkWQL/79N2DT8Ctki6Engq32HNzul9p1d8rG1+my/smlmhZQn855CsnvVnwK0ki67/cZ6Dmq3uM7uhwkm/kFfcMrNCyxL4PxURoxFxMCI2R8QXSTp0Nqz+S/or1h0dOnDIVT1mVmhZAv9ZZbY1dG3/dFU7+3a5qsfMiqti4Jf03yQNAaemM3bHfu4HGjpXMm3VjnC6x8wKa6oz/q8Da0i6c64p+Tk9Ii6swdhmbNqqHU/iMrMCq9iyISL2AfvSKp7HIuIJAEnHSHp5RNxeq0HOhNpFHKpcz7/vgX0MbRmi/5J+9j2wj65ud+00s2LIkuO/CihddevJdFvD6r+kf8qgD9B5fCdb+7Ym+f5I8v5b+7Y6BWRmLS9L4FdEjEfRiBglW3O3upnu4m5bR/Jrjzw9MmH7yNMjTgGZWcvLEvjvk/RBSR3pz8XAfVleXNKxkm6Q9EtJ90h6paRLJe2WdGf6c/bsfoUjTXdx96hjjirbrx/cx8fMWl+WwP9e4D8Cu4EHgZcDfRlf/0rg1og4FVgB3JNuvyIiVqY/N1c55mktO3vZlI/vf3R/xQle7uNjZq1u2pRNROwFzq/2hSV1Aa8G3pW+zgHgwNhi7XnacfOOqcdW6cKv3MfHzFpflrbML5TUL+nu9P5LJH0yw2ufDAwD10j6maQvS1qYPvb+dE7A1ZKOq/C+fZIGJA0MDw9n/X2AqSdodSzoqHzhN3BVj5m1vCypni8BHwdGACLiLrJ9A5gHnAZcFREvJWns9jGSiqAXACuBPcAXyj05IjZFRG9E9C5evDjD22WzZtMaupaWT+d0Luqcs/cxM2tUWQL/goj4yaRtU690kngQeLCk3v8G4LSIeDgiDqXVQV8Czsg+3Nn79ju+zYEnD9A278hf/ZnHn3E5p5m1vCyB/xFJLyBteybpXJIz9SlFxEPAbyWdkm5aBfxC0pKS3d4C3F3dkGcpkou7owdHj3hodGTU5Zxm1vKy1OP/KbCJpGfPbpIlGLO2bPgASQ//+SQloO8GvihpJckHyU7gomoHPZ2OhR2MPDUy/Y5luJzTzFpdlqqe+4DXpxdm28ZaN2QREXdy5Gpd76huiNVb8c4VDFw1MKPnupzTzFpdlqqeRZK+CPwL8E+SrpS0KP+hzdx05ZzjJlWWdizocDmnmbW8LDn+b5CUZb4VODe9fV2eg5qtLOmajgUd9L63N6nwEXQt7WLNpjUu5zSzlpclx78kIj5Tcv8vJb0trwHNha7urrK1/GoXMRruxGlmhZYl8H9P0vnA9en9c4H/nd+QZm/VhlVs7ds6oQlbx4KOsmf0bs1sZkWjksab5XeQngAWAofSTe0kk7EAIiKOyW94id7e3hgYqO5i7eSAvuzsZey4eceEAA9k/oAwM2s2kgYjYnKBzfSBvxHMJPCXGtoyxHfe/R1GRw7X7rd1tFXs0tm1tIv1O9fP+P3MzBpBpcA/bapH0nsi4isl99uBT0bEZXM8xjk3ftZfJt8/OjJa+NbMTnOZFVOWqp5Vkm6WtETSi4EfA0fnPK5ZG9oydHiFrSoVoZZ/wvHxCmRmhTJt4I+I/wJsBoaAbcD6iPhw3gObrf5L+o9YYaucjgUdR9wvQi1/uePjFcjMiiHLBK5lwMXAt4BdwDskLch7YLOVJV3TuaiTFetWoPZkJpfaxYp1KwqR7qh0fIqS5jIrsiypnq3ApyLiIuCPgB3AT3Md1RyYLl3TPr+dF533IrZv3j7enz8OBds3by9EuqPS8SlCmsus6LIE/jMi4vuQ1G5GxBdIumo2tKnSNWoT51x9Djtu3lHYdMeqDasKm+YyK7osgb9T0lck3Qog6Q+B/5TvsGZvqnRNjAbLL1xe6HTH8guXH16Uxi0rzAoly8zdrwLXAJek939F0qvnK5We0CwqtXYoSrpj+YXLHejNCijLGf8JEXE9MAoQEQc5PIu3oVVaSnFsezXpjqEtQ2zs2chlbZexsWdjxesAWfczM6uXLIH/qbQN89gKXK8AmiIXsvrK1bR1TPwV2zraWH3laiA5481S1ZO15t218WbWDLIE/g8B3wVeIOn/AF8jWVmr4S2/cDlrr1k7IY+99pq144F9aMtQpqqerDXvro2vP3/jMptelhW47pD0R8ApJEuX3BsRM1vXsA6mymNPFahLn5P1InCRLxY3grFvXGP/Tce+ccHUF/vNiibLGT8RcTAifh4Rd1cT9CUdK+kGSb+UdI+kV0o6XtJtknak/x438+HPTtZAnbXm3bXx9eVvXGbZZAr8s3AlcGtEnAqsAO4BPgb0R8QyoD+9XxdZA3Wli8DLzl42Ia2w7Oxlro2vI3/jMssmt8AvqQt4NWnZZ0QciIjfA+eQ9P4h/XdtXmOYTtaqnnI17yvWrWD75u0TLuRu37ydFetWuDa+TvyNyyybLG2ZBVwIPD8iLpfUDfy7iPjJNE89mWR93mskrQAGSXr+nBgRe9J9HgJOnPHoZ2ksIGdpTTx538FNg+MXhceMPD3Cjpt3uJd/nVRaec3fuMwmyjKB6+9IavhfB1wOPEHSsO1lGV77NOADEXG7pCuZlNaJiJBUdiUYSX1AH0B3d3eGYc5M1klMky8cTg76Y7KmFdwLf+5V80FuVmRZAv/LI+I0ST8DiIjfSZqf4XkPAg9GxO3p/RtIAv/DkpZExB5JS4C95Z4cEZuATZCswJXh/XKVtc1zlrSCq0/y49nIZtPLEvhH0lW3xiZwLSadxTuViHhI0m8lnRIR9wKrgF+kP+uAz6b/3jTTwddSljP59vntmdIKlapPbrn4Fp+tmlnusgT+LwI3As+RtAE4F/hkxtf/ALAl/YZwH/BukgvK10t6D0l///OqHnUdVOrrU2r+0fMzBepKHyL7H90/vhykvwWYWV4qVvVIOhkgIrYAHwH+CtgDrI2Ib2Z58Yi4MyJ6I+IlEbE2In4XEY9GxKqIWBYRr4+Ix+biF8lbuQqgyfY/Vn4N38myVpm4Bt3M8jBVOecNAJL6I+KXEfE/IuJvI+KeGo2toUwo6awga0DP8iEyxjXoZjbXpkr1tEn6BPBCSR+a/GBE/E1+w5q9PKpmxi4cTr44C9WVDZarPjnw5IHxNE8p16Cb2VybKvCfTzK5ah5wdG2GMzfyrpqZi7LBydUns/0wMTPLShFTV0pKWh0Rt9RoPGX19vbGwMBA5v039mwsv8DK0q6Gnlzl2n4zm0uSBiOid/L2imf8kt4eEf8A/KGk/zD58UZO9TRrzxbXoJtZLUyV6lmY/vvsMo/VfULVVGa7pGK5M28o1oxQf/uoHR9rq7VpUz1lnyStj4iNOYynrGpTPZXy5VkappV7bltHG5I4dODwipNZX68Zzeb4WXV8rC1PlVI9M+3OeUSVTyMp100z6x9SuVm1oyOjE4I+tHaNvfva146PtdVDlpm75WhOR5GDapqvlX7Nnm52bqlGv2YwU816jaQZ+VhbPcz0jL+hc/xZlVscvZqPtFatsXdf+9rxsbZ6mKplwxOSHi/z8wTw3BqOMTdlO24GRwT/to422ue3T9hWTY19sy0AnnWBGps9H2urh4qpnohoqklbM1Hx63Qk1wXmoqqnGVswu6997fhYWz3MqKqn1qqt6smqFhO9mnUymZk1v6oncBVBNUv1zbTWuhEu3rlOfO75mFozK3Tgz/o1ezbpmtlOJputZkw1NTofU2t2hU71TGXb+7aVXVC9VJZ0Tb0n6FRKNUEyfp+pVs/pO2sWTvVUYdv7tjFw1fQfNKXpmkpf/et98W6qlJLPVGemEdJ3ZrPhwF/G4KbBTPuNpWum++qfZTJZ6QdH5/GdQLKi12w/KKablDY2S9SBP7t6p+/MZmumE7ha2lTpnTGlF4FnO+1+8kSy8bV34/CHyExr/7Os9uUz1eq49t6aXa6BX9JOSUOS7pQ0kG67VNLudNudks7OcwwzofYppu+W6f0z26/+ZSeSlZhN75a5XDLSErPpBWXWCGqR6nltRDwyadsVEfH5Grz3jPS8pof7++8/YvvJq07mnd9/5xHbZ/vVP8sHxGzOyudqyUg7zGsnWDNzqqeMx379WFXbZ/vVP8sHxFyclftM1cwg/zP+AL4nKYD/GRGb0u3vl/ROYAD484j43eQnSuoD+gC6u7tzHuZE1aZuZlu5U24iWam5PCv3maqZ5VrHL+l5EbFb0nOA24APAPcCj5B8KHwGWBIRfzLV69S6jr8eddp5VfWYWXHVpY4/Inan/+6VdCNwRkT8qGRQXwL+Mc8xzEQ1rRzmykzOxN02wMxmIrfAL2kh0BYRT6S33wBcLmlJROxJd3sLcHdeY5ipuZp0lWdgbtW2Af4wM8tfbqkeSc8HbkzvzgO+HhEbJP0vYCVJqmcncFHJB0FZ9WjZMFt5t2poxbYB9W5vYdZqap7qiYj7gBVltr8jr/dsJFNN6pqLINYKbQMmn90fePJArsfMzBKFbNlQi3RC3oG52dsGlEtVVdJMH2ZmzaBwdfzl1tmdTUuESvJeS7XZ2wZMN1u5VLN8mJk1i8IF/tn21ckq78Dc7JOxsp7FN9OHmVmzKFyqp1a58Vq0Y27myViVUlWdizqZ/+z5ruoxy1HhAn8tc+PNHJjzVmmuxOorV/uYmeWscKmeZs+Nt4pmT1WZNbPCnfHXe0UsO8zfiMzqo3CBHxxwzKzYCpfqMTMrOgd+M7OCKWSqpxG5OZmZ1YoDfwNo1U6bZjZzeZ4MOtXTAGo1m9jMmkPerWUc+BtAK3TaNLO5k/fJoAN/A8i7oZuZNZe8TwYd+BuAZxNbMxnaMsTGno1c1nYZG3s2znlnW8v/ZNAXd+tg8kWbZWcvY17nvPGvdp2LOt2zxhqSCxFqI+91v33GX2PlLtoMXDXA/kf3j+9zcP/BOo7QrDIXItRG3r2scj3jl7QTeAI4BByMiF5JxwPXAT0ka+6eFxG/y3McjSTLAiRebrB5FG3+hQsRaifP1jK1OON/bUSsLFnw92NAf0QsA/rT+4WR9Q/Ef0iNr1aruTUSFyK0hnqkes4BNqe3NwNr6zCGusn6B+I/pMZXxLSHCxFaQ96BP4DvSRqU1JduOzEi9qS3HwJOLPdESX2SBiQNDA8P5zzM2in3hzOZ/5CaQxHTHl5HoTXkXdXzqojYLek5wG2Sfln6YESEpCj3xIjYBGwC6O3tLbtPMyq3HsCys5ex4+YdhckTt4parubWSNzWvPnlGvgjYnf6715JNwJnAA9LWhIReyQtAfbmOYa5NFcX8vyH0xryLrkzy0tuqR5JCyUdPXYbeANwN/BdYF262zrgprzGMJeKeCHPplaktIcnbbUWReSTRZH0fODG9O484OsRsUHSIuB6oBvYRVLO+dhUr9Xb2xsDAwO5jDOrjT0by3+tX9rF+p3r6zAis9qYPGkLkm82rfoh10okDZZUVI7LLdUTEfcBK8psfxRouu/CRbyQB8WrU7cjTVW95P8XmpNn7mZUxPplp7cMinvS08oc+DMqYv1yEevU7UhFPOlpdQ78GRXpQt4Yn+kZFPOkp9W5O2cVilaGWdQ6dZuo3NwTX+tpbg78VpHr1G1M0U56Wp0Dv1XkMz2z1uTAb1PymZ5Z6/HFXTOzgnHgNzMrGAd+M7OCceA3MysYB34zs4JxVU8JNyQzsyJw4E9Nbj071pAMcPA3s5biVE/KDcnMrCgc+FNuSGZmReHAn3LrWTMrCgf+lFvPmllR5B74JbVL+pmkf0zvf1XS/ZLuTH9W5j2GLIrYb9/MiqkWVT0XA/cAx5Rs+4uIuKEG710VNyQzsyLI9Yxf0knAm4Av5/k+ZmaWXd6pno3AR4DRSds3SLpL0hWSjir3REl9kgYkDQwPD+c8TDOz4sgt8Ev6Y2BvRAxOeujjwKnAy4DjgY+We35EbIqI3ojoXbx4cV7DNDMrnDzP+M8E3ixpJ/AN4HWS/iEi9kTiGeAa4Iwcx2BmZpPkFvgj4uMRcVJE9ADnAz+IiLdLWgIgScBa4O68xmBmZkeqR6+eLZIWAwLuBN473RMGBwcfkbRrBu91AvDIDJ7XCJp17B537TXr2D3u/C0tt1ERUeuB1IykgYjorfc4ZqJZx+5x116zjt3jrh/P3DUzKxgHfjOzgmn1wL+p3gOYhWYdu8dde806do+7Tlo6x29mZkdq9TN+MzObxIHfzKxgWjbwS3qjpHsl/VrSx+o9nqwk7ZQ0lLasHqj3eKYi6WpJeyXdXbLteEm3SdqR/ntcPcdYToVxXyppd0m78LPrOcZyJP2BpB9K+oWkn0u6ON3e0Md8inE3wzF/lqSfSNqejv2ydPvJkm5P48t1kubXe6zVaMkcv6R24FfAWcCDwE+BCyLiF3UdWAZpi4veiGj4CSKSXg08CXwtIl6cbvsc8FhEfDb9wD0uIsr2Y6qXCuO+FHgyIj5fz7FNJZ31viQi7pB0NDBIMvv9XTTwMZ9i3OfR+MdcwMKIeFJSB/CvJK3mPwR8OyK+Ienvge0RcVU9x1qNVj3jPwP4dUTcFxEHSHoFnVPnMbWciPgR8NikzecAm9Pbm0n+wBtKhXE3vLTP1R3p7SdI1rl4Hg1+zKcYd8NL+4o9md7tSH8CeB0wtqZIwx3z6bRq4H8e8NuS+w/SJP+jkfxP9T1Jg5L66j2YGTgxIvaktx8CTqznYKr0/rRd+NWNli6ZTFIP8FLgdpromE8aNzTBMU9XEbwT2AvcBvwG+H1EHEx3aab4ArRu4G9mr4qI04DVwJ+maYmmFEkesVlyiVcBLwBWAnuAL9R3OJVJejbwLWB9RDxe+lgjH/My426KYx4RhyJiJXASSTbh1DoPadZaNfDvBv6g5P5J6baGFxG703/3AjfSfG2rHy7pwLqE5Cyp4UXEw+kf+CjwJRr0uKd55m8BWyLi2+nmhj/m5cbdLMd8TET8Hvgh8ErgWEljTS6bJr6MadXA/1NgWXrlfT5JW+jv1nlM05K0ML34haSFwBtovrbV3wXWpbfXATfVcSyZjQXO1FtowOOeXmj8CnBPRPxNyUMNfcwrjbtJjvliScemtztJCkbuIfkAODfdreGO+XRasqoHIC0N2wi0A1dHxIY6D2lakp5PcpYPScvsrzfyuCVdC7yGpE3tw8Cnge8A1wPdwC7gvIhoqAupFcb9GpKUQwA7gYtK8uYNQdKrgH8Bhji8nOknSPLlDXvMpxj3BTT+MX8JycXbdpIT5esj4vL0b/UbJKsI/gx4e7q4VFNo2cBvZmbltWqqx8zMKnDgNzMrGAd+M7OCceA3MysYB34zs4Jx4LfCkPTkpPvvkvS36e1LJX1Y0rq03LN0vxMkDUs6Kr1/vqRLSh7/jqQfT3rOpZI+nN7+qqT70w6Pv5L0NUknlez7J0o6st4l6W5J7itluXLgN5voRuAsSQtKtp0LbC2p014N3AqQTu45HehKa7sr+YuIWAGcQlL3/QNJ89MPgEtIWnW8BHgFcNec/kZmkzjwm5VIe8j8M7CmZPP5wLUwPgt1JXBH+th/BraSTOY5P8PrR0RcQdJMbTXwHOAJkjbRRMSTEXH/nPwyZhU48FuRdJYs+nEncHmF/a4lDeKSngu8EPhB+thLSXqvj818vCDd/9r0dlZ3kDT72k4ye/h+SddIWjP108xmz4HfimR/RKwc+wE+VWG/bcCZko4hWSzkWxFxKH3sjcAtAJJOBJYB/xoRvwJGJL0441gESefH9DXPJVk86Ip0URiz3Djwm00SEftJcvhvoSTNk3oD8L309nnAcSRn6zuBHrKf9b+UpNnXWPrnJxHxV+n7vXWWv4LZlBz4zcq7lmR5vROBfwOQ1AXMi4hH030uAN4YET0R0UNykXfKPL8SH+DPBT0AAACOSURBVASWALdKeq6k00p2WUnSaM0sNw78ZuXdBjwXuK4kn38W8H0YX0lqKTBexplelN0n6eVlXu+vJW0nSee8DHhtuixoB/B5Sb9Mrzu8jWRNV7PcuDunWUaSvgx8OSJ+PO3OZg3Mgd/MrGCc6jEzKxgHfjOzgnHgNzMrGAd+M7OCceA3MysYB34zs4L5/wn78qG9uwvxAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"2jAA686u_Nb6","colab_type":"code","outputId":"d59375c8-18c7-425c-e9e9-9ad7f98ff7ae","executionInfo":{"status":"ok","timestamp":1590657463784,"user_tz":-330,"elapsed":1857,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data.GDP, life_data['Life expectancy '],color='purple')\n","plt.xlabel('GDP')\n","plt.ylabel('Life expectancy')\n"],"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":16},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"mKgBZGBm_Ya8","colab_type":"code","outputId":"3ddeec67-1231-4e02-f93d-c30584d9ab0d","executionInfo":{"status":"ok","timestamp":1590657466423,"user_tz":-330,"elapsed":1841,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data[' BMI '], life_data['Life expectancy '],color='purple')\n","plt.xlabel('BMI')\n","plt.ylabel('Life expectancy')\n"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":17},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"u9rEbV4r_eCb","colab_type":"code","outputId":"c0c85c75-4c67-43ca-a085-ddcfadb8e1ed","executionInfo":{"status":"ok","timestamp":1590657469024,"user_tz":-330,"elapsed":1726,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data['under-five deaths '], life_data['Life expectancy '],color='purple')\n","plt.xlabel('under-five deaths')\n","plt.ylabel('Life expectancy')\n"],"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":18},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"MiTfBtpd_iUq","colab_type":"code","outputId":"2f696213-5e20-4c06-d264-1df8a7dc2744","executionInfo":{"status":"ok","timestamp":1590657473566,"user_tz":-330,"elapsed":1085,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data['Alcohol'], life_data['Life expectancy '],color='purple')\n","plt.xlabel('Alcohol')\n","plt.ylabel('Life expectancy')\n"],"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":19},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"J-Iqvhza_n0I","colab_type":"code","outputId":"3eeda020-18fe-46d4-ef0d-b3856f7e32ad","executionInfo":{"status":"ok","timestamp":1590657475484,"user_tz":-330,"elapsed":990,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data['Adult Mortality'], life_data['Life expectancy '],color='purple')\n","plt.xlabel('Adult Mortality')\n","plt.ylabel('Life expectancy')\n"],"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":20},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"iPH9fvSW_uKm","colab_type":"code","outputId":"f14bd964-02ec-4be7-cbdb-15a90a01c2b0","executionInfo":{"status":"ok","timestamp":1590657477505,"user_tz":-330,"elapsed":1380,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data['Schooling'], life_data['Life expectancy '],color='purple')\n","plt.xlabel('Schooling')\n","plt.ylabel('Life expectancy')\n"],"execution_count":21,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":21},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"uYClQP6i_ys1","colab_type":"code","outputId":"3473d29c-e110-41b5-94c0-56d2a2b79a42","executionInfo":{"status":"ok","timestamp":1590657478985,"user_tz":-330,"elapsed":1164,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["plt.scatter(life_data['percentage expenditure'], life_data['Life expectancy '],color='purple')\n","plt.xlabel('Percentage Healhcare expenditure')\n","plt.ylabel('Life expectancy')\n"],"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Life expectancy')"]},"metadata":{"tags":[]},"execution_count":22},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"BZGLFKcjBMwT","colab_type":"code","colab":{}},"source":["life_labels = life_data['Life expectancy ']\n","life_features = life_data.drop('Life expectancy ', axis = 1)\n","X=life_features"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"gfAYo2QxL0IU","colab_type":"text"},"source":["## **DATA-PREPROCESSING**"]},{"cell_type":"code","metadata":{"id":"J5U5Xy3HGe-1","colab_type":"code","outputId":"68450d49-030f-4fbc-8469-25e450b380df","executionInfo":{"status":"ok","timestamp":1590657485662,"user_tz":-330,"elapsed":1399,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":437}},"source":["sns.heatmap(life_data.isnull(),yticklabels=False,cbar=False,cmap='viridis')"],"execution_count":24,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"M0Hlm_w3BTqS","colab_type":"code","outputId":"99d192ae-1c30-433a-c010-e4efbdffc43b","executionInfo":{"status":"ok","timestamp":1590657486903,"user_tz":-330,"elapsed":666,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":314}},"source":["life_features.isnull().head()\n"],"execution_count":25,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Adult Mortality</th>\n","      <th>infant deaths</th>\n","      <th>Alcohol</th>\n","      <th>percentage expenditure</th>\n","      <th>Hepatitis B</th>\n","      <th>Measles</th>\n","      <th>BMI</th>\n","      <th>under-five deaths</th>\n","      <th>Polio</th>\n","      <th>Total expenditure</th>\n","      <th>Diphtheria</th>\n","      <th>HIV/AIDS</th>\n","      <th>GDP</th>\n","      <th>Population</th>\n","      <th>thinness  1-19 years</th>\n","      <th>thinness 5-9 years</th>\n","      <th>Income composition of resources</th>\n","      <th>Schooling</th>\n","      <th>Developed</th>\n","      <th>Developing</th>\n","    </tr>\n","    <tr>\n","      <th>Country</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Afghanistan</th>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>Albania</th>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>Algeria</th>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>Angola</th>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>Antigua and Barbuda</th>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                     Adult Mortality  infant deaths  ...  Developed  Developing\n","Country                                              ...                       \n","Afghanistan                    False          False  ...      False       False\n","Albania                        False          False  ...      False       False\n","Algeria                        False          False  ...      False       False\n","Angola                         False          False  ...      False       False\n","Antigua and Barbuda            False          False  ...      False       False\n","\n","[5 rows x 20 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"id":"BRxQSq4DBYEK","colab_type":"code","outputId":"2b10a37f-db27-4eaa-c5da-954272d89ec2","executionInfo":{"status":"ok","timestamp":1590657488262,"user_tz":-330,"elapsed":762,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":390}},"source":["life_features.isnull().sum()\n"],"execution_count":26,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Adult Mortality                    10\n","infant deaths                       0\n","Alcohol                             2\n","percentage expenditure              0\n","Hepatitis B                         9\n","Measles                             0\n"," BMI                                4\n","under-five deaths                   0\n","Polio                               0\n","Total expenditure                   2\n","Diphtheria                          0\n"," HIV/AIDS                           0\n","GDP                                30\n","Population                         48\n"," thinness  1-19 years               4\n"," thinness 5-9 years                 4\n","Income composition of resources    17\n","Schooling                          13\n","Developed                           0\n","Developing                          0\n","dtype: int64"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"code","metadata":{"id":"bU66A-FJBZmK","colab_type":"code","outputId":"5979f0f6-6139-4c60-ce3e-9cd97983c6fa","executionInfo":{"status":"ok","timestamp":1590657489635,"user_tz":-330,"elapsed":675,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["life_labels.isnull().sum()\n"],"execution_count":27,"outputs":[{"output_type":"execute_result","data":{"text/plain":["10"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"id":"WS80SIV-BbTG","colab_type":"code","outputId":"e422dd73-a2cd-4053-944f-9f4ce66ca525","executionInfo":{"status":"ok","timestamp":1590657491181,"user_tz":-330,"elapsed":1070,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":556}},"source":["life_features.fillna(value = life_features.mean(), inplace = True)\n","life_features\n"],"execution_count":28,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Adult Mortality</th>\n","      <th>infant deaths</th>\n","      <th>Alcohol</th>\n","      <th>percentage expenditure</th>\n","      <th>Hepatitis B</th>\n","      <th>Measles</th>\n","      <th>BMI</th>\n","      <th>under-five deaths</th>\n","      <th>Polio</th>\n","      <th>Total expenditure</th>\n","      <th>Diphtheria</th>\n","      <th>HIV/AIDS</th>\n","      <th>GDP</th>\n","      <th>Population</th>\n","      <th>thinness  1-19 years</th>\n","      <th>thinness 5-9 years</th>\n","      <th>Income composition of resources</th>\n","      <th>Schooling</th>\n","      <th>Developed</th>\n","      <th>Developing</th>\n","    </tr>\n","    <tr>\n","      <th>Country</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Afghanistan</th>\n","      <td>269.0625</td>\n","      <td>78.2500</td>\n","      <td>0.014375</td>\n","      <td>34.960110</td>\n","      <td>64.562500</td>\n","      <td>2362.2500</td>\n","      <td>15.51875</td>\n","      <td>107.5625</td>\n","      <td>48.3750</td>\n","      <td>8.252500</td>\n","      <td>52.3125</td>\n","      <td>0.10000</td>\n","      <td>340.015425</td>\n","      <td>9.972260e+06</td>\n","      <td>16.58125</td>\n","      <td>15.58125</td>\n","      <td>0.415375</td>\n","      <td>8.21250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Albania</th>\n","      <td>45.0625</td>\n","      <td>0.6875</td>\n","      <td>4.848750</td>\n","      <td>193.259091</td>\n","      <td>98.000000</td>\n","      <td>53.3750</td>\n","      <td>49.06875</td>\n","      <td>0.9375</td>\n","      <td>98.1250</td>\n","      <td>5.945625</td>\n","      <td>98.0625</td>\n","      <td>0.10000</td>\n","      <td>2119.726679</td>\n","      <td>6.969116e+05</td>\n","      <td>1.61875</td>\n","      <td>1.70000</td>\n","      <td>0.709875</td>\n","      <td>12.13750</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Algeria</th>\n","      <td>108.1875</td>\n","      <td>20.3125</td>\n","      <td>0.406667</td>\n","      <td>236.185241</td>\n","      <td>78.000000</td>\n","      <td>1943.8750</td>\n","      <td>48.74375</td>\n","      <td>23.5000</td>\n","      <td>91.7500</td>\n","      <td>4.604000</td>\n","      <td>91.8750</td>\n","      <td>0.10000</td>\n","      <td>2847.853392</td>\n","      <td>2.164983e+07</td>\n","      <td>6.09375</td>\n","      <td>5.97500</td>\n","      <td>0.694875</td>\n","      <td>12.71250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Angola</th>\n","      <td>328.5625</td>\n","      <td>83.7500</td>\n","      <td>5.740667</td>\n","      <td>102.100268</td>\n","      <td>70.222222</td>\n","      <td>3561.3125</td>\n","      <td>18.01875</td>\n","      <td>132.6250</td>\n","      <td>46.1250</td>\n","      <td>3.919333</td>\n","      <td>47.6875</td>\n","      <td>2.36875</td>\n","      <td>1975.143045</td>\n","      <td>1.014710e+07</td>\n","      <td>6.19375</td>\n","      <td>6.66875</td>\n","      <td>0.458375</td>\n","      <td>8.04375</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Antigua and Barbuda</th>\n","      <td>127.5000</td>\n","      <td>0.0000</td>\n","      <td>7.949333</td>\n","      <td>1001.585226</td>\n","      <td>98.266667</td>\n","      <td>0.0000</td>\n","      <td>38.42500</td>\n","      <td>0.0000</td>\n","      <td>96.9375</td>\n","      <td>4.791333</td>\n","      <td>98.3125</td>\n","      <td>0.12500</td>\n","      <td>9759.305728</td>\n","      <td>1.257006e+07</td>\n","      <td>3.42500</td>\n","      <td>3.37500</td>\n","      <td>0.488625</td>\n","      <td>8.84375</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>Venezuela (Bolivarian Republic of)</th>\n","      <td>163.0000</td>\n","      <td>9.3750</td>\n","      <td>7.420000</td>\n","      <td>0.000000</td>\n","      <td>66.250000</td>\n","      <td>165.0000</td>\n","      <td>54.48750</td>\n","      <td>10.7500</td>\n","      <td>74.6875</td>\n","      <td>4.998667</td>\n","      <td>68.5000</td>\n","      <td>0.10000</td>\n","      <td>7223.452050</td>\n","      <td>1.257006e+07</td>\n","      <td>1.65000</td>\n","      <td>1.56250</td>\n","      <td>0.726812</td>\n","      <td>12.78750</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Viet Nam</th>\n","      <td>126.5625</td>\n","      <td>29.1875</td>\n","      <td>3.087333</td>\n","      <td>0.000000</td>\n","      <td>87.538462</td>\n","      <td>4232.9375</td>\n","      <td>11.18750</td>\n","      <td>36.5000</td>\n","      <td>94.9375</td>\n","      <td>5.977333</td>\n","      <td>91.7500</td>\n","      <td>0.14375</td>\n","      <td>7223.452050</td>\n","      <td>1.257006e+07</td>\n","      <td>14.92500</td>\n","      <td>15.62500</td>\n","      <td>0.627063</td>\n","      <td>11.51250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Yemen</th>\n","      <td>211.8125</td>\n","      <td>39.3750</td>\n","      <td>0.047333</td>\n","      <td>0.000000</td>\n","      <td>55.687500</td>\n","      <td>2761.1875</td>\n","      <td>33.48750</td>\n","      <td>51.6250</td>\n","      <td>67.1250</td>\n","      <td>5.005333</td>\n","      <td>72.6250</td>\n","      <td>0.10000</td>\n","      <td>7223.452050</td>\n","      <td>1.257006e+07</td>\n","      <td>13.83125</td>\n","      <td>13.75000</td>\n","      <td>0.475500</td>\n","      <td>8.50625</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Zambia</th>\n","      <td>354.3125</td>\n","      <td>33.4375</td>\n","      <td>2.239333</td>\n","      <td>89.650407</td>\n","      <td>69.818182</td>\n","      <td>6563.8125</td>\n","      <td>17.45000</td>\n","      <td>52.3750</td>\n","      <td>64.3750</td>\n","      <td>5.824000</td>\n","      <td>74.2500</td>\n","      <td>11.93125</td>\n","      <td>811.811841</td>\n","      <td>6.260246e+06</td>\n","      <td>6.88125</td>\n","      <td>6.76250</td>\n","      <td>0.498437</td>\n","      <td>11.21250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Zimbabwe</th>\n","      <td>462.3750</td>\n","      <td>26.5625</td>\n","      <td>4.482000</td>\n","      <td>20.364271</td>\n","      <td>70.562500</td>\n","      <td>923.0000</td>\n","      <td>25.13750</td>\n","      <td>40.8125</td>\n","      <td>75.6250</td>\n","      <td>6.158667</td>\n","      <td>75.1875</td>\n","      <td>23.26250</td>\n","      <td>410.980194</td>\n","      <td>8.021343e+06</td>\n","      <td>7.01250</td>\n","      <td>6.98750</td>\n","      <td>0.439125</td>\n","      <td>9.82500</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>193 rows × 20 columns</p>\n","</div>"],"text/plain":["                                    Adult Mortality  ...  Developing\n","Country                                              ...            \n","Afghanistan                                269.0625  ...           1\n","Albania                                     45.0625  ...           1\n","Algeria                                    108.1875  ...           1\n","Angola                                     328.5625  ...           1\n","Antigua and Barbuda                        127.5000  ...           1\n","...                                             ...  ...         ...\n","Venezuela (Bolivarian Republic of)         163.0000  ...           1\n","Viet Nam                                   126.5625  ...           1\n","Yemen                                      211.8125  ...           1\n","Zambia                                     354.3125  ...           1\n","Zimbabwe                                   462.3750  ...           1\n","\n","[193 rows x 20 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"code","metadata":{"id":"f6lUlXp8BcwH","colab_type":"code","colab":{}},"source":["life_labels.fillna(value = life_labels.mean(), inplace = True)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"BMuztT9ZBork","colab_type":"code","outputId":"4a2560d5-c52b-4749-dd0c-d926b0b84b34","executionInfo":{"status":"ok","timestamp":1590657493914,"user_tz":-330,"elapsed":771,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":463}},"source":["stats.describe(life_features[1:])\n"],"execution_count":30,"outputs":[{"output_type":"execute_result","data":{"text/plain":["DescribeResult(nobs=192, minmax=(array([1.87500000e+01, 0.00000000e+00, 1.00000000e-02, 0.00000000e+00,\n","       8.00000000e+00, 0.00000000e+00, 5.20000000e+00, 0.00000000e+00,\n","       9.00000000e+00, 1.64666667e+00, 9.00000000e+00, 1.00000000e-01,\n","       1.36183210e+02, 2.92000000e+02, 1.00000000e-01, 1.00000000e-01,\n","       1.31687500e-01, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00]), array([5.50062500e+02, 1.36668750e+03, 1.34973333e+01, 9.80181038e+03,\n","       9.90000000e+01, 6.58579375e+04, 8.73000000e+01, 1.81250000e+03,\n","       9.90000000e+01, 1.72400000e+01, 9.90000000e+01, 3.29437500e+01,\n","       5.73628746e+04, 4.21467691e+08, 2.71000000e+01, 2.79437500e+01,\n","       9.31437500e-01, 2.00375000e+01, 1.00000000e+00, 1.00000000e+00])), mean=array([1.64253396e+02, 2.85745443e+01, 4.46296480e+00, 7.12321318e+02,\n","       7.85909681e+01, 2.30174674e+03, 3.96797168e+01, 3.96419271e+01,\n","       8.26078218e+01, 6.01668050e+00, 8.23842541e+01, 1.67047526e+00,\n","       7.25930328e+03, 1.25835883e+07, 4.62089964e+00, 4.65416339e+00,\n","       6.30617733e-01, 1.19132722e+01, 1.66666667e-01, 8.33333333e-01]), variance=array([8.75843142e+03, 1.28540496e+04, 1.48700520e+01, 2.10950227e+06,\n","       3.38370018e+02, 6.25178778e+07, 3.01949462e+02, 2.36800172e+04,\n","       2.74638648e+02, 4.83699092e+00, 2.92218598e+02, 1.89712358e+01,\n","       9.65744006e+07, 1.09787565e+15, 1.57725109e+01, 1.65888768e+01,\n","       3.03882176e-02, 1.03601660e+01, 1.39616056e-01, 1.39616056e-01]), skewness=array([ 1.19225145,  9.3630654 ,  0.5920435 ,  3.27460365, -1.36320782,\n","        6.05254594,  0.09453142,  9.01254987, -1.3261097 ,  1.66458352,\n","       -1.43066862,  4.23443451,  2.46889639, 10.16055662,  1.72955815,\n","        1.8023565 , -0.48106083, -0.71599891,  1.78885438, -1.78885438]), kurtosis=array([  1.604733  , 101.90959278,  -0.86402143,  12.36028988,\n","         2.20027664,  38.55513895,  -0.66005587,  94.30411285,\n","         1.85630801,   6.59116886,   2.06805175,  20.55716829,\n","         6.62435538, 119.83739182,   5.27091348,   5.62745981,\n","        -0.34978933,   1.50234464,   1.2       ,   1.2       ]))"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"code","metadata":{"id":"STq3ZY-UBpJ6","colab_type":"code","colab":{}},"source":["min_max_scaler = MinMaxScaler()\n","life_features = min_max_scaler.fit_transform(life_features)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"TvEdsaNbBrxy","colab_type":"code","outputId":"7d14c12f-82b6-4a09-b181-1521f922c525","executionInfo":{"status":"ok","timestamp":1590657497395,"user_tz":-330,"elapsed":717,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":247}},"source":["life_features\n"],"execution_count":32,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[4.71121045e-01, 5.72552248e-02, 3.24378429e-04, ...,\n","        4.09856519e-01, 0.00000000e+00, 1.00000000e+00],\n","       [4.95235855e-02, 5.03041112e-04, 3.58762543e-01, ...,\n","        6.05739239e-01, 0.00000000e+00, 1.00000000e+00],\n","       [1.68333137e-01, 1.48625783e-02, 2.94103109e-02, ...,\n","        6.34435434e-01, 0.00000000e+00, 1.00000000e+00],\n","       ...,\n","       [3.63369015e-01, 2.88105364e-02, 2.76802926e-03, ...,\n","        4.24516532e-01, 0.00000000e+00, 1.00000000e+00],\n","       [6.31572756e-01, 2.44660905e-02, 1.65290890e-01, ...,\n","        5.59575795e-01, 0.00000000e+00, 1.00000000e+00],\n","       [8.34960593e-01, 1.94356793e-02, 3.31570362e-01, ...,\n","        4.90330630e-01, 0.00000000e+00, 1.00000000e+00]])"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"code","metadata":{"id":"y7iEd3-QBuDS","colab_type":"code","colab":{}},"source":["life_features_train, life_features_test, life_labels_train, life_labels_test = train_test_split(life_features, life_labels, train_size = 0.7, test_size = 0.3)\n","\n"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"LL8GYn4-S30r","colab_type":"text"},"source":["# **CHECKING FOR ASSUMPTIONS OF LINEAR REGRESSION**\n","\n","\n","## **1. MULTICOLLINEARITY**\n"]},{"cell_type":"code","metadata":{"id":"cGIZZz2oBGoJ","colab_type":"code","outputId":"a1f2b8e3-74de-4e00-ea87-f09de8646af7","executionInfo":{"status":"ok","timestamp":1590657507259,"user_tz":-330,"elapsed":4934,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":767}},"source":["plt.figure(figsize = (14, 10))\n","sns.heatmap(life_data.corr(), annot = True)\n"],"execution_count":34,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f2cc84af898>"]},"metadata":{"tags":[]},"execution_count":34},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1008x720 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"1lvveq3YS2bu","colab_type":"code","outputId":"3099de68-94fe-4d2c-b3cc-92fd2c3c5710","executionInfo":{"status":"ok","timestamp":1590657511614,"user_tz":-330,"elapsed":1893,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":781}},"source":["import statsmodels.api as sma\n","model0 = sma.OLS(life_labels, life_features)\n","results = model0.fit()\n","print(results.summary())"],"execution_count":35,"outputs":[{"output_type":"stream","text":["                            OLS Regression Results                            \n","==============================================================================\n","Dep. Variable:       Life expectancy    R-squared:                       0.928\n","Model:                            OLS   Adj. R-squared:                  0.920\n","Method:                 Least Squares   F-statistic:                     117.6\n","Date:                Thu, 28 May 2020   Prob (F-statistic):           2.52e-88\n","Time:                        09:18:31   Log-Likelihood:                -442.13\n","No. Observations:                 193   AIC:                             924.3\n","Df Residuals:                     173   BIC:                             989.5\n","Df Model:                          19                                         \n","Covariance Type:            nonrobust                                         \n","==============================================================================\n","                 coef    std err          t      P>|t|      [0.025      0.975]\n","------------------------------------------------------------------------------\n","x1           -27.6446      1.994    -13.865      0.000     -31.580     -23.709\n","x2            71.2703     35.033      2.034      0.043       2.123     140.418\n","x3             2.3082      0.968      2.384      0.018       0.397       4.219\n","x4             2.9738      3.481      0.854      0.394      -3.897       9.845\n","x5            -1.8981      1.739     -1.092      0.276      -5.330       1.533\n","x6             0.9135      2.690      0.340      0.735      -4.396       6.223\n","x7             3.1599      1.538      2.055      0.041       0.124       6.196\n","x8           -83.9408     32.262     -2.602      0.010    -147.618     -20.264\n","x9            -1.5244      3.426     -0.445      0.657      -8.286       5.238\n","x10            2.4357      1.615      1.509      0.133      -0.751       5.622\n","x11            8.8239      3.302      2.672      0.008       2.305      15.342\n","x12           -4.7556      2.058     -2.311      0.022      -8.818      -0.693\n","x13            0.5736      3.072      0.187      0.852      -5.490       6.637\n","x14            9.0009      6.743      1.335      0.184      -4.309      22.311\n","x15           -4.0545      7.614     -0.533      0.595     -19.083      10.974\n","x16            5.4848      7.695      0.713      0.477      -9.702      20.672\n","x17            5.7207      1.719      3.328      0.001       2.328       9.113\n","x18            4.7300      2.235      2.116      0.036       0.319       9.141\n","x19           62.8089      1.945     32.289      0.000      58.969      66.648\n","x20           63.0307      1.767     35.677      0.000      59.544      66.518\n","==============================================================================\n","Omnibus:                        3.612   Durbin-Watson:                   2.080\n","Prob(Omnibus):                  0.164   Jarque-Bera (JB):                3.785\n","Skew:                          -0.146   Prob(JB):                        0.151\n","Kurtosis:                       3.621   Cond. No.                         521.\n","==============================================================================\n","\n","Warnings:\n","[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"L1fno5OJKKK6","colab_type":"text"},"source":["## **2. HOMOSCEDASTICITY**"]},{"cell_type":"code","metadata":{"id":"6FOpjez2_u6T","colab_type":"code","outputId":"a0badff3-91a5-4e72-e6a6-5f8e67f244de","executionInfo":{"status":"ok","timestamp":1590657603285,"user_tz":-330,"elapsed":1342,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":87}},"source":["from statsmodels.compat import lzip\n","import statsmodels.formula.api as smf\n","import statsmodels.stats.api as sms\n","name = ['Lagrange multiplier statistic', 'p-value',\n","        'f-value', 'f p-value']\n","test = sms.het_breuschpagan(results.resid, results.model.exog)\n","lzip(name, test)\n"],"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[('Lagrange multiplier statistic', 44.31111514793599),\n"," ('p-value', 0.0008550825632833272),\n"," ('f-value', 2.713480329367959),\n"," ('f p-value', 0.00032654295767255197)]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"7hJVD7xvKmkB","colab_type":"text"},"source":["## **LINEAR REGRESSION**"]},{"cell_type":"code","metadata":{"id":"5rPTyx6mBvvD","colab_type":"code","colab":{}},"source":["linear_model = LinearRegression()\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"tmxiNcTqB4D-","colab_type":"code","outputId":"a22c93c5-781e-42ff-a0bd-5a65f8a34f55","executionInfo":{"status":"ok","timestamp":1590657611619,"user_tz":-330,"elapsed":1347,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["linear_model.fit(life_features_train, life_labels_train)\n"],"execution_count":40,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"code","metadata":{"id":"H4TLSKvDC24_","colab_type":"code","outputId":"035ec411-96ce-4c6d-d721-346a865b4fe7","executionInfo":{"status":"ok","timestamp":1590657613057,"user_tz":-330,"elapsed":796,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":52}},"source":["print('Intercept:')\n","print(linear_model.intercept_)\n"],"execution_count":41,"outputs":[{"output_type":"stream","text":["Intercept:\n","61.93337932955531\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MYz8LrZiB-AX","colab_type":"code","outputId":"72be5ca6-cf4b-4b3f-90b4-251f002af217","executionInfo":{"status":"ok","timestamp":1590657614875,"user_tz":-330,"elapsed":831,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":105}},"source":["print('Coefficients: \\n', linear_model.coef_)\n"],"execution_count":42,"outputs":[{"output_type":"stream","text":["Coefficients: \n"," [ -29.12376747   93.43716358    2.61317249   -0.7621627    -2.86622554\n","    2.33861437    3.04544024 -111.14378982   -4.22719632    3.58582475\n","    9.79404439   -4.55069338    2.87994478   32.14740722   -4.5288607\n","    6.36078549    5.03200223    9.50987322   -0.55875346    0.55875346]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"hOhR8W4bB58o","colab_type":"code","outputId":"527bcfbe-737f-4442-9ff3-2e53790a5ac3","executionInfo":{"status":"ok","timestamp":1590657616802,"user_tz":-330,"elapsed":1109,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print('R_square score on the training: %.2f' % linear_model.score(life_features_train, life_labels_train))\n"],"execution_count":43,"outputs":[{"output_type":"stream","text":["R_square score on the training: 0.93\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"lZ0ynGguB8F0","colab_type":"code","colab":{}},"source":["linear_model_predict = linear_model.predict(life_features_test)\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"4NA7h9-ICAEr","colab_type":"code","outputId":"63941d84-8ec1-4b78-9952-8a6b006bc00a","executionInfo":{"status":"ok","timestamp":1590657621712,"user_tz":-330,"elapsed":1076,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":70}},"source":["print(\"Mean squared error: %.2f\" % mean_squared_error(life_labels_test, linear_model_predict))\n","print(\"Mean absolute error: %.2f\" % mean_absolute_error(life_labels_test, linear_model_predict))\n","print(\"Root mean squared error: %.2f\" %np.sqrt(metrics.mean_squared_error(life_labels_test, linear_model_predict)))"],"execution_count":45,"outputs":[{"output_type":"stream","text":["Mean squared error: 15.52\n","Mean absolute error: 2.67\n","Root mean squared error: 3.94\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ZlIgBiHPCN31","colab_type":"code","outputId":"21ce8807-9b30-48d7-d308-336d16db69d0","executionInfo":{"status":"ok","timestamp":1590657624068,"user_tz":-330,"elapsed":1394,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print('R_square score: %.2f' % r2_score(life_labels_test, linear_model_predict))\n"],"execution_count":46,"outputs":[{"output_type":"stream","text":["R_square score: 0.79\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"36YTx7LDKsLO","colab_type":"text"},"source":["# **FEATURE SELECTION WITH OLS MODEL**\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"VhzRwzdvCOqc","colab_type":"code","outputId":"8e037df8-f4ac-4fe8-90ac-79f266c77a31","executionInfo":{"status":"ok","timestamp":1590657630123,"user_tz":-330,"elapsed":1248,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":781}},"source":["import statsmodels.api as sma\n","model = sma.OLS(life_labels, life_features)\n","results = model.fit()\n","print(results.summary())"],"execution_count":47,"outputs":[{"output_type":"stream","text":["                            OLS Regression Results                            \n","==============================================================================\n","Dep. Variable:       Life expectancy    R-squared:                       0.928\n","Model:                            OLS   Adj. R-squared:                  0.920\n","Method:                 Least Squares   F-statistic:                     117.6\n","Date:                Thu, 28 May 2020   Prob (F-statistic):           2.52e-88\n","Time:                        09:20:30   Log-Likelihood:                -442.13\n","No. Observations:                 193   AIC:                             924.3\n","Df Residuals:                     173   BIC:                             989.5\n","Df Model:                          19                                         \n","Covariance Type:            nonrobust                                         \n","==============================================================================\n","                 coef    std err          t      P>|t|      [0.025      0.975]\n","------------------------------------------------------------------------------\n","x1           -27.6446      1.994    -13.865      0.000     -31.580     -23.709\n","x2            71.2703     35.033      2.034      0.043       2.123     140.418\n","x3             2.3082      0.968      2.384      0.018       0.397       4.219\n","x4             2.9738      3.481      0.854      0.394      -3.897       9.845\n","x5            -1.8981      1.739     -1.092      0.276      -5.330       1.533\n","x6             0.9135      2.690      0.340      0.735      -4.396       6.223\n","x7             3.1599      1.538      2.055      0.041       0.124       6.196\n","x8           -83.9408     32.262     -2.602      0.010    -147.618     -20.264\n","x9            -1.5244      3.426     -0.445      0.657      -8.286       5.238\n","x10            2.4357      1.615      1.509      0.133      -0.751       5.622\n","x11            8.8239      3.302      2.672      0.008       2.305      15.342\n","x12           -4.7556      2.058     -2.311      0.022      -8.818      -0.693\n","x13            0.5736      3.072      0.187      0.852      -5.490       6.637\n","x14            9.0009      6.743      1.335      0.184      -4.309      22.311\n","x15           -4.0545      7.614     -0.533      0.595     -19.083      10.974\n","x16            5.4848      7.695      0.713      0.477      -9.702      20.672\n","x17            5.7207      1.719      3.328      0.001       2.328       9.113\n","x18            4.7300      2.235      2.116      0.036       0.319       9.141\n","x19           62.8089      1.945     32.289      0.000      58.969      66.648\n","x20           63.0307      1.767     35.677      0.000      59.544      66.518\n","==============================================================================\n","Omnibus:                        3.612   Durbin-Watson:                   2.080\n","Prob(Omnibus):                  0.164   Jarque-Bera (JB):                3.785\n","Skew:                          -0.146   Prob(JB):                        0.151\n","Kurtosis:                       3.621   Cond. No.                         521.\n","==============================================================================\n","\n","Warnings:\n","[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"vpb39JGxKz5w","colab_type":"code","outputId":"d7e6ea28-9220-43db-948f-aacb90a50305","executionInfo":{"status":"ok","timestamp":1590657633428,"user_tz":-330,"elapsed":1085,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":141}},"source":["X.columns\n"],"execution_count":48,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['Adult Mortality', 'infant deaths', 'Alcohol', 'percentage expenditure',\n","       'Hepatitis B', 'Measles ', ' BMI ', 'under-five deaths ', 'Polio',\n","       'Total expenditure', 'Diphtheria ', ' HIV/AIDS', 'GDP', 'Population',\n","       ' thinness  1-19 years', ' thinness 5-9 years',\n","       'Income composition of resources', 'Schooling', 'Developed',\n","       'Developing'],\n","      dtype='object')"]},"metadata":{"tags":[]},"execution_count":48}]},{"cell_type":"code","metadata":{"id":"ugr5eXYUMTTV","colab_type":"code","colab":{}},"source":["#remove the following : GDP(P=0.852)\n","new=X.drop(['GDP','Measles ','Polio',' thinness  1-19 years',' thinness 5-9 years'] ,axis=1)\n","\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Ji5ALCbpMyg1","colab_type":"code","outputId":"6331b7fb-6aa1-42e1-89d9-c052db003ab7","executionInfo":{"status":"ok","timestamp":1590657786517,"user_tz":-330,"elapsed":1318,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":556}},"source":["new.fillna(value = new.mean(), inplace = True)\n","new\n","\n"],"execution_count":53,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Adult Mortality</th>\n","      <th>infant deaths</th>\n","      <th>Alcohol</th>\n","      <th>percentage expenditure</th>\n","      <th>Hepatitis B</th>\n","      <th>BMI</th>\n","      <th>under-five deaths</th>\n","      <th>Total expenditure</th>\n","      <th>Diphtheria</th>\n","      <th>HIV/AIDS</th>\n","      <th>Population</th>\n","      <th>Income composition of resources</th>\n","      <th>Schooling</th>\n","      <th>Developed</th>\n","      <th>Developing</th>\n","    </tr>\n","    <tr>\n","      <th>Country</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Afghanistan</th>\n","      <td>269.0625</td>\n","      <td>78.2500</td>\n","      <td>0.014375</td>\n","      <td>34.960110</td>\n","      <td>64.562500</td>\n","      <td>15.51875</td>\n","      <td>107.5625</td>\n","      <td>8.252500</td>\n","      <td>52.3125</td>\n","      <td>0.10000</td>\n","      <td>9.972260e+06</td>\n","      <td>0.415375</td>\n","      <td>8.21250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Albania</th>\n","      <td>45.0625</td>\n","      <td>0.6875</td>\n","      <td>4.848750</td>\n","      <td>193.259091</td>\n","      <td>98.000000</td>\n","      <td>49.06875</td>\n","      <td>0.9375</td>\n","      <td>5.945625</td>\n","      <td>98.0625</td>\n","      <td>0.10000</td>\n","      <td>6.969116e+05</td>\n","      <td>0.709875</td>\n","      <td>12.13750</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Algeria</th>\n","      <td>108.1875</td>\n","      <td>20.3125</td>\n","      <td>0.406667</td>\n","      <td>236.185241</td>\n","      <td>78.000000</td>\n","      <td>48.74375</td>\n","      <td>23.5000</td>\n","      <td>4.604000</td>\n","      <td>91.8750</td>\n","      <td>0.10000</td>\n","      <td>2.164983e+07</td>\n","      <td>0.694875</td>\n","      <td>12.71250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Angola</th>\n","      <td>328.5625</td>\n","      <td>83.7500</td>\n","      <td>5.740667</td>\n","      <td>102.100268</td>\n","      <td>70.222222</td>\n","      <td>18.01875</td>\n","      <td>132.6250</td>\n","      <td>3.919333</td>\n","      <td>47.6875</td>\n","      <td>2.36875</td>\n","      <td>1.014710e+07</td>\n","      <td>0.458375</td>\n","      <td>8.04375</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Antigua and Barbuda</th>\n","      <td>127.5000</td>\n","      <td>0.0000</td>\n","      <td>7.949333</td>\n","      <td>1001.585226</td>\n","      <td>98.266667</td>\n","      <td>38.42500</td>\n","      <td>0.0000</td>\n","      <td>4.791333</td>\n","      <td>98.3125</td>\n","      <td>0.12500</td>\n","      <td>1.257006e+07</td>\n","      <td>0.488625</td>\n","      <td>8.84375</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>Venezuela (Bolivarian Republic of)</th>\n","      <td>163.0000</td>\n","      <td>9.3750</td>\n","      <td>7.420000</td>\n","      <td>0.000000</td>\n","      <td>66.250000</td>\n","      <td>54.48750</td>\n","      <td>10.7500</td>\n","      <td>4.998667</td>\n","      <td>68.5000</td>\n","      <td>0.10000</td>\n","      <td>1.257006e+07</td>\n","      <td>0.726812</td>\n","      <td>12.78750</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Viet Nam</th>\n","      <td>126.5625</td>\n","      <td>29.1875</td>\n","      <td>3.087333</td>\n","      <td>0.000000</td>\n","      <td>87.538462</td>\n","      <td>11.18750</td>\n","      <td>36.5000</td>\n","      <td>5.977333</td>\n","      <td>91.7500</td>\n","      <td>0.14375</td>\n","      <td>1.257006e+07</td>\n","      <td>0.627063</td>\n","      <td>11.51250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Yemen</th>\n","      <td>211.8125</td>\n","      <td>39.3750</td>\n","      <td>0.047333</td>\n","      <td>0.000000</td>\n","      <td>55.687500</td>\n","      <td>33.48750</td>\n","      <td>51.6250</td>\n","      <td>5.005333</td>\n","      <td>72.6250</td>\n","      <td>0.10000</td>\n","      <td>1.257006e+07</td>\n","      <td>0.475500</td>\n","      <td>8.50625</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Zambia</th>\n","      <td>354.3125</td>\n","      <td>33.4375</td>\n","      <td>2.239333</td>\n","      <td>89.650407</td>\n","      <td>69.818182</td>\n","      <td>17.45000</td>\n","      <td>52.3750</td>\n","      <td>5.824000</td>\n","      <td>74.2500</td>\n","      <td>11.93125</td>\n","      <td>6.260246e+06</td>\n","      <td>0.498437</td>\n","      <td>11.21250</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>Zimbabwe</th>\n","      <td>462.3750</td>\n","      <td>26.5625</td>\n","      <td>4.482000</td>\n","      <td>20.364271</td>\n","      <td>70.562500</td>\n","      <td>25.13750</td>\n","      <td>40.8125</td>\n","      <td>6.158667</td>\n","      <td>75.1875</td>\n","      <td>23.26250</td>\n","      <td>8.021343e+06</td>\n","      <td>0.439125</td>\n","      <td>9.82500</td>\n","      <td>0</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>193 rows × 15 columns</p>\n","</div>"],"text/plain":["                                    Adult Mortality  ...  Developing\n","Country                                              ...            \n","Afghanistan                                269.0625  ...           1\n","Albania                                     45.0625  ...           1\n","Algeria                                    108.1875  ...           1\n","Angola                                     328.5625  ...           1\n","Antigua and Barbuda                        127.5000  ...           1\n","...                                             ...  ...         ...\n","Venezuela (Bolivarian Republic of)         163.0000  ...           1\n","Viet Nam                                   126.5625  ...           1\n","Yemen                                      211.8125  ...           1\n","Zambia                                     354.3125  ...           1\n","Zimbabwe                                   462.3750  ...           1\n","\n","[193 rows x 15 columns]"]},"metadata":{"tags":[]},"execution_count":53}]},{"cell_type":"markdown","metadata":{"id":"7CH8oI1zLAks","colab_type":"text"},"source":["## **LINEAR REGRESSION WITH SELECTED FEATURES ONLY**"]},{"cell_type":"code","metadata":{"id":"P9dZIUcjQGgz","colab_type":"code","colab":{}},"source":["new_train, new_test, life_labels_train, life_labels_test = train_test_split(new, life_labels, train_size = 0.7, test_size = 0.3)\n","linear_model = LinearRegression()\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"vfInUZBbQ4Rm","colab_type":"code","outputId":"18730162-abf1-4c33-8ea6-451ab71326a1","executionInfo":{"status":"ok","timestamp":1590657797156,"user_tz":-330,"elapsed":1370,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["linear_model.fit(new_train, life_labels_train)\n"],"execution_count":56,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)"]},"metadata":{"tags":[]},"execution_count":56}]},{"cell_type":"code","metadata":{"id":"w056uObmRC6A","colab_type":"code","outputId":"b0fadf97-0d1a-44ed-dde4-bdadabf83a93","executionInfo":{"status":"ok","timestamp":1590657800279,"user_tz":-330,"elapsed":1408,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print('R_square score on the training: %.2f' % linear_model.score(new_train, life_labels_train))\n"],"execution_count":57,"outputs":[{"output_type":"stream","text":["R_square score on the training: 0.93\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"hQYhWI6aRKCw","colab_type":"code","colab":{}},"source":["linear_model_predict = linear_model.predict(new_test)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Da4_M5BnRUaZ","colab_type":"code","outputId":"dc6a609e-989c-4b57-a293-4012d33b3c7d","executionInfo":{"status":"ok","timestamp":1590657804656,"user_tz":-330,"elapsed":1365,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":70}},"source":["print(\"Mean squared error: %.2f\" % mean_squared_error(life_labels_test, linear_model_predict))\n","print(\"Mean absolute error: %.2f\" % mean_absolute_error(life_labels_test, linear_model_predict))\n","print(\"Root mean squared error: %.2f\" %np.sqrt(metrics.mean_squared_error(life_labels_test, linear_model_predict)))"],"execution_count":59,"outputs":[{"output_type":"stream","text":["Mean squared error: 8.08\n","Mean absolute error: 2.05\n","Root mean squared error: 2.84\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"G3qqG5S-Rb_j","colab_type":"code","outputId":"792f2135-216a-4594-c9d9-232d0599020e","executionInfo":{"status":"ok","timestamp":1590657810742,"user_tz":-330,"elapsed":1398,"user":{"displayName":"Neha","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhsHqCKuluYKNMCCK_qo7LfpUQaiDPoL1M251_ZYOY=s64","userId":"08618837060543656714"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print('R_square score: %.2f' % r2_score(life_labels_test, linear_model_predict))\n"],"execution_count":60,"outputs":[{"output_type":"stream","text":["R_square score: 0.91\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"tYq0G8dbRhvR","colab_type":"code","colab":{}},"source":[""],"execution_count":0,"outputs":[]}]}