ML Lab 7.enc

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"ML Lab 7.ipynb","provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"rxSqNBEq7pCL","colab_type":"code","colab":{}},"source":["import numpy as np\n","import sklearn as skl\n","import pandas as pd"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"1mGmJYOM8Hp8","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":224},"outputId":"dd2ffb5e-a145-42b8-913c-8f66d2271904","executionInfo":{"status":"ok","timestamp":1575876306369,"user_tz":-330,"elapsed":4108,"user":{"displayName":"Vishal Nayak","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCTt-Ft0O7FZnNLCmaQV0OjoOQY-UE6BjazKy6QeTc=s64","userId":"05008619478332300738"}}},"source":["!wget 'http://archive.ics.uci.edu/ml/machine-learning-databases/heart-disease/processed.hungarian.data'"],"execution_count":50,"outputs":[{"output_type":"stream","text":["--2019-12-09 07:25:04--  http://archive.ics.uci.edu/ml/machine-learning-databases/heart-disease/processed.hungarian.data\n","Resolving archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n","Connecting to archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 10263 (10K) [application/x-httpd-php]\n","Saving to: ‘processed.hungarian.data’\n","\n","\rprocessed.hungarian   0%[                    ]       0  --.-KB/s               \rprocessed.hungarian 100%[===================>]  10.02K  --.-KB/s    in 0s      \n","\n","2019-12-09 07:25:04 (228 MB/s) - ‘processed.hungarian.data’ saved [10263/10263]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"OpwZ-pOx8JuK","colab_type":"code","outputId":"6a5edcee-2977-4538-9f72-1409dde50792","executionInfo":{"status":"ok","timestamp":1575876306373,"user_tz":-330,"elapsed":4073,"user":{"displayName":"Vishal Nayak","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCTt-Ft0O7FZnNLCmaQV0OjoOQY-UE6BjazKy6QeTc=s64","userId":"05008619478332300738"}},"colab":{"base_uri":"https://localhost:8080/","height":199}},"source":["names = ['age', 'sex', 'cp', 'trestbps', 'chol', 'fbs', 'restecg', 'thalach', 'exang', 'a', 'b', 'c', 'd', 'heartdisease']\n","heartDisease = pd.read_csv('processed.hungarian.data', names = names)\n","del heartDisease['a']\n","del heartDisease['b']\n","del heartDisease['c']\n","del heartDisease['d']\n","del heartDisease['cp']\n","heartDisease.head()"],"execution_count":51,"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>age</th>\n","      <th>sex</th>\n","      <th>trestbps</th>\n","      <th>chol</th>\n","      <th>fbs</th>\n","      <th>restecg</th>\n","      <th>thalach</th>\n","      <th>exang</th>\n","      <th>heartdisease</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>28</td>\n","      <td>1</td>\n","      <td>130</td>\n","      <td>132</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>185</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>29</td>\n","      <td>1</td>\n","      <td>120</td>\n","      <td>243</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>160</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>29</td>\n","      <td>1</td>\n","      <td>140</td>\n","      <td>?</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>170</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>30</td>\n","      <td>0</td>\n","      <td>170</td>\n","      <td>237</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>170</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>31</td>\n","      <td>0</td>\n","      <td>100</td>\n","      <td>219</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>150</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   age  sex trestbps chol fbs restecg thalach exang  heartdisease\n","0   28    1      130  132   0       2     185     0             0\n","1   29    1      120  243   0       0     160     0             0\n","2   29    1      140    ?   0       0     170     0             0\n","3   30    0      170  237   0       1     170     0             0\n","4   31    0      100  219   0       1     150     0             0"]},"metadata":{"tags":[]},"execution_count":51}]},{"cell_type":"code","metadata":{"id":"XgCmaw6R-T6w","colab_type":"code","outputId":"762ac8ec-dc59-4f64-8634-6ff0c963d7cd","executionInfo":{"status":"ok","timestamp":1575876306377,"user_tz":-330,"elapsed":4059,"user":{"displayName":"Vishal Nayak","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCTt-Ft0O7FZnNLCmaQV0OjoOQY-UE6BjazKy6QeTc=s64","userId":"05008619478332300738"}},"colab":{"base_uri":"https://localhost:8080/","height":68}},"source":["heartDisease.columns"],"execution_count":52,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['age', 'sex', 'trestbps', 'chol', 'fbs', 'restecg', 'thalach', 'exang',\n","       'heartdisease'],\n","      dtype='object')"]},"metadata":{"tags":[]},"execution_count":52}]},{"cell_type":"code","metadata":{"id":"-5EtNHQlFPpT","colab_type":"code","outputId":"034056aa-e1e2-40f5-c1e1-9d265871a20d","executionInfo":{"status":"ok","timestamp":1575876309926,"user_tz":-330,"elapsed":7590,"user":{"displayName":"Vishal Nayak","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCTt-Ft0O7FZnNLCmaQV0OjoOQY-UE6BjazKy6QeTc=s64","userId":"05008619478332300738"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["!pip install pgmpy"],"execution_count":53,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: pgmpy in /usr/local/lib/python3.6/dist-packages (0.1.9)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"h1QbAScR-kot","colab_type":"code","colab":{}},"source":["from pgmpy.models import BayesianModel\n","from pgmpy.estimators import MaximumLikelihoodEstimator\n","\n","model = BayesianModel([('age', 'trestbps'), ('age', 'fbs'), ('sex', 'trestbps'), \n","                       ('exang', 'trestbps'),('trestbps','heartdisease'),('fbs','heartdisease'),\n","                      ('heartdisease','restecg'),('heartdisease','thalach'),('heartdisease','chol')])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"12wYa62v73_P","colab_type":"code","colab":{}},"source":["model.fit(heartDisease, estimator = MaximumLikelihoodEstimator)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"JIY6-0kP74J9","colab_type":"code","colab":{}},"source":["from pgmpy.inference import VariableElimination\n","HeartDisease_infer = VariableElimination(model)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"O7a7oBHt8k_X","colab_type":"code","outputId":"67cd065a-c60f-45a6-811b-da7a2482fc59","executionInfo":{"status":"ok","timestamp":1575877148032,"user_tz":-330,"elapsed":2676,"user":{"displayName":"Vishal Nayak","photoUrl":"https://lh3.googleusercontent.com/a-/AAuE7mCTt-Ft0O7FZnNLCmaQV0OjoOQY-UE6BjazKy6QeTc=s64","userId":"05008619478332300738"}},"colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["q = HeartDisease_infer.query(variables = ['heartdisease'], evidence = {'age': 28})\n","print('\\n\\n',q)"],"execution_count":65,"outputs":[{"output_type":"stream","text":["Finding Elimination Order: : 100%|██████████| 7/7 [00:00<00:00, 1011.30it/s]\n","Eliminating: fbs: 100%|██████████| 7/7 [00:00<00:00, 251.88it/s]"],"name":"stderr"},{"output_type":"stream","text":["\n","\n"," +-----------------+---------------------+\n","| heartdisease    |   phi(heartdisease) |\n","+=================+=====================+\n","| heartdisease(0) |              0.6505 |\n","+-----------------+---------------------+\n","| heartdisease(1) |              0.3495 |\n","+-----------------+---------------------+\n"],"name":"stdout"},{"output_type":"stream","text":["\n"],"name":"stderr"}]}]}