hobby_disease.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aafd8e65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "881c206e",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.read_csv('heart.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7a8faf1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>cp</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>oldpeak</th>\n",
       "      <th>slope</th>\n",
       "      <th>ca</th>\n",
       "      <th>thal</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>145</td>\n",
       "      <td>233</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>130</td>\n",
       "      <td>250</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>130</td>\n",
       "      <td>204</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>236</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>178</td>\n",
       "      <td>0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>354</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  slope  \\\n",
       "0   63    1   3       145   233    1        0      150      0      2.3      0   \n",
       "1   37    1   2       130   250    0        1      187      0      3.5      0   \n",
       "2   41    0   1       130   204    0        0      172      0      1.4      2   \n",
       "3   56    1   1       120   236    0        1      178      0      0.8      2   \n",
       "4   57    0   0       120   354    0        1      163      1      0.6      2   \n",
       "\n",
       "   ca  thal  target  \n",
       "0   0     1       1  \n",
       "1   0     2       1  \n",
       "2   0     2       1  \n",
       "3   0     2       1  \n",
       "4   0     2       1  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0a0a88b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age         0\n",
       "sex         0\n",
       "cp          0\n",
       "trestbps    0\n",
       "chol        0\n",
       "fbs         0\n",
       "restecg     0\n",
       "thalach     0\n",
       "exang       0\n",
       "oldpeak     0\n",
       "slope       0\n",
       "ca          0\n",
       "thal        0\n",
       "target      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1c03ec6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='target', ylabel='count'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'target' , data=dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d61f2ff8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_mat = dataset.corr()\n",
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(corr_mat , annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "537d823d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot histograms for each column\n",
    "\n",
    "dataset.hist(figsize=(12,12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0f75abd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset2 = pd.get_dummies(dataset , columns=['sex' , 'cp' , 'fbs' , 'restecg' , 'exang' , 'slope' , 'ca' , 'thal'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "826c24bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['cp_0','cp_1','cp_2','cp_3', 'trestbps', 'chol', 'fbs_0','fbs_1', 'restecg_0','restecg_1','restecg_2', 'thalach', 'exang_0','exang_1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "67825e6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = dataset2[cols]\n",
    "y = dataset2.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "844bb57c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      1\n",
       "1      1\n",
       "2      1\n",
       "3      1\n",
       "4      1\n",
       "      ..\n",
       "298    0\n",
       "299    0\n",
       "300    0\n",
       "301    0\n",
       "302    0\n",
       "Name: target, Length: 303, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d868e417",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train , x_test , y_train , y_test = train_test_split(X , y , test_size=0.25 , random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "571b4673",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(227, 14)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bd9292c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(76, 14)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5675f638",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "x_train = sc.fit_transform(x_train)\n",
    "x_test = sc.transform(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8dc0017e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.91139737,  2.34216018, -0.6815542 , ...,  0.63335882,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       [-0.91139737, -0.42695628,  1.46723474, ..., -0.69663611,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       [ 1.09721625, -0.42695628, -0.6815542 , ...,  0.58902565,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       ...,\n",
       "       [-0.91139737, -0.42695628, -0.6815542 , ..., -0.8296356 ,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       [ 1.09721625, -0.42695628, -0.6815542 , ..., -0.25330447,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       [-0.91139737,  2.34216018, -0.6815542 , ...,  1.29835628,\n",
       "         0.6815542 , -0.6815542 ]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "38477615",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier()"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "classifier = KNeighborsClassifier()\n",
    "classifier.fit(x_train , y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f69fe0ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = classifier.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a2990d8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.09721625, -0.42695628, -0.6815542 , ..., -1.67196572,\n",
       "        -1.46723474,  1.46723474],\n",
       "       [-0.91139737, -0.42695628, -0.6815542 , ...,  0.41169299,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       [-0.91139737, -0.42695628,  1.46723474, ...,  1.03235729,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       ...,\n",
       "       [ 1.09721625, -0.42695628, -0.6815542 , ...,  1.60868842,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       [ 1.09721625, -0.42695628, -0.6815542 , ..., -0.78530243,\n",
       "         0.6815542 , -0.6815542 ],\n",
       "       [-0.91139737,  2.34216018, -0.6815542 , ...,  0.23436034,\n",
       "         0.6815542 , -0.6815542 ]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2f4adf4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0,\n",
       "       1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0,\n",
       "       1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0,\n",
       "       0, 0, 0, 1, 1, 1, 0, 0, 1, 1], dtype=int64)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ad97e66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "cm = confusion_matrix(y_test , y_pred)\n",
    "sns.heatmap(cm , annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7198a359",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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