diff --git a/lab1.ipynb b/lab1.ipynb
index 16cf929..6e32308 100644
--- a/lab1.ipynb
+++ b/lab1.ipynb
@@ -1,15 +1,631 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Работа с Pandas DataFrame\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "https://pandas.pydata.org/docs/user_guide/10min.html"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Работа с данными - чтение и запись CSV"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
-    "import numpy as np\n",
     "import pandas as pd\n",
-    "from datetime import datetime\n",
-    "import matplotlib.dates as md"
+    "\n",
+    "df = pd.read_csv(\"data/healthcare-dataset-stroke-data.csv\", index_col=\"id\")\n",
+    "\n",
+    "df.to_csv(\"test.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Работа с данными - основные команды"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 5110 entries, 9046 to 44679\n",
+      "Data columns (total 11 columns):\n",
+      " #   Column             Non-Null Count  Dtype  \n",
+      "---  ------             --------------  -----  \n",
+      " 0   gender             5110 non-null   object \n",
+      " 1   age                5110 non-null   float64\n",
+      " 2   hypertension       5110 non-null   int64  \n",
+      " 3   heart_disease      5110 non-null   int64  \n",
+      " 4   ever_married       5110 non-null   object \n",
+      " 5   work_type          5110 non-null   object \n",
+      " 6   Residence_type     5110 non-null   object \n",
+      " 7   avg_glucose_level  5110 non-null   float64\n",
+      " 8   bmi                4909 non-null   float64\n",
+      " 9   smoking_status     5110 non-null   object \n",
+      " 10  stroke             5110 non-null   int64  \n",
+      "dtypes: float64(3), int64(3), object(5)\n",
+      "memory usage: 479.1+ KB\n",
+      "                    count        mean        std    min     25%     50%  \\\n",
+      "age                5110.0   43.226614  22.612647   0.08  25.000  45.000   \n",
+      "hypertension       5110.0    0.097456   0.296607   0.00   0.000   0.000   \n",
+      "heart_disease      5110.0    0.054012   0.226063   0.00   0.000   0.000   \n",
+      "avg_glucose_level  5110.0  106.147677  45.283560  55.12  77.245  91.885   \n",
+      "bmi                4909.0   28.893237   7.854067  10.30  23.500  28.100   \n",
+      "stroke             5110.0    0.048728   0.215320   0.00   0.000   0.000   \n",
+      "\n",
+      "                      75%     max  \n",
+      "age                 61.00   82.00  \n",
+      "hypertension         0.00    1.00  \n",
+      "heart_disease        0.00    1.00  \n",
+      "avg_glucose_level  114.09  271.74  \n",
+      "bmi                 33.10   97.60  \n",
+      "stroke               0.00    1.00  \n",
+      "       gender   age  hypertension  heart_disease  avg_glucose_level   bmi  \\\n",
+      "id                                                                          \n",
+      "9046     Male  67.0             0              1             228.69  36.6   \n",
+      "51676  Female  61.0             0              0             202.21   NaN   \n",
+      "31112    Male  80.0             0              1             105.92  32.5   \n",
+      "60182  Female  49.0             0              0             171.23  34.4   \n",
+      "1665   Female  79.0             1              0             174.12  24.0   \n",
+      "\n",
+      "        smoking_status  stroke  \n",
+      "id                              \n",
+      "9046   formerly smoked       1  \n",
+      "51676     never smoked       1  \n",
+      "31112     never smoked       1  \n",
+      "60182           smokes       1  \n",
+      "1665      never smoked       1  \n",
+      "       gender   age  hypertension  heart_disease  avg_glucose_level   bmi  \\\n",
+      "id                                                                          \n",
+      "18234  Female  80.0             1              0              83.75   NaN   \n",
+      "44873  Female  81.0             0              0             125.20  40.0   \n",
+      "19723  Female  35.0             0              0              82.99  30.6   \n",
+      "37544    Male  51.0             0              0             166.29  25.6   \n",
+      "44679  Female  44.0             0              0              85.28  26.2   \n",
+      "\n",
+      "        smoking_status  stroke  \n",
+      "id                              \n",
+      "18234     never smoked       0  \n",
+      "44873     never smoked       0  \n",
+      "19723     never smoked       0  \n",
+      "37544  formerly smoked       0  \n",
+      "44679          Unknown       0  \n",
+      "       gender   age  hypertension  heart_disease  avg_glucose_level   bmi  \\\n",
+      "id                                                                          \n",
+      "72369  Female  14.0             0              0              65.41  19.5   \n",
+      "3135   Female  73.0             0              0              69.35   NaN   \n",
+      "563    Female  41.0             0              0             216.71  36.2   \n",
+      "19364  Female   7.0             0              0              74.96  18.8   \n",
+      "55459  Female  60.0             0              0              91.82  28.3   \n",
+      "\n",
+      "        smoking_status  stroke  \n",
+      "id                              \n",
+      "72369          Unknown       0  \n",
+      "3135      never smoked       0  \n",
+      "563       never smoked       0  \n",
+      "19364          Unknown       0  \n",
+      "55459  formerly smoked       0  \n",
+      "      gender   age  hypertension  heart_disease  avg_glucose_level   bmi  \\\n",
+      "id                                                                         \n",
+      "33622   Male  62.0             1              0             211.49  41.1   \n",
+      "51554   Male  42.0             0              0             177.91   NaN   \n",
+      "2296    Male  78.0             1              0              90.19   NaN   \n",
+      "13602   Male  73.0             1              0             102.06   NaN   \n",
+      "56156  Other  26.0             0              0             143.33  22.4   \n",
+      "\n",
+      "        smoking_status  stroke  \n",
+      "id                              \n",
+      "33622          Unknown       0  \n",
+      "51554          Unknown       0  \n",
+      "2296           Unknown       0  \n",
+      "13602          Unknown       0  \n",
+      "56156  formerly smoked       0  \n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()\n",
+    "\n",
+    "print(df.describe().transpose())\n",
+    "\n",
+    "cleared_df = df.drop([\"ever_married\", \"work_type\", \"Residence_type\"], axis=1)\n",
+    "print(cleared_df.head())\n",
+    "print(cleared_df.tail())\n",
+    "\n",
+    "sorted_df = cleared_df.sort_values(by=\"gender\")\n",
+    "print(sorted_df.head())\n",
+    "print(sorted_df.tail())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Работа с данными - работа с элементами"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "id\n",
+      "9046     67.0\n",
+      "51676    61.0\n",
+      "31112    80.0\n",
+      "60182    49.0\n",
+      "1665     79.0\n",
+      "         ... \n",
+      "18234    80.0\n",
+      "44873    81.0\n",
+      "19723    35.0\n",
+      "37544    51.0\n",
+      "44679    44.0\n",
+      "Name: age, Length: 5110, dtype: float64\n",
+      "gender                  Male\n",
+      "age                     62.0\n",
+      "hypertension               0\n",
+      "heart_disease              0\n",
+      "ever_married             Yes\n",
+      "work_type            Private\n",
+      "Residence_type         Rural\n",
+      "avg_glucose_level     107.61\n",
+      "bmi                     31.3\n",
+      "smoking_status       Unknown\n",
+      "stroke                     0\n",
+      "Name: 63864, dtype: object\n",
+      "Rural\n",
+      "        age Residence_type\n",
+      "id                        \n",
+      "63864  62.0          Rural\n",
+      "24177  57.0          Urban\n",
+      "57274  14.0          Urban\n",
+      "37213  60.0          Rural\n",
+      "59992  63.0          Urban\n",
+      "...     ...            ...\n",
+      "65277  78.0          Rural\n",
+      "52679  82.0          Rural\n",
+      "36728  74.0          Urban\n",
+      "46797  31.0          Rural\n",
+      "63898  53.0          Urban\n",
+      "\n",
+      "[198 rows x 2 columns]\n",
+      "       gender   age  hypertension  heart_disease ever_married      work_type  \\\n",
+      "id                                                                             \n",
+      "9046     Male  67.0             0              1          Yes        Private   \n",
+      "51676  Female  61.0             0              0          Yes  Self-employed   \n",
+      "31112    Male  80.0             0              1          Yes        Private   \n",
+      "\n",
+      "      Residence_type  avg_glucose_level   bmi   smoking_status  stroke  \n",
+      "id                                                                      \n",
+      "9046           Urban             228.69  36.6  formerly smoked       1  \n",
+      "51676          Rural             202.21   NaN     never smoked       1  \n",
+      "31112          Rural             105.92  32.5     never smoked       1  \n",
+      "gender                          Male\n",
+      "age                             67.0\n",
+      "hypertension                       0\n",
+      "heart_disease                      1\n",
+      "ever_married                     Yes\n",
+      "work_type                    Private\n",
+      "Residence_type                 Urban\n",
+      "avg_glucose_level             228.69\n",
+      "bmi                             36.6\n",
+      "smoking_status       formerly smoked\n",
+      "stroke                             1\n",
+      "Name: 9046, dtype: object\n",
+      "       gender   age\n",
+      "id                 \n",
+      "60182  Female  49.0\n",
+      "1665   Female  79.0\n",
+      "       gender   age\n",
+      "id                 \n",
+      "60182  Female  49.0\n",
+      "1665   Female  79.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df[\"age\"])\n",
+    "\n",
+    "print(df.loc[63864])\n",
+    "\n",
+    "print(df.loc[63864, \"Residence_type\"])\n",
+    "\n",
+    "print(df.loc[63864:63898, [\"age\", \"Residence_type\"]])\n",
+    "\n",
+    "print(df[0:3])\n",
+    "\n",
+    "print(df.iloc[0])\n",
+    "\n",
+    "print(df.iloc[3:5, 0:2])\n",
+    "\n",
+    "print(df.iloc[[3, 4], [0, 1]])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Работа с данными - отбор и группировка"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Male' 'Female' 'Other']\n",
+      "Male count = 2115\n",
+      "Female count = 2994\n",
+      "Other count = 1\n",
+      "Total count =  5110\n",
+      "       bmi smoking_status  Count\n",
+      "0     10.3        Unknown      1\n",
+      "1     11.3        Unknown      1\n",
+      "2     11.5   never smoked      1\n",
+      "3     12.0        Unknown      1\n",
+      "4     12.3        Unknown      1\n",
+      "...    ...            ...    ...\n",
+      "1185  66.8        Unknown      1\n",
+      "1186  71.9   never smoked      1\n",
+      "1187  78.0         smokes      1\n",
+      "1188  92.0   never smoked      1\n",
+      "1189  97.6        Unknown      1\n",
+      "\n",
+      "[1190 rows x 3 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "s_values = df[\"gender\"].unique()\n",
+    "print(s_values)\n",
+    "\n",
+    "s_total = 0\n",
+    "for s_value in s_values:\n",
+    "    count = df[df[\"gender\"] == s_value].shape[0]\n",
+    "    s_total += count\n",
+    "    print(s_value, \"count =\", count)\n",
+    "print(\"Total count = \", s_total)\n",
+    "\n",
+    "print(df.groupby([\"bmi\", \"smoking_status\"]).size().reset_index(name=\"Count\"))  # type: ignore"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Виртуализация - Исходные данные\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "        age      work_type   smoking_status\n",
+      "id                                         \n",
+      "9046   67.0        Private  formerly smoked\n",
+      "51676  61.0  Self-employed     never smoked\n",
+      "31112  80.0        Private     never smoked\n",
+      "60182  49.0        Private           smokes\n",
+      "1665   79.0  Self-employed     never smoked\n",
+      "...     ...            ...              ...\n",
+      "18234  80.0        Private     never smoked\n",
+      "44873  81.0  Self-employed     never smoked\n",
+      "19723  35.0  Self-employed     never smoked\n",
+      "37544  51.0        Private  formerly smoked\n",
+      "44679  44.0       Govt_job          Unknown\n",
+      "\n",
+      "[5110 rows x 3 columns]\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = df[[\"age\", \"work_type\", \"smoking_status\"]].copy()\n",
+    "data.dropna(subset=[\"smoking_status\"], inplace=True)\n",
+    "print(data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Визуализация - Линейная диаграмма"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "average_age = data.groupby(\"smoking_status\")[\"age\"].mean()\n",
+    "average_age.plot(\n",
+    "    kind=\"line\",\n",
+    "    marker=\"o\",\n",
+    "    title=\"Average Age by Smoking Status\",\n",
+    "    xlabel=\"Smoking Status\",\n",
+    "    ylabel=\"Average Age\",\n",
+    ")\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Визуализация - столбчатая диаграмма"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pivot_table = data.groupby([\"work_type\", \"smoking_status\"]).size().unstack()\n",
+    "\n",
+    "pivot_table.plot(kind=\"bar\", stacked=True, figsize=(10, 6))\n",
+    "\n",
+    "plt.title(\"Smoking Status by Work Type\")\n",
+    "plt.xlabel(\"Work Type\")\n",
+    "plt.ylabel(\"Count\")\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.legend(title=\"Smoking Status\")\n",
+    "plt.grid(axis='y')\n",
+    "plt.tight_layout()  \n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Визуализация - Гистограмма"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(data[\"age\"], bins=10, edgecolor=\"black\")\n",
+    "plt.title(\"Age Distribution\")\n",
+    "plt.xlabel(\"Age\")\n",
+    "plt.ylabel(\"Frequency\")\n",
+    "plt.grid(axis=\"y\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Визуализация - Ящик с усами"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "data = df[[\"age\", \"work_type\", \"smoking_status\"]].copy()\n",
+    "data.dropna(subset=[\"smoking_status\"], inplace=True)\n",
+    "\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "box_data = [\n",
+    "    data[data[\"smoking_status\"] == status][\"age\"]\n",
+    "    for status in data[\"smoking_status\"].unique()\n",
+    "]\n",
+    "plt.boxplot(box_data)\n",
+    "\n",
+    "plt.xticks(\n",
+    "    range(1, len(data[\"smoking_status\"].unique()) + 1),\n",
+    "    list(data[\"smoking_status\"].unique()),  )\n",
+    "\n",
+    "plt.title(\"Box Plot of Age by Smoking Status\")\n",
+    "plt.xlabel(\"Smoking Status\")\n",
+    "plt.ylabel(\"Age\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Визуализация - диаграммы с областями"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data = df[[\"age\", \"work_type\", \"smoking_status\"]].copy()\n",
+    "data.dropna(subset=[\"smoking_status\"], inplace=True)\n",
+    "\n",
+    "grouped_data = (\n",
+    "    data.groupby([\"work_type\", \"smoking_status\"]).size().unstack(fill_value=0)\n",
+    ")\n",
+    "\n",
+    "grouped_data.plot(kind=\"area\", alpha=0.5, stacked=True)\n",
+    "\n",
+    "plt.title(\"Area Chart of Smoking Status by Work Type\")\n",
+    "plt.xlabel(\"Work Type\")\n",
+    "plt.ylabel(\"Number of Observations\")\n",
+    "plt.legend(title=\"Smoking Status\")\n",
+    "plt.grid(True)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Визуализация - диаграммы рассеяния"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(df[\"bmi\"], df[\"avg_glucose_level\"], alpha=0.5)\n",
+    "plt.title(\"BMI vs Average Glucose Level\")\n",
+    "plt.xlabel(\"BMI\")\n",
+    "plt.ylabel(\"Average Glucose Level\")\n",
+    "plt.grid(True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Визуализация - круговая диаграмма"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gender_counts = df[\"gender\"].value_counts()\n",
+    "\n",
+    "labels = [str(label) for label in gender_counts.index]\n",
+    "\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "plt.pie(gender_counts, labels=labels, autopct=\"%1.1f%%\", startangle=90)\n",
+    "plt.title(\"Distribution of Gender\")\n",
+    "plt.axis(\"equal\")\n",
+    "plt.show()"
    ]
   }
  ],
@@ -20,7 +636,15 @@
    "name": "python3"
   },
   "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
    "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
    "version": "3.12.6"
   }
  },
diff --git a/poetry.lock b/poetry.lock
index 04f900f..012454c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2972,4 +2972,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.12"
-content-hash = "095ac6b7bcf84d775058af69a3c9539a60efb7e0608cedd9497f60d7e2349474"
+content-hash = "7cb1f1c1ce95a977a43e5da305526e7f30da76b24f32c32b4e38efc982e3ff51"
diff --git a/pyproject.toml b/pyproject.toml
index d0125cc..072a499 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,6 +17,9 @@ apiflask = "^2.2.0"
 flask-cors = "^5.0.0"
 
 
+[tool.poetry.group.dev.dependencies]
+ipykernel = "^6.29.5"
+
 [build-system]
 requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
diff --git a/test.csv b/test.csv
new file mode 100644
index 0000000..58f499c
--- /dev/null
+++ b/test.csv
@@ -0,0 +1,5111 @@
+id,gender,age,hypertension,heart_disease,ever_married,work_type,Residence_type,avg_glucose_level,bmi,smoking_status,stroke
+9046,Male,67.0,0,1,Yes,Private,Urban,228.69,36.6,formerly smoked,1
+51676,Female,61.0,0,0,Yes,Self-employed,Rural,202.21,,never smoked,1
+31112,Male,80.0,0,1,Yes,Private,Rural,105.92,32.5,never smoked,1
+60182,Female,49.0,0,0,Yes,Private,Urban,171.23,34.4,smokes,1
+1665,Female,79.0,1,0,Yes,Self-employed,Rural,174.12,24.0,never smoked,1
+56669,Male,81.0,0,0,Yes,Private,Urban,186.21,29.0,formerly smoked,1
+53882,Male,74.0,1,1,Yes,Private,Rural,70.09,27.4,never smoked,1
+10434,Female,69.0,0,0,No,Private,Urban,94.39,22.8,never smoked,1
+27419,Female,59.0,0,0,Yes,Private,Rural,76.15,,Unknown,1
+60491,Female,78.0,0,0,Yes,Private,Urban,58.57,24.2,Unknown,1
+12109,Female,81.0,1,0,Yes,Private,Rural,80.43,29.7,never smoked,1
+12095,Female,61.0,0,1,Yes,Govt_job,Rural,120.46,36.8,smokes,1
+12175,Female,54.0,0,0,Yes,Private,Urban,104.51,27.3,smokes,1
+8213,Male,78.0,0,1,Yes,Private,Urban,219.84,,Unknown,1
+5317,Female,79.0,0,1,Yes,Private,Urban,214.09,28.2,never smoked,1
+58202,Female,50.0,1,0,Yes,Self-employed,Rural,167.41,30.9,never smoked,1
+56112,Male,64.0,0,1,Yes,Private,Urban,191.61,37.5,smokes,1
+34120,Male,75.0,1,0,Yes,Private,Urban,221.29,25.8,smokes,1
+27458,Female,60.0,0,0,No,Private,Urban,89.22,37.8,never smoked,1
+25226,Male,57.0,0,1,No,Govt_job,Urban,217.08,,Unknown,1
+70630,Female,71.0,0,0,Yes,Govt_job,Rural,193.94,22.4,smokes,1
+13861,Female,52.0,1,0,Yes,Self-employed,Urban,233.29,48.9,never smoked,1
+68794,Female,79.0,0,0,Yes,Self-employed,Urban,228.7,26.6,never smoked,1
+64778,Male,82.0,0,1,Yes,Private,Rural,208.3,32.5,Unknown,1
+4219,Male,71.0,0,0,Yes,Private,Urban,102.87,27.2,formerly smoked,1
+70822,Male,80.0,0,0,Yes,Self-employed,Rural,104.12,23.5,never smoked,1
+38047,Female,65.0,0,0,Yes,Private,Rural,100.98,28.2,formerly smoked,1
+61843,Male,58.0,0,0,Yes,Private,Rural,189.84,,Unknown,1
+54827,Male,69.0,0,1,Yes,Self-employed,Urban,195.23,28.3,smokes,1
+69160,Male,59.0,0,0,Yes,Private,Rural,211.78,,formerly smoked,1
+43717,Male,57.0,1,0,Yes,Private,Urban,212.08,44.2,smokes,1
+33879,Male,42.0,0,0,Yes,Private,Rural,83.41,25.4,Unknown,1
+39373,Female,82.0,1,0,Yes,Self-employed,Urban,196.92,22.2,never smoked,1
+54401,Male,80.0,0,1,Yes,Self-employed,Urban,252.72,30.5,formerly smoked,1
+14248,Male,48.0,0,0,No,Govt_job,Urban,84.2,29.7,never smoked,1
+712,Female,82.0,1,1,No,Private,Rural,84.03,26.5,formerly smoked,1
+47269,Male,74.0,0,0,Yes,Private,Rural,219.72,33.7,formerly smoked,1
+24977,Female,72.0,1,0,Yes,Private,Rural,74.63,23.1,formerly smoked,1
+47306,Male,58.0,0,0,No,Private,Rural,92.62,32.0,Unknown,1
+62602,Female,49.0,0,0,Yes,Private,Urban,60.91,29.9,never smoked,1
+4651,Male,78.0,0,0,Yes,Private,Rural,78.03,23.9,formerly smoked,1
+1261,Male,54.0,0,0,Yes,Private,Urban,71.22,28.5,never smoked,1
+61960,Male,82.0,0,1,Yes,Private,Urban,144.9,26.4,smokes,1
+1845,Female,63.0,0,0,Yes,Private,Urban,90.9,,formerly smoked,1
+7937,Male,60.0,1,0,Yes,Govt_job,Urban,213.03,20.2,smokes,1
+19824,Male,76.0,1,0,Yes,Private,Rural,243.58,33.6,never smoked,1
+37937,Female,75.0,0,1,No,Self-employed,Urban,109.78,,Unknown,1
+47472,Female,58.0,0,0,Yes,Private,Urban,107.26,38.6,formerly smoked,1
+35626,Male,81.0,0,0,Yes,Self-employed,Urban,99.33,33.7,never smoked,1
+36338,Female,39.0,1,0,Yes,Private,Rural,58.09,39.2,smokes,1
+18587,Female,76.0,0,0,No,Private,Urban,89.96,,Unknown,1
+15102,Male,78.0,1,0,Yes,Private,Urban,75.32,,formerly smoked,1
+59190,Female,79.0,0,1,Yes,Private,Rural,127.29,27.7,never smoked,1
+47167,Female,77.0,1,0,Yes,Self-employed,Urban,124.13,31.4,never smoked,1
+8752,Female,63.0,0,0,Yes,Govt_job,Urban,197.54,,never smoked,1
+25831,Male,63.0,0,1,Yes,Private,Rural,196.71,36.5,formerly smoked,1
+38829,Female,82.0,0,0,Yes,Private,Rural,59.32,33.2,never smoked,1
+66400,Male,78.0,0,0,Yes,Private,Urban,237.75,,formerly smoked,1
+58631,Male,73.0,1,0,Yes,Self-employed,Urban,194.99,32.8,never smoked,1
+5111,Female,54.0,1,0,Yes,Govt_job,Urban,180.93,27.7,never smoked,1
+10710,Female,56.0,0,0,Yes,Private,Urban,185.17,40.4,formerly smoked,1
+55927,Female,80.0,1,0,Yes,Private,Rural,74.9,22.2,never smoked,1
+65842,Female,67.0,1,0,Yes,Self-employed,Rural,61.94,25.3,smokes,1
+19557,Female,45.0,0,0,Yes,Private,Rural,93.72,30.2,formerly smoked,1
+7356,Male,75.0,0,0,Yes,Private,Urban,104.72,,Unknown,1
+17013,Male,78.0,1,0,No,Private,Urban,113.01,24.0,never smoked,1
+17004,Female,70.0,0,0,Yes,Private,Urban,221.58,47.5,never smoked,1
+72366,Male,76.0,0,0,Yes,Private,Urban,104.47,20.3,Unknown,1
+6118,Male,59.0,0,0,Yes,Private,Urban,86.23,30.0,formerly smoked,1
+7371,Female,80.0,1,0,Yes,Self-employed,Rural,72.67,28.9,never smoked,1
+70676,Female,76.0,0,0,Yes,Govt_job,Rural,62.57,,formerly smoked,1
+2326,Female,67.0,1,0,Yes,Private,Rural,179.12,28.1,formerly smoked,1
+27169,Female,66.0,1,0,Yes,Govt_job,Rural,116.55,31.1,formerly smoked,1
+50784,Male,63.0,0,0,Yes,Private,Rural,228.56,27.4,never smoked,1
+19773,Female,52.0,0,0,Yes,Private,Rural,96.59,26.4,never smoked,1
+66159,Female,80.0,0,1,Yes,Self-employed,Rural,66.72,21.7,formerly smoked,1
+36236,Male,80.0,1,0,Yes,Private,Urban,240.09,27.0,never smoked,1
+71673,Female,79.0,0,0,Yes,Private,Urban,110.85,24.1,formerly smoked,1
+45805,Female,51.0,0,0,Yes,Private,Urban,165.31,,never smoked,1
+42117,Male,43.0,0,0,Yes,Self-employed,Urban,143.43,45.9,Unknown,1
+57419,Male,59.0,0,0,Yes,Private,Rural,96.16,44.1,Unknown,1
+26015,Female,66.0,0,0,Yes,Self-employed,Urban,101.45,,Unknown,1
+26727,Female,79.0,0,0,No,Private,Rural,88.92,22.9,never smoked,1
+66638,Female,68.0,1,0,No,Self-employed,Urban,79.79,29.7,never smoked,1
+70042,Male,58.0,0,0,Yes,Private,Urban,71.2,,Unknown,1
+32399,Male,54.0,0,0,Yes,Private,Rural,96.97,29.1,smokes,1
+3253,Male,61.0,0,1,Yes,Private,Rural,111.81,27.3,smokes,1
+71796,Female,70.0,0,1,Yes,Private,Rural,59.35,32.3,formerly smoked,1
+14499,Male,47.0,0,0,Yes,Private,Urban,86.94,41.1,formerly smoked,1
+49130,Male,74.0,0,0,Yes,Private,Urban,98.55,25.6,Unknown,1
+28291,Female,79.0,0,1,Yes,Private,Urban,226.98,29.8,never smoked,1
+51169,Male,81.0,0,0,Yes,Private,Urban,72.81,26.3,never smoked,1
+66315,Female,57.0,0,0,No,Self-employed,Urban,68.02,37.5,never smoked,1
+37726,Female,80.0,1,0,Yes,Self-employed,Urban,68.56,26.2,Unknown,1
+54385,Male,45.0,0,0,Yes,Private,Rural,64.14,29.4,never smoked,1
+2458,Female,78.0,0,0,Yes,Private,Rural,235.63,32.3,never smoked,1
+35512,Female,70.0,0,0,Yes,Self-employed,Rural,76.34,24.4,formerly smoked,1
+56841,Male,58.0,0,1,Yes,Private,Rural,240.59,31.4,smokes,1
+8154,Male,57.0,1,0,Yes,Govt_job,Urban,78.92,27.7,formerly smoked,1
+4639,Female,69.0,0,0,Yes,Govt_job,Urban,82.81,28.0,never smoked,1
+12363,Male,64.0,0,1,Yes,Govt_job,Urban,74.1,28.8,Unknown,1
+63973,Female,77.0,0,0,Yes,Govt_job,Rural,190.32,31.4,never smoked,1
+45277,Female,74.0,0,0,Yes,Private,Rural,231.61,34.6,formerly smoked,1
+4712,Female,81.0,0,1,Yes,Self-employed,Rural,78.7,19.4,Unknown,1
+33175,Female,57.0,0,0,Yes,Govt_job,Urban,110.52,28.5,Unknown,1
+2346,Male,58.0,0,0,Yes,Private,Urban,82.3,,smokes,1
+42072,Female,50.0,1,0,Yes,Private,Rural,73.18,30.3,formerly smoked,1
+12062,Female,54.0,0,0,Yes,Self-employed,Rural,191.82,40.4,smokes,1
+30456,Female,79.0,0,0,Yes,Private,Rural,93.05,24.2,never smoked,1
+59125,Female,53.0,0,0,Yes,Govt_job,Urban,64.17,41.5,never smoked,1
+56546,Male,79.0,0,1,Yes,Private,Rural,129.98,22.6,formerly smoked,1
+48405,Male,80.0,0,1,Yes,Private,Urban,68.53,24.2,smokes,1
+36706,Female,76.0,0,0,Yes,Self-employed,Urban,106.41,,formerly smoked,1
+41069,Female,45.0,0,0,Yes,Private,Rural,224.1,56.6,never smoked,1
+71639,Female,68.0,0,0,No,Govt_job,Urban,82.1,27.1,Unknown,1
+53401,Male,71.0,1,1,No,Govt_job,Rural,216.94,30.9,never smoked,1
+60744,Male,61.0,1,0,Yes,Self-employed,Rural,76.11,27.3,smokes,1
+7547,Male,74.0,0,0,Yes,Private,Urban,72.96,31.3,smokes,1
+31720,Female,38.0,0,0,No,Self-employed,Urban,82.28,24.0,formerly smoked,1
+5563,Female,77.0,0,0,Yes,Private,Urban,105.22,31.0,never smoked,1
+68798,Female,58.0,0,0,Yes,Private,Rural,59.86,28.0,formerly smoked,1
+72918,Female,53.0,1,0,Yes,Private,Urban,62.55,30.3,Unknown,1
+13491,Male,80.0,0,0,Yes,Private,Rural,259.63,31.7,smokes,1
+44033,Male,56.0,1,0,Yes,Private,Rural,249.31,35.8,never smoked,1
+14164,Female,72.0,0,0,Yes,Private,Urban,219.91,,Unknown,1
+50522,Female,72.0,0,0,Yes,Govt_job,Urban,131.41,28.4,never smoked,1
+3352,Male,78.0,1,0,Yes,Self-employed,Urban,93.13,,formerly smoked,1
+70943,Female,80.0,0,0,Yes,Private,Urban,73.54,24.0,Unknown,1
+37132,Male,82.0,0,0,Yes,Govt_job,Urban,200.59,29.0,formerly smoked,1
+48796,Female,75.0,0,0,Yes,Govt_job,Urban,62.48,,Unknown,1
+53440,Female,73.0,1,0,Yes,Private,Rural,190.14,36.5,never smoked,1
+16817,Female,78.0,1,0,No,Private,Urban,130.54,20.1,never smoked,1
+69551,Male,69.0,1,0,No,Private,Rural,182.99,36.5,never smoked,1
+31563,Female,38.0,0,0,Yes,Private,Rural,101.45,,formerly smoked,1
+20387,Female,68.0,1,0,Yes,Self-employed,Rural,206.09,26.7,never smoked,1
+71279,Female,71.0,0,0,Yes,Govt_job,Urban,263.32,38.7,never smoked,1
+55824,Male,76.0,0,0,Yes,Private,Urban,140.1,29.9,formerly smoked,1
+11762,Female,76.0,0,0,Yes,Private,Urban,207.28,34.9,Unknown,1
+29281,Male,76.0,1,0,Yes,Self-employed,Rural,194.37,27.0,formerly smoked,1
+30683,Female,75.0,0,0,Yes,Private,Rural,199.2,26.6,Unknown,1
+20439,Male,82.0,0,1,Yes,Govt_job,Rural,103.68,25.0,never smoked,1
+45965,Female,59.0,0,0,Yes,Private,Rural,116.44,23.8,smokes,1
+8045,Female,74.0,1,0,Yes,Private,Urban,70.28,21.8,never smoked,1
+37651,Female,69.0,1,1,No,Self-employed,Urban,72.17,36.8,never smoked,1
+17308,Female,72.0,1,0,Yes,Private,Urban,221.79,30.0,never smoked,1
+67981,Male,66.0,0,0,Yes,Private,Urban,151.16,27.5,formerly smoked,1
+41241,Male,65.0,0,0,Yes,Self-employed,Urban,68.43,,formerly smoked,1
+62861,Female,78.0,0,0,Yes,Private,Urban,67.29,24.6,never smoked,1
+72081,Female,57.0,1,0,Yes,Govt_job,Rural,67.41,32.9,never smoked,1
+58978,Female,70.0,0,1,Yes,Private,Rural,239.07,26.1,never smoked,1
+11933,Female,79.0,0,0,Yes,Private,Rural,169.67,,Unknown,1
+46703,Male,68.0,0,1,Yes,Private,Urban,223.83,31.9,formerly smoked,1
+32503,Female,80.0,0,0,Yes,Self-employed,Urban,76.57,34.1,never smoked,1
+12482,Male,68.0,0,0,Yes,Self-employed,Urban,77.82,27.5,smokes,1
+56939,Female,55.0,0,0,Yes,Self-employed,Rural,92.98,25.6,never smoked,1
+24669,Female,77.0,0,1,Yes,Private,Rural,231.56,36.9,never smoked,1
+43054,Female,50.0,0,0,Yes,Private,Rural,102.16,31.4,smokes,1
+59437,Female,57.0,0,0,Yes,Private,Urban,221.89,37.3,smokes,1
+66258,Female,71.0,0,0,Yes,Self-employed,Urban,195.71,34.1,formerly smoked,1
+34567,Female,81.0,1,0,Yes,Self-employed,Rural,74.02,25.0,never smoked,1
+50931,Female,76.0,0,0,Yes,Private,Urban,57.92,,formerly smoked,1
+16590,Male,71.0,0,1,Yes,Private,Urban,81.76,,smokes,1
+69768,Female,1.32,0,0,No,children,Urban,70.37,,Unknown,1
+20426,Female,78.0,1,0,No,Private,Urban,203.87,45.7,never smoked,1
+3512,Female,70.0,1,0,Yes,Self-employed,Urban,89.13,34.2,formerly smoked,1
+42899,Male,78.0,0,0,Yes,Self-employed,Urban,133.19,23.6,formerly smoked,1
+63453,Female,56.0,0,0,Yes,Govt_job,Rural,162.23,27.3,Unknown,1
+43364,Male,79.0,1,0,Yes,Private,Rural,75.02,,never smoked,1
+44993,Female,79.0,1,0,No,Govt_job,Urban,98.02,22.3,formerly smoked,1
+210,Male,81.0,0,0,Yes,Self-employed,Rural,91.54,31.4,never smoked,1
+28939,Male,64.0,0,0,Yes,Self-employed,Rural,111.98,,formerly smoked,1
+60739,Female,79.0,1,1,No,Self-employed,Rural,60.94,,never smoked,1
+67432,Female,60.0,0,0,Yes,Private,Urban,97.43,26.4,smokes,1
+2182,Female,80.0,1,0,Yes,Self-employed,Rural,91.02,32.9,formerly smoked,1
+40899,Female,78.0,0,0,Yes,Self-employed,Rural,60.67,,formerly smoked,1
+14431,Male,72.0,1,0,Yes,Self-employed,Rural,185.49,37.1,never smoked,1
+62466,Female,80.0,0,0,Yes,Private,Urban,64.44,45.0,never smoked,1
+36841,Male,78.0,1,0,Yes,Self-employed,Rural,56.11,25.5,formerly smoked,1
+33486,Female,80.0,0,0,Yes,Govt_job,Urban,110.66,,Unknown,1
+65105,Male,81.0,0,0,Yes,Private,Urban,213.22,26.1,Unknown,1
+54567,Female,46.0,0,0,Yes,Private,Urban,78.18,30.8,never smoked,1
+66204,Male,59.0,0,0,Yes,Private,Urban,111.04,32.0,formerly smoked,1
+39912,Female,32.0,0,0,Yes,Private,Rural,76.13,29.9,smokes,1
+8003,Female,77.0,0,0,No,Private,Urban,81.32,,Unknown,1
+28378,Male,61.0,1,1,Yes,Private,Urban,112.24,37.4,smokes,1
+41081,Male,63.0,0,0,Yes,Private,Rural,137.3,31.7,formerly smoked,1
+16077,Male,63.0,0,1,Yes,Self-employed,Urban,116.69,34.5,formerly smoked,1
+67895,Female,82.0,1,1,Yes,Govt_job,Urban,215.94,27.9,formerly smoked,1
+30184,Male,82.0,0,0,Yes,Private,Rural,86.62,29.5,formerly smoked,1
+66955,Male,61.0,0,1,Yes,Private,Urban,209.86,,Unknown,1
+24905,Female,65.0,0,0,Yes,Private,Urban,205.77,46.0,formerly smoked,1
+66071,Male,51.0,1,0,Yes,Private,Urban,112.16,42.5,formerly smoked,1
+36255,Male,59.0,0,0,Yes,Self-employed,Rural,118.03,35.5,smokes,1
+69112,Male,68.0,1,1,Yes,Private,Rural,271.74,31.1,smokes,1
+23410,Female,72.0,0,0,Yes,Private,Rural,97.92,26.9,smokes,1
+64373,Male,59.0,0,0,Yes,Private,Urban,200.62,35.8,formerly smoked,1
+58267,Male,70.0,1,0,Yes,Private,Rural,242.52,45.5,formerly smoked,1
+35684,Male,69.0,0,0,Yes,Private,Rural,93.81,28.5,Unknown,1
+18937,Male,79.0,0,0,Yes,Private,Rural,114.77,,formerly smoked,1
+491,Female,74.0,0,0,Yes,Self-employed,Urban,74.96,26.6,never smoked,1
+54695,Male,74.0,0,0,Yes,Private,Urban,167.13,,Unknown,1
+68627,Male,80.0,1,1,Yes,Private,Urban,175.29,31.5,formerly smoked,1
+8580,Female,77.0,0,0,Yes,Self-employed,Rural,90.0,32.0,never smoked,1
+28484,Female,78.0,0,0,Yes,Self-employed,Rural,109.47,30.8,never smoked,1
+62019,Male,54.0,0,0,Yes,Govt_job,Rural,87.85,31.1,smokes,1
+51314,Female,78.0,0,0,Yes,Private,Urban,106.74,33.0,formerly smoked,1
+37060,Female,81.0,0,0,Yes,Private,Rural,80.13,23.4,never smoked,1
+35578,Male,78.0,0,0,No,Self-employed,Urban,90.19,26.9,never smoked,1
+54921,Male,78.0,1,0,Yes,Self-employed,Rural,134.8,33.6,Unknown,1
+33454,Female,63.0,0,0,Yes,Govt_job,Rural,106.58,23.9,Unknown,1
+33943,Female,39.0,0,0,Yes,Private,Urban,83.24,26.3,never smoked,1
+62439,Female,51.0,0,0,Yes,Govt_job,Rural,103.43,27.3,formerly smoked,1
+31179,Male,63.0,0,0,Yes,Private,Urban,208.65,30.7,never smoked,1
+66866,Female,48.0,0,0,Yes,Private,Urban,74.11,20.5,never smoked,1
+2548,Female,81.0,0,0,Yes,Self-employed,Urban,95.84,21.5,never smoked,1
+68025,Female,79.0,0,1,No,Private,Urban,205.33,31.0,smokes,1
+2390,Male,78.0,0,0,Yes,Self-employed,Urban,116.1,27.1,never smoked,1
+29552,Female,55.0,1,1,Yes,Private,Urban,210.4,40.0,smokes,1
+25904,Female,76.0,1,1,Yes,Self-employed,Urban,199.86,,smokes,1
+31421,Male,73.0,0,1,Yes,Govt_job,Rural,219.73,28.6,never smoked,1
+20463,Male,81.0,1,1,Yes,Private,Urban,250.89,28.1,smokes,1
+68023,Male,79.0,0,0,Yes,Private,Rural,72.73,28.4,never smoked,1
+12689,Female,63.0,0,0,Yes,Govt_job,Rural,205.35,42.2,formerly smoked,1
+54724,Female,81.0,0,0,No,Govt_job,Urban,70.3,25.8,smokes,1
+8899,Male,49.0,0,0,No,Private,Rural,104.86,31.9,smokes,1
+39186,Female,57.0,0,1,Yes,Private,Urban,216.58,31.0,Unknown,1
+32729,Female,81.0,0,0,Yes,Private,Rural,184.4,27.5,never smoked,1
+39105,Male,74.0,0,0,Yes,Self-employed,Rural,60.98,,never smoked,1
+31154,Female,39.0,0,0,Yes,Self-employed,Urban,97.76,29.6,smokes,1
+69959,Female,80.0,1,0,No,Private,Urban,66.03,35.4,never smoked,1
+10552,Female,81.0,0,0,Yes,Self-employed,Rural,81.95,16.9,never smoked,1
+12917,Female,79.0,0,0,Yes,Private,Urban,97.73,21.5,smokes,1
+68356,Female,73.0,0,0,Yes,Self-employed,Urban,70.94,34.4,never smoked,1
+23368,Female,77.0,1,0,Yes,Self-employed,Urban,199.84,28.0,formerly smoked,1
+25974,Male,78.0,0,0,Yes,Self-employed,Urban,218.46,26.8,Unknown,1
+1210,Female,68.0,0,0,Yes,Private,Rural,211.06,39.3,Unknown,1
+28493,Male,57.0,0,0,Yes,Private,Urban,86.3,31.7,Unknown,1
+36857,Male,77.0,0,0,Yes,Self-employed,Rural,162.14,32.6,formerly smoked,1
+1836,Female,51.0,1,0,Yes,Private,Urban,88.2,28.4,never smoked,1
+32221,Male,60.0,0,1,Yes,Private,Urban,91.92,35.9,smokes,1
+10548,Male,66.0,0,0,Yes,Private,Rural,76.46,21.2,formerly smoked,1
+52282,Male,57.0,0,0,Yes,Private,Rural,197.28,34.5,formerly smoked,1
+45535,Male,68.0,0,0,Yes,Private,Rural,233.94,42.4,never smoked,1
+40460,Female,68.0,1,1,Yes,Private,Urban,247.51,40.5,formerly smoked,1
+17739,Male,57.0,0,0,Yes,Private,Rural,84.96,36.7,Unknown,1
+49669,Female,14.0,0,0,No,children,Rural,57.93,30.9,Unknown,1
+27153,Female,75.0,0,0,Yes,Self-employed,Rural,78.8,29.3,formerly smoked,1
+34060,Male,71.0,1,0,Yes,Self-employed,Rural,87.8,,Unknown,1
+43424,Female,78.0,0,0,Yes,Private,Rural,78.81,19.6,Unknown,1
+30669,Male,3.0,0,0,No,children,Rural,95.12,18.0,Unknown,0
+30468,Male,58.0,1,0,Yes,Private,Urban,87.96,39.2,never smoked,0
+16523,Female,8.0,0,0,No,Private,Urban,110.89,17.6,Unknown,0
+56543,Female,70.0,0,0,Yes,Private,Rural,69.04,35.9,formerly smoked,0
+46136,Male,14.0,0,0,No,Never_worked,Rural,161.28,19.1,Unknown,0
+32257,Female,47.0,0,0,Yes,Private,Urban,210.95,50.1,Unknown,0
+52800,Female,52.0,0,0,Yes,Private,Urban,77.59,17.7,formerly smoked,0
+41413,Female,75.0,0,1,Yes,Self-employed,Rural,243.53,27.0,never smoked,0
+15266,Female,32.0,0,0,Yes,Private,Rural,77.67,32.3,smokes,0
+28674,Female,74.0,1,0,Yes,Self-employed,Urban,205.84,54.6,never smoked,0
+10460,Female,79.0,0,0,Yes,Govt_job,Urban,77.08,35.0,Unknown,0
+64908,Male,79.0,0,1,Yes,Private,Urban,57.08,22.0,formerly smoked,0
+63884,Female,37.0,0,0,Yes,Private,Rural,162.96,39.4,never smoked,0
+37893,Female,37.0,0,0,Yes,Private,Rural,73.5,26.1,formerly smoked,0
+67855,Female,40.0,0,0,Yes,Private,Rural,95.04,42.4,never smoked,0
+25774,Male,35.0,0,0,No,Private,Rural,85.37,33.0,never smoked,0
+19584,Female,20.0,0,0,No,Private,Urban,84.62,19.7,smokes,0
+24447,Female,42.0,0,0,Yes,Private,Rural,82.67,22.5,never smoked,0
+49589,Female,44.0,0,0,Yes,Govt_job,Urban,57.33,24.6,smokes,0
+17986,Female,79.0,0,1,Yes,Self-employed,Urban,67.84,25.2,smokes,0
+29217,Female,65.0,1,0,Yes,Private,Rural,75.7,41.8,Unknown,0
+72911,Female,57.0,1,0,Yes,Private,Rural,129.54,60.9,smokes,0
+47175,Female,49.0,0,0,Yes,Private,Rural,60.22,31.5,smokes,0
+4057,Male,71.0,0,0,Yes,Private,Urban,198.21,27.3,formerly smoked,0
+48588,Female,59.0,0,0,Yes,Private,Urban,109.82,23.7,never smoked,0
+70336,Female,25.0,0,0,Yes,Private,Urban,60.84,24.5,never smoked,0
+66767,Female,67.0,0,0,Yes,Govt_job,Rural,94.61,28.4,smokes,0
+45801,Female,38.0,0,0,No,Private,Rural,97.49,26.9,never smoked,0
+36275,Female,54.0,0,0,Yes,Private,Rural,206.72,26.7,never smoked,0
+11577,Female,70.0,0,0,Yes,Self-employed,Rural,214.45,31.2,never smoked,0
+67210,Male,27.0,0,0,Yes,Self-employed,Urban,82.9,25.0,Unknown,0
+29908,Female,47.0,0,0,Yes,Private,Urban,103.26,25.4,Unknown,0
+45222,Male,58.0,1,0,No,Private,Urban,55.78,27.5,smokes,0
+33759,Female,3.0,0,0,No,children,Urban,73.74,16.0,Unknown,0
+40311,Female,58.0,0,0,Yes,Private,Urban,149.75,27.0,Unknown,0
+26325,Male,14.0,0,0,No,Govt_job,Urban,82.34,31.6,Unknown,0
+65460,Female,32.0,0,0,Yes,Private,Rural,62.6,25.1,formerly smoked,0
+36811,Female,23.0,0,0,No,Private,Urban,94.09,30.9,never smoked,0
+71750,Female,55.0,0,0,Yes,Private,Urban,55.42,24.8,Unknown,0
+70970,Female,17.0,0,0,No,Self-employed,Urban,82.18,23.4,Unknown,0
+42203,Male,59.0,0,0,Yes,Private,Urban,117.92,29.4,smokes,0
+55680,Male,13.0,0,0,No,children,Urban,114.84,18.3,Unknown,0
+11014,Male,4.0,0,0,No,children,Rural,79.17,20.0,Unknown,0
+44338,Female,16.0,0,0,No,children,Rural,110.63,19.5,Unknown,0
+20980,Male,67.0,0,0,Yes,Private,Urban,190.7,36.0,formerly smoked,0
+34974,Female,22.0,0,0,No,Private,Rural,79.81,27.7,Unknown,0
+71379,Female,45.0,0,0,Yes,Govt_job,Urban,113.63,27.5,smokes,0
+58261,Female,66.0,0,0,Yes,Private,Rural,141.24,28.5,never smoked,0
+67318,Male,58.0,1,0,Yes,Govt_job,Rural,56.96,26.8,smokes,0
+28526,Male,69.0,0,0,Yes,Self-employed,Rural,203.04,33.6,never smoked,0
+8831,Female,58.0,0,0,Yes,Private,Rural,94.3,29.1,Unknown,0
+65199,Female,53.0,0,0,Yes,Self-employed,Urban,81.51,28.5,Unknown,0
+43454,Female,78.0,0,0,No,Self-employed,Urban,137.74,34.9,formerly smoked,0
+7282,Male,44.0,0,0,Yes,Private,Rural,81.84,25.1,never smoked,0
+18518,Male,66.0,0,0,Yes,Private,Rural,242.3,35.3,smokes,0
+41648,Male,27.0,0,0,Yes,Private,Rural,102.64,26.4,smokes,0
+49003,Male,43.0,0,0,Yes,Private,Urban,146.01,31.5,smokes,0
+16371,Female,13.0,0,0,No,children,Urban,75.42,40.1,Unknown,0
+42807,Male,51.0,0,0,Yes,Govt_job,Urban,220.49,43.1,Unknown,0
+40181,Female,30.0,0,0,Yes,Private,Urban,61.45,36.7,smokes,0
+66174,Male,46.0,0,0,Yes,Self-employed,Rural,88.19,29.3,formerly smoked,0
+45538,Female,43.0,0,0,Yes,Self-employed,Rural,115.22,21.2,Unknown,0
+6319,Female,79.0,0,0,Yes,Private,Urban,97.93,31.2,Unknown,0
+68249,Female,27.0,0,0,Yes,Private,Rural,85.6,21.4,Unknown,0
+55232,Female,38.0,0,0,Yes,Private,Rural,79.83,27.9,smokes,0
+11120,Female,78.0,1,0,Yes,Private,Urban,218.46,34.3,never smoked,0
+41940,Male,57.0,0,1,Yes,Private,Rural,62.2,31.0,formerly smoked,0
+72214,Male,61.0,0,0,Yes,Self-employed,Urban,69.15,27.7,formerly smoked,0
+37089,Female,37.0,1,0,Yes,Self-employed,Rural,127.71,36.0,never smoked,0
+68614,Female,48.0,0,0,Yes,Private,Rural,216.7,38.7,formerly smoked,0
+1686,Female,29.0,0,0,No,Private,Urban,71.89,27.6,never smoked,0
+22284,Male,22.0,0,0,No,Private,Rural,103.56,25.1,Unknown,0
+39038,Male,11.0,0,0,No,children,Rural,79.03,16.5,Unknown,0
+21956,Female,22.0,0,0,No,Private,Urban,69.94,22.8,Unknown,0
+52134,Male,53.0,0,0,Yes,Private,Rural,90.12,35.4,Unknown,0
+30171,Male,27.0,0,0,No,Govt_job,Urban,95.1,24.3,formerly smoked,0
+4480,Male,76.0,0,0,Yes,Private,Rural,234.58,34.3,formerly smoked,0
+2982,Female,57.0,1,0,Yes,Private,Rural,235.85,40.1,never smoked,0
+65535,Male,8.0,0,0,No,children,Rural,78.05,25.7,Unknown,0
+29865,Female,21.0,0,0,No,Private,Rural,89.44,21.9,smokes,0
+54918,Female,18.0,0,0,No,Private,Rural,111.38,38.4,smokes,0
+59368,Female,78.0,0,0,Yes,Private,Urban,243.5,26.1,never smoked,0
+65836,Female,78.0,1,0,Yes,Private,Urban,182.2,30.5,formerly smoked,0
+21130,Male,33.0,0,0,Yes,Self-employed,Urban,229.92,25.9,smokes,0
+1703,Female,52.0,0,0,Yes,Private,Urban,82.24,54.7,formerly smoked,0
+16934,Female,51.0,0,0,Yes,Self-employed,Rural,89.84,29.9,Unknown,0
+28799,Male,11.0,0,0,No,children,Rural,90.69,18.6,Unknown,0
+32689,Female,48.0,0,0,Yes,Private,Urban,84.38,27.1,Unknown,0
+56357,Female,82.0,0,1,No,Private,Urban,215.6,24.9,never smoked,0
+18051,Female,54.0,0,0,Yes,Govt_job,Rural,91.61,25.2,never smoked,0
+40840,Female,49.0,0,0,Yes,Private,Rural,138.16,19.4,never smoked,0
+10449,Female,24.0,0,0,Yes,Private,Urban,75.23,29.0,never smoked,0
+38805,Female,37.0,0,0,Yes,Private,Rural,75.18,48.2,formerly smoked,0
+31091,Male,34.0,0,1,Yes,Private,Urban,106.23,,formerly smoked,0
+45053,Male,64.0,0,0,Yes,Govt_job,Urban,239.64,34.6,formerly smoked,0
+61837,Female,66.0,0,0,Yes,Self-employed,Urban,58.95,24.6,never smoked,0
+9487,Female,23.0,0,0,No,Private,Urban,99.92,25.8,never smoked,0
+49713,Male,68.0,0,0,Yes,Private,Rural,116.23,26.1,never smoked,0
+17608,Female,55.0,0,0,Yes,Govt_job,Urban,118.82,29.0,formerly smoked,0
+28102,Female,25.0,0,0,No,Private,Rural,66.3,27.2,never smoked,0
+1506,Female,48.0,0,0,No,Govt_job,Urban,101.41,20.7,smokes,0
+28333,Female,79.0,1,1,Yes,Self-employed,Urban,200.28,30.0,formerly smoked,0
+62608,Female,47.0,0,0,Yes,Private,Urban,136.8,37.3,never smoked,0
+40670,Female,20.0,0,0,No,Private,Rural,96.57,34.1,never smoked,0
+4630,Female,60.0,0,0,Yes,Private,Rural,66.42,23.6,never smoked,0
+21284,Female,32.0,0,0,Yes,Private,Urban,98.09,25.2,smokes,0
+49421,Female,66.0,1,0,Yes,Private,Rural,205.23,39.5,never smoked,0
+5973,Male,43.0,0,0,Yes,Private,Urban,86.78,23.5,smokes,0
+42996,Female,36.0,0,0,No,Govt_job,Rural,126.82,23.3,never smoked,0
+66333,Male,52.0,0,0,Yes,Self-employed,Urban,78.4,64.8,never smoked,0
+46785,Female,29.0,0,0,Yes,Private,Urban,63.69,28.1,smokes,0
+54312,Female,76.0,1,0,Yes,Self-employed,Urban,209.58,,never smoked,0
+21408,Female,39.0,0,0,Yes,Self-employed,Rural,89.86,24.4,never smoked,0
+49916,Male,76.0,0,0,Yes,Private,Rural,110.99,29.8,formerly smoked,0
+7559,Female,0.64,0,0,No,children,Urban,83.82,24.9,Unknown,0
+71038,Male,34.0,0,0,Yes,Private,Urban,137.96,35.1,Unknown,0
+69037,Female,72.0,0,0,Yes,Private,Rural,210.78,32.3,formerly smoked,0
+58617,Female,43.0,0,0,Yes,Self-employed,Rural,118.89,43.6,never smoked,0
+69064,Female,57.0,0,0,No,Self-employed,Rural,72.55,21.0,never smoked,0
+9404,Female,44.0,0,0,Yes,Private,Rural,107.41,47.3,never smoked,0
+8171,Female,4.0,0,0,No,children,Rural,93.25,16.6,Unknown,0
+28286,Male,44.0,0,0,Yes,Private,Rural,74.91,37.5,never smoked,0
+43232,Female,18.0,0,0,No,Private,Urban,80.05,24.2,never smoked,0
+10159,Male,41.0,0,0,Yes,Private,Urban,99.8,31.6,never smoked,0
+34402,Female,23.0,0,0,Yes,Private,Rural,91.97,21.6,formerly smoked,0
+58282,Female,53.0,0,0,Yes,Govt_job,Rural,64.4,31.0,smokes,0
+64489,Male,56.0,0,0,Yes,Govt_job,Rural,73.02,31.1,never smoked,0
+22706,Female,0.88,0,0,No,children,Rural,88.11,15.5,Unknown,0
+71539,Male,25.0,0,0,No,Private,Urban,138.29,27.3,Unknown,0
+28637,Female,14.0,0,0,No,children,Rural,72.36,20.5,Unknown,0
+64553,Female,53.0,0,0,Yes,Private,Rural,68.76,35.6,formerly smoked,0
+31741,Male,4.0,0,0,No,children,Rural,106.22,16.7,Unknown,0
+69936,Female,39.0,0,0,Yes,Private,Urban,101.52,41.8,never smoked,0
+46527,Male,53.0,1,1,Yes,Govt_job,Rural,109.51,41.9,never smoked,0
+22537,Male,5.0,0,0,No,children,Rural,85.84,16.4,Unknown,0
+50611,Male,4.0,0,0,No,children,Rural,110.15,17.1,Unknown,0
+13547,Female,37.0,0,0,Yes,Private,Urban,91.72,29.2,never smoked,0
+63732,Male,70.0,1,0,Yes,Self-employed,Urban,251.6,27.1,never smoked,0
+9608,Male,24.0,0,0,No,Private,Urban,123.1,37.9,never smoked,0
+10504,Male,55.0,0,0,Yes,Govt_job,Rural,97.4,44.6,formerly smoked,0
+37090,Female,70.0,0,0,Yes,Private,Rural,68.34,22.8,formerly smoked,0
+60148,Male,34.0,0,0,Yes,Private,Urban,80.81,33.2,never smoked,0
+9637,Male,26.0,0,0,Yes,Private,Rural,120.31,22.3,smokes,0
+44862,Female,39.0,0,0,Yes,Private,Rural,83.51,26.4,never smoked,0
+52173,Male,38.0,0,0,No,Self-employed,Urban,74.09,39.6,never smoked,0
+5708,Female,20.0,0,0,No,Private,Urban,91.6,28.1,never smoked,0
+23462,Female,17.0,0,0,No,Private,Urban,87.52,39.2,never smoked,0
+2374,Male,60.0,1,0,Yes,Private,Rural,213.37,36.0,never smoked,0
+11091,Female,75.0,0,0,Yes,Self-employed,Rural,75.39,37.8,never smoked,0
+70374,Female,31.0,0,0,Yes,Private,Rural,122.41,40.3,smokes,0
+15528,Male,58.0,1,0,Yes,Private,Rural,223.36,41.5,formerly smoked,0
+65357,Female,5.0,0,0,No,children,Rural,84.59,17.7,Unknown,0
+49465,Female,13.0,0,0,No,children,Urban,70.16,21.2,never smoked,0
+31143,Female,22.0,0,0,No,Private,Rural,107.52,41.6,Unknown,0
+66972,Female,52.0,0,0,Yes,Govt_job,Urban,80.88,23.8,smokes,0
+55810,Female,61.0,0,0,Yes,Self-employed,Rural,93.48,23.7,Unknown,0
+37031,Female,78.0,0,1,Yes,Govt_job,Urban,70.21,24.8,never smoked,0
+34608,Male,57.0,0,0,Yes,Private,Rural,86.67,39.0,Unknown,0
+36007,Female,21.0,0,0,Yes,Private,Rural,101.37,37.9,never smoked,0
+14123,Female,22.0,0,0,Yes,Private,Rural,105.22,31.1,never smoked,0
+48298,Female,80.0,0,0,Yes,Private,Rural,70.31,23.2,Unknown,0
+54975,Male,7.0,0,0,No,Self-employed,Rural,64.06,18.9,Unknown,0
+27213,Male,64.0,1,0,Yes,Self-employed,Rural,178.29,36.1,never smoked,0
+44749,Female,64.0,0,0,No,Govt_job,Rural,81.6,36.3,smokes,0
+46468,Female,38.0,0,0,Yes,Self-employed,Urban,147.48,40.5,Unknown,0
+10913,Male,12.0,0,0,No,children,Urban,86.86,25.4,never smoked,0
+51983,Female,33.0,0,0,Yes,Private,Rural,71.16,46.5,smokes,0
+27029,Female,3.0,0,0,No,children,Urban,73.2,16.8,Unknown,0
+22320,Female,37.0,0,0,Yes,Private,Urban,203.81,46.6,never smoked,0
+45719,Female,22.0,0,0,No,Private,Rural,82.0,26.4,never smoked,0
+129,Female,24.0,0,0,No,Private,Urban,97.55,26.2,never smoked,0
+20351,Male,75.0,0,0,Yes,Govt_job,Urban,94.29,35.2,Unknown,0
+530,Female,12.0,0,0,No,children,Rural,75.22,20.9,Unknown,0
+55351,Male,63.0,0,0,Yes,Private,Urban,90.07,36.8,Unknown,0
+67431,Female,52.0,0,0,Yes,Private,Urban,73.73,34.4,formerly smoked,0
+20546,Female,68.0,0,0,Yes,Private,Urban,79.58,22.2,never smoked,0
+6107,Female,5.0,0,0,No,children,Urban,77.88,13.8,Unknown,0
+50305,Female,56.0,1,0,Yes,Private,Rural,205.26,40.3,never smoked,0
+52342,Female,43.0,0,0,Yes,Private,Rural,58.63,28.4,smokes,0
+59906,Female,40.0,0,0,Yes,Private,Rural,139.9,31.7,smokes,0
+59729,Male,53.0,0,0,Yes,Private,Urban,211.03,34.2,formerly smoked,0
+53144,Female,52.0,0,1,Yes,Private,Urban,72.79,54.7,never smoked,0
+3655,Male,31.0,0,0,Yes,Govt_job,Rural,91.65,24.6,formerly smoked,0
+11999,Female,63.0,0,0,Yes,Govt_job,Rural,79.92,,smokes,0
+12985,Female,69.0,0,0,Yes,Self-employed,Rural,225.47,36.9,never smoked,0
+38119,Male,64.0,0,0,Yes,Govt_job,Urban,94.48,31.1,never smoked,0
+3355,Female,64.0,0,0,Yes,Private,Urban,82.34,31.9,never smoked,0
+22091,Female,62.0,0,0,Yes,Self-employed,Urban,180.63,31.8,formerly smoked,0
+5010,Female,2.0,0,0,No,children,Rural,92.48,18.0,Unknown,0
+67177,Male,53.0,0,0,Yes,Private,Rural,116.66,28.5,formerly smoked,0
+58600,Male,65.0,1,0,Yes,Private,Urban,112.09,29.5,never smoked,0
+56681,Female,22.0,0,0,No,Private,Urban,130.34,22.0,never smoked,0
+56716,Female,26.0,0,0,No,Private,Urban,82.59,29.4,never smoked,0
+65946,Male,53.0,0,0,Yes,Private,Rural,123.87,28.8,Unknown,0
+61350,Male,20.0,0,0,No,Govt_job,Rural,98.7,26.2,Unknown,0
+17291,Female,63.0,1,0,Yes,Self-employed,Rural,227.1,26.9,Unknown,0
+61465,Male,13.0,0,0,No,children,Rural,55.39,23.2,Unknown,0
+18108,Male,21.0,0,0,No,Govt_job,Urban,66.07,27.9,Unknown,0
+48368,Female,65.0,0,0,Yes,Self-employed,Rural,104.21,36.8,never smoked,0
+36471,Male,65.0,0,0,Yes,Private,Urban,145.15,28.9,Unknown,0
+15689,Male,42.0,0,0,Yes,Govt_job,Urban,68.19,31.0,never smoked,0
+8233,Male,72.0,0,1,Yes,Self-employed,Rural,97.53,29.4,smokes,0
+46436,Male,13.0,0,0,No,children,Urban,122.31,15.3,never smoked,0
+23221,Male,29.0,0,0,No,Private,Urban,83.51,37.1,never smoked,0
+31830,Male,59.0,0,0,Yes,Self-employed,Urban,86.46,30.5,Unknown,0
+15296,Female,42.0,0,0,Yes,Private,Rural,112.06,38.2,never smoked,0
+7351,Male,13.0,0,0,No,Private,Urban,92.14,23.2,never smoked,0
+66196,Male,75.0,0,1,No,Private,Rural,201.76,30.2,formerly smoked,0
+17718,Female,33.0,1,0,Yes,Private,Urban,74.44,45.2,smokes,0
+31164,Female,43.0,0,0,Yes,Private,Rural,95.93,21.8,Unknown,0
+48272,Female,11.0,0,0,No,children,Rural,87.51,24.4,Unknown,0
+2893,Female,7.0,0,0,No,children,Rural,72.35,17.0,Unknown,0
+34376,Female,16.0,0,0,No,children,Rural,113.47,19.5,Unknown,0
+18498,Female,44.0,0,0,No,Private,Rural,103.78,49.8,formerly smoked,0
+56735,Female,78.0,0,0,Yes,Self-employed,Rural,115.43,27.8,never smoked,0
+8595,Male,25.0,0,0,Yes,Private,Rural,95.59,25.1,never smoked,0
+621,Male,69.0,0,0,Yes,Private,Rural,101.52,26.8,smokes,0
+1307,Female,61.0,1,0,Yes,Private,Rural,170.05,60.2,smokes,0
+35846,Female,43.0,1,0,No,Self-employed,Rural,217.3,27.5,never smoked,0
+28645,Female,38.0,1,0,Yes,Private,Urban,196.01,28.1,never smoked,0
+5835,Male,68.0,0,0,Yes,Private,Urban,92.21,27.3,Unknown,0
+46474,Male,26.0,0,0,Yes,Private,Rural,100.09,27.4,never smoked,0
+69687,Female,18.0,0,0,No,Self-employed,Rural,93.88,22.2,never smoked,0
+2953,Female,43.0,0,0,Yes,Private,Rural,75.05,22.9,smokes,0
+11838,Female,43.0,0,0,Yes,Govt_job,Rural,70.08,26.6,never smoked,0
+9179,Female,32.0,0,0,No,Private,Urban,74.2,23.0,smokes,0
+38165,Female,81.0,0,0,No,Private,Rural,69.01,32.6,never smoked,0
+63050,Male,25.0,0,0,No,Private,Rural,96.17,22.1,Unknown,0
+22470,Male,61.0,0,0,Yes,Govt_job,Urban,184.15,,Unknown,0
+71585,Female,66.0,0,0,Yes,Govt_job,Urban,87.24,22.5,formerly smoked,0
+15649,Male,54.0,1,0,Yes,Private,Rural,198.69,,smokes,0
+11974,Male,11.0,0,0,No,children,Urban,82.58,25.5,Unknown,0
+3009,Female,53.0,0,0,Yes,Self-employed,Rural,96.88,31.4,Unknown,0
+32361,Female,78.0,0,1,Yes,Self-employed,Urban,73.32,26.0,Unknown,0
+41523,Male,9.0,0,0,No,children,Rural,94.59,20.0,Unknown,0
+53910,Female,48.0,0,0,Yes,Self-employed,Rural,132.08,31.6,smokes,0
+67548,Female,31.0,0,0,Yes,Private,Urban,98.99,31.2,never smoked,0
+50441,Male,20.0,0,0,No,Private,Rural,104.48,21.7,never smoked,0
+16927,Male,21.0,0,0,Yes,Private,Rural,98.01,24.2,Unknown,0
+28265,Female,42.0,0,0,Yes,Self-employed,Rural,79.14,25.0,formerly smoked,0
+33404,Male,35.0,0,0,Yes,Private,Urban,89.32,36.7,Unknown,0
+50965,Male,53.0,0,0,No,Private,Rural,65.24,28.9,Unknown,0
+21077,Male,60.0,0,0,Yes,Private,Rural,80.98,29.7,formerly smoked,0
+12982,Male,74.0,0,0,Yes,Self-employed,Urban,186.17,44.3,Unknown,0
+66570,Female,23.0,0,0,No,Private,Rural,69.24,51.0,never smoked,0
+29158,Female,55.0,0,0,Yes,Private,Rural,111.19,39.7,formerly smoked,0
+34299,Female,71.0,0,0,Yes,Private,Urban,93.28,34.7,never smoked,0
+54375,Male,5.0,0,0,No,children,Rural,122.19,35.0,Unknown,0
+37832,Female,14.0,0,0,No,children,Rural,129.53,21.3,never smoked,0
+21058,Female,15.0,0,0,No,children,Rural,114.53,29.1,Unknown,0
+7696,Female,66.0,0,0,No,Private,Urban,93.73,23.9,smokes,0
+34668,Female,56.0,0,0,Yes,Private,Urban,77.49,36.0,formerly smoked,0
+68483,Female,60.0,0,0,Yes,Private,Urban,65.38,41.2,formerly smoked,0
+6072,Female,57.0,0,0,Yes,Private,Urban,94.18,27.1,never smoked,0
+51112,Male,29.0,0,0,Yes,Self-employed,Urban,118.7,33.2,Unknown,0
+69673,Female,76.0,0,0,Yes,Govt_job,Urban,96.29,25.4,smokes,0
+71238,Male,52.0,1,0,Yes,Private,Rural,74.64,30.7,smokes,0
+63958,Female,42.0,0,0,Yes,Private,Urban,96.99,34.8,formerly smoked,0
+34511,Female,71.0,0,0,Yes,Private,Rural,100.61,19.2,Unknown,0
+24892,Male,64.0,0,0,Yes,Private,Rural,97.08,31.7,Unknown,0
+29496,Female,39.0,0,0,Yes,Private,Rural,84.79,35.7,never smoked,0
+19939,Female,46.0,0,0,Yes,Private,Rural,78.75,37.8,formerly smoked,0
+27832,Female,51.0,0,0,Yes,Private,Rural,82.93,29.7,smokes,0
+27757,Male,31.0,0,0,Yes,Private,Urban,88.78,35.8,smokes,0
+31279,Male,22.0,0,0,No,Private,Urban,122.1,23.6,smokes,0
+25099,Male,41.0,0,0,No,Govt_job,Rural,74.81,39.7,smokes,0
+67733,Female,28.0,0,0,Yes,Private,Urban,183.45,40.5,smokes,0
+9201,Female,44.0,0,0,Yes,Self-employed,Urban,114.94,21.4,never smoked,0
+33123,Female,68.0,0,0,Yes,Self-employed,Rural,104.38,40.8,formerly smoked,0
+21713,Male,49.0,0,0,Yes,Private,Urban,102.91,24.7,Unknown,0
+22622,Male,10.0,0,0,No,children,Rural,108.79,21.0,Unknown,0
+6726,Female,31.0,0,0,Yes,Private,Urban,73.31,45.0,never smoked,0
+17242,Male,67.0,0,0,Yes,Self-employed,Urban,68.52,26.2,never smoked,0
+16380,Male,40.0,0,0,Yes,Private,Rural,89.77,,smokes,0
+9729,Male,70.0,0,0,Yes,Private,Urban,102.64,28.3,never smoked,0
+56974,Female,38.0,0,0,Yes,Govt_job,Urban,70.92,41.6,never smoked,0
+29933,Female,5.0,0,0,No,children,Rural,86.11,19.0,Unknown,0
+65574,Female,54.0,0,0,Yes,Private,Urban,129.16,32.4,never smoked,0
+17019,Female,30.0,0,0,Yes,Govt_job,Urban,113.85,34.0,never smoked,0
+41800,Female,23.0,0,0,Yes,Private,Rural,79.35,39.4,formerly smoked,0
+7621,Female,31.0,0,0,Yes,Private,Rural,80.79,28.7,Unknown,0
+6855,Male,72.0,1,0,Yes,Self-employed,Urban,114.01,31.8,formerly smoked,0
+5374,Male,23.0,0,0,No,Private,Rural,93.74,31.2,never smoked,0
+31564,Female,25.0,0,0,Yes,Private,Rural,90.65,20.9,Unknown,0
+26028,Male,51.0,0,0,Yes,Private,Urban,98.41,32.1,never smoked,0
+71808,Female,20.0,0,0,No,Private,Urban,127.18,31.0,Unknown,0
+56998,Female,12.0,0,0,No,children,Urban,138.06,23.1,Unknown,0
+14712,Male,57.0,0,0,Yes,Private,Urban,89.44,26.7,never smoked,0
+23094,Male,65.0,0,0,Yes,Self-employed,Urban,105.61,27.9,Unknown,0
+43134,Female,16.0,0,0,No,Private,Rural,155.43,27.3,never smoked,0
+40622,Female,43.0,0,0,Yes,Private,Rural,80.83,51.5,Unknown,0
+39383,Female,30.0,0,0,Yes,Private,Urban,80.19,20.4,never smoked,0
+63606,Male,29.0,0,0,Yes,Govt_job,Urban,60.34,29.6,formerly smoked,0
+46438,Female,54.0,0,0,Yes,Self-employed,Urban,79.3,30.6,formerly smoked,0
+65144,Female,57.0,0,0,Yes,Self-employed,Urban,98.44,33.6,Unknown,0
+545,Male,42.0,0,0,Yes,Private,Rural,210.48,71.9,never smoked,0
+36331,Male,18.0,0,0,No,Private,Rural,70.34,24.2,Unknown,0
+42359,Male,9.0,0,0,No,children,Urban,122.22,17.7,Unknown,0
+20751,Female,26.0,0,0,Yes,Private,Rural,75.29,22.6,smokes,0
+34641,Male,40.0,0,0,No,Private,Rural,100.35,28.1,never smoked,0
+15791,Male,77.0,0,0,Yes,Private,Urban,193.83,26.5,never smoked,0
+68241,Female,15.0,0,0,No,children,Urban,126.96,28.7,Unknown,0
+67780,Female,76.0,0,0,Yes,Private,Urban,183.34,39.5,formerly smoked,0
+68275,Male,52.0,0,0,Yes,Private,Urban,247.69,35.1,Unknown,0
+13129,Female,55.0,0,0,Yes,Self-employed,Rural,76.2,27.9,never smoked,0
+60902,Male,5.0,0,0,No,children,Rural,71.43,19.3,Unknown,0
+37629,Female,55.0,0,0,No,Private,Rural,93.36,28.4,never smoked,0
+58439,Male,36.0,0,0,No,Private,Urban,61.29,26.7,never smoked,0
+62936,Male,46.0,0,0,Yes,Private,Urban,103.62,40.9,Unknown,0
+29010,Male,5.0,0,0,No,children,Rural,100.52,17.2,Unknown,0
+36561,Female,39.0,0,0,Yes,Govt_job,Rural,191.47,28.3,never smoked,0
+44912,Male,12.0,0,0,No,children,Urban,67.06,16.1,Unknown,0
+59829,Male,67.0,0,1,Yes,Private,Urban,144.1,27.6,never smoked,0
+45238,Female,1.8,0,0,No,children,Urban,58.26,16.5,Unknown,0
+47811,Female,72.0,0,0,Yes,Self-employed,Urban,239.82,35.8,never smoked,0
+61511,Female,0.32,0,0,No,children,Rural,73.71,16.2,Unknown,0
+55424,Female,64.0,1,0,Yes,Private,Rural,88.53,24.6,never smoked,0
+36942,Male,27.0,0,0,No,Private,Urban,114.79,32.0,Unknown,0
+61697,Male,25.0,0,0,No,Private,Rural,113.8,35.3,formerly smoked,0
+55138,Female,81.0,0,0,No,Self-employed,Urban,71.91,19.2,Unknown,0
+39399,Female,32.0,0,0,No,Self-employed,Urban,65.3,40.4,never smoked,0
+17148,Male,57.0,0,0,Yes,Private,Urban,189.57,30.7,never smoked,0
+721,Female,52.0,1,0,Yes,Self-employed,Urban,114.25,24.3,formerly smoked,0
+40448,Male,54.0,0,0,Yes,Private,Urban,81.26,26.4,formerly smoked,0
+58007,Female,36.0,0,0,Yes,Private,Urban,87.88,34.7,smokes,0
+15095,Male,18.0,0,0,No,Private,Urban,112.17,31.7,Unknown,0
+11960,Male,45.0,0,0,Yes,Private,Rural,99.97,35.6,never smoked,0
+56179,Male,29.0,0,0,No,Private,Urban,207.58,22.8,smokes,0
+24592,Female,51.0,1,0,Yes,Private,Urban,109.16,28.0,smokes,0
+67744,Female,23.0,0,0,No,Private,Urban,74.46,35.6,formerly smoked,0
+8328,Female,54.0,0,0,Yes,Private,Rural,118.51,40.6,never smoked,0
+32437,Female,54.0,0,0,Yes,Self-employed,Urban,107.47,29.3,formerly smoked,0
+44315,Male,18.0,0,0,No,Self-employed,Rural,182.86,21.0,Unknown,0
+68245,Female,26.0,0,0,Yes,Private,Rural,59.17,20.0,Unknown,0
+25483,Male,72.0,0,0,Yes,Private,Rural,215.64,26.7,formerly smoked,0
+47732,Male,5.0,0,0,No,children,Rural,163.7,18.4,Unknown,0
+50118,Female,65.0,0,1,Yes,Private,Rural,196.36,34.5,formerly smoked,0
+55420,Female,42.0,0,0,No,Private,Rural,139.77,27.7,Unknown,0
+55709,Female,47.0,0,0,Yes,Self-employed,Urban,141.23,21.1,never smoked,0
+15311,Female,24.0,0,0,Yes,Private,Urban,89.99,24.4,formerly smoked,0
+53660,Male,57.0,0,0,Yes,Private,Urban,108.53,19.4,smokes,0
+56553,Male,51.0,0,0,Yes,Private,Urban,63.61,42.3,Unknown,0
+30480,Male,48.0,0,0,Yes,Private,Urban,85.54,32.2,smokes,0
+31988,Female,56.0,0,0,Yes,Private,Urban,100.83,26.8,never smoked,0
+59807,Female,30.0,0,0,Yes,Private,Urban,59.82,25.4,never smoked,0
+45585,Female,63.0,1,0,Yes,Private,Urban,105.95,23.5,smokes,0
+39639,Female,46.0,0,0,Yes,Private,Rural,188.11,50.2,smokes,0
+52063,Female,53.0,0,0,Yes,Self-employed,Urban,71.15,26.1,formerly smoked,0
+40639,Female,1.08,0,0,No,children,Rural,60.53,17.5,Unknown,0
+31090,Male,15.0,0,0,No,children,Rural,205.5,24.2,never smoked,0
+64174,Female,59.0,1,0,Yes,Private,Urban,204.86,30.8,never smoked,0
+8544,Female,24.0,0,0,No,Self-employed,Rural,115.03,23.4,never smoked,0
+27377,Male,53.0,0,0,Yes,Private,Rural,79.87,30.9,never smoked,0
+3361,Female,39.0,0,0,Yes,Govt_job,Rural,97.89,23.6,never smoked,0
+61408,Male,23.0,0,0,No,Never_worked,Urban,125.26,18.7,never smoked,0
+33552,Male,31.0,0,0,Yes,Private,Rural,114.32,27.7,smokes,0
+31364,Male,5.0,0,0,No,children,Urban,92.23,16.7,Unknown,0
+7446,Male,44.0,0,0,Yes,Private,Urban,83.51,31.2,never smoked,0
+9906,Female,1.8,0,0,No,children,Urban,102.34,17.0,Unknown,0
+65130,Male,40.0,0,0,Yes,Private,Rural,144.48,29.8,smokes,0
+27794,Male,7.0,0,0,No,children,Rural,88.39,19.7,Unknown,0
+48993,Female,56.0,0,0,Yes,Private,Rural,228.08,29.1,Unknown,0
+30753,Male,42.0,0,0,Yes,Govt_job,Urban,93.79,27.2,never smoked,0
+46809,Male,48.0,0,0,Yes,Private,Rural,147.14,22.3,Unknown,0
+22853,Male,82.0,0,0,No,Self-employed,Rural,106.43,27.0,smokes,0
+12465,Female,52.0,0,0,No,Private,Rural,88.04,42.1,never smoked,0
+64849,Female,42.0,0,0,Yes,Private,Urban,92.2,34.2,Unknown,0
+39659,Female,73.0,0,0,Yes,Govt_job,Urban,219.53,40.9,never smoked,0
+24183,Female,55.0,0,0,Yes,Govt_job,Rural,75.56,29.4,smokes,0
+71533,Male,50.0,0,0,Yes,Private,Urban,158.31,32.8,formerly smoked,0
+35565,Male,43.0,0,0,Yes,Private,Urban,111.43,21.9,smokes,0
+34558,Male,33.0,0,0,Yes,Private,Rural,219.97,39.6,never smoked,0
+42553,Female,80.0,0,0,Yes,Private,Rural,148.91,28.3,never smoked,0
+39601,Female,33.0,0,0,Yes,Private,Urban,69.4,47.8,never smoked,0
+46891,Female,74.0,0,0,Yes,Private,Rural,68.34,39.3,Unknown,0
+38987,Male,65.0,0,1,Yes,Self-employed,Urban,58.37,28.0,smokes,0
+21886,Female,40.0,0,0,Yes,Private,Urban,71.2,27.1,never smoked,0
+5353,Male,52.0,0,1,No,Private,Rural,101.5,31.2,smokes,0
+44300,Female,66.0,0,0,Yes,Govt_job,Urban,92.04,23.1,never smoked,0
+48144,Female,20.0,0,0,No,Govt_job,Rural,73.0,20.8,never smoked,0
+46218,Female,51.0,0,0,Yes,Self-employed,Urban,111.15,34.1,smokes,0
+39745,Female,60.0,0,0,Yes,Self-employed,Rural,58.65,30.1,never smoked,0
+13517,Male,59.0,0,0,Yes,Private,Urban,100.54,35.8,never smoked,0
+36355,Male,58.0,0,0,Yes,Govt_job,Rural,111.73,34.6,never smoked,0
+22678,Female,42.0,0,0,Yes,Govt_job,Urban,97.78,29.8,Unknown,0
+2532,Male,28.0,0,0,No,Private,Rural,85.79,26.7,Unknown,0
+52512,Male,57.0,0,0,Yes,Private,Rural,98.54,30.2,never smoked,0
+3579,Female,66.0,0,1,Yes,Private,Urban,94.62,29.7,formerly smoked,0
+3130,Female,56.0,0,0,Yes,Private,Rural,112.43,54.6,never smoked,0
+5545,Male,48.0,0,0,Yes,Self-employed,Urban,99.67,23.3,formerly smoked,0
+63693,Male,37.0,0,0,No,Private,Urban,67.39,35.6,Unknown,0
+34363,Female,27.0,0,0,Yes,Private,Urban,95.12,27.0,never smoked,0
+23650,Male,15.0,0,0,No,children,Rural,85.06,21.6,never smoked,0
+53515,Male,61.0,0,0,Yes,Private,Rural,214.05,29.4,formerly smoked,0
+33528,Female,80.0,0,1,Yes,Self-employed,Urban,79.09,22.8,never smoked,0
+23046,Female,43.0,0,0,Yes,Self-employed,Urban,98.09,17.3,never smoked,0
+11068,Male,53.0,0,0,Yes,Self-employed,Urban,76.36,29.8,Unknown,0
+62233,Female,70.0,0,0,No,Self-employed,Urban,98.42,36.4,formerly smoked,0
+7291,Female,58.0,0,0,No,Private,Urban,82.01,34.7,formerly smoked,0
+36814,Female,49.0,0,0,Yes,Private,Rural,56.11,28.7,smokes,0
+48265,Male,65.0,0,0,Yes,Govt_job,Rural,111.85,26.7,never smoked,0
+10139,Female,54.0,0,0,Yes,Self-employed,Urban,92.39,22.1,never smoked,0
+12662,Male,74.0,1,0,Yes,Self-employed,Urban,112.54,27.7,formerly smoked,0
+43174,Female,56.0,0,0,Yes,Private,Urban,63.71,40.5,formerly smoked,0
+72823,Female,79.0,0,0,Yes,Private,Urban,70.35,23.0,formerly smoked,0
+30567,Male,71.0,1,0,Yes,Private,Urban,94.65,25.3,formerly smoked,0
+41927,Female,28.0,0,0,Yes,Private,Rural,64.64,22.1,never smoked,0
+54866,Female,9.0,0,0,No,children,Rural,57.27,28.0,Unknown,0
+20364,Female,4.0,0,0,No,children,Urban,107.25,12.0,Unknown,0
+21117,Female,36.0,0,0,No,Self-employed,Rural,77.12,28.4,never smoked,0
+50491,Male,78.0,0,0,Yes,Self-employed,Urban,55.32,29.6,smokes,0
+61013,Male,52.0,0,0,No,Private,Rural,69.37,36.2,Unknown,0
+71010,Female,80.0,0,0,No,Self-employed,Urban,57.57,22.8,never smoked,0
+23551,Male,28.0,0,0,Yes,Private,Urban,87.43,55.7,Unknown,0
+10997,Female,38.0,0,0,Yes,Private,Rural,98.73,24.3,never smoked,0
+12738,Male,56.0,0,0,Yes,Private,Rural,81.18,26.9,never smoked,0
+57772,Female,75.0,0,0,Yes,Govt_job,Rural,56.23,25.3,never smoked,0
+16615,Male,76.0,1,0,Yes,Self-employed,Rural,69.61,35.3,never smoked,0
+62999,Male,10.0,0,0,No,children,Rural,59.49,18.3,Unknown,0
+68995,Female,48.0,1,0,No,Private,Rural,118.14,,formerly smoked,0
+66184,Male,40.0,0,0,Yes,Govt_job,Rural,100.26,26.0,Unknown,0
+53010,Male,82.0,0,0,Yes,Self-employed,Rural,56.75,21.0,never smoked,0
+967,Male,61.0,0,1,Yes,Private,Urban,88.27,,never smoked,0
+31145,Female,17.0,0,0,No,Private,Urban,67.81,55.7,never smoked,0
+54338,Female,58.0,0,0,Yes,Govt_job,Rural,77.46,27.6,never smoked,0
+22870,Male,12.0,0,0,No,children,Urban,76.26,20.5,never smoked,0
+13223,Female,53.0,0,0,Yes,Govt_job,Rural,86.39,30.2,never smoked,0
+57523,Female,26.0,0,0,Yes,Private,Urban,116.38,21.9,formerly smoked,0
+67932,Female,48.0,0,0,Yes,Private,Rural,75.74,28.8,smokes,0
+10255,Male,25.0,0,0,Yes,Private,Rural,92.14,36.2,Unknown,0
+68131,Female,27.0,0,0,No,Private,Rural,149.95,25.9,never smoked,0
+29873,Male,31.0,1,0,Yes,Govt_job,Urban,92.11,,never smoked,0
+54182,Female,16.0,0,0,No,Private,Rural,74.98,21.4,never smoked,0
+61300,Male,20.0,0,0,No,Private,Urban,55.25,20.4,never smoked,0
+15274,Female,2.0,0,0,No,children,Rural,79.89,31.6,Unknown,0
+53016,Female,1.8,0,0,No,children,Urban,130.61,14.4,Unknown,0
+28848,Male,28.0,0,0,No,Private,Urban,94.26,23.7,Unknown,0
+27012,Male,32.0,0,0,No,Private,Urban,94.34,30.2,formerly smoked,0
+7745,Female,35.0,0,0,Yes,Private,Urban,109.03,19.5,formerly smoked,0
+20541,Female,52.0,1,0,Yes,Private,Rural,81.03,32.6,never smoked,0
+5892,Female,55.0,1,0,Yes,Private,Rural,99.82,34.2,never smoked,0
+66883,Female,42.0,0,0,Yes,Self-employed,Urban,140.08,43.0,never smoked,0
+43196,Female,52.0,0,0,Yes,Self-employed,Urban,59.54,42.2,Unknown,0
+12593,Female,18.0,0,0,No,Private,Urban,80.33,19.7,never smoked,0
+51514,Female,13.0,0,0,No,children,Urban,131.51,41.7,never smoked,0
+15553,Female,45.0,0,0,Yes,Private,Rural,89.21,21.6,formerly smoked,0
+45796,Female,29.0,0,0,Yes,Private,Rural,91.45,24.2,never smoked,0
+31840,Female,12.0,0,0,No,children,Rural,90.58,19.2,Unknown,0
+58767,Female,37.0,0,0,Yes,Private,Urban,91.45,25.8,Unknown,0
+14391,Female,30.0,0,0,Yes,Private,Rural,89.63,23.2,smokes,0
+22321,Female,44.0,0,0,Yes,Private,Urban,124.06,20.8,never smoked,0
+38184,Female,79.0,1,0,Yes,Private,Rural,99.47,28.4,never smoked,0
+13997,Male,38.0,0,0,Yes,Private,Urban,88.97,30.2,never smoked,0
+41673,Female,45.0,0,0,Yes,Private,Rural,80.93,23.1,never smoked,0
+27796,Female,66.0,0,0,Yes,Private,Urban,102.07,16.7,smokes,0
+18390,Female,19.0,0,0,No,Private,Rural,91.69,39.5,Unknown,0
+63409,Female,49.0,0,0,Yes,Private,Urban,63.71,33.8,smokes,0
+9752,Female,66.0,0,0,Yes,Govt_job,Rural,200.49,34.6,smokes,0
+72882,Male,47.0,0,0,Yes,Private,Rural,75.3,25.0,formerly smoked,0
+49744,Female,59.0,0,0,Yes,Private,Urban,240.71,43.9,formerly smoked,0
+49086,Female,23.0,0,0,No,Private,Urban,60.5,27.1,formerly smoked,0
+40866,Female,79.0,0,0,Yes,Self-employed,Rural,131.85,25.9,Unknown,0
+47523,Female,37.0,0,0,No,Self-employed,Rural,134.39,22.7,formerly smoked,0
+63561,Male,78.0,0,0,Yes,Private,Urban,56.18,27.1,never smoked,0
+51422,Female,70.0,1,0,Yes,Private,Rural,113.64,25.6,formerly smoked,0
+56870,Female,34.0,0,0,No,Private,Rural,156.57,28.4,Unknown,0
+3590,Female,28.0,1,0,No,Private,Rural,80.4,57.5,never smoked,0
+60665,Male,29.0,0,0,No,Private,Urban,59.26,35.8,smokes,0
+40791,Female,13.0,0,0,No,children,Rural,63.26,19.5,Unknown,0
+54304,Female,22.0,0,0,Yes,Private,Urban,86.24,31.2,never smoked,0
+22485,Male,56.0,0,0,Yes,Private,Urban,197.1,43.6,formerly smoked,0
+18430,Female,81.0,0,0,Yes,Self-employed,Urban,90.9,31.2,formerly smoked,0
+19234,Female,28.0,0,0,No,Private,Rural,84.59,23.5,Unknown,0
+52454,Male,9.0,0,0,No,children,Rural,121.8,18.7,Unknown,0
+13365,Male,50.0,0,0,Yes,Private,Rural,77.65,24.4,smokes,0
+60983,Male,70.0,0,0,Yes,Private,Urban,64.41,29.4,smokes,0
+14615,Female,30.0,0,0,No,Private,Urban,75.19,37.0,smokes,0
+50277,Female,51.0,0,0,Yes,Self-employed,Rural,67.97,29.4,smokes,0
+50811,Male,24.0,0,0,No,Private,Urban,119.34,38.5,never smoked,0
+16575,Male,17.0,0,0,No,Private,Rural,94.92,23.5,never smoked,0
+1246,Female,43.0,0,0,Yes,Govt_job,Rural,107.42,,never smoked,0
+11176,Male,9.0,0,0,No,children,Rural,85.02,16.3,Unknown,0
+30712,Male,50.0,0,0,Yes,Private,Urban,103.51,35.9,never smoked,0
+31308,Female,49.0,0,0,Yes,Private,Urban,114.5,35.9,formerly smoked,0
+9612,Male,6.0,0,0,No,children,Urban,70.78,20.3,Unknown,0
+3325,Male,30.0,0,0,Yes,Self-employed,Rural,95.01,32.3,smokes,0
+52808,Male,73.0,0,0,Yes,Private,Urban,84.11,27.9,never smoked,0
+41513,Female,20.0,0,0,Yes,Private,Urban,74.02,22.3,never smoked,0
+36109,Male,42.0,0,0,Yes,Private,Urban,78.49,31.8,smokes,0
+53336,Female,79.0,0,0,Yes,Govt_job,Urban,74.22,29.7,Unknown,0
+56831,Female,55.0,0,0,Yes,Private,Urban,55.34,27.1,smokes,0
+52580,Female,27.0,0,0,No,Private,Rural,75.04,24.5,never smoked,0
+55592,Male,71.0,0,0,Yes,Private,Rural,109.73,28.9,never smoked,0
+33723,Female,9.0,0,0,No,children,Urban,95.81,,Unknown,0
+26235,Male,23.0,0,0,No,Private,Rural,96.78,24.6,smokes,0
+16685,Female,71.0,1,0,Yes,Private,Urban,194.62,31.6,never smoked,0
+44583,Female,56.0,0,1,Yes,Private,Rural,70.02,32.3,never smoked,0
+25315,Male,31.0,0,0,Yes,Private,Urban,222.21,41.1,smokes,0
+58227,Female,64.0,0,0,Yes,Govt_job,Rural,62.41,30.0,never smoked,0
+60810,Male,46.0,0,0,Yes,Self-employed,Urban,55.83,26.4,never smoked,0
+34612,Male,55.0,0,0,Yes,Govt_job,Rural,65.12,30.0,never smoked,0
+8320,Male,2.0,0,0,No,children,Rural,73.62,20.8,Unknown,0
+25595,Female,58.0,1,0,Yes,Private,Urban,85.83,44.0,formerly smoked,0
+30550,Female,78.0,0,0,No,Private,Urban,103.86,30.6,Unknown,0
+49529,Female,1.16,0,0,No,children,Urban,60.98,17.2,Unknown,0
+13367,Female,35.0,0,0,Yes,Private,Rural,82.69,29.1,Unknown,0
+33585,Female,64.0,0,0,Yes,Private,Rural,250.2,27.4,Unknown,0
+49785,Female,18.0,0,0,No,Private,Rural,128.97,23.5,Unknown,0
+6886,Male,19.0,0,0,No,Private,Rural,84.31,31.8,never smoked,0
+38609,Male,47.0,0,0,Yes,Govt_job,Rural,74.8,23.5,never smoked,0
+22159,Female,54.0,1,0,No,Private,Urban,97.06,28.5,formerly smoked,0
+37413,Female,39.0,0,0,Yes,Private,Urban,77.54,32.7,Unknown,0
+4169,Female,37.0,0,0,No,Private,Rural,92.78,54.2,never smoked,0
+40055,Female,17.0,0,0,No,Private,Rural,173.43,25.6,smokes,0
+18888,Female,20.0,0,0,Yes,Private,Urban,79.08,41.2,never smoked,0
+45283,Female,31.0,0,0,Yes,Private,Urban,106.18,27.0,smokes,0
+42503,Female,56.0,0,0,Yes,Private,Rural,114.21,21.3,never smoked,0
+23645,Female,31.0,0,0,No,Private,Rural,91.08,34.3,never smoked,0
+62382,Male,82.0,0,0,Yes,Private,Urban,105.77,29.5,Unknown,0
+59521,Male,33.0,0,0,Yes,Private,Rural,74.88,31.6,smokes,0
+55386,Male,42.0,0,0,Yes,Private,Rural,123.15,26.1,smokes,0
+22685,Male,20.0,0,0,No,Private,Rural,184.25,27.5,never smoked,0
+46745,Male,22.0,0,0,Yes,Govt_job,Rural,117.69,26.5,never smoked,0
+72547,Male,61.0,0,0,Yes,Private,Rural,55.26,33.2,Unknown,0
+26973,Female,31.0,0,0,Yes,Private,Urban,106.51,40.2,never smoked,0
+41033,Female,31.0,0,0,Yes,Govt_job,Rural,55.27,32.5,formerly smoked,0
+5046,Male,17.0,0,0,No,Self-employed,Urban,98.42,23.4,Unknown,0
+71442,Female,30.0,0,0,Yes,Private,Rural,99.2,32.5,never smoked,0
+49624,Male,69.0,0,0,Yes,Private,Urban,98.92,23.9,formerly smoked,0
+10572,Female,63.0,0,0,Yes,Private,Rural,92.7,29.5,never smoked,0
+55847,Male,19.0,0,0,No,Private,Rural,106.7,24.0,never smoked,0
+42441,Male,7.0,0,0,No,children,Urban,152.81,17.7,Unknown,0
+28910,Female,51.0,0,0,Yes,Private,Urban,82.59,26.2,formerly smoked,0
+10381,Female,38.0,1,0,Yes,Self-employed,Urban,91.0,33.3,never smoked,0
+14387,Male,2.0,0,0,No,children,Urban,93.88,17.4,Unknown,0
+31956,Female,58.0,0,0,Yes,Private,Urban,76.99,29.0,never smoked,0
+17813,Female,69.0,0,1,Yes,Private,Rural,254.6,21.7,Unknown,0
+24665,Female,64.0,1,0,Yes,Private,Rural,93.99,37.8,formerly smoked,0
+13683,Female,31.0,0,0,Yes,Private,Urban,109.68,41.8,never smoked,0
+7387,Female,59.0,1,0,Yes,Private,Rural,92.04,24.2,never smoked,0
+57011,Female,54.0,0,0,Yes,Private,Rural,111.41,31.1,never smoked,0
+22384,Female,24.0,0,0,Yes,Private,Rural,97.92,23.1,never smoked,0
+24108,Male,19.0,0,0,No,Private,Urban,65.61,25.1,Unknown,0
+50053,Male,17.0,0,0,No,Private,Urban,62.37,41.3,never smoked,0
+69427,Female,29.0,0,0,No,Private,Urban,101.28,22.7,never smoked,0
+21688,Female,42.0,0,0,Yes,Private,Rural,88.31,24.0,smokes,0
+60777,Female,31.0,0,0,Yes,Govt_job,Rural,103.55,20.5,formerly smoked,0
+64732,Female,29.0,0,0,No,Private,Urban,60.26,20.4,never smoked,0
+42710,Female,23.0,0,0,No,Private,Urban,79.39,27.6,never smoked,0
+46683,Female,25.0,0,0,No,Private,Urban,122.01,27.0,smokes,0
+58909,Female,14.0,0,0,No,children,Rural,78.09,26.4,Unknown,0
+51125,Female,66.0,0,0,Yes,Private,Urban,89.7,34.9,smokes,0
+29077,Female,77.0,0,0,Yes,Private,Rural,95.1,35.0,never smoked,0
+4970,Male,79.0,0,0,Yes,Self-employed,Rural,112.64,28.5,formerly smoked,0
+58291,Female,52.0,0,0,Yes,Private,Rural,79.8,32.3,formerly smoked,0
+18616,Female,41.0,0,0,Yes,Private,Urban,82.2,23.9,Unknown,0
+99,Female,31.0,0,0,No,Private,Urban,108.89,52.3,Unknown,0
+55529,Male,39.0,0,0,Yes,Private,Rural,114.32,26.4,never smoked,0
+12204,Female,51.0,0,0,No,Govt_job,Rural,116.14,20.9,never smoked,0
+21397,Female,40.0,0,0,Yes,Govt_job,Urban,122.74,23.3,Unknown,0
+64633,Female,48.0,0,0,Yes,Private,Urban,94.04,32.7,never smoked,0
+23016,Male,55.0,0,0,Yes,Private,Rural,86.6,26.5,never smoked,0
+18412,Male,41.0,0,0,Yes,Private,Rural,82.32,27.9,Unknown,0
+67412,Female,39.0,0,0,Yes,Private,Rural,83.83,30.3,never smoked,0
+37545,Male,41.0,0,0,No,Govt_job,Urban,106.98,27.6,never smoked,0
+10324,Female,5.0,0,0,No,children,Urban,93.88,14.6,Unknown,0
+14491,Male,38.0,0,0,Yes,Govt_job,Urban,70.53,40.9,smokes,0
+64582,Male,40.0,1,0,Yes,Govt_job,Rural,212.01,28.4,never smoked,0
+25514,Male,12.0,0,0,No,children,Rural,65.88,23.7,Unknown,0
+7663,Male,20.0,0,0,No,Govt_job,Rural,106.97,27.9,formerly smoked,0
+66220,Male,53.0,0,0,Yes,Private,Urban,126.35,25.2,never smoked,0
+71793,Female,21.0,0,0,No,Private,Urban,129.16,34.4,Unknown,0
+25458,Female,70.0,1,0,Yes,Govt_job,Rural,88.66,36.7,formerly smoked,0
+69645,Male,61.0,0,0,Yes,Govt_job,Rural,112.95,22.2,formerly smoked,0
+53695,Male,70.0,0,0,Yes,Govt_job,Urban,81.59,27.2,never smoked,0
+26692,Female,38.0,0,0,Yes,Govt_job,Rural,76.82,27.3,never smoked,0
+33400,Male,59.0,0,0,Yes,Govt_job,Rural,73.75,27.3,smokes,0
+67078,Female,36.0,1,0,Yes,Private,Urban,91.56,42.2,never smoked,0
+32352,Female,31.0,0,0,Yes,Govt_job,Rural,104.55,26.4,never smoked,0
+22540,Female,65.0,0,0,Yes,Govt_job,Urban,84.84,39.4,Unknown,0
+26999,Male,61.0,1,1,Yes,Govt_job,Rural,86.06,34.8,never smoked,0
+65218,Male,2.0,0,0,No,children,Rural,109.1,20.0,Unknown,0
+30102,Male,52.0,0,0,Yes,Private,Rural,68.35,34.1,never smoked,0
+49521,Female,33.0,0,0,Yes,Private,Urban,121.04,31.4,Unknown,0
+54643,Male,5.0,0,0,No,children,Rural,160.83,17.8,Unknown,0
+29134,Female,32.0,0,0,Yes,Private,Rural,85.62,46.1,smokes,0
+68281,Female,54.0,0,0,Yes,Govt_job,Urban,74.23,28.1,formerly smoked,0
+40350,Female,51.0,0,0,No,Private,Urban,110.76,24.7,formerly smoked,0
+33410,Female,39.0,0,0,No,Govt_job,Urban,79.44,22.7,never smoked,0
+39375,Female,40.0,0,0,Yes,Private,Rural,119.52,34.6,never smoked,0
+2543,Female,19.0,0,0,Yes,Private,Rural,90.42,21.4,never smoked,0
+45289,Female,9.0,0,0,No,children,Urban,109.32,27.4,Unknown,0
+12106,Male,53.0,1,0,Yes,Govt_job,Rural,78.16,36.6,never smoked,0
+10792,Female,23.0,0,0,No,Private,Rural,79.13,32.9,formerly smoked,0
+19153,Female,19.0,0,0,No,Self-employed,Urban,84.06,24.7,never smoked,0
+47876,Male,1.0,0,0,No,children,Rural,89.3,21.4,Unknown,0
+25283,Female,48.0,0,0,Yes,Private,Urban,69.21,33.1,never smoked,0
+12270,Male,71.0,0,0,Yes,Govt_job,Rural,186.45,26.7,never smoked,0
+49949,Male,44.0,0,0,Yes,Private,Urban,58.47,24.4,never smoked,0
+50826,Female,53.0,0,0,Yes,Govt_job,Rural,189.49,25.8,Unknown,0
+28681,Female,70.0,1,0,Yes,Self-employed,Urban,99.6,34.3,formerly smoked,0
+41615,Female,1.4,0,0,No,children,Rural,126.18,18.1,Unknown,0
+14147,Male,49.0,0,0,Yes,Private,Urban,186.32,43.8,smokes,0
+41537,Female,17.0,0,0,No,Private,Rural,62.49,26.9,never smoked,0
+62332,Female,40.0,0,0,Yes,Private,Rural,74.51,36.6,never smoked,0
+25488,Female,46.0,0,0,Yes,Self-employed,Urban,94.63,24.9,never smoked,0
+45759,Female,32.0,0,0,Yes,Private,Rural,91.98,27.6,smokes,0
+71929,Male,2.0,0,0,No,children,Rural,56.77,20.9,Unknown,0
+14807,Female,40.0,0,0,Yes,Private,Urban,75.87,30.3,never smoked,0
+16110,Female,19.0,0,0,No,Private,Rural,77.19,37.4,smokes,0
+40970,Male,43.0,0,0,Yes,Private,Urban,135.75,35.9,smokes,0
+28933,Female,46.0,0,0,Yes,Private,Rural,100.15,50.3,smokes,0
+11709,Male,71.0,0,0,No,Private,Urban,95.08,31.5,never smoked,0
+37154,Female,31.0,0,0,Yes,Private,Urban,125.38,24.4,smokes,0
+16809,Male,41.0,0,0,Yes,Private,Urban,111.71,38.9,formerly smoked,0
+13907,Male,65.0,0,0,Yes,Self-employed,Rural,94.64,28.6,never smoked,0
+2314,Male,52.0,0,0,Yes,Private,Urban,226.7,,smokes,0
+70380,Female,20.0,0,0,No,Private,Urban,112.96,27.5,never smoked,0
+63058,Female,77.0,0,1,Yes,Private,Rural,183.1,,never smoked,0
+54071,Female,51.0,0,0,Yes,Private,Urban,105.36,43.7,Unknown,0
+67405,Female,37.0,0,0,Yes,Private,Urban,84.13,27.0,never smoked,0
+28024,Male,49.0,0,0,Yes,Private,Rural,102.47,29.3,formerly smoked,0
+11730,Female,62.0,1,0,Yes,Govt_job,Rural,77.04,34.7,never smoked,0
+2549,Female,17.0,0,0,No,Private,Rural,83.23,,never smoked,0
+17245,Female,28.0,0,0,Yes,Private,Rural,87.01,39.9,never smoked,0
+70852,Male,80.0,0,0,Yes,Private,Rural,56.99,26.7,never smoked,0
+60957,Male,45.0,0,0,Yes,Private,Rural,73.01,24.8,formerly smoked,0
+19742,Female,37.0,0,0,Yes,Private,Urban,106.35,29.7,never smoked,0
+10782,Female,3.0,0,0,No,children,Rural,80.63,15.9,Unknown,0
+61742,Male,26.0,0,0,No,Private,Urban,103.61,31.4,never smoked,0
+4808,Female,71.0,0,0,Yes,Self-employed,Urban,91.35,,formerly smoked,0
+13571,Male,58.0,0,0,Yes,Govt_job,Urban,194.04,27.8,never smoked,0
+49928,Female,59.0,0,0,Yes,Govt_job,Rural,111.99,35.5,formerly smoked,0
+52688,Male,74.0,1,0,Yes,Private,Rural,57.51,31.7,smokes,0
+24099,Male,17.0,0,0,No,Private,Rural,68.49,33.2,never smoked,0
+65698,Female,62.0,0,0,Yes,Private,Urban,60.2,27.7,formerly smoked,0
+47885,Male,37.0,0,0,Yes,Self-employed,Urban,160.0,31.9,formerly smoked,0
+13948,Female,19.0,0,0,No,Never_worked,Urban,86.96,25.8,never smoked,0
+17351,Female,59.0,0,0,Yes,Private,Rural,237.15,27.7,never smoked,0
+820,Female,59.0,1,0,Yes,Private,Rural,99.06,23.4,never smoked,0
+55721,Male,62.0,0,1,Yes,Self-employed,Urban,56.31,24.3,formerly smoked,0
+72310,Male,80.0,1,1,Yes,Self-employed,Urban,84.31,30.3,smokes,0
+24115,Female,54.0,0,0,Yes,Private,Rural,90.92,29.1,never smoked,0
+65766,Female,27.0,0,0,No,Private,Rural,104.33,20.1,never smoked,0
+42482,Female,4.0,0,0,No,children,Urban,62.61,21.2,Unknown,0
+25627,Male,81.0,1,0,Yes,Self-employed,Urban,231.19,31.6,formerly smoked,0
+7122,Female,41.0,0,0,No,Private,Rural,94.3,41.6,Unknown,0
+48755,Male,27.0,0,0,Yes,Private,Rural,104.48,36.4,smokes,0
+33551,Female,51.0,1,0,Yes,Private,Urban,72.62,30.5,never smoked,0
+62716,Female,59.0,0,0,Yes,Self-employed,Urban,81.64,32.8,Unknown,0
+68438,Female,51.0,0,0,Yes,Private,Rural,90.78,32.3,never smoked,0
+41148,Male,71.0,0,1,Yes,Private,Urban,70.71,30.1,never smoked,0
+14924,Male,48.0,0,0,Yes,Private,Urban,72.36,34.7,smokes,0
+47950,Female,49.0,0,0,Yes,Self-employed,Urban,59.76,29.7,Unknown,0
+8008,Female,35.0,0,0,No,Govt_job,Urban,83.76,,smokes,0
+56089,Female,25.0,0,0,Yes,Private,Rural,63.64,31.3,formerly smoked,0
+9262,Female,31.0,0,0,Yes,Private,Rural,76.26,35.6,never smoked,0
+71896,Female,68.0,0,0,Yes,Private,Rural,82.06,35.2,formerly smoked,0
+38623,Male,39.0,0,0,No,Private,Urban,110.91,27.6,never smoked,0
+26503,Female,32.0,0,0,No,Private,Rural,77.16,35.2,smokes,0
+5475,Female,39.0,0,0,Yes,Private,Rural,69.58,28.1,Unknown,0
+15525,Female,63.0,0,0,Yes,Private,Urban,96.26,31.8,Unknown,0
+48748,Female,69.0,0,0,Yes,Private,Rural,87.27,23.3,smokes,0
+11745,Female,29.0,0,0,Yes,Private,Urban,65.36,28.8,formerly smoked,0
+17733,Female,1.72,0,0,No,children,Rural,109.51,19.5,Unknown,0
+71591,Female,58.0,0,0,Yes,Private,Urban,89.03,30.0,smokes,0
+11743,Female,32.0,0,0,Yes,Private,Urban,91.34,25.5,formerly smoked,0
+67864,Male,63.0,0,0,Yes,Private,Rural,57.82,28.8,formerly smoked,0
+34857,Male,57.0,0,0,Yes,Self-employed,Urban,81.15,40.2,formerly smoked,0
+34995,Female,77.0,0,0,Yes,Private,Rural,115.29,32.9,Unknown,0
+3606,Male,8.0,0,0,No,children,Urban,111.02,22.4,Unknown,0
+22952,Female,21.0,0,0,No,Govt_job,Urban,111.61,36.9,smokes,0
+32554,Female,16.0,0,0,No,children,Rural,109.02,19.8,Unknown,0
+45893,Female,8.0,0,0,No,children,Urban,106.51,12.3,Unknown,0
+72020,Male,71.0,0,1,Yes,Self-employed,Rural,207.32,32.4,smokes,0
+57879,Female,74.0,0,0,Yes,Private,Urban,87.11,24.8,never smoked,0
+53538,Female,7.0,0,0,No,children,Urban,61.68,16.4,Unknown,0
+17006,Male,19.0,0,0,No,Private,Rural,119.04,35.9,Unknown,0
+36638,Male,64.0,0,0,Yes,Private,Urban,86.05,23.0,Unknown,0
+41097,Female,23.0,1,0,No,Private,Urban,70.03,78.0,smokes,0
+36618,Male,75.0,0,1,Yes,Self-employed,Urban,207.64,30.5,formerly smoked,0
+37290,Male,80.0,0,0,Yes,Self-employed,Rural,236.84,26.8,never smoked,0
+54620,Male,40.0,0,0,Yes,Private,Urban,78.11,35.3,never smoked,0
+42108,Female,24.0,0,0,No,Govt_job,Rural,100.97,27.9,never smoked,0
+19681,Female,74.0,0,0,Yes,Self-employed,Urban,99.21,22.1,never smoked,0
+6988,Female,52.0,0,0,Yes,Self-employed,Urban,113.21,38.3,never smoked,0
+25287,Male,54.0,0,0,Yes,Private,Urban,92.95,41.0,never smoked,0
+224,Female,23.0,0,0,No,Private,Urban,110.16,,never smoked,0
+56679,Male,19.0,0,0,No,Private,Rural,142.57,22.8,Unknown,0
+27146,Female,23.0,0,0,No,Private,Rural,92.87,30.1,never smoked,0
+16556,Male,13.0,0,0,No,Never_worked,Rural,111.48,20.8,Unknown,0
+5934,Female,51.0,0,0,Yes,Private,Urban,123.0,31.7,never smoked,0
+58999,Male,60.0,0,0,Yes,Govt_job,Urban,100.54,30.1,never smoked,0
+28261,Male,79.0,0,1,Yes,Self-employed,Urban,106.68,30.8,never smoked,0
+35222,Female,75.0,0,0,Yes,Private,Urban,86.4,42.6,never smoked,0
+44105,Female,69.0,1,0,Yes,Self-employed,Urban,61.81,37.1,Unknown,0
+65256,Female,57.0,0,0,Yes,Self-employed,Rural,128.28,34.2,never smoked,0
+62709,Female,47.0,0,0,Yes,Private,Rural,204.63,43.4,never smoked,0
+36698,Female,33.0,0,0,Yes,Private,Urban,89.98,18.7,smokes,0
+7273,Female,51.0,0,0,Yes,Self-employed,Urban,232.89,34.0,smokes,0
+20044,Female,47.0,0,0,Yes,Private,Rural,98.58,23.2,never smoked,0
+54769,Male,15.0,0,0,No,Private,Urban,57.94,41.7,Unknown,0
+57372,Male,1.0,0,0,No,children,Rural,123.21,15.1,Unknown,0
+30605,Female,20.0,0,0,No,Private,Urban,76.34,20.6,smokes,0
+13622,Male,6.0,0,0,No,children,Rural,92.98,18.9,Unknown,0
+12686,Male,50.0,0,0,No,Govt_job,Rural,92.81,26.6,never smoked,0
+39250,Male,31.0,0,0,Yes,Private,Urban,85.16,30.1,smokes,0
+2879,Female,15.0,0,0,No,Self-employed,Urban,90.1,32.1,never smoked,0
+59684,Female,3.0,0,0,No,children,Urban,65.15,15.1,Unknown,0
+48830,Male,30.0,0,0,Yes,Private,Urban,104.62,33.5,smokes,0
+56986,Male,17.0,0,0,No,Never_worked,Urban,113.25,23.4,never smoked,0
+47924,Male,24.0,0,0,No,Private,Urban,59.28,43.2,never smoked,0
+16402,Female,5.0,0,0,No,children,Urban,93.07,19.1,Unknown,0
+40889,Male,33.0,0,0,No,Private,Rural,77.42,26.1,Unknown,0
+4083,Female,30.0,0,0,No,Private,Rural,73.69,17.3,never smoked,0
+59336,Male,66.0,1,0,Yes,Private,Rural,74.9,32.1,never smoked,0
+5684,Male,40.0,0,0,No,Private,Urban,88.27,,formerly smoked,0
+48843,Female,27.0,0,0,No,Private,Urban,58.39,30.4,never smoked,0
+5694,Male,21.0,0,0,No,Private,Rural,102.05,29.9,never smoked,0
+3673,Female,55.0,0,0,Yes,Private,Rural,112.47,32.8,smokes,0
+44481,Female,19.0,0,0,No,Private,Rural,72.84,22.7,never smoked,0
+10538,Male,75.0,1,1,Yes,Self-employed,Urban,195.03,28.7,formerly smoked,0
+9648,Female,71.0,0,1,Yes,Private,Urban,170.95,35.2,never smoked,0
+19101,Female,16.0,0,0,No,Private,Urban,87.98,22.4,never smoked,0
+31867,Female,49.0,0,0,No,Private,Rural,65.81,32.3,Unknown,0
+11973,Female,10.0,0,0,No,children,Urban,124.6,18.6,Unknown,0
+23633,Female,37.0,0,0,Yes,Private,Rural,83.65,42.1,smokes,0
+52549,Male,59.0,0,0,Yes,Govt_job,Rural,88.81,38.0,formerly smoked,0
+59178,Female,7.0,0,0,No,children,Urban,86.75,22.3,Unknown,0
+37349,Female,61.0,0,0,Yes,Private,Rural,123.36,33.4,never smoked,0
+44281,Male,34.0,0,0,No,Private,Rural,89.68,23.2,smokes,0
+55599,Female,9.0,0,0,No,children,Rural,69.87,18.0,Unknown,0
+45224,Female,46.0,0,0,Yes,Private,Rural,109.22,20.1,never smoked,0
+54747,Male,0.88,0,0,No,children,Rural,157.57,19.2,Unknown,0
+2751,Male,50.0,0,0,Yes,Govt_job,Urban,110.73,28.7,smokes,0
+6090,Male,19.0,0,0,Yes,Private,Urban,99.14,28.1,never smoked,0
+46385,Female,21.0,0,0,Yes,Private,Urban,59.15,22.6,never smoked,0
+46323,Female,2.0,0,0,No,children,Rural,165.11,18.0,Unknown,0
+28122,Female,37.0,0,0,Yes,Self-employed,Rural,77.44,21.4,formerly smoked,0
+50843,Male,20.0,0,0,No,Private,Rural,100.33,27.8,Unknown,0
+64464,Male,50.0,0,0,Yes,Private,Urban,57.93,27.6,Unknown,0
+66922,Male,61.0,1,1,No,Private,Rural,148.24,32.2,formerly smoked,0
+66494,Male,48.0,0,0,Yes,Private,Urban,91.96,24.9,Unknown,0
+42786,Male,82.0,0,1,Yes,Self-employed,Rural,72.93,27.1,formerly smoked,0
+33401,Male,64.0,0,0,Yes,Private,Rural,84.27,24.6,Unknown,0
+24174,Female,50.0,0,0,Yes,Govt_job,Rural,124.45,24.6,never smoked,0
+60211,Male,1.4,0,0,No,children,Urban,90.51,18.9,Unknown,0
+53279,Male,0.24,0,0,No,children,Rural,118.87,16.3,Unknown,0
+61715,Male,55.0,0,0,Yes,Private,Rural,56.42,31.8,never smoked,0
+37830,Female,29.0,0,0,No,Private,Urban,73.67,21.0,Unknown,0
+2454,Male,4.0,0,0,No,children,Rural,89.11,20.1,Unknown,0
+60663,Male,70.0,1,0,Yes,Private,Rural,74.04,29.1,never smoked,0
+46875,Male,35.0,0,0,Yes,Private,Urban,145.23,32.3,never smoked,0
+69091,Female,80.0,0,1,Yes,Private,Rural,100.8,29.4,never smoked,0
+1821,Female,54.0,0,0,Yes,Private,Urban,85.22,50.2,never smoked,0
+44978,Male,39.0,0,0,Yes,Govt_job,Rural,72.49,44.9,formerly smoked,0
+3437,Female,26.0,0,0,No,Private,Urban,82.61,28.5,smokes,0
+6355,Female,6.0,0,0,No,children,Rural,72.07,19.5,Unknown,0
+10762,Female,41.0,0,0,Yes,Private,Rural,79.85,45.0,Unknown,0
+58567,Female,42.0,0,0,Yes,Private,Rural,84.86,22.8,Unknown,0
+62187,Male,9.0,0,0,No,children,Urban,131.89,25.5,Unknown,0
+84,Male,55.0,0,0,Yes,Private,Urban,89.17,31.5,never smoked,0
+8521,Male,71.0,0,0,Yes,Private,Rural,227.91,31.6,formerly smoked,0
+72779,Female,14.0,0,0,No,children,Urban,131.77,31.0,Unknown,0
+45824,Female,77.0,1,0,Yes,Self-employed,Urban,102.01,29.5,Unknown,0
+61838,Female,50.0,0,0,Yes,Govt_job,Urban,128.63,23.1,Unknown,0
+57212,Male,49.0,0,0,No,Private,Urban,144.1,30.7,smokes,0
+62668,Female,51.0,0,0,Yes,Self-employed,Urban,143.15,44.7,formerly smoked,0
+33142,Male,79.0,0,0,Yes,Self-employed,Rural,116.67,33.5,never smoked,0
+17437,Female,63.0,0,0,Yes,Self-employed,Rural,85.6,25.9,Unknown,0
+38303,Female,66.0,0,0,Yes,Self-employed,Urban,142.12,28.3,never smoked,0
+12396,Female,20.0,0,0,No,Private,Urban,100.81,26.8,Unknown,0
+36484,Female,37.0,0,0,Yes,Govt_job,Urban,69.17,27.8,never smoked,0
+60047,Male,22.0,0,0,No,Private,Rural,58.38,36.0,never smoked,0
+16542,Female,60.0,0,0,Yes,Govt_job,Urban,86.34,22.1,never smoked,0
+18805,Male,39.0,0,0,Yes,Private,Urban,95.44,38.4,never smoked,0
+17869,Female,53.0,0,0,Yes,Private,Urban,94.78,30.1,Unknown,0
+6793,Female,55.0,0,0,Yes,Private,Rural,109.59,26.2,formerly smoked,0
+49265,Female,63.0,0,0,Yes,Private,Rural,79.26,26.6,smokes,0
+6606,Female,57.0,0,0,Yes,Private,Urban,78.46,32.6,never smoked,0
+23031,Male,82.0,0,0,Yes,Self-employed,Rural,85.29,27.0,never smoked,0
+69330,Male,56.0,0,0,Yes,Private,Rural,156.18,25.3,smokes,0
+22902,Male,41.0,1,0,Yes,Private,Urban,69.52,31.9,never smoked,0
+69622,Female,8.0,0,0,No,children,Urban,65.32,18.4,Unknown,0
+4807,Male,34.0,0,0,No,Private,Urban,108.47,30.4,smokes,0
+9641,Male,75.0,0,0,Yes,Private,Urban,105.63,28.2,smokes,0
+10313,Male,57.0,0,0,Yes,Private,Urban,77.93,35.7,formerly smoked,0
+12097,Female,72.0,0,0,Yes,Private,Urban,95.2,35.0,never smoked,0
+58037,Male,21.0,0,0,No,Private,Rural,78.52,27.2,never smoked,0
+45323,Female,51.0,0,0,Yes,Private,Urban,114.89,23.0,never smoked,0
+34281,Female,15.0,0,0,No,Private,Rural,95.43,25.0,Unknown,0
+7990,Female,24.0,0,0,Yes,Private,Rural,84.08,24.5,Unknown,0
+57622,Female,30.0,0,0,Yes,Govt_job,Rural,110.55,30.9,smokes,0
+39120,Female,82.0,0,0,No,Self-employed,Urban,82.21,26.0,never smoked,0
+68344,Female,62.0,0,0,Yes,Private,Urban,82.38,27.2,formerly smoked,0
+66752,Female,79.0,0,0,Yes,Govt_job,Urban,93.89,30.4,never smoked,0
+11691,Female,19.0,0,0,No,Private,Rural,75.08,21.7,Unknown,0
+5077,Male,45.0,0,0,Yes,Private,Urban,76.72,29.1,Unknown,0
+13319,Female,5.0,0,0,No,children,Rural,84.93,17.6,Unknown,0
+49279,Male,57.0,0,1,Yes,Private,Urban,76.5,29.2,formerly smoked,0
+53815,Female,31.0,0,0,No,Private,Urban,65.47,28.1,never smoked,0
+42856,Male,61.0,0,0,Yes,Private,Urban,99.16,26.6,smokes,0
+51579,Male,27.0,0,0,No,Self-employed,Rural,63.53,26.9,never smoked,0
+10752,Female,61.0,0,0,Yes,Private,Rural,78.65,36.2,formerly smoked,0
+42133,Female,53.0,0,0,Yes,Self-employed,Urban,63.78,25.9,never smoked,0
+4842,Female,76.0,0,0,No,Self-employed,Urban,77.52,40.9,formerly smoked,0
+58138,Male,57.0,0,0,Yes,Private,Rural,111.64,31.5,never smoked,0
+58203,Male,9.0,0,0,No,children,Urban,97.84,23.3,Unknown,0
+65053,Female,34.0,0,0,Yes,Private,Urban,113.01,37.6,never smoked,0
+24168,Male,51.0,1,0,Yes,Private,Urban,56.48,39.8,never smoked,0
+5824,Male,61.0,0,0,Yes,Private,Rural,204.5,35.1,formerly smoked,0
+6965,Female,19.0,0,0,No,Private,Rural,96.02,21.9,never smoked,0
+8332,Female,50.0,0,0,Yes,Private,Rural,206.25,53.4,formerly smoked,0
+61973,Female,80.0,1,1,Yes,Private,Rural,115.52,34.4,Unknown,0
+42821,Female,13.0,0,0,No,Private,Rural,60.69,24.0,smokes,0
+18687,Male,55.0,0,0,Yes,Self-employed,Urban,93.67,29.3,Unknown,0
+72642,Male,67.0,0,0,Yes,Govt_job,Urban,67.79,26.0,formerly smoked,0
+54782,Female,30.0,0,0,No,Self-employed,Rural,56.07,31.3,never smoked,0
+55862,Male,67.0,1,1,Yes,Private,Rural,254.63,31.0,never smoked,0
+24437,Female,82.0,0,0,Yes,Private,Rural,96.63,26.5,Unknown,0
+10367,Male,5.0,0,0,No,children,Rural,84.3,16.0,Unknown,0
+42550,Female,81.0,0,0,Yes,Self-employed,Rural,246.34,21.1,never smoked,0
+14178,Female,48.0,0,0,Yes,Private,Rural,195.16,42.2,Unknown,0
+65429,Female,66.0,0,0,Yes,Govt_job,Rural,93.34,27.7,never smoked,0
+66530,Female,38.0,0,0,Yes,Private,Urban,162.3,23.6,never smoked,0
+43146,Male,8.0,0,0,No,children,Urban,106.4,18.3,Unknown,0
+3509,Male,47.0,1,0,Yes,Private,Urban,110.25,44.3,never smoked,0
+57497,Male,27.0,0,0,No,Private,Rural,69.7,27.3,never smoked,0
+15220,Female,53.0,1,0,Yes,Private,Urban,87.03,55.2,formerly smoked,0
+4813,Male,27.0,0,0,No,Private,Urban,112.98,44.7,never smoked,0
+31166,Female,36.0,0,0,Yes,Govt_job,Rural,82.47,33.1,smokes,0
+9051,Female,50.0,0,0,Yes,Private,Urban,75.88,30.0,never smoked,0
+28669,Female,32.0,0,0,Yes,Private,Urban,84.63,40.1,Unknown,0
+59894,Female,58.0,0,0,Yes,Govt_job,Rural,109.56,23.1,never smoked,0
+18684,Female,73.0,0,0,Yes,Self-employed,Rural,89.45,30.3,formerly smoked,0
+35866,Female,62.0,0,0,Yes,Private,Rural,91.65,30.5,never smoked,0
+51907,Female,50.0,0,0,Yes,Self-employed,Urban,121.14,22.8,never smoked,0
+7250,Female,51.0,0,0,No,Private,Rural,87.77,42.0,Unknown,0
+16147,Female,19.0,0,0,No,Private,Rural,106.56,29.9,never smoked,0
+18306,Female,30.0,0,0,No,Private,Rural,93.88,24.0,formerly smoked,0
+69143,Female,45.0,0,0,No,Private,Rural,153.76,36.7,Unknown,0
+61769,Male,30.0,0,0,No,Private,Urban,88.65,22.2,never smoked,0
+26134,Female,28.0,0,0,Yes,Private,Urban,111.22,25.5,Unknown,0
+67603,Male,70.0,0,0,Yes,Self-employed,Urban,223.68,34.3,formerly smoked,0
+66772,Female,0.32,0,0,No,children,Rural,55.86,16.0,Unknown,0
+41861,Female,23.0,0,0,No,Private,Rural,63.73,25.6,smokes,0
+954,Male,18.0,0,0,No,Private,Rural,103.94,23.3,never smoked,0
+37888,Male,41.0,0,0,Yes,Private,Rural,92.49,41.6,Unknown,0
+34326,Male,52.0,0,0,Yes,Private,Urban,229.2,35.6,formerly smoked,0
+42329,Female,77.0,0,0,Yes,Private,Rural,75.06,22.0,Unknown,0
+23565,Male,34.0,0,0,Yes,Private,Urban,85.57,26.8,Unknown,0
+27323,Female,67.0,0,0,Yes,Self-employed,Urban,68.61,31.9,never smoked,0
+57854,Male,1.64,0,0,No,children,Urban,56.3,19.7,Unknown,0
+18414,Female,23.0,0,0,No,Private,Rural,193.22,,smokes,0
+72836,Female,59.0,0,0,Yes,Private,Urban,65.98,31.1,Unknown,0
+17708,Male,62.0,0,0,Yes,Govt_job,Rural,204.57,34.4,Unknown,0
+66321,Male,47.0,0,0,Yes,Govt_job,Urban,64.99,33.2,never smoked,0
+53817,Female,71.0,1,0,Yes,Self-employed,Rural,66.12,,never smoked,0
+66678,Female,22.0,0,0,No,Private,Urban,73.4,21.6,never smoked,0
+56734,Male,33.0,0,0,Yes,Govt_job,Urban,82.83,25.4,Unknown,0
+32240,Female,27.0,0,0,No,Private,Urban,93.55,41.6,never smoked,0
+28127,Female,44.0,0,0,Yes,Private,Rural,90.4,33.1,formerly smoked,0
+20347,Female,18.0,0,0,No,Private,Rural,98.1,21.8,never smoked,0
+40824,Male,47.0,0,0,Yes,Private,Rural,142.02,30.0,Unknown,0
+38678,Female,66.0,0,0,Yes,Self-employed,Rural,251.46,35.2,smokes,0
+29380,Female,42.0,1,0,Yes,Private,Rural,89.96,35.6,never smoked,0
+809,Male,13.0,0,0,No,children,Urban,71.73,,Unknown,0
+65453,Female,56.0,1,0,Yes,Govt_job,Urban,82.44,27.8,smokes,0
+9415,Female,69.0,0,0,Yes,Self-employed,Urban,80.85,29.3,formerly smoked,0
+30989,Female,65.0,0,0,Yes,Self-employed,Rural,220.52,37.2,smokes,0
+65258,Male,53.0,0,0,Yes,Private,Urban,86.73,26.1,Unknown,0
+67052,Female,36.0,0,0,Yes,Private,Urban,76.93,21.6,never smoked,0
+62756,Female,69.0,0,0,Yes,Self-employed,Urban,113.1,22.7,never smoked,0
+69224,Male,19.0,0,0,No,Private,Rural,96.84,30.2,formerly smoked,0
+13323,Male,3.0,0,0,No,children,Urban,100.91,18.0,Unknown,0
+59940,Male,15.0,0,0,No,children,Urban,116.5,27.8,Unknown,0
+49042,Female,59.0,1,0,No,Private,Rural,57.26,23.5,never smoked,0
+66362,Female,61.0,0,0,Yes,Private,Urban,129.31,41.2,Unknown,0
+46093,Female,28.0,0,0,Yes,Private,Rural,56.47,22.7,never smoked,0
+10370,Male,52.0,0,0,Yes,Govt_job,Urban,86.06,29.2,formerly smoked,0
+156,Female,33.0,0,0,Yes,Private,Rural,86.97,42.2,never smoked,0
+11105,Male,80.0,0,0,Yes,Private,Urban,78.78,24.0,formerly smoked,0
+22363,Female,47.0,0,0,Yes,Private,Rural,195.04,45.5,never smoked,0
+46072,Male,2.0,0,0,No,children,Rural,103.25,19.4,Unknown,0
+65667,Female,48.0,0,0,Yes,Private,Rural,134.59,28.2,smokes,0
+47848,Male,1.56,0,0,No,children,Rural,93.74,20.1,Unknown,0
+71440,Female,26.0,0,0,Yes,Private,Urban,90.66,27.2,Unknown,0
+35231,Male,62.0,0,0,Yes,Govt_job,Urban,91.68,26.5,Unknown,0
+59734,Male,1.72,0,0,No,children,Urban,75.79,17.6,Unknown,0
+1893,Female,38.0,0,0,Yes,Private,Urban,91.68,42.8,formerly smoked,0
+32733,Female,28.0,0,0,Yes,Private,Rural,106.68,29.3,never smoked,0
+34728,Female,67.0,0,0,Yes,Private,Rural,82.31,21.3,never smoked,0
+30352,Male,57.0,0,0,Yes,Private,Rural,90.06,29.8,Unknown,0
+61338,Female,40.0,0,0,Yes,Private,Rural,65.47,24.1,smokes,0
+59275,Male,10.0,0,0,No,children,Rural,58.03,35.2,Unknown,0
+45497,Female,55.0,0,0,No,Private,Rural,83.09,18.8,never smoked,0
+19996,Female,7.0,0,0,No,children,Urban,88.6,17.4,Unknown,0
+50371,Male,56.0,0,0,Yes,Private,Urban,63.18,31.5,Unknown,0
+32687,Male,37.0,0,0,Yes,Private,Rural,78.42,29.9,never smoked,0
+35295,Male,69.0,0,0,Yes,Private,Urban,65.08,27.3,formerly smoked,0
+15746,Female,45.0,0,0,Yes,Govt_job,Urban,79.47,28.1,never smoked,0
+31517,Female,28.0,0,0,Yes,Private,Rural,95.52,28.9,never smoked,0
+43268,Female,52.0,1,0,No,Private,Urban,73.0,25.2,smokes,0
+54540,Male,46.0,0,0,Yes,Private,Rural,138.07,24.3,never smoked,0
+20973,Male,45.0,0,0,Yes,Govt_job,Rural,86.99,37.9,never smoked,0
+56245,Female,21.0,0,0,No,Private,Urban,112.07,28.2,never smoked,0
+9225,Male,4.0,0,0,No,children,Rural,105.76,18.4,Unknown,0
+45955,Female,45.0,0,0,Yes,Private,Urban,55.67,23.1,smokes,0
+3532,Female,71.0,0,0,Yes,Private,Urban,90.55,39.4,formerly smoked,0
+41291,Female,46.0,0,0,Yes,Private,Rural,218.65,29.5,never smoked,0
+53943,Female,3.0,0,0,No,children,Rural,111.21,18.3,Unknown,0
+52550,Female,79.0,0,0,Yes,Govt_job,Urban,83.56,28.7,smokes,0
+47414,Female,71.0,1,0,Yes,Private,Urban,116.76,32.9,formerly smoked,0
+38804,Male,74.0,0,0,Yes,Private,Rural,83.5,26.7,Unknown,0
+72861,Female,52.0,0,0,Yes,Private,Urban,69.3,20.1,never smoked,0
+53276,Female,49.0,0,0,Yes,Private,Urban,67.55,17.6,formerly smoked,0
+30944,Female,32.0,0,0,Yes,Private,Rural,80.28,43.7,never smoked,0
+33622,Male,62.0,1,0,Yes,Private,Urban,211.49,41.1,Unknown,0
+26191,Female,78.0,0,0,No,Private,Urban,67.96,26.8,Unknown,0
+69312,Female,48.0,0,0,Yes,Self-employed,Urban,99.29,31.2,never smoked,0
+39661,Male,18.0,0,0,Yes,Private,Rural,140.52,27.4,never smoked,0
+20162,Female,80.0,0,0,Yes,Private,Rural,75.62,25.1,smokes,0
+48989,Female,34.0,0,0,No,Govt_job,Rural,120.06,33.0,never smoked,0
+30411,Female,40.0,0,0,No,Private,Rural,117.45,30.7,smokes,0
+47735,Female,59.0,0,0,Yes,Private,Rural,224.71,42.9,never smoked,0
+51162,Female,11.0,0,0,No,children,Rural,122.75,14.3,Unknown,0
+8598,Female,35.0,0,0,Yes,Govt_job,Urban,82.39,33.2,never smoked,0
+57347,Female,29.0,0,0,No,Govt_job,Rural,57.02,43.0,formerly smoked,0
+4683,Male,23.0,0,0,No,Private,Urban,115.98,22.3,never smoked,0
+55775,Female,59.0,0,0,Yes,Private,Rural,226.11,32.8,formerly smoked,0
+32645,Female,44.0,0,0,Yes,Private,Rural,97.59,30.5,smokes,0
+46643,Female,62.0,0,0,Yes,Private,Rural,82.57,36.0,formerly smoked,0
+782,Female,32.0,0,0,No,Private,Urban,79.34,26.5,formerly smoked,0
+63565,Female,2.0,0,0,No,children,Rural,125.68,20.1,Unknown,0
+13602,Male,73.0,1,0,Yes,Self-employed,Rural,102.06,,Unknown,0
+28326,Female,79.0,0,0,Yes,Private,Urban,65.59,28.1,never smoked,0
+26389,Female,2.0,0,0,No,children,Urban,120.85,16.2,Unknown,0
+16906,Male,43.0,0,0,Yes,Govt_job,Urban,101.65,30.0,never smoked,0
+35140,Male,43.0,0,0,Yes,Govt_job,Urban,210.94,31.3,never smoked,0
+16837,Male,62.0,1,0,Yes,Private,Rural,77.92,26.7,never smoked,0
+2750,Male,73.0,1,1,Yes,Self-employed,Rural,230.68,37.7,Unknown,0
+47585,Female,31.0,0,0,No,Self-employed,Urban,62.68,35.8,never smoked,0
+37404,Male,42.0,0,0,Yes,Private,Urban,55.22,27.0,never smoked,0
+39518,Female,20.0,0,0,No,Private,Rural,78.94,20.7,never smoked,0
+70678,Female,55.0,0,1,No,Private,Rural,109.69,22.2,smokes,0
+542,Female,3.0,0,0,No,children,Urban,79.63,,Unknown,0
+38649,Female,23.0,0,0,No,Private,Rural,79.33,41.5,never smoked,0
+53266,Female,33.0,0,0,Yes,Private,Urban,79.91,33.5,never smoked,0
+26031,Female,14.0,0,0,No,Private,Rural,84.46,21.8,Unknown,0
+1191,Female,79.0,0,1,Yes,Private,Urban,68.4,22.1,formerly smoked,0
+36820,Male,64.0,1,0,Yes,Private,Rural,78.43,30.2,smokes,0
+62783,Female,76.0,0,0,Yes,Private,Urban,198.02,38.7,Unknown,0
+10133,Male,46.0,0,0,Yes,Private,Urban,85.35,32.1,smokes,0
+19778,Male,80.0,0,0,No,Self-employed,Rural,204.17,41.3,formerly smoked,0
+38255,Male,21.0,0,0,No,Private,Urban,82.71,20.1,formerly smoked,0
+41565,Female,33.0,0,0,No,Private,Urban,121.19,22.1,never smoked,0
+39423,Female,32.0,0,0,Yes,Private,Rural,106.02,24.9,smokes,0
+68908,Female,0.72,0,0,No,children,Urban,66.36,23.0,Unknown,0
+22440,Female,49.0,0,0,Yes,Private,Urban,267.76,29.3,formerly smoked,0
+28418,Female,41.0,0,0,Yes,Private,Rural,107.18,22.8,never smoked,0
+22566,Male,37.0,0,0,Yes,Private,Rural,74.58,31.6,Unknown,0
+7055,Female,58.0,0,0,Yes,Private,Urban,80.92,19.4,Unknown,0
+69177,Female,79.0,0,0,Yes,Private,Rural,90.77,22.5,never smoked,0
+33162,Female,23.0,0,0,No,Private,Rural,90.84,31.6,never smoked,0
+44764,Female,78.0,1,0,Yes,Self-employed,Rural,59.2,29.1,Unknown,0
+32157,Male,51.0,0,0,Yes,Private,Rural,217.71,,formerly smoked,0
+61983,Female,41.0,0,0,Yes,Private,Urban,133.76,43.4,smokes,0
+72268,Male,68.0,0,0,Yes,Self-employed,Urban,61.36,26.5,formerly smoked,0
+39467,Female,30.0,0,0,No,Private,Rural,118.62,29.7,Unknown,0
+20282,Male,1.88,0,0,No,children,Rural,77.91,21.8,Unknown,0
+51159,Female,32.0,0,0,No,Govt_job,Urban,68.98,23.4,formerly smoked,0
+7167,Female,20.0,0,0,No,Private,Rural,112.08,23.0,never smoked,0
+59147,Male,20.0,0,0,No,Private,Urban,96.2,21.5,never smoked,0
+18192,Male,10.0,0,0,No,children,Rural,93.11,14.6,Unknown,0
+14049,Male,8.0,0,0,No,children,Rural,115.54,28.5,Unknown,0
+35927,Male,65.0,0,0,Yes,Private,Urban,88.57,29.0,smokes,0
+28150,Female,65.0,1,0,Yes,Private,Urban,180.76,26.9,Unknown,0
+8727,Male,46.0,0,0,Yes,Self-employed,Urban,83.12,29.6,formerly smoked,0
+7516,Male,53.0,0,0,Yes,Self-employed,Urban,94.89,28.5,never smoked,0
+6419,Female,79.0,0,0,No,Private,Rural,239.52,25.5,never smoked,0
+20425,Male,43.0,0,0,Yes,Self-employed,Rural,99.15,30.5,formerly smoked,0
+59878,Female,56.0,0,0,Yes,Self-employed,Urban,124.16,23.0,never smoked,0
+69355,Male,3.0,0,0,No,children,Rural,86.38,22.8,Unknown,0
+5858,Male,32.0,0,0,No,Private,Rural,93.68,31.4,never smoked,0
+39823,Female,41.0,0,0,Yes,Govt_job,Rural,229.86,35.2,smokes,0
+37053,Male,53.0,0,0,Yes,Govt_job,Rural,78.73,23.3,never smoked,0
+2082,Male,35.0,0,0,Yes,Private,Rural,115.92,,formerly smoked,0
+48073,Male,67.0,0,0,Yes,Govt_job,Rural,93.71,31.2,formerly smoked,0
+16449,Female,33.0,0,0,Yes,Govt_job,Rural,76.66,24.8,never smoked,0
+5447,Female,21.0,0,0,No,Private,Rural,112.38,25.8,Unknown,0
+27145,Female,26.0,0,0,No,Private,Rural,89.3,48.4,smokes,0
+30328,Female,69.0,1,0,Yes,Govt_job,Rural,103.44,43.1,formerly smoked,0
+739,Female,73.0,0,0,Yes,Self-employed,Rural,79.69,,formerly smoked,0
+44224,Male,15.0,0,0,No,Private,Rural,61.61,27.8,never smoked,0
+533,Female,3.0,0,0,No,children,Rural,94.12,21.4,Unknown,0
+45554,Female,1.24,0,0,No,children,Urban,62.4,22.1,Unknown,0
+32884,Female,80.0,1,0,Yes,Private,Urban,210.96,31.8,never smoked,0
+55744,Male,2.0,0,0,No,children,Urban,76.25,20.1,Unknown,0
+28414,Male,50.0,0,0,Yes,Private,Urban,103.48,29.1,smokes,0
+25767,Female,30.0,0,0,No,Private,Urban,96.42,22.6,Unknown,0
+71319,Male,15.0,0,0,No,Private,Rural,78.59,25.1,Unknown,0
+70031,Female,71.0,1,0,Yes,Private,Rural,195.25,33.3,never smoked,0
+23604,Male,4.0,0,0,No,children,Rural,103.76,15.9,Unknown,0
+46576,Male,2.0,0,0,No,children,Rural,68.52,20.8,Unknown,0
+31293,Male,11.0,0,0,No,children,Urban,92.17,19.5,Unknown,0
+70610,Female,45.0,0,0,Yes,Private,Rural,81.02,39.0,never smoked,0
+6044,Male,22.0,0,0,No,Govt_job,Rural,94.33,23.1,never smoked,0
+62284,Male,63.0,0,0,Yes,Self-employed,Rural,78.43,18.8,never smoked,0
+5821,Female,50.0,0,0,Yes,Private,Rural,217.39,50.6,Unknown,0
+22295,Female,25.0,0,0,No,Private,Urban,82.77,36.3,Unknown,0
+27583,Male,49.0,0,0,Yes,Private,Rural,88.13,32.8,never smoked,0
+9696,Male,39.0,0,0,Yes,Private,Urban,102.77,35.8,smokes,0
+1164,Female,43.0,0,0,No,Private,Rural,101.75,26.7,smokes,0
+48781,Male,67.0,0,0,Yes,Private,Rural,113.34,26.3,formerly smoked,0
+50947,Male,48.0,0,0,Yes,Private,Urban,63.33,26.5,smokes,0
+47844,Female,38.0,0,0,Yes,Private,Urban,69.34,43.7,never smoked,0
+45209,Female,14.0,0,0,No,Private,Rural,118.81,24.7,Unknown,0
+49412,Male,63.0,0,0,Yes,Govt_job,Urban,66.13,46.2,never smoked,0
+43088,Male,37.0,0,0,No,Private,Urban,67.53,49.5,formerly smoked,0
+16355,Male,20.0,0,0,No,Private,Urban,96.58,43.3,never smoked,0
+43172,Female,60.0,0,0,Yes,Private,Urban,57.89,30.9,formerly smoked,0
+43155,Female,13.0,0,0,No,children,Rural,78.38,38.7,Unknown,0
+11882,Male,34.0,0,0,No,Private,Urban,94.15,28.6,never smoked,0
+45669,Male,22.0,0,0,No,Private,Urban,89.53,30.2,Unknown,0
+65339,Female,46.0,0,0,Yes,Private,Urban,127.75,30.5,never smoked,0
+60399,Male,53.0,0,0,Yes,Self-employed,Rural,76.79,33.9,Unknown,0
+59604,Female,28.0,0,0,Yes,Private,Rural,141.15,28.6,never smoked,0
+22488,Female,62.0,0,0,Yes,Govt_job,Urban,88.63,24.5,never smoked,0
+33187,Female,6.0,0,0,No,children,Urban,201.25,,Unknown,0
+44192,Female,11.0,0,0,No,children,Urban,130.15,17.2,Unknown,0
+16114,Male,66.0,0,0,No,Private,Urban,108.03,27.2,never smoked,0
+35293,Female,80.0,0,0,Yes,Self-employed,Rural,104.07,19.3,formerly smoked,0
+728,Male,8.0,0,0,No,children,Urban,88.83,18.5,Unknown,0
+45788,Male,53.0,0,1,Yes,Private,Rural,197.79,32.0,Unknown,0
+52150,Male,63.0,1,1,Yes,Private,Urban,150.45,44.5,formerly smoked,0
+26172,Male,31.0,0,0,Yes,Private,Rural,100.39,37.0,never smoked,0
+67814,Male,43.0,0,0,Yes,Govt_job,Rural,79.92,30.8,formerly smoked,0
+12618,Male,79.0,0,1,Yes,Self-employed,Urban,96.79,24.7,Unknown,0
+28952,Male,8.0,0,0,No,children,Rural,86.84,18.3,Unknown,0
+39123,Male,38.0,0,0,Yes,Private,Rural,61.27,44.0,Unknown,0
+53967,Female,80.0,0,0,Yes,Self-employed,Rural,72.61,27.6,never smoked,0
+34772,Female,49.0,0,0,Yes,Private,Rural,82.41,45.4,smokes,0
+43124,Female,50.0,0,0,Yes,Govt_job,Urban,74.72,28.5,never smoked,0
+51916,Male,13.0,0,0,No,children,Rural,57.37,17.6,Unknown,0
+68003,Male,46.0,1,0,Yes,Private,Rural,73.72,,smokes,0
+59157,Male,73.0,1,0,Yes,Private,Urban,88.34,27.5,never smoked,0
+54383,Male,60.0,0,0,Yes,Private,Rural,101.34,32.8,never smoked,0
+6928,Male,44.0,0,0,Yes,Private,Rural,119.01,29.5,never smoked,0
+321,Female,79.0,0,0,No,Self-employed,Rural,71.98,36.4,never smoked,0
+21857,Female,5.0,0,0,No,children,Urban,84.91,26.1,Unknown,0
+33526,Female,51.0,0,0,Yes,Self-employed,Rural,91.63,35.3,Unknown,0
+37327,Female,71.0,0,0,Yes,Private,Urban,214.77,,Unknown,0
+55976,Male,5.0,0,0,No,children,Rural,145.71,18.1,Unknown,0
+56090,Female,65.0,0,0,Yes,Self-employed,Rural,167.31,27.1,never smoked,0
+38350,Female,81.0,0,0,Yes,Self-employed,Urban,63.65,23.0,Unknown,0
+6040,Female,46.0,0,0,No,Private,Rural,79.63,55.0,Unknown,0
+17639,Male,44.0,0,0,Yes,Govt_job,Rural,87.49,26.6,never smoked,0
+1678,Female,54.0,1,0,Yes,Private,Rural,98.74,,never smoked,0
+27572,Female,25.0,0,0,No,Private,Rural,92.82,24.1,never smoked,0
+57668,Male,49.0,0,0,Yes,Govt_job,Urban,72.2,30.3,formerly smoked,0
+22001,Male,80.0,0,1,Yes,Govt_job,Rural,181.23,32.2,formerly smoked,0
+54184,Female,22.0,0,0,No,Private,Urban,63.37,26.5,never smoked,0
+27966,Female,61.0,0,0,Yes,Private,Urban,74.82,30.6,never smoked,0
+4702,Female,3.0,0,0,No,children,Rural,97.6,25.8,Unknown,0
+38123,Male,50.0,0,0,Yes,Private,Rural,93.04,41.9,smokes,0
+47345,Male,45.0,0,0,Yes,Private,Rural,97.12,29.2,never smoked,0
+17222,Male,55.0,1,0,Yes,Self-employed,Rural,82.81,44.3,never smoked,0
+45048,Female,21.0,0,0,No,Private,Urban,134.45,29.1,never smoked,0
+30084,Male,0.8,0,0,No,children,Rural,98.67,17.5,Unknown,0
+7195,Male,50.0,0,1,No,Private,Urban,85.82,31.9,never smoked,0
+16260,Male,73.0,0,1,Yes,Self-employed,Rural,189.45,32.2,never smoked,0
+52457,Female,58.0,0,1,Yes,Private,Rural,144.16,26.0,smokes,0
+50650,Male,30.0,0,0,No,Private,Rural,82.56,25.4,formerly smoked,0
+35913,Female,55.0,1,0,Yes,Private,Urban,206.4,54.8,never smoked,0
+52306,Male,57.0,0,0,Yes,Self-employed,Urban,67.97,27.9,never smoked,0
+132,Female,80.0,0,0,Yes,Govt_job,Urban,84.86,,Unknown,0
+8951,Female,77.0,1,0,Yes,Self-employed,Urban,71.7,32.8,never smoked,0
+64752,Female,29.0,0,0,No,Private,Urban,72.02,34.0,formerly smoked,0
+51285,Female,46.0,0,0,Yes,Private,Urban,61.81,25.5,Unknown,0
+14349,Female,40.0,0,0,Yes,Private,Urban,103.09,35.6,Unknown,0
+40571,Male,29.0,0,0,No,Private,Urban,73.75,28.3,never smoked,0
+40624,Female,37.0,0,0,Yes,Private,Rural,156.7,36.9,never smoked,0
+13072,Female,35.0,0,0,Yes,Self-employed,Urban,70.87,22.1,formerly smoked,0
+66310,Male,54.0,0,0,Yes,Self-employed,Rural,138.47,31.5,never smoked,0
+58101,Female,56.0,0,1,Yes,Private,Rural,64.66,26.7,formerly smoked,0
+22969,Female,26.0,0,0,Yes,Private,Rural,91.88,24.9,formerly smoked,0
+28904,Female,75.0,0,0,Yes,Self-employed,Rural,74.79,32.4,never smoked,0
+6563,Female,44.0,0,0,No,Private,Rural,78.18,32.2,never smoked,0
+55315,Male,63.0,0,0,Yes,Private,Rural,77.82,30.3,Unknown,0
+47537,Female,17.0,0,0,No,Private,Rural,112.23,28.7,never smoked,0
+45945,Male,46.0,0,1,Yes,Private,Urban,178.76,24.1,never smoked,0
+65849,Female,47.0,0,0,Yes,Private,Rural,121.43,25.3,never smoked,0
+31125,Female,50.0,0,0,Yes,Private,Rural,94.22,24.8,never smoked,0
+5103,Female,49.0,0,0,Yes,Private,Rural,67.27,,formerly smoked,0
+54526,Male,76.0,1,0,Yes,Self-employed,Rural,197.58,34.8,formerly smoked,0
+67309,Male,47.0,0,0,Yes,Private,Rural,86.37,39.2,smokes,0
+2275,Female,47.0,0,0,Yes,Private,Urban,112.09,24.7,smokes,0
+29869,Male,49.0,0,0,Yes,Private,Urban,199.96,28.6,never smoked,0
+15757,Male,71.0,0,0,Yes,Private,Urban,85.33,27.7,never smoked,0
+38523,Female,65.0,0,0,No,Self-employed,Rural,86.33,33.1,never smoked,0
+65388,Female,40.0,0,0,No,Private,Urban,80.47,27.3,smokes,0
+60816,Female,82.0,1,0,Yes,Private,Urban,62.46,20.3,formerly smoked,0
+67350,Female,64.0,0,0,Yes,Govt_job,Rural,78.85,33.9,never smoked,0
+40124,Male,72.0,0,0,Yes,Self-employed,Rural,72.09,,smokes,0
+20370,Female,50.0,0,0,Yes,Self-employed,Rural,103.81,28.3,never smoked,0
+35188,Female,40.0,0,0,No,Private,Urban,78.04,32.4,smokes,0
+28716,Female,74.0,0,0,Yes,Self-employed,Rural,94.67,19.7,Unknown,0
+56166,Female,30.0,0,0,Yes,Govt_job,Rural,62.25,33.7,never smoked,0
+47159,Male,68.0,0,0,Yes,Private,Urban,155.17,35.5,never smoked,0
+26242,Male,6.0,0,0,No,children,Urban,83.28,20.0,Unknown,0
+36226,Male,4.0,0,0,No,children,Urban,132.41,16.3,Unknown,0
+47357,Female,60.0,0,0,Yes,Private,Rural,62.78,36.4,Unknown,0
+33167,Female,59.0,0,0,Yes,Private,Urban,89.96,28.1,Unknown,0
+21042,Female,72.0,0,0,Yes,Self-employed,Rural,103.25,26.9,formerly smoked,0
+71062,Female,62.0,0,0,Yes,Private,Rural,126.99,29.4,formerly smoked,0
+32723,Female,13.0,0,0,No,children,Rural,102.27,17.2,never smoked,0
+49646,Male,72.0,0,1,Yes,Self-employed,Rural,113.63,26.5,Unknown,0
+35737,Male,1.08,0,0,No,children,Urban,86.09,19.5,Unknown,0
+24256,Male,35.0,0,0,Yes,Private,Rural,108.08,30.6,formerly smoked,0
+62340,Male,54.0,0,0,Yes,Private,Urban,108.34,31.9,never smoked,0
+39927,Male,40.0,0,0,Yes,Private,Rural,56.07,26.6,never smoked,0
+30677,Female,3.0,0,0,No,children,Urban,82.91,19.9,Unknown,0
+50453,Male,2.0,0,0,No,children,Urban,94.75,18.0,Unknown,0
+17398,Male,41.0,0,0,Yes,Private,Rural,101.79,26.7,Unknown,0
+20938,Female,61.0,0,0,Yes,Private,Rural,88.41,25.3,formerly smoked,0
+21850,Male,58.0,0,0,Yes,Govt_job,Urban,101.05,31.4,Unknown,0
+14241,Male,17.0,0,0,No,Private,Urban,85.07,21.1,never smoked,0
+43905,Female,64.0,0,0,No,Govt_job,Rural,108.1,17.9,never smoked,0
+40144,Female,32.0,0,0,No,Self-employed,Rural,93.17,27.5,smokes,0
+7806,Female,42.0,0,0,Yes,Private,Urban,158.89,37.6,smokes,0
+63984,Male,39.0,0,0,Yes,Private,Rural,205.77,24.1,never smoked,0
+13504,Female,10.0,0,0,No,children,Urban,112.34,18.1,Unknown,0
+62272,Female,78.0,0,0,Yes,Private,Urban,119.03,31.0,never smoked,0
+5878,Female,68.0,0,0,Yes,Private,Urban,237.21,26.6,smokes,0
+62767,Female,24.0,0,0,Yes,Private,Urban,89.68,38.7,never smoked,0
+239,Male,59.0,1,1,Yes,Private,Rural,246.53,27.2,formerly smoked,0
+3184,Female,45.0,0,0,Yes,Private,Urban,89.05,27.8,formerly smoked,0
+51959,Male,12.0,0,0,No,children,Rural,81.74,28.3,Unknown,0
+2092,Female,37.0,0,0,Yes,Private,Rural,98.12,27.5,never smoked,0
+69239,Female,43.0,0,0,Yes,Self-employed,Rural,105.59,43.3,smokes,0
+68235,Male,12.0,0,0,No,children,Rural,86.0,20.1,formerly smoked,0
+3956,Male,13.0,0,0,No,children,Urban,65.51,25.9,Unknown,0
+42703,Male,74.0,0,0,Yes,Self-employed,Urban,61.78,25.8,Unknown,0
+34436,Female,2.0,0,0,No,children,Rural,109.56,16.4,Unknown,0
+39258,Female,59.0,0,0,Yes,Self-employed,Urban,65.82,29.4,never smoked,0
+40513,Female,21.0,0,0,No,Private,Urban,90.16,28.9,smokes,0
+48648,Female,55.0,0,0,Yes,Private,Urban,64.45,26.7,never smoked,0
+48836,Female,14.0,0,0,No,children,Urban,91.85,27.8,never smoked,0
+71444,Female,53.0,0,0,Yes,Private,Rural,97.89,38.7,formerly smoked,0
+33983,Male,75.0,0,0,Yes,Govt_job,Rural,206.33,26.8,never smoked,0
+35372,Male,37.0,0,0,Yes,Govt_job,Rural,74.29,36.1,never smoked,0
+31849,Female,49.0,0,0,Yes,Private,Rural,107.4,26.7,smokes,0
+2772,Male,55.0,0,0,Yes,Private,Urban,87.72,27.0,Unknown,0
+11148,Male,57.0,0,0,Yes,Private,Rural,85.99,21.2,Unknown,0
+62387,Female,45.0,0,0,Yes,Private,Urban,100.84,21.0,never smoked,0
+50775,Male,46.0,0,0,No,Private,Urban,124.61,37.4,Unknown,0
+3807,Female,12.0,0,0,No,children,Urban,86.55,26.5,Unknown,0
+51339,Male,12.0,0,0,No,children,Rural,90.42,28.9,Unknown,0
+69259,Female,77.0,0,0,Yes,Private,Rural,100.85,29.5,smokes,0
+32826,Male,6.0,0,0,No,children,Urban,87.74,17.7,Unknown,0
+12414,Male,76.0,1,0,Yes,Private,Rural,80.15,34.9,formerly smoked,0
+21381,Female,52.0,0,0,Yes,Private,Urban,107.29,28.1,never smoked,0
+29375,Male,62.0,0,0,Yes,Private,Urban,206.98,36.8,smokes,0
+62452,Male,82.0,1,0,Yes,Private,Rural,227.28,33.3,never smoked,0
+68650,Male,69.0,0,1,Yes,Private,Rural,80.43,29.2,Unknown,0
+47622,Male,78.0,0,1,Yes,Self-employed,Urban,228.7,34.0,Unknown,0
+57124,Male,37.0,0,0,Yes,Private,Urban,120.07,33.9,smokes,0
+19382,Female,50.0,0,0,Yes,Private,Rural,93.47,28.7,never smoked,0
+44179,Female,41.0,0,0,Yes,Private,Urban,80.77,21.1,never smoked,0
+50098,Male,54.0,0,0,Yes,Private,Rural,150.27,38.2,smokes,0
+24674,Male,43.0,0,0,Yes,Private,Urban,81.94,27.7,smokes,0
+72361,Female,37.0,0,0,Yes,Private,Urban,70.75,35.8,Unknown,0
+14563,Male,9.0,0,0,No,children,Urban,83.83,27.1,Unknown,0
+40237,Female,11.0,0,0,No,children,Urban,73.66,20.5,never smoked,0
+36523,Male,56.0,1,0,Yes,Private,Urban,102.37,35.6,never smoked,0
+65970,Female,5.0,0,0,No,children,Rural,77.83,15.6,Unknown,0
+1577,Female,17.0,0,0,No,Private,Urban,70.01,43.0,Unknown,0
+51109,Female,6.0,0,0,No,children,Rural,119.88,17.8,Unknown,0
+5984,Male,25.0,0,0,Yes,Private,Rural,78.29,,smokes,0
+46373,Female,57.0,0,0,Yes,Private,Rural,169.97,25.8,never smoked,0
+13062,Male,18.0,0,0,No,Private,Rural,123.79,20.5,Unknown,0
+47770,Male,2.0,0,0,No,children,Urban,80.98,19.9,Unknown,0
+32459,Female,76.0,0,0,Yes,Govt_job,Rural,84.21,24.4,never smoked,0
+12687,Male,1.0,0,0,No,children,Urban,101.31,18.3,Unknown,0
+7725,Male,54.0,0,0,Yes,Private,Urban,86.26,35.1,formerly smoked,0
+67217,Female,45.0,0,0,Yes,Private,Urban,92.86,35.1,formerly smoked,0
+49976,Female,54.0,0,1,Yes,Private,Urban,140.28,37.1,formerly smoked,0
+71318,Male,67.0,0,0,Yes,Govt_job,Rural,244.28,29.4,formerly smoked,0
+42201,Male,53.0,0,0,Yes,Private,Urban,124.16,31.7,never smoked,0
+11232,Male,47.0,0,0,Yes,Private,Rural,93.55,31.4,never smoked,0
+14709,Male,44.0,0,0,Yes,Private,Urban,99.34,33.1,never smoked,0
+57137,Male,65.0,0,0,Yes,Private,Urban,59.87,28.5,smokes,0
+36858,Female,40.0,0,0,Yes,Private,Rural,72.76,24.0,formerly smoked,0
+50373,Female,3.0,0,0,No,children,Rural,68.34,18.0,Unknown,0
+51124,Male,81.0,0,0,Yes,Self-employed,Urban,61.1,27.6,smokes,0
+13191,Female,24.0,0,0,No,Private,Rural,120.77,16.9,never smoked,0
+47330,Male,9.0,0,0,No,children,Rural,60.39,16.4,Unknown,0
+42191,Female,52.0,0,0,Yes,Govt_job,Urban,126.34,35.1,never smoked,0
+35332,Female,63.0,0,0,Yes,Private,Rural,93.24,28.8,never smoked,0
+49341,Female,78.0,0,0,Yes,Private,Rural,154.75,17.6,never smoked,0
+64750,Female,22.0,0,0,No,Private,Rural,62.81,21.3,never smoked,0
+70259,Female,2.0,0,0,No,children,Rural,65.96,19.7,Unknown,0
+36960,Female,79.0,0,0,Yes,Private,Rural,79.53,37.3,never smoked,0
+12992,Female,49.0,0,0,Yes,Private,Rural,96.85,35.5,never smoked,0
+4692,Female,74.0,0,0,Yes,Govt_job,Urban,251.99,25.5,never smoked,0
+62460,Male,62.0,0,0,Yes,Private,Rural,115.13,30.0,smokes,0
+72132,Male,16.0,0,0,No,children,Urban,102.3,21.9,Unknown,0
+41402,Male,62.0,0,0,Yes,Self-employed,Urban,78.99,45.5,never smoked,0
+40253,Male,27.0,0,0,No,Private,Rural,191.79,,smokes,0
+63577,Female,50.0,1,0,Yes,Self-employed,Rural,68.8,34.9,never smoked,0
+11726,Female,49.0,0,0,Yes,Govt_job,Rural,83.84,19.3,formerly smoked,0
+13736,Male,24.0,0,0,Yes,Private,Urban,94.66,32.1,formerly smoked,0
+43913,Female,21.0,0,0,No,Private,Rural,107.98,26.9,never smoked,0
+41870,Male,17.0,0,0,No,Never_worked,Rural,61.01,32.5,Unknown,0
+37907,Female,22.0,0,0,No,Private,Urban,135.64,19.5,never smoked,0
+15987,Male,13.0,0,0,No,children,Urban,92.65,31.7,never smoked,0
+57166,Female,21.0,0,0,No,Private,Rural,121.11,21.0,Unknown,0
+44950,Male,51.0,1,0,Yes,Private,Rural,163.56,,formerly smoked,0
+47627,Male,8.0,0,0,No,children,Urban,107.69,20.3,Unknown,0
+42460,Male,48.0,0,0,Yes,Self-employed,Rural,216.88,,smokes,0
+8723,Female,16.0,0,0,No,Private,Rural,70.15,21.5,Unknown,0
+52559,Male,18.0,0,0,No,Private,Urban,83.02,40.4,Unknown,0
+937,Male,7.0,0,0,No,children,Urban,87.94,,Unknown,0
+41271,Male,68.0,1,0,Yes,Govt_job,Urban,222.29,30.1,never smoked,0
+66893,Male,49.0,1,0,Yes,Govt_job,Urban,139.43,40.2,formerly smoked,0
+21491,Female,80.0,0,0,Yes,Private,Urban,213.11,34.7,never smoked,0
+51806,Male,31.0,0,0,Yes,Private,Rural,77.23,25.9,smokes,0
+59412,Female,25.0,0,0,Yes,Private,Urban,58.48,23.7,never smoked,0
+742,Female,39.0,0,0,No,Govt_job,Rural,87.33,34.3,never smoked,0
+42902,Male,35.0,0,0,Yes,Private,Rural,102.34,34.3,never smoked,0
+43059,Female,71.0,0,0,Yes,Self-employed,Rural,151.3,26.3,never smoked,0
+61512,Female,71.0,0,0,Yes,Self-employed,Urban,144.23,22.1,formerly smoked,0
+10943,Female,40.0,0,0,Yes,Govt_job,Rural,110.6,33.3,formerly smoked,0
+11447,Female,41.0,0,0,Yes,Govt_job,Urban,80.28,37.3,never smoked,0
+29233,Male,2.0,0,0,No,children,Rural,111.02,20.5,Unknown,0
+17762,Female,3.0,0,0,No,children,Rural,114.88,19.1,Unknown,0
+46284,Male,53.0,1,0,Yes,Self-employed,Urban,227.51,34.7,formerly smoked,0
+1405,Male,1.88,0,0,No,children,Urban,111.65,16.3,Unknown,0
+38493,Male,60.0,1,1,Yes,Private,Urban,201.01,28.0,never smoked,0
+57953,Female,5.0,0,0,No,children,Urban,129.01,17.2,Unknown,0
+30746,Female,30.0,0,0,Yes,Private,Rural,124.08,41.1,Unknown,0
+16949,Female,49.0,1,0,Yes,Govt_job,Rural,107.91,25.0,Unknown,0
+45297,Male,68.0,1,0,Yes,Private,Rural,95.4,27.5,never smoked,0
+40251,Female,23.0,0,0,No,Private,Rural,65.9,21.5,never smoked,0
+27013,Male,2.0,0,0,No,children,Urban,78.98,15.1,Unknown,0
+7586,Male,24.0,0,0,No,Self-employed,Rural,111.33,29.6,formerly smoked,0
+26452,Female,41.0,0,0,Yes,Private,Rural,104.36,30.2,never smoked,0
+16378,Female,63.0,0,0,Yes,Govt_job,Urban,123.87,34.9,Unknown,0
+5137,Male,64.0,0,0,Yes,Self-employed,Rural,210.0,30.7,formerly smoked,0
+4559,Male,38.0,0,0,No,Private,Rural,86.86,36.5,Unknown,0
+45357,Female,1.24,0,0,No,children,Rural,113.96,21.5,Unknown,0
+45257,Female,38.0,0,0,Yes,Private,Rural,81.28,33.2,smokes,0
+34386,Female,43.0,0,0,Yes,Private,Rural,102.5,50.2,never smoked,0
+15219,Female,27.0,0,0,No,Private,Rural,78.05,22.3,never smoked,0
+39202,Female,61.0,1,1,Yes,Private,Urban,237.58,,formerly smoked,0
+9076,Male,42.0,0,0,Yes,Self-employed,Urban,86.07,27.3,Unknown,0
+72824,Male,46.0,0,0,Yes,Private,Rural,59.05,28.3,formerly smoked,0
+64132,Male,67.0,0,1,Yes,Self-employed,Rural,95.88,31.9,Unknown,0
+52987,Female,34.0,0,0,Yes,Govt_job,Rural,70.18,24.9,Unknown,0
+17827,Male,51.0,0,0,Yes,Private,Rural,111.13,32.7,formerly smoked,0
+29378,Female,77.0,0,0,Yes,Private,Urban,79.3,26.4,Unknown,0
+29327,Female,30.0,0,0,No,Self-employed,Urban,65.84,24.8,smokes,0
+48609,Female,81.0,0,1,Yes,Private,Rural,123.49,30.7,smokes,0
+4833,Female,12.0,0,0,No,children,Rural,207.45,25.4,smokes,0
+8085,Male,18.0,0,0,No,Private,Rural,143.45,32.0,smokes,0
+41820,Female,35.0,0,0,Yes,Govt_job,Rural,89.11,24.4,never smoked,0
+72474,Female,82.0,0,0,Yes,Govt_job,Rural,58.3,20.4,never smoked,0
+32094,Male,53.0,1,0,Yes,Self-employed,Urban,78.68,29.5,never smoked,0
+66818,Male,75.0,0,0,Yes,Govt_job,Urban,98.91,24.4,never smoked,0
+49057,Female,32.0,0,0,No,Private,Rural,67.92,22.8,smokes,0
+18070,Female,27.0,0,0,No,Private,Rural,73.0,20.0,never smoked,0
+17860,Male,56.0,0,0,Yes,Private,Rural,97.5,36.3,formerly smoked,0
+17078,Male,71.0,0,0,Yes,Private,Urban,108.43,32.8,smokes,0
+23836,Male,78.0,0,0,Yes,Private,Urban,90.43,34.4,formerly smoked,0
+5296,Female,44.0,0,0,No,Private,Urban,76.3,30.5,never smoked,0
+48184,Male,62.0,0,0,Yes,Private,Rural,121.27,29.7,smokes,0
+9511,Male,27.0,0,0,No,Private,Urban,119.67,36.9,Unknown,0
+19389,Female,42.0,0,1,Yes,Govt_job,Urban,226.93,34.2,smokes,0
+25559,Female,66.0,0,1,Yes,Govt_job,Rural,76.11,37.0,Unknown,0
+11770,Female,25.0,0,0,Yes,Govt_job,Urban,93.23,,smokes,0
+34496,Female,82.0,0,0,Yes,Private,Urban,253.16,47.5,Unknown,0
+8096,Female,49.0,0,0,Yes,Private,Urban,101.02,24.2,smokes,0
+49709,Female,77.0,1,0,Yes,Self-employed,Rural,238.53,30.6,never smoked,0
+19735,Female,59.0,0,0,Yes,Private,Rural,79.18,52.8,formerly smoked,0
+31415,Female,54.0,0,0,Yes,Private,Urban,207.79,38.6,never smoked,0
+71322,Female,38.0,0,0,Yes,Private,Rural,196.2,32.8,never smoked,0
+72337,Female,55.0,0,0,Yes,Private,Urban,231.76,42.9,never smoked,0
+25454,Female,13.0,0,0,No,children,Rural,93.3,25.9,Unknown,0
+15310,Female,45.0,0,0,Yes,Private,Urban,110.47,24.7,smokes,0
+10245,Female,54.0,0,0,Yes,Self-employed,Rural,77.52,35.8,never smoked,0
+29224,Male,30.0,0,0,Yes,Private,Urban,91.23,,smokes,0
+7550,Female,51.0,0,0,Yes,Private,Rural,216.92,31.2,Unknown,0
+57917,Female,47.0,0,0,Yes,Private,Urban,157.01,26.1,smokes,0
+24219,Male,25.0,0,0,Yes,Private,Urban,93.51,30.8,never smoked,0
+49023,Male,61.0,1,0,Yes,Self-employed,Rural,102.54,40.5,never smoked,0
+51020,Female,55.0,0,0,Yes,Private,Rural,87.78,25.2,formerly smoked,0
+52089,Female,23.0,0,0,No,Private,Urban,126.67,28.7,smokes,0
+29095,Male,71.0,1,0,Yes,Self-employed,Rural,93.6,,never smoked,0
+41424,Male,59.0,0,1,Yes,Self-employed,Rural,194.98,30.4,Unknown,0
+7297,Male,4.0,0,0,No,children,Rural,99.96,15.2,Unknown,0
+68994,Male,65.0,0,0,Yes,Private,Urban,58.87,36.6,never smoked,0
+25935,Female,50.0,0,0,No,Self-employed,Urban,77.67,34.5,Unknown,0
+29910,Male,42.0,0,0,Yes,Private,Urban,83.14,23.7,never smoked,0
+24567,Male,51.0,0,0,Yes,Self-employed,Urban,69.18,35.7,smokes,0
+54858,Male,66.0,0,0,Yes,Govt_job,Rural,218.54,38.9,smokes,0
+36679,Female,22.0,1,0,No,Private,Urban,71.22,40.0,never smoked,0
+59339,Male,5.0,0,0,No,children,Urban,82.41,18.4,Unknown,0
+18754,Male,19.0,0,0,No,Self-employed,Rural,82.07,29.0,never smoked,0
+34312,Female,47.0,0,0,Yes,Self-employed,Urban,73.0,20.6,never smoked,0
+57798,Male,12.0,0,0,No,children,Rural,127.25,28.2,Unknown,0
+37759,Female,53.0,0,0,Yes,Private,Rural,72.63,66.8,Unknown,0
+11605,Female,26.0,0,0,No,Private,Rural,108.2,26.2,never smoked,0
+47558,Male,62.0,1,1,Yes,Private,Urban,123.95,34.8,formerly smoked,0
+54264,Female,81.0,1,0,Yes,Private,Urban,58.71,34.5,never smoked,0
+47893,Male,63.0,0,0,Yes,Private,Rural,98.46,30.6,never smoked,0
+3178,Female,25.0,0,0,Yes,Private,Rural,68.78,55.1,formerly smoked,0
+61924,Male,8.0,0,0,No,children,Rural,133.63,18.8,Unknown,0
+18141,Male,76.0,0,1,Yes,Self-employed,Rural,101.43,29.1,Unknown,0
+58015,Female,44.0,0,0,No,Private,Rural,65.3,22.1,smokes,0
+354,Female,65.0,0,0,Yes,Private,Urban,72.49,28.9,smokes,0
+5777,Female,54.0,0,0,Yes,Private,Urban,65.49,34.7,Unknown,0
+43271,Female,24.0,0,0,No,Govt_job,Urban,63.4,20.3,smokes,0
+46210,Female,65.0,0,0,Yes,Self-employed,Rural,105.29,25.1,formerly smoked,0
+39714,Male,12.0,0,0,No,children,Urban,64.08,18.2,Unknown,0
+21785,Female,33.0,0,0,No,Private,Urban,78.34,25.5,never smoked,0
+36620,Female,74.0,0,0,Yes,Private,Rural,66.32,34.4,formerly smoked,0
+49495,Female,18.0,0,0,No,Private,Rural,168.15,48.5,never smoked,0
+21720,Female,77.0,0,0,Yes,Private,Rural,93.48,25.2,formerly smoked,0
+6304,Male,48.0,1,0,Yes,Self-employed,Urban,79.2,32.5,never smoked,0
+18887,Male,52.0,0,0,Yes,Private,Rural,107.45,42.1,formerly smoked,0
+30214,Male,23.0,0,0,No,Private,Rural,83.86,19.5,never smoked,0
+66419,Male,25.0,0,0,Yes,Private,Rural,119.96,27.7,never smoked,0
+57468,Female,44.0,0,0,Yes,Private,Rural,70.58,25.1,never smoked,0
+24218,Female,78.0,0,0,No,Private,Rural,87.7,29.6,never smoked,0
+69792,Female,37.0,0,0,Yes,Govt_job,Urban,65.29,32.9,never smoked,0
+6372,Female,32.0,0,0,Yes,Private,Urban,97.14,55.9,never smoked,0
+34664,Male,67.0,0,0,Yes,Private,Urban,110.68,25.1,formerly smoked,0
+40931,Female,41.0,0,0,Yes,Govt_job,Urban,91.93,24.7,smokes,0
+28559,Male,2.0,0,0,No,children,Urban,88.54,17.5,Unknown,0
+15166,Female,75.0,1,0,Yes,Private,Urban,183.0,20.8,Unknown,0
+49815,Female,17.0,0,0,No,Govt_job,Rural,115.93,23.3,never smoked,0
+1625,Female,13.0,0,0,No,children,Urban,99.13,22.8,Unknown,0
+56309,Female,25.0,0,0,Yes,Private,Rural,69.24,26.6,never smoked,0
+30116,Female,57.0,0,0,Yes,Private,Rural,102.28,25.5,never smoked,0
+52034,Male,31.0,0,0,Yes,Private,Urban,71.31,25.8,never smoked,0
+35584,Male,61.0,0,0,Yes,Private,Rural,89.75,25.4,never smoked,0
+2898,Male,46.0,0,0,Yes,Private,Urban,87.66,57.3,never smoked,0
+16593,Male,47.0,0,0,No,Private,Rural,237.17,,Unknown,0
+17175,Female,15.0,0,0,No,children,Urban,81.11,20.2,Unknown,0
+63663,Male,47.0,0,0,Yes,Private,Urban,178.33,27.7,never smoked,0
+10603,Female,68.0,0,0,Yes,Private,Rural,81.38,23.1,Unknown,0
+40544,Male,0.4,0,0,No,children,Urban,109.56,14.3,Unknown,0
+49152,Female,40.0,0,0,No,Private,Rural,70.45,23.3,smokes,0
+1231,Female,62.0,0,0,Yes,Govt_job,Rural,73.44,23.4,Unknown,0
+43672,Female,45.0,0,0,Yes,Private,Urban,146.44,22.8,formerly smoked,0
+25107,Female,47.0,0,0,Yes,Private,Urban,65.04,30.9,never smoked,0
+39286,Female,35.0,0,0,Yes,Self-employed,Rural,151.25,28.4,Unknown,0
+32766,Male,51.0,0,0,No,Private,Rural,106.41,41.9,smokes,0
+15988,Male,60.0,1,0,Yes,Private,Urban,197.09,34.3,Unknown,0
+9011,Male,59.0,0,0,Yes,Private,Urban,93.58,25.1,smokes,0
+38043,Female,1.24,0,0,No,children,Rural,122.04,10.3,Unknown,0
+71721,Female,18.0,0,0,No,Private,Rural,80.06,31.8,Unknown,0
+14832,Female,81.0,0,1,Yes,Private,Urban,84.93,31.8,Unknown,0
+38094,Male,15.0,0,0,No,Self-employed,Urban,68.4,23.0,never smoked,0
+49789,Female,73.0,0,0,No,Govt_job,Urban,62.99,25.4,formerly smoked,0
+47350,Female,0.08,0,0,No,children,Urban,139.67,14.1,Unknown,0
+33525,Male,53.0,0,0,Yes,Govt_job,Urban,113.4,35.1,smokes,0
+12318,Male,45.0,0,0,Yes,Self-employed,Urban,101.92,26.9,Unknown,0
+54553,Male,70.0,1,0,Yes,Private,Urban,65.98,33.0,formerly smoked,0
+45976,Male,56.0,0,0,Yes,Private,Urban,84.3,22.1,Unknown,0
+43675,Female,7.0,0,0,No,children,Urban,61.42,20.8,Unknown,0
+12915,Female,66.0,0,0,Yes,Govt_job,Rural,85.52,30.0,never smoked,0
+4542,Female,53.0,0,0,Yes,Govt_job,Urban,83.79,44.0,Unknown,0
+65801,Female,20.0,0,0,No,Private,Urban,73.83,16.6,Unknown,0
+59953,Female,15.0,0,0,No,Private,Rural,69.38,28.4,never smoked,0
+60973,Male,51.0,0,0,Yes,Private,Urban,66.11,26.3,never smoked,0
+68739,Male,34.0,0,0,Yes,Private,Urban,149.62,39.4,formerly smoked,0
+35829,Female,33.0,0,0,Yes,Private,Urban,242.84,15.7,smokes,0
+53909,Female,53.0,1,0,Yes,Private,Urban,202.66,34.1,smokes,0
+5799,Male,69.0,0,1,Yes,Private,Rural,216.9,29.8,formerly smoked,0
+43772,Female,28.0,0,0,No,Private,Urban,103.78,23.6,Unknown,0
+3154,Female,81.0,0,0,Yes,Self-employed,Rural,114.88,18.3,formerly smoked,0
+45754,Female,20.0,0,0,No,Private,Urban,75.94,28.3,never smoked,0
+57485,Female,1.48,0,0,No,children,Rural,55.51,18.5,Unknown,0
+6128,Male,2.0,0,0,No,children,Rural,93.74,18.4,Unknown,0
+22623,Male,77.0,0,0,Yes,Private,Urban,71.44,24.1,smokes,0
+37082,Female,38.0,0,0,Yes,Govt_job,Urban,58.29,25.5,formerly smoked,0
+64541,Male,23.0,0,0,Yes,Private,Urban,115.83,25.3,never smoked,0
+47037,Female,67.0,0,0,Yes,Private,Urban,102.71,39.9,formerly smoked,0
+48614,Male,59.0,0,0,Yes,Govt_job,Urban,99.69,28.8,smokes,0
+15969,Female,41.0,0,0,Yes,Self-employed,Rural,102.89,37.2,formerly smoked,0
+17752,Male,76.0,0,1,Yes,Private,Urban,79.05,,Unknown,0
+50889,Female,21.0,0,0,No,Govt_job,Rural,56.63,49.8,never smoked,0
+56459,Male,41.0,0,0,Yes,Private,Rural,87.34,34.3,formerly smoked,0
+34163,Male,54.0,0,0,Yes,Private,Rural,109.51,29.0,never smoked,0
+4538,Female,29.0,0,0,No,Private,Urban,81.43,,formerly smoked,0
+14222,Female,25.0,0,0,No,Private,Urban,78.59,37.2,never smoked,0
+31461,Female,48.0,0,1,Yes,Self-employed,Urban,101.22,,formerly smoked,0
+34001,Female,6.0,0,0,No,children,Urban,78.26,19.4,Unknown,0
+48964,Male,21.0,0,0,No,Private,Rural,105.47,26.2,never smoked,0
+40393,Female,32.0,0,0,No,Private,Urban,68.19,21.1,never smoked,0
+16488,Female,57.0,1,0,Yes,Private,Urban,210.0,,never smoked,0
+47947,Female,64.0,0,0,Yes,Self-employed,Rural,114.47,31.6,smokes,0
+51149,Male,70.0,0,0,Yes,Private,Urban,66.85,29.3,Unknown,0
+17079,Male,44.0,0,0,Yes,Private,Rural,94.71,28.4,smokes,0
+44781,Female,60.0,0,1,Yes,Private,Urban,208.05,35.3,smokes,0
+29385,Female,56.0,0,0,Yes,Private,Rural,222.6,40.1,smokes,0
+53610,Male,53.0,0,0,Yes,Private,Urban,80.81,39.0,formerly smoked,0
+48210,Male,59.0,0,0,Yes,Private,Rural,64.51,31.5,never smoked,0
+48072,Female,53.0,1,0,Yes,Private,Urban,151.56,28.5,Unknown,0
+32776,Male,63.0,0,0,Yes,Private,Urban,199.14,28.5,never smoked,0
+8960,Female,42.0,0,0,No,Self-employed,Rural,73.41,56.0,smokes,0
+63491,Female,63.0,0,0,Yes,Private,Urban,109.65,28.6,formerly smoked,0
+51883,Female,52.0,0,0,Yes,Govt_job,Rural,69.11,35.2,never smoked,0
+20460,Female,62.0,0,0,Yes,Private,Urban,114.41,32.5,never smoked,0
+47181,Female,68.0,0,0,Yes,Private,Urban,103.46,35.9,never smoked,0
+35432,Female,36.0,0,0,Yes,Private,Rural,95.36,25.1,never smoked,0
+44010,Female,3.0,0,0,No,children,Urban,57.33,16.8,Unknown,0
+50841,Female,40.0,0,0,Yes,Private,Rural,191.48,27.9,smokes,0
+71044,Female,8.0,0,0,No,children,Rural,71.63,16.3,Unknown,0
+1842,Male,58.0,0,0,Yes,Private,Urban,94.0,,Unknown,0
+34720,Male,45.0,0,1,Yes,Private,Rural,93.77,,Unknown,0
+9489,Female,65.0,0,0,Yes,Private,Urban,84.75,21.4,Unknown,0
+28725,Female,28.0,0,0,No,Private,Rural,89.24,32.7,formerly smoked,0
+30290,Female,40.0,0,0,Yes,Private,Urban,70.13,23.6,never smoked,0
+13723,Female,65.0,0,0,Yes,Private,Urban,82.26,19.8,formerly smoked,0
+26328,Male,58.0,1,0,Yes,Private,Urban,200.16,33.1,never smoked,0
+60104,Male,44.0,0,0,Yes,Private,Urban,80.73,28.1,smokes,0
+48722,Female,54.0,0,0,Yes,Private,Urban,75.09,38.9,formerly smoked,0
+14481,Female,79.0,0,0,Yes,Self-employed,Urban,80.57,23.8,never smoked,0
+67963,Female,62.0,1,0,No,Private,Rural,77.04,33.8,formerly smoked,0
+70752,Male,37.0,0,0,Yes,Private,Urban,145.26,26.7,Unknown,0
+52419,Male,66.0,0,0,Yes,Private,Urban,190.4,,formerly smoked,0
+14711,Male,63.0,0,0,Yes,Self-employed,Urban,82.08,32.2,formerly smoked,0
+26366,Female,27.0,0,0,No,Private,Rural,103.35,28.1,formerly smoked,0
+12436,Male,6.0,0,0,No,children,Urban,97.46,21.3,Unknown,0
+36722,Female,30.0,0,0,Yes,Private,Urban,123.65,44.0,smokes,0
+37698,Female,15.0,0,0,No,children,Urban,87.96,21.5,formerly smoked,0
+55235,Female,50.0,0,0,Yes,Self-employed,Urban,85.92,37.3,smokes,0
+20468,Female,32.0,0,0,Yes,Private,Urban,80.8,44.8,never smoked,0
+14677,Female,33.0,0,0,Yes,Self-employed,Rural,99.3,21.4,never smoked,0
+44171,Male,62.0,0,0,Yes,Private,Rural,62.56,32.3,never smoked,0
+70344,Male,82.0,0,0,Yes,Private,Urban,144.2,35.4,smokes,0
+8470,Female,71.0,0,0,Yes,Private,Urban,71.38,19.7,never smoked,0
+42743,Female,20.0,0,0,No,Private,Urban,95.5,31.3,Unknown,0
+13949,Female,44.0,0,0,Yes,Govt_job,Urban,67.06,35.5,never smoked,0
+61096,Male,57.0,0,0,Yes,Private,Rural,70.16,25.8,formerly smoked,0
+19239,Female,50.0,0,0,Yes,Govt_job,Urban,104.24,32.8,Unknown,0
+70447,Male,50.0,0,0,Yes,Private,Rural,122.48,35.9,smokes,0
+6879,Female,44.0,0,0,No,Govt_job,Urban,215.9,41.8,smokes,0
+37451,Female,47.0,0,0,Yes,Govt_job,Rural,108.56,27.3,formerly smoked,0
+5686,Male,35.0,0,0,Yes,Private,Urban,69.88,27.7,Unknown,0
+4789,Male,8.0,0,0,No,children,Rural,91.54,13.4,Unknown,0
+897,Male,3.0,0,0,No,children,Rural,65.85,17.0,Unknown,0
+69553,Female,29.0,0,0,Yes,Private,Rural,60.74,20.0,never smoked,0
+58438,Male,36.0,0,0,No,Private,Rural,233.52,40.9,never smoked,0
+29104,Female,19.0,0,0,No,Private,Urban,110.7,38.5,never smoked,0
+26862,Female,41.0,0,0,Yes,Govt_job,Rural,78.93,30.9,formerly smoked,0
+38036,Female,23.0,0,0,No,Private,Urban,124.5,33.4,Unknown,0
+36666,Male,14.0,0,0,No,children,Urban,57.95,17.1,Unknown,0
+16316,Male,35.0,0,0,Yes,Private,Rural,92.82,28.6,Unknown,0
+61365,Male,45.0,0,0,Yes,Private,Rural,58.25,24.0,smokes,0
+12512,Female,52.0,1,0,Yes,Private,Rural,213.54,32.0,never smoked,0
+31835,Male,19.0,0,0,No,Private,Urban,74.86,28.4,never smoked,0
+4099,Female,21.0,0,0,No,Private,Urban,78.35,20.3,Unknown,0
+26893,Male,8.0,0,0,No,children,Urban,101.26,33.8,Unknown,0
+35143,Female,35.0,0,0,Yes,Private,Urban,86.87,43.2,Unknown,0
+1486,Female,33.0,0,0,Yes,Private,Rural,124.01,22.7,Unknown,0
+5043,Female,53.0,0,0,Yes,Private,Urban,83.41,29.9,never smoked,0
+2513,Male,59.0,0,1,Yes,Govt_job,Urban,188.69,,formerly smoked,0
+5451,Male,34.0,0,0,Yes,Private,Rural,86.51,,formerly smoked,0
+3640,Female,31.0,0,0,No,Self-employed,Rural,70.65,29.9,Unknown,0
+17835,Female,43.0,0,0,No,Self-employed,Rural,92.4,22.7,Unknown,0
+26826,Female,61.0,0,0,Yes,Self-employed,Urban,73.36,16.1,never smoked,0
+45713,Female,57.0,0,0,Yes,Govt_job,Urban,219.5,33.8,formerly smoked,0
+37660,Male,11.0,0,0,No,children,Rural,105.73,22.6,never smoked,0
+24782,Male,36.0,0,0,Yes,Private,Rural,83.79,25.5,smokes,0
+63416,Female,16.0,0,0,No,Private,Urban,58.02,22.5,Unknown,0
+16953,Female,60.0,0,0,Yes,Govt_job,Rural,61.94,27.9,formerly smoked,0
+42082,Male,13.0,0,0,No,children,Rural,99.71,23.5,Unknown,0
+51660,Female,69.0,0,0,Yes,Self-employed,Rural,63.19,32.2,never smoked,0
+27135,Male,69.0,1,0,Yes,Private,Rural,107.11,,smokes,0
+54058,Female,22.0,0,0,No,Private,Urban,56.84,29.9,smokes,0
+24272,Male,63.0,0,0,Yes,Govt_job,Rural,217.66,28.7,formerly smoked,0
+16028,Female,45.0,0,0,Yes,Private,Rural,77.19,37.2,smokes,0
+49645,Male,58.0,0,0,No,Private,Rural,76.22,22.2,formerly smoked,0
+54347,Male,61.0,0,0,Yes,Self-employed,Rural,155.32,26.6,formerly smoked,0
+4861,Female,30.0,0,0,Yes,Private,Urban,70.67,24.6,smokes,0
+54353,Female,78.0,1,1,Yes,Private,Urban,227.16,41.7,never smoked,0
+71016,Female,68.0,0,0,Yes,Private,Rural,58.69,26.2,formerly smoked,0
+33768,Female,16.0,0,0,No,Self-employed,Urban,88.85,27.1,Unknown,0
+62681,Female,38.0,1,0,Yes,Private,Urban,137.94,41.8,never smoked,0
+41007,Female,39.0,0,0,Yes,Private,Urban,60.6,34.2,never smoked,0
+35450,Female,51.0,0,0,Yes,Private,Rural,93.67,19.2,never smoked,0
+62793,Male,37.0,0,0,Yes,Private,Urban,79.56,25.2,never smoked,0
+66592,Male,16.0,0,0,No,Private,Rural,122.46,18.7,never smoked,0
+33462,Male,39.0,0,0,Yes,Private,Urban,92.32,43.0,never smoked,0
+29804,Male,24.0,1,0,Yes,Private,Rural,80.63,28.2,smokes,0
+33906,Male,51.0,0,0,Yes,Govt_job,Urban,92.32,34.7,smokes,0
+43510,Female,50.0,1,0,Yes,Govt_job,Urban,59.89,25.5,never smoked,0
+21202,Female,27.0,0,0,Yes,Private,Urban,80.57,39.8,smokes,0
+7222,Female,73.0,0,0,Yes,Self-employed,Urban,88.52,20.8,formerly smoked,0
+13561,Female,65.0,0,0,Yes,Private,Urban,88.82,28.2,formerly smoked,0
+29179,Female,76.0,1,1,Yes,Private,Rural,102.08,31.0,smokes,0
+5511,Male,66.0,0,0,Yes,Self-employed,Urban,71.38,,formerly smoked,0
+20825,Female,53.0,0,0,Yes,Govt_job,Rural,84.9,21.6,never smoked,0
+67144,Female,65.0,0,0,Yes,Self-employed,Urban,82.21,26.2,Unknown,0
+15515,Female,48.0,0,0,Yes,Self-employed,Rural,209.9,,smokes,0
+3753,Male,31.0,0,0,Yes,Private,Urban,74.05,26.0,Unknown,0
+27279,Male,1.72,0,0,No,children,Urban,90.46,22.5,Unknown,0
+48759,Female,45.0,0,0,Yes,Private,Rural,176.48,24.0,formerly smoked,0
+69524,Male,56.0,0,0,Yes,Self-employed,Urban,94.07,31.5,never smoked,0
+28443,Male,62.0,0,0,Yes,Self-employed,Urban,85.12,36.3,formerly smoked,0
+38578,Female,35.0,0,0,No,Private,Urban,71.81,25.4,Unknown,0
+66502,Male,16.0,0,0,No,Private,Rural,111.93,32.2,never smoked,0
+50978,Female,31.0,0,0,Yes,Govt_job,Urban,94.4,39.8,Unknown,0
+9034,Male,5.0,0,0,No,children,Urban,70.0,18.6,Unknown,0
+16582,Male,26.0,0,0,Yes,Private,Rural,95.57,30.7,smokes,0
+28500,Male,10.0,0,0,No,children,Urban,91.98,16.4,Unknown,0
+70241,Female,22.0,0,0,No,Private,Urban,66.29,20.5,smokes,0
+32452,Female,82.0,0,1,Yes,Self-employed,Rural,211.88,28.7,never smoked,0
+45573,Female,50.0,0,0,Yes,Private,Rural,76.55,29.0,smokes,0
+64412,Female,47.0,0,0,Yes,Private,Urban,56.67,24.4,never smoked,0
+66647,Male,31.0,0,0,Yes,Private,Rural,100.52,29.9,Unknown,0
+39450,Male,22.0,0,0,No,Private,Rural,58.96,25.3,Unknown,0
+57109,Female,12.0,0,0,No,children,Rural,81.66,23.5,formerly smoked,0
+3591,Female,63.0,1,0,Yes,Private,Rural,96.77,20.5,never smoked,0
+25138,Female,78.0,1,0,Yes,Private,Rural,91.63,33.5,smokes,0
+17277,Male,4.0,0,0,No,children,Urban,97.51,22.0,Unknown,0
+35333,Male,76.0,1,0,Yes,Private,Rural,225.6,29.0,never smoked,0
+18861,Male,32.0,0,0,No,Private,Rural,95.58,,smokes,0
+15120,Female,81.0,1,0,Yes,Self-employed,Rural,210.23,30.7,never smoked,0
+29221,Female,39.0,0,0,Yes,Private,Urban,92.82,37.4,never smoked,0
+11412,Female,59.0,0,0,Yes,Private,Rural,234.82,51.8,never smoked,0
+38858,Male,2.0,0,0,No,children,Rural,65.67,16.6,Unknown,0
+6802,Female,37.0,0,0,Yes,Private,Urban,74.51,29.5,Unknown,0
+8644,Female,78.0,0,1,Yes,Private,Rural,81.99,27.3,formerly smoked,0
+54579,Female,75.0,0,0,Yes,Self-employed,Urban,87.69,27.5,formerly smoked,0
+41935,Male,34.0,0,0,No,Private,Rural,125.29,33.9,never smoked,0
+17926,Female,48.0,0,0,Yes,Govt_job,Rural,111.64,27.9,Unknown,0
+13862,Female,13.0,0,0,No,Never_worked,Urban,70.93,22.9,never smoked,0
+64523,Male,54.0,1,0,Yes,Private,Urban,89.93,32.1,never smoked,0
+66065,Male,13.0,0,0,No,children,Rural,137.45,18.2,Unknown,0
+71869,Female,24.0,0,0,No,Private,Rural,72.06,30.2,formerly smoked,0
+11024,Female,76.0,0,0,Yes,Private,Rural,97.9,31.3,formerly smoked,0
+46035,Male,1.0,0,0,No,children,Urban,84.85,20.3,Unknown,0
+24630,Male,57.0,0,0,Yes,Private,Rural,230.59,23.2,formerly smoked,0
+11238,Male,46.0,0,0,Yes,Private,Rural,92.81,30.8,Unknown,0
+54946,Female,26.0,0,0,No,Private,Urban,168.15,22.9,never smoked,0
+24229,Female,56.0,0,0,Yes,Self-employed,Urban,224.63,42.8,never smoked,0
+29934,Male,34.0,0,0,Yes,Private,Urban,108.12,22.2,Unknown,0
+28998,Male,25.0,0,0,No,Private,Rural,85.17,28.7,smokes,0
+19805,Male,60.0,0,0,No,Private,Urban,84.14,32.3,never smoked,0
+63668,Male,22.0,0,0,No,Private,Rural,85.57,24.2,formerly smoked,0
+24876,Male,35.0,0,0,Yes,Private,Urban,82.81,23.9,never smoked,0
+34719,Male,48.0,1,0,No,Private,Urban,110.53,34.2,never smoked,0
+48769,Female,38.0,0,0,Yes,Private,Rural,61.88,29.0,Unknown,0
+22536,Female,12.0,0,0,No,children,Urban,85.04,29.9,never smoked,0
+8760,Female,22.0,0,0,No,Private,Urban,140.4,23.0,smokes,0
+53126,Female,0.64,0,0,No,children,Urban,62.27,17.3,Unknown,0
+18179,Male,13.0,0,0,No,Private,Rural,99.44,21.0,never smoked,0
+38242,Female,78.0,0,1,Yes,Self-employed,Rural,88.9,34.3,Unknown,0
+68708,Female,23.0,0,0,No,Private,Urban,64.1,19.8,Unknown,0
+12366,Female,35.0,0,0,No,Private,Urban,97.58,24.3,Unknown,0
+42465,Female,78.0,1,0,Yes,Private,Rural,58.66,16.4,never smoked,0
+24638,Male,50.0,0,0,Yes,Govt_job,Urban,88.24,32.6,Unknown,0
+58587,Male,61.0,0,0,Yes,Private,Urban,61.32,23.7,smokes,0
+9170,Male,60.0,0,0,Yes,Self-employed,Urban,185.71,,Unknown,0
+36545,Male,43.0,0,0,Yes,Private,Rural,62.99,27.0,formerly smoked,0
+19467,Male,60.0,1,0,Yes,Private,Urban,86.04,25.6,smokes,0
+16868,Female,51.0,0,0,Yes,Private,Rural,83.3,34.0,formerly smoked,0
+47608,Female,21.0,0,0,No,Private,Urban,208.17,24.9,never smoked,0
+38440,Male,16.0,0,0,No,Private,Rural,133.2,26.3,Unknown,0
+23543,Female,25.0,0,0,No,Private,Rural,81.54,43.1,Unknown,0
+65396,Female,36.0,0,0,Yes,Private,Rural,146.61,39.6,never smoked,0
+34621,Female,8.0,0,0,No,children,Urban,79.33,15.2,Unknown,0
+23561,Female,48.0,0,0,Yes,Private,Rural,84.56,41.8,never smoked,0
+16091,Male,14.0,0,0,No,Private,Rural,103.44,20.1,never smoked,0
+63597,Female,60.0,0,0,Yes,Private,Urban,185.31,39.3,never smoked,0
+57533,Male,61.0,1,0,Yes,Private,Urban,102.53,28.3,formerly smoked,0
+59370,Female,60.0,0,0,Yes,Private,Urban,65.78,27.5,Unknown,0
+57285,Male,56.0,0,0,No,Private,Rural,62.6,33.9,never smoked,0
+17515,Female,9.0,0,0,No,children,Rural,81.18,20.0,Unknown,0
+23988,Female,45.0,0,0,Yes,Private,Rural,76.68,34.8,smokes,0
+34958,Male,14.0,0,0,No,children,Urban,92.86,20.7,formerly smoked,0
+30620,Male,37.0,0,0,No,Private,Urban,90.95,24.6,smokes,0
+31811,Female,52.0,0,1,Yes,Private,Urban,85.66,39.4,never smoked,0
+1818,Female,30.0,0,0,No,Govt_job,Urban,88.2,,smokes,0
+5478,Female,60.0,0,0,Yes,Self-employed,Urban,203.04,,smokes,0
+26830,Female,47.0,0,0,Yes,Self-employed,Rural,68.37,29.4,smokes,0
+25883,Female,82.0,1,0,Yes,Self-employed,Urban,77.32,24.8,Unknown,0
+43657,Male,64.0,0,0,Yes,Govt_job,Rural,187.87,32.3,never smoked,0
+71917,Male,12.0,0,0,No,children,Rural,213.87,25.3,never smoked,0
+61299,Female,79.0,1,0,Yes,Private,Rural,119.62,39.0,Unknown,0
+24603,Male,77.0,0,0,Yes,Private,Urban,222.85,29.4,formerly smoked,0
+70654,Female,25.0,0,0,No,Private,Rural,100.82,31.9,Unknown,0
+49485,Female,26.0,0,0,No,Private,Rural,136.1,26.4,Unknown,0
+61641,Male,14.0,0,0,No,children,Rural,149.42,20.6,Unknown,0
+12600,Female,42.0,0,0,Yes,Self-employed,Rural,79.99,26.3,never smoked,0
+11566,Male,37.0,0,0,Yes,Private,Rural,118.21,23.6,Unknown,0
+72108,Male,8.0,0,0,No,children,Rural,56.3,18.0,Unknown,0
+35117,Female,78.0,0,0,Yes,Self-employed,Rural,84.49,26.4,never smoked,0
+22967,Male,18.0,0,0,No,Private,Rural,89.61,22.0,never smoked,0
+28913,Male,78.0,0,0,Yes,Private,Rural,100.09,30.5,Unknown,0
+70857,Female,55.0,0,0,Yes,Govt_job,Urban,198.36,29.1,smokes,0
+42229,Female,68.0,0,0,Yes,Self-employed,Rural,93.61,24.9,never smoked,0
+23459,Female,47.0,0,0,Yes,Private,Rural,75.43,36.4,smokes,0
+2209,Female,47.0,0,0,Yes,Govt_job,Urban,100.31,31.2,smokes,0
+38673,Female,51.0,0,0,Yes,Private,Rural,105.63,32.8,never smoked,0
+42184,Male,43.0,0,0,Yes,Self-employed,Rural,82.84,31.6,never smoked,0
+59250,Female,78.0,0,0,Yes,Govt_job,Urban,58.88,35.8,Unknown,0
+29525,Male,63.0,0,0,Yes,Private,Urban,92.27,35.2,formerly smoked,0
+42713,Female,45.0,0,0,Yes,Private,Urban,115.23,28.0,never smoked,0
+16066,Female,53.0,1,1,Yes,Private,Urban,196.25,24.9,smokes,0
+33692,Female,12.0,0,0,No,children,Rural,85.97,35.7,Unknown,0
+29232,Female,56.0,0,0,Yes,Private,Urban,114.33,30.7,smokes,0
+70122,Female,29.0,0,0,Yes,Private,Rural,72.52,33.9,never smoked,0
+25305,Male,10.0,0,0,No,children,Rural,99.87,,formerly smoked,0
+66110,Female,55.0,0,0,Yes,Private,Rural,63.47,27.8,Unknown,0
+69461,Female,49.0,0,0,Yes,Govt_job,Urban,90.58,23.2,Unknown,0
+7885,Female,23.0,0,0,No,Private,Rural,92.26,17.1,Unknown,0
+60050,Female,53.0,0,0,Yes,Self-employed,Urban,113.74,31.6,smokes,0
+21608,Male,56.0,1,0,Yes,Govt_job,Urban,72.79,23.8,smokes,0
+32150,Female,56.0,0,0,Yes,Self-employed,Rural,94.71,29.6,smokes,0
+48069,Female,61.0,0,0,Yes,Private,Rural,194.53,45.0,never smoked,0
+24066,Female,45.0,0,0,Yes,Private,Urban,72.65,25.6,Unknown,0
+39242,Male,80.0,1,1,Yes,Private,Urban,86.68,27.7,formerly smoked,0
+57618,Female,47.0,0,0,Yes,Self-employed,Rural,140.39,25.5,never smoked,0
+14599,Female,3.0,0,0,No,children,Rural,77.87,18.3,Unknown,0
+27479,Male,63.0,0,0,Yes,Self-employed,Rural,104.7,21.0,formerly smoked,0
+10238,Female,68.0,1,0,Yes,Private,Urban,95.82,28.6,never smoked,0
+49014,Female,76.0,0,0,Yes,Govt_job,Urban,204.05,23.5,never smoked,0
+67063,Male,62.0,0,0,Yes,Self-employed,Urban,130.56,36.1,Unknown,0
+38488,Female,30.0,0,0,Yes,Private,Urban,67.78,29.2,smokes,0
+33298,Female,44.0,0,0,Yes,Private,Urban,105.29,27.6,formerly smoked,0
+48739,Male,47.0,0,0,Yes,Self-employed,Urban,135.19,36.0,smokes,0
+52428,Male,25.0,0,0,No,Private,Urban,116.12,20.4,smokes,0
+61171,Female,31.0,0,0,No,Private,Rural,59.63,19.9,never smoked,0
+40878,Male,71.0,0,0,Yes,Self-employed,Rural,56.43,29.2,formerly smoked,0
+61247,Female,32.0,0,0,No,Private,Rural,199.18,27.9,never smoked,0
+27799,Male,72.0,0,0,Yes,Private,Rural,209.26,38.1,formerly smoked,0
+2824,Female,44.0,0,0,Yes,Govt_job,Urban,91.21,24.1,never smoked,0
+12376,Male,63.0,0,0,Yes,Govt_job,Urban,95.16,37.8,formerly smoked,0
+72435,Female,37.0,0,0,Yes,Private,Urban,217.11,29.1,never smoked,0
+46864,Male,54.0,0,1,Yes,Govt_job,Urban,222.46,35.7,never smoked,0
+2019,Male,20.0,0,0,No,Private,Rural,70.96,,Unknown,0
+26154,Male,56.0,0,0,Yes,Private,Rural,82.44,34.5,never smoked,0
+47972,Female,25.0,0,0,No,Govt_job,Rural,74.11,34.1,smokes,0
+47751,Female,19.0,0,0,No,Private,Urban,131.23,21.1,Unknown,0
+25405,Male,62.0,0,0,Yes,Govt_job,Urban,187.52,57.7,never smoked,0
+34525,Female,27.0,0,0,No,Private,Rural,83.26,22.2,never smoked,0
+13755,Male,5.0,0,0,No,children,Rural,99.07,20.5,Unknown,0
+56019,Female,20.0,0,0,No,Private,Urban,76.63,26.2,never smoked,0
+67942,Male,21.0,0,0,No,Private,Rural,65.09,23.5,never smoked,0
+43806,Male,44.0,0,0,Yes,Private,Urban,142.31,29.1,smokes,0
+39849,Male,39.0,1,0,No,Private,Urban,80.99,39.8,Unknown,0
+7344,Male,38.0,0,0,Yes,Govt_job,Rural,237.74,21.2,never smoked,0
+1741,Male,77.0,0,0,Yes,Private,Urban,74.26,,formerly smoked,0
+52220,Female,26.0,0,0,No,Private,Rural,154.08,20.2,formerly smoked,0
+20129,Male,51.0,0,0,Yes,Private,Rural,78.29,30.8,never smoked,0
+61178,Male,39.0,0,0,Yes,Private,Urban,164.67,33.8,Unknown,0
+48226,Female,5.0,0,0,No,children,Rural,59.61,17.1,Unknown,0
+1151,Female,59.0,0,0,Yes,Self-employed,Urban,67.75,21.3,formerly smoked,0
+6672,Male,67.0,0,0,Yes,Private,Urban,92.73,,never smoked,0
+10333,Female,45.0,0,0,Yes,Private,Urban,90.35,22.3,never smoked,0
+11134,Male,43.0,0,0,Yes,Private,Rural,77.86,28.9,never smoked,0
+25199,Female,80.0,0,0,Yes,Private,Rural,71.88,26.7,never smoked,0
+66490,Male,42.0,1,0,Yes,Govt_job,Urban,118.82,41.0,smokes,0
+10390,Female,8.0,0,0,No,children,Urban,67.33,16.7,Unknown,0
+33144,Female,68.0,0,0,No,Govt_job,Urban,121.66,29.1,smokes,0
+72497,Female,5.0,0,0,No,children,Rural,111.92,23.6,Unknown,0
+16783,Male,57.0,0,1,Yes,Self-employed,Urban,92.82,27.8,formerly smoked,0
+727,Male,44.0,0,0,Yes,Private,Rural,95.46,31.4,smokes,0
+51935,Male,16.0,0,0,No,Never_worked,Urban,59.99,28.2,never smoked,0
+44177,Female,60.0,0,0,Yes,Self-employed,Rural,68.96,30.8,Unknown,0
+2421,Female,58.0,0,0,Yes,Private,Urban,90.26,36.1,never smoked,0
+48693,Female,43.0,0,0,Yes,Private,Rural,91.9,32.7,formerly smoked,0
+5723,Female,50.0,0,0,Yes,Private,Urban,91.08,26.4,never smoked,0
+29470,Female,1.48,0,0,No,children,Rural,118.55,20.7,Unknown,0
+71590,Female,5.0,0,0,No,children,Rural,102.04,18.5,Unknown,0
+16600,Male,9.0,0,0,No,children,Rural,65.52,33.5,Unknown,0
+28309,Female,67.0,0,0,Yes,Private,Urban,82.09,14.1,never smoked,0
+41911,Female,21.0,0,0,Yes,Private,Rural,149.9,23.4,Unknown,0
+3390,Female,36.0,0,0,Yes,Private,Rural,100.33,23.2,never smoked,0
+31806,Female,70.0,0,0,Yes,Private,Urban,91.25,36.0,Unknown,0
+68750,Male,57.0,0,0,Yes,Private,Rural,89.81,35.6,never smoked,0
+32840,Female,52.0,0,0,Yes,Private,Urban,97.32,21.8,smokes,0
+49797,Female,28.0,0,0,No,Private,Rural,75.53,34.9,never smoked,0
+72096,Female,41.0,0,0,Yes,Private,Rural,121.44,20.4,never smoked,0
+13503,Male,81.0,0,0,Yes,Self-employed,Urban,83.52,25.0,never smoked,0
+41536,Female,33.0,0,0,Yes,Govt_job,Rural,57.92,22.3,Unknown,0
+17441,Female,31.0,0,0,No,Self-employed,Rural,75.27,27.3,never smoked,0
+62238,Female,42.0,0,0,No,Private,Urban,80.24,28.9,never smoked,0
+737,Male,10.0,0,0,No,children,Urban,88.69,30.4,Unknown,0
+4627,Male,34.0,0,0,No,Private,Urban,69.09,36.9,formerly smoked,0
+47208,Female,70.0,0,0,Yes,Self-employed,Rural,62.67,27.7,never smoked,0
+6844,Male,33.0,0,0,Yes,Private,Urban,98.74,44.4,never smoked,0
+60001,Female,58.0,0,0,Yes,Private,Rural,56.51,28.2,smokes,0
+44503,Female,25.0,0,0,No,Private,Rural,65.95,35.0,never smoked,0
+44938,Female,1.4,0,0,No,children,Urban,129.07,20.6,Unknown,0
+40371,Female,47.0,0,0,Yes,Private,Urban,62.47,26.5,never smoked,0
+39011,Female,14.0,0,0,No,children,Urban,69.82,25.1,never smoked,0
+1460,Female,82.0,0,0,Yes,Private,Urban,99.68,22.2,Unknown,0
+48364,Male,52.0,0,0,Yes,Govt_job,Urban,223.35,27.3,formerly smoked,0
+30285,Male,72.0,0,1,Yes,Self-employed,Rural,74.36,27.3,never smoked,0
+21472,Male,52.0,0,1,Yes,Self-employed,Rural,102.97,41.9,formerly smoked,0
+71182,Female,61.0,1,0,Yes,Govt_job,Urban,153.38,38.8,never smoked,0
+33412,Female,15.0,0,0,No,Private,Rural,87.1,18.3,never smoked,0
+16061,Female,1.56,0,0,No,children,Urban,113.4,19.5,Unknown,0
+60266,Male,6.0,0,0,No,children,Rural,94.88,17.2,Unknown,0
+70965,Male,3.0,0,0,No,children,Urban,82.73,20.8,Unknown,0
+56736,Male,18.0,0,0,No,Private,Rural,67.8,23.8,Unknown,0
+6537,Female,53.0,0,0,Yes,Self-employed,Urban,84.85,24.7,never smoked,0
+41827,Male,58.0,0,0,Yes,Private,Rural,135.89,23.1,formerly smoked,0
+49480,Female,31.0,0,0,No,Private,Urban,106.13,22.4,never smoked,0
+36704,Female,29.0,0,0,Yes,Self-employed,Rural,74.33,29.9,smokes,0
+8884,Female,5.0,0,0,No,children,Rural,109.4,20.0,Unknown,0
+49775,Male,40.0,0,0,Yes,Private,Rural,75.4,28.7,Unknown,0
+25777,Male,75.0,0,0,Yes,Private,Rural,87.69,26.2,formerly smoked,0
+2070,Male,52.0,0,0,Yes,Private,Urban,95.85,29.6,smokes,0
+15752,Male,39.0,0,0,Yes,Private,Urban,90.36,30.8,formerly smoked,0
+45915,Female,40.0,0,0,No,Private,Rural,63.45,32.7,formerly smoked,0
+48775,Female,78.0,1,0,Yes,Self-employed,Rural,201.07,21.8,Unknown,0
+65697,Female,39.0,0,0,Yes,Private,Urban,122.91,35.7,never smoked,0
+65229,Female,17.0,0,0,No,Private,Rural,55.41,25.4,Unknown,0
+56889,Male,45.0,1,0,Yes,Private,Urban,60.99,32.8,Unknown,0
+6596,Male,0.56,0,0,No,children,Rural,111.77,21.1,Unknown,0
+46577,Female,13.0,0,0,No,Private,Urban,77.63,31.7,never smoked,0
+63455,Male,26.0,0,0,Yes,Private,Urban,70.61,20.0,never smoked,0
+21724,Female,42.0,0,0,Yes,Self-employed,Urban,124.34,34.7,formerly smoked,0
+29863,Male,44.0,0,0,No,Private,Urban,103.44,28.0,never smoked,0
+69249,Female,3.0,0,0,No,children,Urban,124.5,16.4,Unknown,0
+8968,Female,42.0,0,0,Yes,Private,Urban,208.06,,smokes,0
+20310,Male,25.0,0,0,No,Govt_job,Urban,75.5,24.6,never smoked,0
+11450,Female,41.0,0,0,Yes,Self-employed,Urban,98.85,24.6,never smoked,0
+31999,Male,51.0,0,1,Yes,Private,Rural,96.06,30.3,Unknown,0
+34133,Female,20.0,0,0,No,Private,Rural,93.74,23.7,Unknown,0
+44202,Female,25.0,0,0,Yes,Private,Urban,65.6,33.5,never smoked,0
+72311,Male,18.0,0,0,No,Private,Urban,113.24,24.9,Unknown,0
+18704,Female,37.0,0,0,Yes,Private,Rural,94.77,48.9,Unknown,0
+36518,Female,51.0,0,0,Yes,Private,Urban,145.22,31.4,Unknown,0
+35651,Male,2.0,0,0,No,children,Urban,112.92,18.4,Unknown,0
+13749,Female,38.0,0,0,Yes,Private,Rural,84.79,24.2,formerly smoked,0
+21521,Male,64.0,0,1,Yes,Private,Urban,103.28,34.3,smokes,0
+27163,Female,60.0,1,0,Yes,Private,Urban,109.0,,Unknown,0
+8882,Male,22.0,0,0,No,Govt_job,Rural,96.18,25.1,never smoked,0
+32016,Male,71.0,1,0,Yes,Private,Rural,186.95,33.3,never smoked,0
+14287,Female,32.0,0,0,Yes,Private,Urban,68.66,22.6,Unknown,0
+60139,Female,32.0,0,0,Yes,Self-employed,Rural,128.72,26.3,smokes,0
+2447,Female,63.0,0,0,Yes,Private,Urban,85.04,29.7,formerly smoked,0
+42500,Male,0.24,0,0,No,children,Rural,146.97,18.5,Unknown,0
+44391,Male,54.0,0,0,Yes,Private,Urban,65.69,21.4,never smoked,0
+12741,Female,25.0,0,0,Yes,Private,Rural,97.52,45.5,formerly smoked,0
+15418,Female,80.0,0,0,Yes,Self-employed,Rural,90.43,34.2,never smoked,0
+69482,Female,31.0,0,0,Yes,Govt_job,Urban,81.71,32.7,Unknown,0
+32270,Male,53.0,0,0,Yes,Private,Rural,198.24,38.1,never smoked,0
+50983,Male,35.0,0,0,Yes,Private,Rural,90.51,26.7,never smoked,0
+6493,Male,31.0,0,0,No,Private,Urban,97.78,22.6,smokes,0
+45399,Male,60.0,0,0,Yes,Private,Urban,80.74,27.7,Unknown,0
+67099,Male,0.56,0,0,No,children,Rural,57.02,20.7,Unknown,0
+19585,Female,21.0,0,0,No,Private,Rural,93.0,25.7,never smoked,0
+26247,Female,78.0,0,0,Yes,Private,Rural,95.37,17.3,Unknown,0
+25818,Male,59.0,0,0,Yes,Govt_job,Rural,96.25,23.3,formerly smoked,0
+34261,Male,0.64,0,0,No,children,Rural,86.74,16.2,Unknown,0
+64128,Male,10.0,0,0,No,children,Urban,63.08,20.5,smokes,0
+62817,Male,60.0,0,0,Yes,Private,Urban,129.16,33.6,smokes,0
+69339,Male,11.0,0,0,No,children,Urban,99.79,20.2,Unknown,0
+25919,Male,48.0,1,0,Yes,Self-employed,Urban,83.34,49.3,never smoked,0
+71978,Female,50.0,0,0,Yes,Private,Urban,95.01,26.2,formerly smoked,0
+1473,Male,69.0,1,0,Yes,Private,Urban,229.21,30.1,smokes,0
+66546,Female,20.0,0,0,No,Private,Urban,80.08,25.1,never smoked,0
+56584,Female,22.0,0,0,No,Private,Rural,62.0,32.7,smokes,0
+38316,Male,55.0,0,0,Yes,Private,Rural,118.69,26.4,Unknown,0
+15647,Female,57.0,0,0,No,Private,Rural,77.57,21.0,Unknown,0
+59933,Female,29.0,0,0,No,Private,Rural,108.75,24.1,Unknown,0
+3429,Female,32.0,0,0,No,Govt_job,Urban,108.23,20.4,Unknown,0
+60963,Female,54.0,0,0,Yes,Private,Rural,151.33,30.9,formerly smoked,0
+67689,Male,37.0,0,0,Yes,Self-employed,Rural,82.43,39.1,Unknown,0
+31689,Female,58.0,0,0,Yes,Private,Rural,107.17,27.7,Unknown,0
+23240,Female,41.0,0,0,Yes,Private,Rural,91.46,29.5,never smoked,0
+30850,Male,72.0,0,0,Yes,Private,Urban,81.05,30.3,Unknown,0
+38920,Male,0.48,0,0,No,children,Urban,73.02,,Unknown,0
+66080,Female,32.0,0,0,No,Private,Urban,114.37,37.8,Unknown,0
+57263,Female,54.0,0,0,Yes,Private,Urban,100.29,30.2,never smoked,0
+60126,Female,79.0,0,0,Yes,Private,Urban,68.37,24.2,smokes,0
+64393,Male,56.0,0,0,No,Self-employed,Rural,87.95,25.2,never smoked,0
+69285,Female,45.0,0,0,Yes,Private,Urban,73.27,22.2,smokes,0
+24428,Male,6.0,0,0,No,children,Rural,131.43,17.7,Unknown,0
+59642,Female,45.0,0,0,Yes,Private,Urban,107.29,29.6,never smoked,0
+12064,Male,60.0,0,0,Yes,Private,Rural,68.24,32.2,Unknown,0
+59737,Female,65.0,0,0,Yes,Private,Urban,74.01,28.7,smokes,0
+19352,Female,57.0,0,0,Yes,Private,Urban,95.4,19.5,Unknown,0
+61903,Male,58.0,0,0,No,Govt_job,Rural,95.75,38.5,smokes,0
+47701,Male,8.0,0,0,No,children,Urban,104.51,20.6,Unknown,0
+15225,Male,18.0,0,0,No,Private,Rural,108.87,21.5,Unknown,0
+66431,Male,49.0,0,0,Yes,Private,Urban,209.06,43.8,Unknown,0
+57236,Male,2.0,0,0,No,children,Rural,86.57,18.0,Unknown,0
+48453,Female,52.0,0,0,Yes,Private,Urban,120.25,28.2,Unknown,0
+8031,Female,63.0,0,0,Yes,Self-employed,Rural,85.51,26.6,smokes,0
+39139,Female,57.0,0,0,Yes,Private,Rural,84.18,35.5,never smoked,0
+4838,Female,50.0,0,0,Yes,Govt_job,Urban,82.37,30.7,never smoked,0
+22689,Male,12.0,0,0,No,children,Rural,96.15,18.7,Unknown,0
+37752,Female,35.0,0,0,Yes,Private,Rural,74.55,22.4,never smoked,0
+32320,Female,35.0,0,0,Yes,Self-employed,Urban,114.45,25.2,smokes,0
+14889,Male,64.0,0,0,Yes,Govt_job,Rural,113.68,24.2,never smoked,0
+13964,Female,42.0,0,0,Yes,Private,Rural,107.91,20.5,never smoked,0
+31746,Female,62.0,0,0,Yes,Private,Rural,83.85,24.5,never smoked,0
+17492,Female,3.0,0,0,No,children,Urban,101.3,24.8,Unknown,0
+1499,Female,43.0,0,0,Yes,Govt_job,Rural,72.13,42.6,never smoked,0
+34396,Female,52.0,1,0,Yes,Private,Urban,94.98,23.8,never smoked,0
+36750,Male,64.0,1,0,Yes,Private,Rural,228.42,42.3,formerly smoked,0
+68816,Male,59.0,0,0,Yes,Private,Rural,93.9,42.2,never smoked,0
+16129,Female,81.0,0,0,Yes,Self-employed,Urban,93.13,26.1,Unknown,0
+64006,Female,15.0,0,0,No,Private,Urban,121.6,22.8,never smoked,0
+51845,Male,50.0,0,0,Yes,Govt_job,Rural,84.4,42.3,formerly smoked,0
+30692,Male,73.0,0,0,Yes,Private,Rural,82.13,28.5,never smoked,0
+65712,Male,19.0,0,0,No,Private,Urban,73.33,23.0,never smoked,0
+42161,Female,30.0,0,0,Yes,Private,Urban,75.88,32.8,Unknown,0
+16938,Female,40.0,0,0,Yes,Self-employed,Rural,212.97,49.8,formerly smoked,0
+16113,Female,47.0,0,0,Yes,Govt_job,Rural,100.41,23.8,never smoked,0
+29388,Female,66.0,0,0,Yes,Private,Urban,202.05,31.7,smokes,0
+65109,Male,47.0,0,0,Yes,Private,Urban,71.42,34.9,smokes,0
+61242,Female,41.0,1,0,Yes,Govt_job,Rural,107.5,54.0,never smoked,0
+65252,Female,63.0,0,0,Yes,Govt_job,Rural,55.57,26.8,formerly smoked,0
+49615,Female,12.0,0,0,No,children,Urban,58.14,21.3,never smoked,0
+63511,Male,1.32,0,0,No,children,Rural,78.53,19.8,Unknown,0
+14089,Female,46.0,0,0,Yes,Private,Urban,78.79,42.4,smokes,0
+16987,Female,8.0,0,0,No,children,Urban,96.62,16.4,Unknown,0
+53399,Male,74.0,0,0,Yes,Private,Rural,65.28,28.2,never smoked,0
+36946,Male,74.0,0,0,Yes,Private,Rural,92.67,26.3,formerly smoked,0
+55522,Female,4.0,0,0,No,children,Rural,206.25,17.0,Unknown,0
+27954,Female,26.0,0,0,No,Private,Urban,114.18,23.3,never smoked,0
+5355,Male,63.0,0,0,Yes,Govt_job,Rural,231.69,56.1,formerly smoked,0
+69069,Female,48.0,0,1,No,Private,Rural,101.89,25.1,smokes,0
+11539,Female,24.0,1,0,No,Private,Urban,107.22,35.3,smokes,0
+16847,Male,47.0,0,0,No,Private,Rural,101.99,36.3,never smoked,0
+15873,Male,70.0,0,0,Yes,Private,Rural,72.56,30.4,formerly smoked,0
+15415,Male,41.0,1,1,Yes,Private,Urban,94.47,43.9,never smoked,0
+22891,Female,42.0,0,0,Yes,Self-employed,Urban,98.76,26.4,smokes,0
+7394,Female,57.0,1,0,No,Private,Rural,116.93,28.3,never smoked,0
+29915,Female,51.0,0,0,No,Private,Rural,219.96,42.3,never smoked,0
+62607,Male,15.0,0,0,No,Private,Urban,75.77,38.0,never smoked,0
+24404,Male,11.0,0,0,No,children,Urban,124.35,32.7,Unknown,0
+69666,Female,27.0,0,0,Yes,Self-employed,Urban,88.97,28.8,never smoked,0
+54997,Female,53.0,0,0,Yes,Self-employed,Rural,72.49,38.5,never smoked,0
+6199,Female,52.0,0,0,Yes,Govt_job,Rural,107.27,30.1,Unknown,0
+4635,Female,68.0,0,0,Yes,Private,Rural,97.96,31.3,never smoked,0
+3305,Male,65.0,0,0,Yes,Private,Urban,197.69,28.4,smokes,0
+24342,Female,23.0,0,0,No,Private,Rural,112.3,26.6,Unknown,0
+65093,Female,43.0,0,0,Yes,Self-employed,Urban,75.77,20.4,formerly smoked,0
+46261,Male,55.0,0,0,Yes,Private,Urban,76.51,34.7,Unknown,0
+42624,Female,52.0,0,0,Yes,Private,Urban,93.14,32.5,never smoked,0
+24735,Female,21.0,0,0,No,Private,Rural,80.84,30.7,Unknown,0
+50671,Male,78.0,1,1,Yes,Self-employed,Rural,199.88,29.6,formerly smoked,0
+1679,Male,35.0,0,0,Yes,Private,Rural,77.48,,formerly smoked,0
+66680,Female,49.0,1,0,Yes,Private,Rural,65.34,39.4,never smoked,0
+34248,Male,50.0,1,0,No,Private,Urban,81.96,,formerly smoked,0
+65336,Female,27.0,0,0,Yes,Private,Urban,98.71,26.1,formerly smoked,0
+68333,Female,52.0,1,0,No,Private,Rural,170.22,27.2,formerly smoked,0
+60210,Female,22.0,0,0,No,Private,Urban,73.5,41.3,smokes,0
+11573,Female,19.0,0,0,No,Private,Rural,72.39,,smokes,0
+67890,Male,77.0,0,1,Yes,Private,Urban,102.96,20.9,formerly smoked,0
+49254,Male,57.0,1,0,Yes,Private,Urban,80.72,41.5,formerly smoked,0
+9199,Male,13.0,0,0,No,Self-employed,Urban,74.19,31.1,formerly smoked,0
+35402,Male,14.0,0,0,No,Private,Urban,77.12,24.5,formerly smoked,0
+25996,Female,29.0,0,0,Yes,Private,Urban,81.2,23.0,Unknown,0
+8345,Female,49.0,0,0,Yes,Private,Rural,114.76,24.7,never smoked,0
+63219,Male,1.24,0,0,No,children,Urban,109.97,19.3,Unknown,0
+8770,Male,21.0,0,0,No,Self-employed,Urban,92.87,37.0,never smoked,0
+22370,Male,36.0,1,0,No,Govt_job,Urban,113.05,31.0,smokes,0
+25930,Male,42.0,0,0,Yes,Private,Urban,68.24,33.1,formerly smoked,0
+33478,Female,56.0,0,0,No,Private,Rural,74.35,26.6,smokes,0
+23009,Male,46.0,0,0,Yes,Private,Urban,91.08,27.7,never smoked,0
+24885,Male,79.0,0,1,Yes,Self-employed,Urban,88.83,40.3,smokes,0
+58591,Female,25.0,0,0,No,Private,Rural,134.33,19.5,Unknown,0
+44777,Male,67.0,0,0,Yes,Private,Rural,208.78,26.7,Unknown,0
+46363,Male,37.0,0,0,Yes,Private,Rural,66.17,26.1,never smoked,0
+36377,Female,44.0,0,0,Yes,Private,Rural,222.29,38.2,never smoked,0
+15440,Female,36.0,0,0,Yes,Private,Rural,114.16,21.3,smokes,0
+56420,Male,17.0,1,0,No,Private,Rural,61.67,97.6,Unknown,0
+39531,Male,50.0,1,0,Yes,Private,Rural,220.36,40.9,formerly smoked,0
+55220,Male,53.0,0,0,Yes,Private,Urban,76.03,27.3,never smoked,0
+30731,Female,39.0,0,0,No,Self-employed,Urban,73.06,20.9,never smoked,0
+14479,Female,71.0,0,1,Yes,Private,Urban,187.88,29.2,formerly smoked,0
+40471,Female,18.0,0,0,No,Private,Urban,79.89,17.9,Unknown,0
+7384,Male,55.0,0,0,No,Self-employed,Rural,79.02,38.0,Unknown,0
+53422,Male,52.0,0,0,Yes,Private,Rural,191.66,26.1,smokes,0
+59745,Female,27.0,0,0,Yes,Private,Urban,76.74,53.9,Unknown,0
+24721,Male,24.0,0,0,No,Private,Urban,72.29,22.2,Unknown,0
+9644,Male,72.0,0,0,Yes,Private,Urban,92.59,24.6,formerly smoked,0
+50837,Male,41.0,0,0,Yes,Self-employed,Rural,80.42,33.4,formerly smoked,0
+67941,Female,29.0,0,0,No,Self-employed,Rural,62.47,34.4,formerly smoked,0
+43590,Female,26.0,0,0,Yes,Private,Rural,63.94,17.6,never smoked,0
+29014,Female,23.0,0,0,Yes,Private,Rural,77.73,19.2,never smoked,0
+66051,Male,43.0,0,0,Yes,Self-employed,Rural,115.79,31.8,Unknown,0
+70783,Female,43.0,0,0,Yes,Private,Urban,96.3,28.1,smokes,0
+10716,Female,49.0,0,0,Yes,Private,Rural,107.46,32.1,never smoked,0
+7868,Male,13.0,0,0,No,children,Rural,108.33,17.4,never smoked,0
+58350,Female,26.0,0,0,No,Govt_job,Rural,89.37,20.2,never smoked,0
+18927,Female,10.0,0,0,No,children,Urban,93.64,23.4,Unknown,0
+19550,Male,39.0,0,0,Yes,Private,Urban,217.75,39.5,never smoked,0
+31372,Female,41.0,0,0,Yes,Private,Rural,83.44,21.5,Unknown,0
+55262,Male,25.0,0,0,Yes,Private,Rural,93.88,24.3,smokes,0
+50238,Male,10.0,0,0,No,children,Urban,55.34,15.3,Unknown,0
+2868,Female,54.0,0,0,Yes,Govt_job,Rural,102.61,32.4,Unknown,0
+51343,Male,7.0,0,0,No,children,Rural,62.08,16.1,Unknown,0
+56324,Female,53.0,0,0,Yes,Self-employed,Rural,81.76,34.3,formerly smoked,0
+42047,Female,55.0,0,0,Yes,Self-employed,Urban,59.2,43.8,never smoked,0
+36486,Male,6.0,0,0,No,children,Urban,55.61,19.6,Unknown,0
+62456,Female,72.0,0,0,Yes,Self-employed,Urban,226.88,36.7,formerly smoked,0
+64980,Female,42.0,0,0,Yes,Govt_job,Urban,65.66,33.7,never smoked,0
+65962,Male,50.0,0,0,Yes,Private,Urban,58.7,38.9,smokes,0
+47521,Female,55.0,1,0,Yes,Govt_job,Urban,186.4,28.0,never smoked,0
+41501,Female,47.0,0,0,Yes,Govt_job,Urban,122.32,23.9,Unknown,0
+47582,Male,3.0,0,0,No,children,Urban,59.05,16.6,Unknown,0
+63938,Female,49.0,0,0,Yes,Self-employed,Urban,149.13,42.9,smokes,0
+49627,Female,12.0,0,0,No,children,Urban,82.39,17.1,never smoked,0
+61291,Male,28.0,0,0,Yes,Private,Rural,169.49,27.2,Unknown,0
+53032,Male,40.0,0,0,Yes,Private,Rural,80.25,30.3,formerly smoked,0
+45040,Male,55.0,0,0,Yes,Private,Urban,203.81,33.9,formerly smoked,0
+56791,Male,9.0,0,0,No,children,Urban,170.76,20.0,Unknown,0
+37320,Female,77.0,0,0,Yes,Private,Rural,80.85,19.4,Unknown,0
+72514,Male,18.0,0,0,No,Private,Rural,120.58,21.5,never smoked,0
+3842,Male,73.0,0,0,Yes,Private,Rural,86.57,28.5,formerly smoked,0
+38143,Female,67.0,1,0,Yes,Private,Urban,90.01,34.4,smokes,0
+54296,Male,58.0,0,0,Yes,Self-employed,Rural,68.84,43.7,formerly smoked,0
+48435,Female,2.0,0,0,No,children,Rural,155.14,13.7,Unknown,0
+42212,Female,38.0,0,0,Yes,Private,Urban,158.48,33.7,formerly smoked,0
+47607,Male,5.0,0,0,No,children,Rural,92.56,18.0,Unknown,0
+16535,Female,34.0,0,0,No,Private,Rural,90.15,27.9,formerly smoked,0
+66677,Male,78.0,0,0,Yes,Private,Rural,80.09,21.8,never smoked,0
+57270,Female,57.0,0,0,Yes,Private,Rural,189.44,35.8,never smoked,0
+22414,Female,17.0,0,0,No,Private,Rural,70.03,23.1,smokes,0
+63401,Female,71.0,0,0,Yes,Self-employed,Rural,249.29,30.3,smokes,0
+32252,Female,19.0,0,0,No,Private,Rural,72.52,32.0,Unknown,0
+17950,Male,56.0,0,0,Yes,Private,Urban,96.93,25.0,smokes,0
+53990,Male,64.0,0,1,Yes,Private,Urban,211.35,30.7,formerly smoked,0
+20565,Male,13.0,0,0,No,children,Rural,85.87,24.3,Unknown,0
+59993,Male,40.0,0,0,Yes,Private,Rural,60.96,11.5,never smoked,0
+42830,Male,80.0,0,1,Yes,Private,Urban,120.09,30.7,never smoked,0
+34721,Female,62.0,1,0,Yes,Govt_job,Urban,92.13,33.7,never smoked,0
+5157,Male,79.0,1,0,Yes,Self-employed,Urban,83.07,26.5,smokes,0
+48851,Female,9.0,0,0,No,children,Rural,77.67,17.6,Unknown,0
+26084,Female,77.0,1,0,Yes,Self-employed,Urban,109.51,,never smoked,0
+23413,Female,26.0,0,0,No,Private,Urban,97.24,22.5,never smoked,0
+49970,Male,1.72,0,0,No,children,Rural,127.29,18.5,Unknown,0
+72414,Male,16.0,0,0,No,Private,Urban,134.8,22.4,never smoked,0
+21374,Female,40.0,0,0,Yes,Private,Urban,74.65,25.3,formerly smoked,0
+69623,Male,46.0,0,0,Yes,Private,Urban,85.84,37.3,never smoked,0
+40378,Male,45.0,1,0,Yes,Self-employed,Urban,90.43,39.7,smokes,0
+4671,Female,59.0,0,0,No,Private,Urban,74.35,28.0,never smoked,0
+17295,Female,31.0,0,0,Yes,Self-employed,Urban,206.59,41.4,smokes,0
+55466,Female,69.0,0,1,Yes,Private,Urban,196.33,25.3,never smoked,0
+65419,Male,73.0,0,1,Yes,Govt_job,Rural,70.23,28.1,never smoked,0
+34448,Female,56.0,0,0,Yes,Self-employed,Urban,242.94,41.2,never smoked,0
+14406,Female,80.0,0,1,Yes,Self-employed,Rural,103.06,28.8,never smoked,0
+924,Female,60.0,0,0,Yes,Govt_job,Urban,80.86,31.0,smokes,0
+71339,Female,40.0,0,0,Yes,Govt_job,Urban,114.32,28.3,smokes,0
+31443,Female,30.0,0,0,Yes,Govt_job,Urban,83.91,23.9,Unknown,0
+49672,Female,66.0,0,0,Yes,Govt_job,Rural,152.02,44.2,formerly smoked,0
+394,Male,78.0,1,0,Yes,Self-employed,Rural,75.19,27.6,never smoked,0
+63362,Female,37.0,0,0,Yes,Private,Urban,60.61,35.7,formerly smoked,0
+59928,Female,41.0,0,0,Yes,Self-employed,Rural,89.14,37.4,formerly smoked,0
+62289,Female,34.0,0,0,Yes,Private,Urban,97.23,27.5,Unknown,0
+59464,Female,18.0,0,0,No,Private,Rural,135.19,23.4,never smoked,0
+18680,Male,69.0,0,0,Yes,Self-employed,Urban,78.48,25.8,formerly smoked,0
+19439,Male,67.0,0,1,Yes,Private,Rural,97.24,,Unknown,0
+27017,Male,28.0,0,0,No,Private,Urban,75.92,22.8,never smoked,0
+8277,Female,3.0,0,0,No,children,Urban,93.3,19.5,Unknown,0
+14099,Female,57.0,0,0,Yes,Govt_job,Urban,97.39,38.0,Unknown,0
+37128,Male,34.0,0,0,Yes,Private,Rural,134.61,23.4,never smoked,0
+57774,Male,50.0,0,0,Yes,Private,Rural,104.02,29.5,never smoked,0
+64033,Male,55.0,0,1,No,Private,Urban,56.9,28.2,never smoked,0
+72701,Male,2.0,0,0,No,children,Rural,112.66,14.2,Unknown,0
+59130,Female,27.0,0,0,No,Private,Rural,226.75,28.9,Unknown,0
+48472,Male,57.0,0,0,Yes,Private,Rural,76.28,31.4,formerly smoked,0
+67956,Female,73.0,0,0,Yes,Private,Urban,90.01,32.4,formerly smoked,0
+35602,Female,52.0,0,0,Yes,Govt_job,Rural,107.84,22.0,formerly smoked,0
+13818,Female,65.0,0,0,Yes,Private,Rural,71.06,26.4,never smoked,0
+34661,Male,48.0,1,0,Yes,Private,Urban,185.0,26.1,never smoked,0
+64895,Male,54.0,1,0,Yes,Self-employed,Rural,104.42,37.6,smokes,0
+21969,Male,8.0,0,0,No,children,Urban,89.57,18.8,Unknown,0
+38320,Male,45.0,1,0,Yes,Private,Rural,136.2,23.8,Unknown,0
+42040,Female,48.0,0,0,Yes,Govt_job,Urban,128.23,49.4,never smoked,0
+31857,Female,77.0,0,0,Yes,Self-employed,Rural,104.23,23.8,smokes,0
+64494,Female,34.0,0,0,Yes,Private,Urban,133.82,20.4,never smoked,0
+34764,Female,33.0,0,0,Yes,Private,Rural,80.82,40.3,never smoked,0
+20673,Male,39.0,0,0,Yes,Private,Rural,102.35,23.6,never smoked,0
+64817,Male,39.0,0,0,Yes,Self-employed,Rural,88.48,34.3,never smoked,0
+72450,Male,40.0,0,0,Yes,Private,Rural,88.81,32.7,Unknown,0
+13988,Female,46.0,0,0,Yes,Private,Rural,75.09,28.7,never smoked,0
+54985,Female,1.0,0,0,No,children,Urban,199.83,24.5,Unknown,0
+6049,Female,5.0,0,0,No,children,Rural,73.69,24.8,Unknown,0
+13380,Male,14.0,0,0,No,children,Urban,111.27,23.2,Unknown,0
+64371,Female,49.0,0,0,Yes,Self-employed,Rural,68.44,23.0,smokes,0
+50295,Female,45.0,0,0,Yes,Private,Urban,65.36,39.3,never smoked,0
+14404,Female,13.0,0,0,No,children,Urban,94.12,20.1,never smoked,0
+58645,Female,76.0,0,0,Yes,Private,Rural,96.24,25.4,never smoked,0
+19419,Male,14.0,0,0,No,children,Rural,91.25,23.8,Unknown,0
+24518,Female,20.0,0,0,No,Private,Rural,77.29,28.4,never smoked,0
+53494,Female,9.0,0,0,No,children,Rural,125.09,15.4,Unknown,0
+42599,Female,78.0,0,1,Yes,Private,Urban,107.18,28.2,never smoked,0
+68370,Male,49.0,0,0,Yes,Private,Urban,130.07,26.0,never smoked,0
+57813,Female,55.0,0,0,Yes,Private,Urban,57.3,41.5,never smoked,0
+1329,Female,43.0,0,0,No,Govt_job,Rural,101.35,32.2,never smoked,0
+15255,Female,16.0,0,0,No,Private,Rural,94.03,25.7,never smoked,0
+65680,Male,58.0,0,1,Yes,Self-employed,Urban,227.81,33.0,formerly smoked,0
+32974,Male,67.0,0,0,Yes,Govt_job,Urban,66.67,35.0,smokes,0
+5863,Female,71.0,0,0,Yes,Private,Urban,240.81,27.4,never smoked,0
+10584,Male,8.0,0,0,No,children,Urban,88.02,16.4,Unknown,0
+38675,Female,18.0,0,0,No,Private,Urban,152.87,31.5,Unknown,0
+47600,Female,47.0,0,0,Yes,Private,Urban,96.04,29.2,Unknown,0
+48246,Male,59.0,0,0,Yes,Private,Urban,60.35,25.9,formerly smoked,0
+61743,Male,28.0,0,0,No,Govt_job,Urban,118.66,32.3,never smoked,0
+3879,Female,20.0,0,0,No,Private,Urban,89.03,,smokes,0
+58086,Male,67.0,0,0,Yes,Private,Urban,58.51,30.4,formerly smoked,0
+53957,Male,71.0,0,0,Yes,Self-employed,Urban,96.04,45.1,formerly smoked,0
+40137,Female,56.0,0,0,Yes,Self-employed,Rural,110.92,25.9,Unknown,0
+70500,Female,44.0,0,0,No,Private,Rural,92.72,36.6,never smoked,0
+35085,Female,6.0,0,0,No,children,Rural,108.23,18.6,Unknown,0
+43872,Female,78.0,0,0,Yes,Private,Rural,56.34,27.5,Unknown,0
+62951,Female,32.0,0,0,Yes,Private,Rural,61.83,31.3,never smoked,0
+43244,Female,40.0,0,0,Yes,Private,Rural,131.99,37.5,never smoked,0
+31198,Female,63.0,0,0,Yes,Self-employed,Rural,136.81,23.1,smokes,0
+23223,Male,51.0,0,0,Yes,Private,Rural,239.28,35.0,never smoked,0
+38474,Male,22.0,0,0,Yes,Govt_job,Urban,131.3,27.0,never smoked,0
+4591,Female,82.0,0,0,Yes,Self-employed,Rural,117.75,29.8,never smoked,0
+1451,Female,17.0,0,0,No,Private,Urban,78.46,23.5,Unknown,0
+37150,Female,34.0,0,0,Yes,Private,Rural,83.53,48.5,formerly smoked,0
+65632,Male,42.0,0,0,Yes,Private,Rural,145.5,31.8,formerly smoked,0
+62834,Female,32.0,0,0,Yes,Private,Urban,88.33,20.0,Unknown,0
+21826,Male,73.0,0,0,Yes,Self-employed,Rural,101.25,29.4,formerly smoked,0
+21036,Female,47.0,0,0,Yes,Private,Urban,131.43,24.3,never smoked,0
+55566,Female,34.0,0,0,Yes,Private,Rural,231.5,45.4,never smoked,0
+46923,Male,64.0,0,1,Yes,Private,Rural,82.89,29.5,never smoked,0
+63990,Male,52.0,1,0,Yes,Self-employed,Rural,192.37,49.2,never smoked,0
+2265,Male,49.0,0,0,Yes,Private,Rural,79.64,,smokes,0
+2860,Male,55.0,0,0,Yes,Private,Rural,82.88,29.4,Unknown,0
+15964,Female,64.0,1,0,Yes,Private,Rural,99.4,29.1,never smoked,0
+46483,Male,23.0,0,0,No,Private,Urban,77.75,38.8,smokes,0
+33284,Male,18.0,0,0,No,Private,Rural,75.03,23.4,never smoked,0
+61895,Female,65.0,0,0,Yes,Private,Rural,220.47,48.7,never smoked,0
+48875,Male,12.0,0,0,No,children,Rural,196.91,19.7,Unknown,0
+36589,Female,61.0,0,0,Yes,Self-employed,Urban,180.8,20.3,never smoked,0
+28651,Male,66.0,0,0,Yes,Private,Urban,247.48,33.5,smokes,0
+45033,Male,59.0,0,0,Yes,Govt_job,Urban,216.0,36.7,smokes,0
+32166,Male,47.0,1,0,Yes,Private,Urban,75.64,24.4,never smoked,0
+34188,Female,47.0,0,0,Yes,Govt_job,Urban,95.07,38.8,formerly smoked,0
+58359,Female,71.0,1,0,Yes,Private,Urban,129.97,44.2,smokes,0
+59347,Male,62.0,0,0,Yes,Private,Urban,124.26,33.4,never smoked,0
+12849,Female,28.0,0,0,Yes,Private,Urban,87.92,32.5,Unknown,0
+6104,Female,7.0,0,0,No,children,Rural,85.15,15.1,Unknown,0
+29694,Female,68.0,0,0,Yes,Private,Rural,95.36,21.5,smokes,0
+30806,Male,37.0,0,0,Yes,Self-employed,Urban,87.16,30.4,formerly smoked,0
+20316,Female,75.0,0,0,Yes,Govt_job,Rural,219.39,33.4,smokes,0
+58253,Male,5.0,0,0,No,children,Urban,71.92,18.2,Unknown,0
+57679,Male,1.08,0,0,No,children,Urban,167.66,18.7,Unknown,0
+39956,Female,34.0,0,0,No,Private,Rural,87.21,38.4,Unknown,0
+7683,Male,49.0,0,0,Yes,Self-employed,Rural,220.47,36.4,smokes,0
+9197,Female,8.0,0,0,No,children,Urban,80.47,20.6,Unknown,0
+58543,Female,50.0,0,0,Yes,Govt_job,Urban,89.95,48.9,formerly smoked,0
+6968,Male,2.0,0,0,No,children,Rural,111.32,18.2,Unknown,0
+35838,Female,1.16,0,0,No,children,Urban,65.01,17.0,Unknown,0
+57549,Female,76.0,0,0,Yes,Self-employed,Urban,110.07,31.8,never smoked,0
+59200,Male,18.0,0,0,No,Private,Urban,60.56,33.0,never smoked,0
+24289,Male,82.0,0,0,Yes,Private,Urban,89.83,24.7,smokes,0
+6206,Female,67.0,0,0,Yes,Self-employed,Rural,90.35,28.1,Unknown,0
+28227,Female,27.0,0,0,Yes,Private,Urban,71.5,40.3,smokes,0
+35229,Male,57.0,0,0,Yes,Govt_job,Urban,71.71,35.2,smokes,0
+23176,Female,51.0,1,0,Yes,Private,Urban,173.96,31.2,formerly smoked,0
+3045,Male,68.0,1,0,Yes,Private,Urban,96.06,37.6,never smoked,0
+22386,Female,56.0,0,0,Yes,Private,Urban,113.2,38.7,smokes,0
+1077,Male,77.0,0,1,Yes,Govt_job,Rural,106.03,,Unknown,0
+57903,Female,52.0,1,0,Yes,Self-employed,Rural,111.38,,smokes,0
+22108,Female,18.0,0,0,No,Private,Rural,73.29,28.1,smokes,0
+55982,Female,63.0,0,0,Yes,Self-employed,Urban,65.71,29.2,smokes,0
+55465,Female,31.0,0,0,Yes,Private,Rural,60.41,31.1,Unknown,0
+29258,Female,37.0,0,0,No,Private,Urban,89.11,24.1,never smoked,0
+38432,Female,64.0,0,0,Yes,Private,Urban,63.32,18.7,formerly smoked,0
+49666,Male,47.0,0,0,Yes,Self-employed,Urban,85.68,39.6,never smoked,0
+59904,Female,1.8,0,0,No,children,Urban,162.93,15.7,Unknown,0
+32365,Male,42.0,0,0,Yes,Private,Rural,89.22,53.8,Unknown,0
+15351,Male,37.0,0,0,Yes,Private,Rural,91.68,32.4,formerly smoked,0
+61000,Female,69.0,0,1,No,Private,Urban,198.33,42.7,smokes,0
+77,Female,13.0,0,0,No,children,Rural,85.81,18.6,Unknown,0
+17466,Male,73.0,0,0,No,Govt_job,Rural,79.59,31.4,smokes,0
+57569,Male,48.0,0,0,Yes,Private,Rural,106.74,33.7,formerly smoked,0
+9026,Female,78.0,1,0,Yes,Self-employed,Urban,191.33,24.5,never smoked,0
+54590,Female,21.0,0,0,No,Private,Rural,59.52,33.7,never smoked,0
+54301,Male,54.0,0,0,Yes,Private,Rural,206.52,35.4,smokes,0
+170,Male,43.0,0,0,Yes,Govt_job,Rural,80.07,,never smoked,0
+52554,Male,19.0,0,0,No,Private,Rural,64.92,22.5,Unknown,0
+10649,Female,82.0,0,0,Yes,Private,Urban,80.0,33.6,never smoked,0
+28258,Female,80.0,0,0,Yes,Self-employed,Urban,75.06,29.7,Unknown,0
+22269,Female,69.0,1,0,Yes,Govt_job,Urban,112.2,,never smoked,0
+12557,Female,21.0,0,0,No,Self-employed,Urban,91.18,25.7,never smoked,0
+2846,Female,46.0,0,0,Yes,Private,Rural,85.81,20.2,formerly smoked,0
+61219,Female,14.0,0,0,No,Never_worked,Urban,148.37,22.7,never smoked,0
+65321,Male,6.0,0,0,No,children,Rural,64.55,17.4,Unknown,0
+23946,Female,3.0,0,0,No,children,Rural,97.31,22.2,Unknown,0
+56312,Male,47.0,0,0,No,Private,Rural,111.15,23.8,never smoked,0
+20256,Male,34.0,0,0,Yes,Private,Urban,80.97,28.7,never smoked,0
+26993,Female,41.0,0,0,Yes,Private,Rural,89.88,33.1,formerly smoked,0
+58599,Female,67.0,0,0,Yes,Private,Rural,62.66,28.0,formerly smoked,0
+27849,Female,5.0,0,0,No,children,Urban,122.25,16.7,Unknown,0
+33367,Male,20.0,0,0,No,Private,Rural,87.08,27.1,never smoked,0
+61764,Female,63.0,0,0,Yes,Private,Rural,85.0,26.4,smokes,0
+13620,Female,73.0,0,0,Yes,Self-employed,Urban,100.49,23.7,smokes,0
+39308,Male,62.0,0,0,Yes,Private,Urban,145.37,33.3,Unknown,0
+1275,Male,0.88,0,0,No,children,Urban,112.19,18.9,Unknown,0
+34336,Male,50.0,1,0,Yes,Govt_job,Rural,79.73,25.5,smokes,0
+1505,Male,71.0,0,1,Yes,Self-employed,Rural,101.13,35.9,formerly smoked,0
+31887,Female,30.0,0,0,Yes,Private,Urban,101.98,23.2,Unknown,0
+60258,Female,80.0,0,1,Yes,Self-employed,Rural,98.39,22.2,smokes,0
+63450,Female,64.0,0,0,Yes,Self-employed,Rural,128.04,34.0,smokes,0
+35178,Male,7.0,0,0,No,children,Urban,98.12,20.4,Unknown,0
+3099,Female,36.0,0,0,No,Private,Urban,216.96,34.5,Unknown,0
+43903,Male,79.0,0,0,Yes,Self-employed,Rural,94.92,31.9,Unknown,0
+9013,Female,35.0,0,0,Yes,Private,Rural,83.27,19.8,formerly smoked,0
+60158,Female,28.0,0,0,No,Private,Rural,96.86,29.0,Unknown,0
+15579,Male,72.0,0,0,Yes,Self-employed,Rural,99.73,36.7,formerly smoked,0
+8563,Female,12.0,0,0,No,children,Rural,91.71,21.3,Unknown,0
+61573,Male,25.0,0,0,No,Private,Rural,65.77,23.7,smokes,0
+43827,Female,27.0,0,0,Yes,Private,Urban,161.57,25.7,smokes,0
+43090,Female,62.0,1,0,Yes,Self-employed,Rural,74.32,34.0,never smoked,0
+46068,Male,58.0,0,0,No,Self-employed,Rural,170.93,30.7,Unknown,0
+12469,Female,30.0,0,0,Yes,Private,Urban,74.43,44.8,never smoked,0
+58820,Male,56.0,0,0,Yes,Private,Rural,86.36,27.7,formerly smoked,0
+31893,Female,28.0,0,0,Yes,Private,Rural,97.06,23.2,Unknown,0
+45259,Male,47.0,0,0,Yes,Private,Rural,110.38,30.1,Unknown,0
+63779,Female,16.0,0,0,No,Private,Rural,79.03,29.3,Unknown,0
+71250,Female,29.0,0,0,Yes,Private,Rural,62.48,29.5,never smoked,0
+55051,Male,26.0,0,0,Yes,Private,Rural,55.62,25.8,never smoked,0
+2520,Female,26.0,0,0,Yes,Private,Rural,84.9,26.2,never smoked,0
+3715,Male,55.0,0,0,Yes,Private,Rural,232.81,28.8,Unknown,0
+21206,Female,29.0,0,0,No,Private,Rural,86.55,29.8,smokes,0
+60159,Female,29.0,0,0,No,Govt_job,Rural,118.61,26.5,never smoked,0
+3113,Female,33.0,0,0,No,Private,Rural,80.21,27.8,formerly smoked,0
+62126,Female,19.0,1,0,No,Private,Rural,65.96,29.0,never smoked,0
+51275,Female,10.0,0,0,No,children,Urban,61.34,19.1,Unknown,0
+3115,Female,3.0,0,0,No,children,Urban,116.6,17.1,Unknown,0
+9986,Female,60.0,0,0,Yes,Private,Urban,85.13,24.6,Unknown,0
+35974,Female,16.0,0,0,No,Private,Rural,86.32,18.3,Unknown,0
+46488,Male,35.0,0,0,Yes,Private,Rural,69.22,42.8,never smoked,0
+54172,Female,41.0,0,0,Yes,Private,Urban,140.93,46.5,Unknown,0
+21804,Female,19.0,0,0,No,Private,Urban,83.43,38.4,Unknown,0
+50402,Female,79.0,0,0,Yes,Private,Urban,207.95,26.0,formerly smoked,0
+36317,Female,41.0,0,0,Yes,Private,Rural,134.29,26.8,smokes,0
+44676,Male,1.64,0,0,No,children,Urban,115.12,21.1,Unknown,0
+3724,Female,51.0,0,0,Yes,Govt_job,Urban,86.25,29.0,never smoked,0
+69668,Female,33.0,0,0,Yes,Self-employed,Rural,112.94,43.0,never smoked,0
+59274,Female,33.0,0,0,Yes,Govt_job,Rural,73.54,36.6,smokes,0
+29676,Male,48.0,0,0,No,Private,Urban,80.86,27.5,Unknown,0
+37655,Male,45.0,0,0,Yes,Private,Rural,83.91,40.2,Unknown,0
+16980,Female,61.0,0,0,No,Private,Rural,69.91,37.1,never smoked,0
+40213,Male,31.0,0,0,No,Private,Rural,95.62,32.0,smokes,0
+47831,Male,60.0,1,0,No,Private,Urban,63.95,32.2,never smoked,0
+40977,Male,51.0,0,0,Yes,Private,Rural,122.5,20.6,Unknown,0
+39129,Male,53.0,0,0,Yes,Govt_job,Rural,86.0,24.1,never smoked,0
+40837,Male,52.0,0,0,Yes,Govt_job,Urban,120.27,25.0,never smoked,0
+59000,Female,42.0,0,0,Yes,Govt_job,Urban,56.71,25.2,Unknown,0
+44510,Female,56.0,0,0,Yes,Private,Rural,131.63,27.6,never smoked,0
+3793,Male,14.0,0,0,No,Private,Urban,79.36,48.8,never smoked,0
+32215,Female,40.0,0,0,No,Private,Urban,120.77,27.6,never smoked,0
+35296,Female,58.0,0,0,Yes,Private,Rural,100.42,39.5,smokes,0
+69502,Female,52.0,1,0,Yes,Private,Urban,155.86,27.2,smokes,0
+67620,Male,30.0,0,0,Yes,Govt_job,Rural,66.01,26.3,smokes,0
+27664,Female,47.0,0,0,Yes,Private,Urban,86.99,28.9,smokes,0
+49555,Female,34.0,0,0,Yes,Govt_job,Urban,90.55,30.0,never smoked,0
+16812,Female,82.0,0,1,Yes,Self-employed,Rural,229.58,23.7,Unknown,0
+63665,Female,31.0,0,0,Yes,Private,Urban,60.06,25.5,smokes,0
+68141,Female,58.0,0,0,Yes,Private,Rural,65.66,24.6,formerly smoked,0
+33674,Female,47.0,0,0,Yes,Private,Urban,104.7,20.7,smokes,0
+30432,Male,65.0,1,0,Yes,Self-employed,Urban,113.86,36.4,never smoked,0
+10886,Female,13.0,0,0,No,children,Rural,99.49,23.4,Unknown,0
+62629,Male,37.0,1,0,Yes,Private,Urban,165.99,32.3,never smoked,0
+67758,Male,9.0,0,0,No,children,Urban,114.99,18.8,Unknown,0
+41244,Female,7.0,0,0,No,children,Urban,79.58,15.5,Unknown,0
+50309,Female,37.0,0,0,No,Govt_job,Rural,77.37,21.4,never smoked,0
+6480,Male,62.0,0,0,No,Govt_job,Urban,93.55,31.7,never smoked,0
+27007,Male,14.0,0,0,No,Self-employed,Urban,187.22,29.7,Unknown,0
+63912,Female,77.0,0,0,Yes,Govt_job,Rural,167.59,34.3,formerly smoked,0
+37483,Male,36.0,0,0,Yes,Private,Urban,98.03,22.1,smokes,0
+29855,Female,3.0,0,0,No,children,Urban,88.79,21.5,Unknown,0
+22136,Male,78.0,1,1,No,Self-employed,Urban,92.9,30.4,smokes,0
+66637,Female,49.0,0,0,Yes,Govt_job,Urban,117.34,21.6,never smoked,0
+2244,Male,44.0,0,0,Yes,Private,Urban,80.75,30.9,never smoked,0
+22259,Male,10.0,0,0,No,children,Rural,77.51,21.9,Unknown,0
+19088,Male,8.0,0,0,No,children,Urban,105.63,19.2,Unknown,0
+61010,Female,60.0,0,0,Yes,Private,Urban,114.34,30.3,smokes,0
+49574,Female,56.0,0,0,Yes,Private,Rural,227.04,23.0,smokes,0
+12336,Female,73.0,0,0,Yes,Self-employed,Urban,87.56,24.1,never smoked,0
+3668,Female,65.0,0,0,Yes,Govt_job,Urban,84.47,52.7,smokes,0
+6034,Female,34.0,0,0,Yes,Self-employed,Rural,96.26,27.6,Unknown,0
+61418,Male,13.0,0,0,No,children,Rural,116.64,23.9,Unknown,0
+68725,Female,80.0,0,0,Yes,Private,Urban,79.57,26.9,never smoked,0
+464,Male,46.0,0,0,Yes,Private,Rural,78.44,23.9,never smoked,0
+42225,Female,80.0,0,0,Yes,Self-employed,Urban,64.15,40.5,never smoked,0
+51254,Female,65.0,0,0,No,Private,Urban,74.5,32.0,never smoked,0
+59164,Female,24.0,0,0,No,Private,Urban,70.32,20.5,Unknown,0
+70429,Female,33.0,0,0,Yes,Private,Urban,84.48,44.5,never smoked,0
+54253,Male,11.0,0,0,No,children,Urban,144.08,16.2,formerly smoked,0
+47937,Female,57.0,0,0,Yes,Self-employed,Rural,78.14,35.8,never smoked,0
+66882,Female,19.0,0,0,No,Govt_job,Urban,133.58,24.0,never smoked,0
+7411,Male,82.0,0,0,Yes,Private,Urban,214.42,33.9,formerly smoked,0
+39593,Female,39.0,0,0,Yes,Private,Urban,80.63,36.0,smokes,0
+6239,Female,14.0,0,0,No,Private,Rural,233.71,22.9,never smoked,0
+35378,Female,60.0,1,0,No,Private,Urban,96.0,44.5,smokes,0
+54012,Female,3.0,0,0,No,children,Urban,74.52,17.5,Unknown,0
+69835,Female,57.0,0,0,Yes,Private,Rural,131.4,32.3,never smoked,0
+44591,Male,79.0,0,0,Yes,Private,Urban,216.4,30.3,never smoked,0
+4709,Female,65.0,0,0,Yes,Private,Rural,108.8,33.5,Unknown,0
+20393,Female,67.0,1,0,Yes,Private,Urban,97.06,30.9,never smoked,0
+27626,Female,60.0,0,0,No,Govt_job,Rural,266.59,25.5,never smoked,0
+45864,Female,36.0,0,0,No,Private,Rural,55.58,30.0,never smoked,0
+68685,Male,36.0,0,0,Yes,Govt_job,Urban,65.87,32.2,formerly smoked,0
+28711,Female,26.0,0,0,No,Private,Urban,89.28,21.7,smokes,0
+44962,Male,71.0,0,0,Yes,Govt_job,Urban,56.12,24.7,Unknown,0
+7892,Male,78.0,0,0,Yes,Private,Urban,74.7,28.8,formerly smoked,0
+11744,Male,77.0,0,0,Yes,Self-employed,Urban,83.06,27.0,Unknown,0
+12279,Male,74.0,0,0,Yes,Private,Urban,227.94,26.0,Unknown,0
+20740,Female,50.0,0,0,Yes,Self-employed,Rural,84.88,27.1,never smoked,0
+58257,Male,9.0,0,0,No,children,Urban,64.2,18.5,Unknown,0
+36547,Male,1.64,0,0,No,children,Rural,137.22,18.8,Unknown,0
+559,Female,54.0,0,0,Yes,Private,Urban,81.44,31.5,formerly smoked,0
+13728,Male,8.0,0,0,No,children,Rural,90.26,18.1,Unknown,0
+4400,Female,36.0,0,0,Yes,Private,Urban,68.48,24.3,never smoked,0
+68524,Female,38.0,0,0,Yes,Private,Urban,100.02,28.0,never smoked,0
+24096,Female,34.0,1,0,Yes,Self-employed,Urban,100.61,,Unknown,0
+65643,Female,7.0,0,0,No,children,Urban,156.82,17.3,Unknown,0
+30186,Female,5.0,0,0,No,children,Urban,81.66,17.2,Unknown,0
+11904,Male,14.0,0,0,No,children,Rural,112.22,26.9,Unknown,0
+20257,Male,0.88,0,0,No,children,Urban,90.62,22.4,Unknown,0
+2822,Female,30.0,0,0,Yes,Private,Rural,72.49,25.8,never smoked,0
+18072,Female,39.0,0,0,Yes,Govt_job,Urban,107.47,21.3,Unknown,0
+34896,Female,17.0,0,0,No,Private,Rural,92.11,43.0,never smoked,0
+53328,Female,14.0,0,0,No,Private,Rural,70.54,24.4,formerly smoked,0
+28303,Female,52.0,0,0,Yes,Self-employed,Rural,205.0,30.1,never smoked,0
+44325,Male,78.0,0,0,Yes,Self-employed,Rural,126.39,21.3,smokes,0
+8579,Female,2.0,0,0,No,children,Rural,89.72,17.8,Unknown,0
+29229,Male,32.0,0,0,Yes,Private,Urban,92.08,28.4,smokes,0
+48406,Male,0.88,0,0,No,children,Urban,85.38,23.4,Unknown,0
+3761,Female,50.0,0,0,Yes,Self-employed,Rural,95.25,24.3,never smoked,0
+65324,Female,48.0,0,0,Yes,Govt_job,Rural,75.91,27.8,Unknown,0
+7658,Male,66.0,0,0,Yes,Govt_job,Rural,203.44,30.5,formerly smoked,0
+35997,Male,78.0,0,1,Yes,Self-employed,Urban,243.73,,smokes,0
+34383,Male,46.0,0,0,Yes,Private,Urban,88.23,25.8,Unknown,0
+8646,Female,54.0,0,0,Yes,Private,Rural,97.47,26.7,never smoked,0
+46653,Female,81.0,1,1,Yes,Private,Rural,59.28,28.1,never smoked,0
+1099,Female,15.0,0,0,No,children,Rural,101.15,22.2,Unknown,0
+61676,Male,77.0,0,0,Yes,Self-employed,Urban,68.38,25.1,Unknown,0
+38131,Female,59.0,0,0,Yes,Self-employed,Rural,55.46,20.9,never smoked,0
+61848,Female,48.0,0,0,Yes,Private,Urban,113.87,28.9,never smoked,0
+56228,Male,76.0,0,1,Yes,Self-employed,Urban,67.03,,never smoked,0
+4949,Male,49.0,0,0,Yes,Private,Rural,96.35,35.9,never smoked,0
+46688,Female,44.0,0,0,No,Private,Urban,127.21,29.8,smokes,0
+30491,Female,39.0,0,0,Yes,Private,Urban,78.9,26.7,never smoked,0
+43478,Male,34.0,0,0,Yes,Private,Urban,59.91,28.4,formerly smoked,0
+25443,Male,50.0,0,0,No,Private,Urban,160.94,26.7,smokes,0
+52519,Male,62.0,0,0,Yes,Private,Rural,59.61,32.5,Unknown,0
+24361,Female,38.0,0,0,Yes,Private,Urban,87.94,43.8,never smoked,0
+29514,Female,43.0,0,0,Yes,Private,Rural,97.55,28.3,formerly smoked,0
+35893,Male,28.0,0,0,No,Private,Urban,116.02,36.6,formerly smoked,0
+58568,Female,58.0,0,0,Yes,Private,Rural,127.32,33.1,smokes,0
+63303,Male,28.0,0,0,No,Private,Urban,75.5,27.0,smokes,0
+70625,Male,18.0,0,0,No,Private,Urban,79.35,23.6,Unknown,0
+54807,Male,62.0,1,1,Yes,Private,Rural,176.25,,never smoked,0
+18820,Male,31.0,0,0,No,Private,Rural,108.56,21.8,never smoked,0
+64029,Male,55.0,1,0,Yes,Private,Urban,168.06,23.5,smokes,0
+72703,Female,54.0,0,0,Yes,Private,Urban,75.52,28.7,formerly smoked,0
+11394,Male,73.0,0,1,Yes,Private,Rural,82.15,31.6,formerly smoked,0
+12298,Male,26.0,0,0,No,Self-employed,Urban,200.28,31.9,formerly smoked,0
+70845,Male,73.0,0,1,Yes,Private,Rural,62.44,25.2,smokes,0
+44494,Female,38.0,0,0,Yes,Private,Rural,84.31,25.9,smokes,0
+30953,Male,75.0,1,1,Yes,Private,Rural,221.43,32.5,Unknown,0
+47861,Male,81.0,0,0,Yes,Private,Urban,165.47,28.1,Unknown,0
+13465,Female,20.0,0,0,No,Private,Rural,96.69,27.4,smokes,0
+62454,Female,12.0,0,0,No,children,Urban,63.98,21.2,formerly smoked,0
+52593,Male,78.0,0,1,Yes,Private,Urban,145.03,26.8,formerly smoked,0
+91,Female,42.0,0,0,No,Private,Urban,98.53,18.5,never smoked,0
+22056,Female,71.0,1,0,Yes,Private,Urban,105.55,,smokes,0
+45469,Male,16.0,0,0,No,children,Rural,134.23,30.6,Unknown,0
+41284,Male,4.0,0,0,No,children,Rural,62.48,19.9,Unknown,0
+20112,Male,79.0,0,1,Yes,Private,Urban,213.38,,Unknown,0
+45627,Male,60.0,0,0,Yes,Private,Rural,70.52,26.5,formerly smoked,0
+4174,Female,45.0,1,0,Yes,Private,Urban,93.21,43.8,never smoked,0
+31660,Male,23.0,0,0,No,Private,Rural,82.39,31.8,Unknown,0
+36196,Male,21.0,0,0,No,Private,Rural,88.29,36.6,smokes,0
+19769,Female,67.0,0,0,Yes,Self-employed,Rural,80.18,22.9,formerly smoked,0
+8341,Male,10.0,0,0,No,children,Rural,84.02,18.7,never smoked,0
+42172,Female,24.0,0,0,Yes,Self-employed,Rural,69.72,29.6,never smoked,0
+14372,Male,50.0,0,0,Yes,Self-employed,Urban,192.16,43.6,never smoked,0
+61252,Male,79.0,0,1,Yes,Private,Rural,82.27,,never smoked,0
+15251,Male,14.0,0,0,No,children,Urban,101.87,20.3,never smoked,0
+67800,Female,13.0,0,0,No,children,Rural,77.55,21.3,Unknown,0
+10416,Male,71.0,0,1,Yes,Private,Urban,215.72,39.2,smokes,0
+19504,Female,66.0,0,0,Yes,Private,Rural,87.84,52.8,Unknown,0
+7476,Male,32.0,0,0,No,Govt_job,Rural,91.93,30.2,never smoked,0
+55526,Male,46.0,0,0,Yes,Govt_job,Urban,58.63,35.3,never smoked,0
+452,Male,48.0,1,0,Yes,Private,Urban,173.14,37.0,smokes,0
+55790,Female,45.0,0,0,Yes,Private,Urban,106.83,32.1,formerly smoked,0
+38541,Male,55.0,0,0,Yes,Private,Urban,84.44,30.5,formerly smoked,0
+23748,Female,31.0,0,0,Yes,Private,Urban,92.16,22.8,never smoked,0
+18790,Male,25.0,0,0,No,Private,Urban,85.96,34.5,formerly smoked,0
+45751,Male,73.0,1,0,Yes,Self-employed,Rural,202.57,37.4,never smoked,0
+72369,Female,14.0,0,0,No,children,Rural,65.41,19.5,Unknown,0
+7171,Female,56.0,0,0,Yes,Govt_job,Urban,102.51,55.7,Unknown,0
+52826,Male,60.0,0,0,Yes,Private,Rural,62.6,30.4,Unknown,0
+42556,Male,27.0,0,0,Yes,Private,Urban,150.1,25.3,never smoked,0
+507,Female,28.0,0,0,Yes,Private,Rural,94.15,23.1,smokes,0
+56746,Male,46.0,1,0,Yes,Private,Urban,65.5,30.7,never smoked,0
+54072,Female,11.0,0,0,No,children,Urban,81.31,18.8,never smoked,0
+49760,Female,63.0,0,0,Yes,Private,Rural,78.96,28.6,never smoked,0
+61821,Female,59.0,0,0,Yes,Private,Rural,123.47,27.5,Unknown,0
+65481,Male,57.0,0,0,Yes,Private,Urban,90.4,26.5,never smoked,0
+6174,Female,35.0,0,0,No,Private,Urban,71.59,40.3,never smoked,0
+68224,Male,54.0,0,0,Yes,Private,Rural,209.5,37.9,formerly smoked,0
+61559,Male,7.0,0,0,No,children,Urban,86.6,17.1,Unknown,0
+65564,Female,48.0,0,0,Yes,Private,Urban,57.43,53.5,formerly smoked,0
+18890,Male,69.0,1,0,Yes,Private,Rural,87.93,33.6,never smoked,0
+58936,Male,59.0,0,0,Yes,Private,Rural,203.16,43.4,Unknown,0
+67667,Female,72.0,1,0,Yes,Self-employed,Rural,112.12,30.5,never smoked,0
+68138,Male,49.0,0,0,Yes,Private,Urban,92.02,38.1,never smoked,0
+50363,Female,73.0,1,0,Yes,Private,Rural,60.98,29.9,formerly smoked,0
+4740,Female,24.0,0,0,No,Private,Urban,86.35,32.7,never smoked,0
+39683,Male,26.0,0,0,No,Private,Rural,71.26,28.6,Unknown,0
+49903,Male,27.0,0,0,No,Private,Urban,72.61,38.5,never smoked,0
+63457,Female,78.0,0,1,No,Self-employed,Urban,110.78,22.9,never smoked,0
+18595,Female,77.0,0,0,Yes,Private,Urban,99.78,38.0,never smoked,0
+64912,Female,59.0,0,0,Yes,Self-employed,Rural,201.45,43.8,smokes,0
+68382,Male,0.32,0,0,No,children,Urban,127.78,20.8,Unknown,0
+69510,Male,39.0,0,0,Yes,Private,Rural,121.32,26.8,never smoked,0
+29872,Female,35.0,0,0,Yes,Private,Urban,83.89,25.5,never smoked,0
+1924,Male,54.0,0,0,Yes,Private,Rural,74.06,,never smoked,0
+67243,Female,75.0,0,1,Yes,Private,Urban,206.15,25.4,never smoked,0
+3494,Female,80.0,0,0,Yes,Private,Rural,102.9,26.7,Unknown,0
+37307,Female,35.0,0,0,Yes,Private,Urban,65.48,50.5,never smoked,0
+41175,Female,22.0,0,0,No,Govt_job,Urban,123.23,21.3,Unknown,0
+48303,Male,39.0,0,0,Yes,Private,Rural,71.3,34.7,never smoked,0
+31473,Male,6.0,0,0,No,children,Rural,79.05,17.9,Unknown,0
+31402,Female,62.0,0,0,Yes,Self-employed,Rural,102.21,36.3,never smoked,0
+18996,Female,13.0,0,0,No,children,Urban,105.22,18.4,Unknown,0
+2573,Male,56.0,0,0,Yes,Govt_job,Rural,84.58,34.5,Unknown,0
+60683,Male,53.0,0,1,Yes,Govt_job,Urban,77.3,33.4,never smoked,0
+70537,Male,5.0,0,0,No,children,Rural,74.79,19.4,Unknown,0
+63193,Female,44.0,0,0,Yes,Private,Rural,88.75,25.6,Unknown,0
+12228,Male,13.0,0,0,No,children,Rural,97.97,24.5,never smoked,0
+58107,Female,59.0,0,0,Yes,Private,Rural,79.18,30.0,Unknown,0
+28647,Female,35.0,0,0,Yes,Private,Urban,81.33,28.9,never smoked,0
+57086,Female,52.0,0,0,Yes,Private,Urban,126.68,28.1,never smoked,0
+5505,Female,76.0,0,0,Yes,Private,Urban,196.61,23.0,never smoked,0
+44112,Female,51.0,0,0,Yes,Self-employed,Urban,219.92,33.5,formerly smoked,0
+56645,Female,79.0,0,0,Yes,Govt_job,Rural,79.16,34.8,formerly smoked,0
+16652,Female,69.0,0,0,Yes,Self-employed,Urban,99.68,17.6,formerly smoked,0
+32445,Female,78.0,0,0,Yes,Self-employed,Urban,79.55,21.1,formerly smoked,0
+18752,Male,60.0,0,0,Yes,Private,Rural,87.86,29.0,formerly smoked,0
+35152,Male,10.0,0,0,No,children,Urban,76.92,15.8,Unknown,0
+70081,Male,42.0,1,0,Yes,Self-employed,Rural,77.24,41.2,Unknown,0
+72340,Male,21.0,0,0,No,Private,Urban,120.94,29.7,formerly smoked,0
+67112,Female,56.0,0,0,Yes,Private,Rural,77.66,40.8,never smoked,0
+42323,Male,59.0,0,0,Yes,Govt_job,Rural,231.95,33.2,never smoked,0
+35022,Female,69.0,0,0,Yes,Private,Urban,111.48,37.0,smokes,0
+21625,Female,25.0,0,0,Yes,Private,Urban,84.25,24.5,Unknown,0
+49972,Male,63.0,0,0,Yes,Self-employed,Rural,216.38,34.5,never smoked,0
+44142,Male,25.0,0,0,No,Private,Rural,95.01,28.0,never smoked,0
+364,Female,58.0,0,0,Yes,Private,Urban,105.74,26.8,formerly smoked,0
+59669,Female,28.0,0,0,Yes,Private,Rural,58.41,21.0,Unknown,0
+69900,Female,46.0,0,0,Yes,Govt_job,Urban,56.89,23.8,smokes,0
+12753,Male,53.0,0,0,Yes,Private,Urban,86.25,29.3,never smoked,0
+10273,Female,37.0,0,0,Yes,Private,Rural,86.49,24.4,Unknown,0
+30824,Male,12.0,0,0,No,children,Rural,115.47,22.6,Unknown,0
+587,Female,14.0,0,0,No,children,Rural,92.22,22.8,Unknown,0
+55856,Female,60.0,0,0,Yes,Private,Rural,83.16,29.7,smokes,0
+47196,Male,42.0,0,0,Yes,Private,Rural,110.68,32.4,formerly smoked,0
+67724,Female,65.0,0,0,Yes,Private,Rural,70.06,35.8,Unknown,0
+23488,Male,80.0,1,0,Yes,Self-employed,Urban,213.33,31.1,formerly smoked,0
+2849,Male,32.0,0,0,Yes,Private,Urban,93.52,31.9,Unknown,0
+12134,Female,53.0,0,0,Yes,Govt_job,Rural,87.62,33.7,smokes,0
+24058,Female,50.0,0,0,Yes,Govt_job,Rural,77.67,25.6,never smoked,0
+15117,Female,23.0,0,0,No,Private,Rural,95.66,19.9,smokes,0
+72915,Female,45.0,0,0,Yes,Private,Urban,172.33,45.3,formerly smoked,0
+61836,Female,0.8,0,0,No,children,Urban,106.59,15.5,Unknown,0
+13116,Male,49.0,0,0,Yes,Private,Urban,87.06,28.3,never smoked,0
+48146,Male,70.0,0,1,Yes,Private,Rural,93.02,40.2,formerly smoked,0
+72819,Female,82.0,0,0,Yes,Self-employed,Urban,243.59,24.3,never smoked,0
+20070,Male,23.0,0,0,No,Private,Urban,86.7,24.6,Unknown,0
+8778,Female,79.0,0,0,Yes,Self-employed,Rural,97.81,26.6,formerly smoked,0
+13764,Female,74.0,0,0,Yes,Private,Urban,116.04,30.9,never smoked,0
+2005,Male,78.0,0,1,Yes,Self-employed,Urban,169.43,23.5,formerly smoked,0
+8616,Female,50.0,0,0,Yes,Private,Rural,68.41,23.9,smokes,0
+51524,Female,34.0,0,0,Yes,Private,Rural,94.44,34.2,Unknown,0
+50541,Male,47.0,0,0,Yes,Govt_job,Urban,73.48,34.9,smokes,0
+21971,Female,52.0,0,0,Yes,Govt_job,Rural,183.87,26.2,never smoked,0
+32183,Female,67.0,0,0,Yes,Private,Rural,66.08,36.2,never smoked,0
+30145,Female,62.0,0,0,Yes,Private,Rural,72.19,22.4,Unknown,0
+30482,Female,18.0,0,0,No,Private,Rural,101.09,19.3,smokes,0
+30790,Female,75.0,1,0,Yes,Govt_job,Urban,88.83,41.7,never smoked,0
+63337,Female,42.0,0,0,Yes,Private,Rural,69.99,46.0,smokes,0
+66264,Male,29.0,0,0,Yes,Govt_job,Urban,102.4,26.9,smokes,0
+641,Male,52.0,0,0,Yes,Govt_job,Rural,87.26,40.1,smokes,0
+42412,Female,18.0,0,0,No,Private,Urban,146.59,27.7,Unknown,0
+65693,Male,67.0,0,0,Yes,Govt_job,Rural,59.0,29.5,Unknown,0
+3746,Female,66.0,0,0,Yes,Private,Urban,76.83,26.0,never smoked,0
+71304,Male,5.0,0,0,No,children,Urban,101.83,22.7,Unknown,0
+34935,Female,18.0,0,0,No,Govt_job,Urban,90.92,16.0,never smoked,0
+29173,Male,52.0,0,0,Yes,Govt_job,Urban,67.5,27.7,smokes,0
+26474,Female,44.0,0,0,Yes,Govt_job,Urban,97.16,33.1,Unknown,0
+56857,Male,46.0,1,0,Yes,Govt_job,Urban,85.62,33.1,formerly smoked,0
+13529,Female,36.0,0,0,Yes,Govt_job,Rural,129.43,29.7,never smoked,0
+61979,Female,61.0,0,0,Yes,Govt_job,Urban,106.01,34.0,smokes,0
+70886,Female,7.0,0,0,No,children,Rural,114.82,33.3,Unknown,0
+27693,Female,15.0,0,0,No,children,Urban,121.39,27.0,Unknown,0
+59762,Male,61.0,0,0,Yes,Private,Urban,227.98,14.2,Unknown,0
+57308,Male,20.0,0,0,No,Private,Urban,78.97,19.4,never smoked,0
+3701,Female,2.0,0,0,No,children,Urban,84.12,15.3,Unknown,0
+61339,Male,47.0,0,0,Yes,Self-employed,Urban,95.04,28.7,never smoked,0
+24965,Female,25.0,0,0,No,Govt_job,Rural,103.15,21.0,smokes,0
+33952,Male,66.0,1,0,Yes,Private,Urban,82.91,28.9,formerly smoked,0
+39042,Male,2.0,0,0,No,children,Urban,70.93,20.3,Unknown,0
+43039,Female,63.0,0,0,Yes,Private,Rural,153.6,28.0,formerly smoked,0
+59915,Female,53.0,0,0,No,Private,Urban,129.43,29.6,never smoked,0
+4727,Female,33.0,0,0,Yes,Govt_job,Rural,81.0,30.2,formerly smoked,0
+16481,Female,23.0,0,0,No,Govt_job,Rural,71.81,22.2,Unknown,0
+15018,Female,23.0,0,0,No,Govt_job,Urban,84.46,28.4,formerly smoked,0
+49702,Female,81.0,0,0,Yes,Self-employed,Rural,101.32,29.6,formerly smoked,0
+48017,Male,55.0,0,0,Yes,Private,Urban,62.56,28.6,never smoked,0
+15313,Female,69.0,1,0,Yes,Govt_job,Urban,208.2,32.6,formerly smoked,0
+22231,Male,58.0,0,0,Yes,Private,Urban,199.42,29.0,never smoked,0
+45461,Female,70.0,0,0,Yes,Private,Urban,91.28,30.1,Unknown,0
+30678,Female,48.0,0,0,Yes,Private,Urban,77.99,31.2,formerly smoked,0
+57904,Male,15.0,0,0,No,Private,Urban,190.13,20.7,never smoked,0
+67483,Male,31.0,1,0,Yes,Private,Urban,149.68,45.1,never smoked,0
+5646,Female,2.0,0,0,No,children,Rural,92.3,14.8,Unknown,0
+67911,Male,80.0,0,0,No,Self-employed,Rural,235.54,37.4,formerly smoked,0
+16856,Female,69.0,0,0,Yes,Private,Rural,84.46,19.9,Unknown,0
+37972,Female,52.0,0,0,Yes,Private,Rural,68.7,16.0,Unknown,0
+62414,Male,80.0,1,0,Yes,Self-employed,Urban,178.89,27.4,Unknown,0
+50485,Male,54.0,0,0,Yes,Private,Rural,227.74,33.4,smokes,0
+47405,Female,2.0,0,0,No,children,Rural,100.66,18.5,Unknown,0
+70928,Male,39.0,0,0,Yes,Govt_job,Urban,73.62,33.4,Unknown,0
+4679,Female,38.0,0,0,Yes,Private,Rural,100.05,20.8,smokes,0
+15070,Male,76.0,0,1,Yes,Private,Rural,213.8,22.0,never smoked,0
+25625,Female,45.0,0,0,No,Private,Rural,103.94,32.5,smokes,0
+35123,Female,1.24,0,0,No,children,Urban,84.2,19.2,Unknown,0
+20165,Female,77.0,0,0,Yes,Private,Urban,250.8,32.9,never smoked,0
+41730,Female,46.0,0,0,No,Govt_job,Rural,112.29,23.5,Unknown,0
+38761,Female,50.0,0,0,Yes,Private,Urban,65.98,21.7,never smoked,0
+4797,Female,52.0,0,0,Yes,Private,Urban,99.1,29.1,Unknown,0
+19199,Female,73.0,1,0,Yes,Private,Rural,217.84,,never smoked,0
+30402,Male,41.0,0,0,Yes,Private,Urban,104.34,30.3,Unknown,0
+25088,Female,40.0,0,0,No,Private,Rural,217.0,29.4,formerly smoked,0
+54756,Female,59.0,0,0,Yes,Private,Rural,57.47,30.1,formerly smoked,0
+19590,Male,48.0,0,0,Yes,Govt_job,Urban,78.24,32.9,never smoked,0
+23332,Female,42.0,0,0,Yes,Private,Rural,94.38,34.0,never smoked,0
+16971,Female,26.0,0,0,No,Private,Urban,100.31,38.6,never smoked,0
+11727,Male,39.0,0,0,Yes,Self-employed,Urban,74.29,29.3,smokes,0
+60255,Female,34.0,0,0,No,Private,Rural,103.43,43.6,smokes,0
+38796,Female,54.0,0,0,Yes,Private,Urban,99.83,22.7,formerly smoked,0
+46498,Female,57.0,0,0,Yes,Private,Urban,217.4,36.6,never smoked,0
+41042,Female,1.56,0,0,No,children,Urban,71.81,22.6,Unknown,0
+35069,Female,50.0,1,1,No,Govt_job,Urban,79.79,25.6,smokes,0
+61103,Female,64.0,1,0,Yes,Self-employed,Urban,190.92,31.4,never smoked,0
+25095,Male,44.0,0,0,Yes,Govt_job,Urban,94.76,26.0,formerly smoked,0
+55607,Male,38.0,0,0,Yes,Private,Urban,101.43,27.0,formerly smoked,0
+63029,Male,32.0,0,0,Yes,Private,Rural,115.86,33.3,never smoked,0
+2919,Male,17.0,0,0,No,Private,Rural,95.27,17.3,Unknown,0
+60003,Male,81.0,0,0,Yes,Govt_job,Rural,89.02,26.9,never smoked,0
+46256,Male,15.0,0,0,No,Private,Urban,77.55,24.8,Unknown,0
+23659,Female,5.0,0,0,No,children,Urban,75.86,20.0,Unknown,0
+2952,Male,70.0,1,1,Yes,Private,Rural,93.62,35.8,never smoked,0
+49229,Male,52.0,0,0,No,Govt_job,Rural,72.71,36.9,formerly smoked,0
+2457,Female,67.0,0,1,Yes,Self-employed,Rural,94.45,29.6,formerly smoked,0
+23508,Female,17.0,0,0,No,Never_worked,Rural,88.57,31.1,never smoked,0
+28364,Male,61.0,0,0,Yes,Private,Urban,84.12,25.1,formerly smoked,0
+31360,Female,31.0,0,0,No,Private,Urban,89.11,51.9,smokes,0
+19335,Male,58.0,0,0,Yes,Self-employed,Rural,99.83,36.3,smokes,0
+40390,Female,12.0,0,0,No,children,Rural,150.03,28.2,never smoked,0
+63936,Female,30.0,0,0,No,Private,Urban,69.67,35.8,formerly smoked,0
+24832,Female,65.0,0,0,Yes,Self-employed,Urban,77.46,30.9,formerly smoked,0
+25219,Female,23.0,0,0,No,Private,Urban,100.54,22.1,smokes,0
+42393,Male,14.0,0,0,No,children,Rural,142.38,17.6,never smoked,0
+17951,Male,27.0,0,0,No,Self-employed,Rural,110.87,29.5,smokes,0
+17443,Female,53.0,0,0,Yes,Private,Urban,73.6,27.0,never smoked,0
+52242,Female,58.0,1,0,Yes,Govt_job,Rural,59.52,33.2,never smoked,0
+45931,Male,9.0,0,0,No,children,Urban,142.68,24.4,Unknown,0
+7828,Male,59.0,1,0,Yes,Self-employed,Urban,182.9,34.4,smokes,0
+21547,Female,46.0,0,0,Yes,Govt_job,Urban,75.28,36.7,formerly smoked,0
+42305,Female,41.0,0,0,No,Private,Rural,100.75,27.2,never smoked,0
+9442,Male,55.0,0,0,Yes,Self-employed,Rural,163.82,27.5,never smoked,0
+57047,Female,43.0,0,0,Yes,Private,Urban,110.42,32.6,smokes,0
+2538,Female,5.0,0,0,No,children,Rural,105.18,,Unknown,0
+28461,Male,15.0,0,0,No,Never_worked,Rural,79.59,28.4,Unknown,0
+16433,Female,36.0,0,0,Yes,Private,Rural,107.99,25.5,never smoked,0
+50681,Female,36.0,0,0,Yes,Private,Rural,90.22,28.7,formerly smoked,0
+71327,Female,47.0,0,0,No,Private,Rural,143.45,23.8,never smoked,0
+46699,Female,18.0,0,0,No,Private,Rural,78.57,34.4,Unknown,0
+25248,Male,19.0,0,0,No,Private,Rural,79.82,26.1,Unknown,0
+35315,Male,65.0,0,0,Yes,Self-employed,Urban,95.88,28.5,never smoked,0
+63144,Male,17.0,0,0,No,Govt_job,Urban,123.04,29.6,never smoked,0
+21517,Male,54.0,0,0,Yes,Private,Urban,92.34,29.4,smokes,0
+29789,Female,46.0,0,0,Yes,Private,Rural,116.84,28.2,never smoked,0
+52207,Female,59.0,0,0,Yes,Self-employed,Urban,90.04,28.7,formerly smoked,0
+19209,Female,48.0,0,0,Yes,Govt_job,Rural,255.17,38.1,formerly smoked,0
+42041,Female,38.0,0,0,Yes,Private,Rural,217.55,,smokes,0
+58153,Female,18.0,0,0,No,Private,Urban,123.66,22.2,never smoked,0
+27717,Female,56.0,0,0,Yes,Self-employed,Urban,112.16,25.7,Unknown,0
+35106,Male,3.0,0,0,No,children,Urban,88.43,17.7,Unknown,0
+47730,Female,41.0,0,0,No,Private,Urban,86.03,26.4,never smoked,0
+20657,Female,67.0,0,0,Yes,Private,Urban,227.96,32.8,Unknown,0
+63411,Female,60.0,0,0,Yes,Private,Rural,85.6,34.5,Unknown,0
+18671,Female,47.0,0,0,Yes,Govt_job,Rural,111.68,39.5,never smoked,0
+3843,Female,24.0,0,0,No,Private,Urban,73.49,23.5,never smoked,0
+1225,Male,43.0,0,0,Yes,Private,Urban,87.82,38.8,formerly smoked,0
+40264,Female,17.0,0,0,No,Private,Rural,99.29,21.2,Unknown,0
+72451,Female,45.0,0,0,Yes,Private,Rural,63.73,32.0,Unknown,0
+20292,Female,24.0,0,0,Yes,Private,Urban,85.55,63.3,never smoked,0
+31201,Female,79.0,0,0,No,Self-employed,Urban,79.2,32.6,never smoked,0
+59359,Male,79.0,0,0,Yes,Self-employed,Urban,105.93,25.2,never smoked,0
+57985,Female,27.0,0,0,Yes,Private,Urban,94.19,27.4,formerly smoked,0
+2885,Male,72.0,1,0,Yes,Private,Rural,231.71,,Unknown,0
+59743,Male,64.0,0,1,Yes,Self-employed,Rural,69.28,38.6,formerly smoked,0
+11544,Female,34.0,0,0,Yes,Private,Urban,71.37,32.9,never smoked,0
+11969,Female,50.0,0,0,Yes,Self-employed,Urban,110.18,26.0,formerly smoked,0
+42929,Female,58.0,0,0,Yes,Self-employed,Rural,59.68,29.2,formerly smoked,0
+72776,Male,26.0,0,0,Yes,Govt_job,Urban,94.24,29.2,formerly smoked,0
+21438,Female,50.0,0,0,Yes,Private,Rural,82.1,26.4,Unknown,0
+51084,Female,80.0,0,0,Yes,Private,Urban,62.62,23.1,formerly smoked,0
+13440,Male,2.0,0,0,No,children,Urban,107.83,21.2,Unknown,0
+15533,Male,46.0,0,0,No,Private,Urban,107.59,26.2,formerly smoked,0
+50903,Female,29.0,0,0,Yes,Private,Urban,116.98,23.4,never smoked,0
+35276,Female,6.0,0,0,No,children,Rural,84.1,19.8,Unknown,0
+44472,Male,32.0,0,0,Yes,Self-employed,Urban,160.64,20.4,smokes,0
+23587,Female,16.0,0,0,No,Never_worked,Urban,84.4,25.9,never smoked,0
+66794,Female,44.0,0,0,Yes,Govt_job,Rural,81.13,34.1,never smoked,0
+35854,Female,23.0,0,0,No,Private,Urban,88.19,18.3,never smoked,0
+60907,Male,48.0,0,0,Yes,Private,Rural,127.13,35.0,Unknown,0
+12449,Female,34.0,0,0,Yes,Private,Rural,119.61,26.4,Unknown,0
+54371,Male,78.0,0,0,Yes,Govt_job,Urban,143.47,27.6,formerly smoked,0
+8106,Female,42.0,0,0,Yes,Private,Rural,84.6,27.0,smokes,0
+2013,Male,14.0,0,0,No,Private,Rural,110.72,,never smoked,0
+61785,Female,40.0,0,0,No,Private,Rural,158.93,31.3,smokes,0
+2707,Male,10.0,0,0,No,children,Rural,68.94,18.0,Unknown,0
+49120,Female,39.0,0,0,Yes,Govt_job,Rural,69.38,22.1,Unknown,0
+30752,Female,42.0,0,0,No,Self-employed,Urban,72.0,34.4,never smoked,0
+64972,Male,47.0,0,0,Yes,Private,Rural,57.76,33.2,smokes,0
+49537,Male,14.0,0,0,No,Private,Rural,108.65,23.1,never smoked,0
+315,Male,45.0,0,0,Yes,Private,Rural,65.42,39.7,never smoked,0
+62814,Male,58.0,0,0,No,Private,Rural,78.93,40.7,formerly smoked,0
+7665,Female,73.0,0,0,Yes,Private,Rural,98.34,30.9,Unknown,0
+28108,Female,62.0,0,0,Yes,Private,Rural,82.57,27.5,Unknown,0
+50536,Female,62.0,0,1,Yes,Govt_job,Urban,124.37,28.3,never smoked,0
+8655,Female,51.0,0,1,Yes,Self-employed,Urban,100.96,33.4,never smoked,0
+760,Male,0.8,0,0,No,children,Urban,75.22,33.1,Unknown,0
+47501,Female,57.0,0,0,Yes,Private,Urban,59.85,41.5,never smoked,0
+16863,Female,8.0,0,0,No,children,Rural,104.75,17.1,Unknown,0
+51342,Female,69.0,0,0,Yes,Govt_job,Rural,70.98,30.0,Unknown,0
+35759,Female,16.0,0,0,No,Private,Rural,92.77,24.9,Unknown,0
+17270,Female,56.0,0,0,Yes,Private,Urban,82.12,32.5,smokes,0
+53862,Female,41.0,0,0,Yes,Govt_job,Rural,106.35,26.1,never smoked,0
+40951,Female,1.24,0,0,No,children,Rural,77.33,19.2,Unknown,0
+56976,Female,42.0,0,0,Yes,Private,Urban,96.01,38.7,Unknown,0
+37299,Male,57.0,0,0,Yes,Private,Urban,107.49,29.5,never smoked,0
+33247,Male,20.0,0,0,No,Private,Rural,88.47,28.1,smokes,0
+32560,Female,8.0,0,0,No,children,Rural,87.92,14.1,Unknown,0
+10973,Male,43.0,0,0,Yes,Private,Urban,91.13,33.9,never smoked,0
+3816,Male,62.0,0,0,Yes,Private,Rural,80.72,26.0,formerly smoked,0
+50215,Male,42.0,0,0,No,Govt_job,Rural,59.83,52.8,never smoked,0
+10351,Male,50.0,0,0,Yes,Private,Urban,67.02,,formerly smoked,0
+69665,Female,63.0,0,0,Yes,Private,Rural,60.22,29.2,never smoked,0
+14976,Male,80.0,0,1,Yes,Private,Rural,82.41,26.3,smokes,0
+28183,Female,13.0,0,0,No,children,Urban,75.78,23.6,Unknown,0
+33085,Female,20.0,0,0,No,Private,Rural,102.42,18.6,never smoked,0
+13386,Female,71.0,0,1,Yes,Self-employed,Rural,98.45,29.7,Unknown,0
+15601,Female,50.0,0,0,Yes,Private,Urban,93.51,30.9,smokes,0
+22254,Female,76.0,0,0,Yes,Private,Rural,113.68,22.8,Unknown,0
+15539,Female,41.0,0,0,Yes,Private,Rural,97.41,25.5,never smoked,0
+58235,Male,76.0,0,0,Yes,Private,Urban,58.65,25.6,smokes,0
+21162,Female,78.0,0,0,Yes,Self-employed,Rural,81.68,23.0,Unknown,0
+67880,Male,5.0,0,0,No,children,Urban,148.52,20.6,Unknown,0
+42545,Male,29.0,1,0,Yes,Private,Urban,77.55,,formerly smoked,0
+48359,Female,43.0,0,0,Yes,Private,Rural,142.12,28.4,smokes,0
+54815,Female,49.0,0,0,Yes,Private,Urban,125.3,29.7,formerly smoked,0
+6233,Male,70.0,1,0,Yes,Self-employed,Rural,118.81,26.0,smokes,0
+52225,Male,24.0,0,0,No,Private,Urban,84.16,37.5,smokes,0
+50463,Female,41.0,0,0,Yes,Private,Urban,78.74,42.3,smokes,0
+49084,Male,20.0,0,0,No,Private,Urban,57.51,21.4,Unknown,0
+61889,Male,34.0,0,0,Yes,Private,Urban,61.11,29.3,never smoked,0
+25525,Male,32.0,0,0,Yes,Private,Urban,78.3,31.0,Unknown,0
+9730,Male,27.0,0,0,Yes,Private,Urban,76.19,22.0,never smoked,0
+30622,Female,44.0,0,0,Yes,Govt_job,Rural,115.99,20.9,never smoked,0
+26480,Male,20.0,0,0,No,Private,Rural,100.8,45.9,never smoked,0
+65895,Female,52.0,0,0,Yes,Private,Urban,98.27,61.2,Unknown,0
+4913,Female,57.0,0,0,Yes,Private,Rural,93.85,29.1,never smoked,0
+20676,Male,29.0,0,0,No,Private,Rural,94.69,28.4,smokes,0
+52410,Female,16.0,0,0,No,Private,Urban,136.23,22.6,Unknown,0
+57944,Female,35.0,0,0,Yes,Govt_job,Rural,56.12,24.2,smokes,0
+20290,Female,5.0,0,0,No,children,Rural,93.03,16.3,Unknown,0
+10875,Male,63.0,0,0,Yes,Private,Rural,196.81,35.9,never smoked,0
+2393,Male,59.0,1,0,Yes,Private,Rural,87.81,29.8,formerly smoked,0
+66464,Male,63.0,0,0,Yes,Private,Urban,222.66,37.0,formerly smoked,0
+40548,Male,52.0,0,0,Yes,Private,Rural,223.58,35.8,never smoked,0
+19699,Female,50.0,0,0,No,Private,Urban,85.77,21.1,never smoked,0
+205,Female,43.0,0,0,Yes,Private,Rural,88.23,37.6,Unknown,0
+54805,Female,27.0,0,0,No,Self-employed,Urban,73.65,24.8,Unknown,0
+53195,Male,30.0,0,0,No,Private,Urban,141.8,31.9,never smoked,0
+9107,Female,8.0,0,0,No,children,Rural,92.65,17.5,Unknown,0
+65196,Male,75.0,1,0,Yes,Private,Rural,198.79,,smokes,0
+58833,Male,14.0,0,0,No,Private,Rural,61.04,17.6,Unknown,0
+4309,Female,23.0,0,0,Yes,Private,Rural,102.88,38.9,Unknown,0
+55462,Male,6.0,0,0,No,children,Urban,123.39,15.2,Unknown,0
+51746,Female,37.0,0,0,Yes,Govt_job,Rural,67.07,27.4,never smoked,0
+59335,Male,38.0,0,0,Yes,Govt_job,Rural,69.88,27.9,smokes,0
+65644,Male,3.0,0,0,No,children,Urban,57.02,16.1,Unknown,0
+52790,Female,26.0,0,0,No,Govt_job,Urban,123.81,39.0,never smoked,0
+42681,Female,58.0,0,0,Yes,Govt_job,Rural,73.36,36.6,formerly smoked,0
+33697,Male,57.0,0,0,Yes,Private,Rural,90.54,33.7,never smoked,0
+51963,Male,58.0,0,0,Yes,Private,Urban,69.24,27.6,never smoked,0
+13375,Male,76.0,0,0,Yes,Private,Urban,192.39,31.0,never smoked,0
+37526,Female,68.0,1,1,Yes,Private,Rural,233.3,,Unknown,0
+59454,Female,79.0,0,0,Yes,Self-employed,Urban,74.35,28.5,formerly smoked,0
+23600,Male,34.0,0,0,Yes,Private,Rural,71.94,31.4,smokes,0
+61245,Male,75.0,0,0,Yes,Self-employed,Rural,82.35,25.3,never smoked,0
+53489,Male,11.0,0,0,No,children,Rural,73.28,17.2,never smoked,0
+42284,Male,71.0,1,0,Yes,Self-employed,Rural,97.57,26.9,Unknown,0
+69089,Female,40.0,0,0,Yes,Private,Rural,83.3,32.0,smokes,0
+68970,Female,24.0,0,0,No,Private,Urban,85.07,22.5,Unknown,0
+42938,Male,0.64,0,0,No,children,Urban,60.4,17.3,Unknown,0
+11327,Female,82.0,0,0,Yes,Self-employed,Urban,79.96,27.0,formerly smoked,0
+5464,Male,32.0,0,0,Yes,Private,Rural,70.96,33.1,Unknown,0
+56995,Female,81.0,0,0,Yes,Private,Urban,82.86,25.0,never smoked,0
+53646,Female,33.0,1,0,No,Private,Rural,97.87,,smokes,0
+45139,Female,79.0,0,1,Yes,Private,Rural,201.38,31.1,never smoked,0
+38354,Female,62.0,0,0,Yes,Self-employed,Urban,91.82,19.6,Unknown,0
+15566,Male,39.0,0,0,Yes,Private,Rural,91.85,24.7,smokes,0
+4793,Female,60.0,1,0,Yes,Self-employed,Urban,99.23,48.0,formerly smoked,0
+59223,Male,48.0,0,0,Yes,Private,Urban,68.13,38.0,formerly smoked,0
+30927,Male,24.0,0,0,No,Private,Rural,93.76,24.0,formerly smoked,0
+966,Female,70.0,1,0,Yes,Self-employed,Rural,103.89,30.0,never smoked,0
+62923,Female,17.0,0,0,No,Private,Urban,87.39,24.6,Unknown,0
+30627,Female,56.0,0,0,Yes,Govt_job,Urban,89.53,23.1,Unknown,0
+17236,Female,3.0,0,0,No,children,Urban,66.61,17.4,Unknown,0
+27566,Male,65.0,0,0,Yes,Private,Rural,236.14,43.1,Unknown,0
+6368,Male,72.0,0,1,Yes,Private,Urban,99.76,27.1,formerly smoked,0
+33876,Male,10.0,0,0,No,children,Urban,87.09,14.3,Unknown,0
+52164,Male,29.0,0,0,Yes,Private,Urban,193.81,46.8,never smoked,0
+32446,Female,44.0,0,0,Yes,Private,Rural,97.27,26.0,never smoked,0
+56855,Male,46.0,0,0,Yes,Private,Urban,137.77,29.3,never smoked,0
+43837,Male,33.0,0,0,Yes,Private,Urban,105.19,50.1,smokes,0
+5477,Male,63.0,0,1,Yes,Self-employed,Urban,82.72,,never smoked,0
+64974,Male,0.24,0,0,No,children,Urban,58.35,18.6,Unknown,0
+33976,Male,55.0,0,0,Yes,Private,Urban,68.79,27.0,never smoked,0
+31019,Female,56.0,0,0,Yes,Private,Urban,94.19,25.7,never smoked,0
+4699,Male,50.0,0,0,No,Govt_job,Rural,121.17,25.5,formerly smoked,0
+60276,Male,78.0,1,1,Yes,Self-employed,Rural,106.41,27.3,never smoked,0
+24420,Male,63.0,0,0,Yes,Private,Rural,104.79,24.1,Unknown,0
+28478,Female,31.0,0,0,Yes,Private,Urban,82.18,42.7,never smoked,0
+63236,Male,65.0,0,0,Yes,Private,Urban,96.81,41.2,smokes,0
+6324,Male,51.0,0,0,Yes,Private,Rural,107.42,20.2,formerly smoked,0
+62059,Male,60.0,0,0,Yes,Private,Rural,69.2,30.9,never smoked,0
+28400,Male,69.0,0,0,Yes,Self-employed,Urban,92.73,27.7,never smoked,0
+5841,Female,23.0,0,0,No,Private,Urban,86.11,22.3,never smoked,0
+5681,Male,46.0,0,0,Yes,Private,Rural,111.78,39.4,smokes,0
+16587,Female,16.0,0,0,No,Private,Urban,122.26,34.2,never smoked,0
+3477,Female,26.0,0,0,No,Private,Rural,78.16,20.1,never smoked,0
+23890,Female,44.0,1,0,Yes,Govt_job,Rural,105.77,36.8,never smoked,0
+3803,Female,56.0,0,0,Yes,Private,Urban,102.97,,smokes,0
+34068,Female,23.0,0,0,Yes,Govt_job,Urban,77.53,33.9,formerly smoked,0
+60145,Female,38.0,0,0,Yes,Private,Urban,77.35,27.7,never smoked,0
+11702,Female,18.0,0,0,No,Never_worked,Urban,82.36,22.7,Unknown,0
+50508,Female,63.0,0,1,Yes,Self-employed,Rural,239.95,32.2,smokes,0
+65473,Male,23.0,0,0,No,Private,Urban,61.96,22.0,smokes,0
+51257,Male,32.0,0,0,No,Private,Rural,72.1,23.2,never smoked,0
+47810,Male,8.0,0,0,No,children,Rural,107.97,26.7,Unknown,0
+38737,Male,77.0,0,0,Yes,Self-employed,Urban,60.77,23.0,smokes,0
+39060,Female,41.0,0,0,Yes,Private,Urban,71.06,23.4,never smoked,0
+56804,Female,34.0,0,0,No,Govt_job,Urban,60.36,24.1,never smoked,0
+45099,Male,25.0,0,0,Yes,Self-employed,Urban,83.33,31.5,Unknown,0
+22221,Female,35.0,0,0,Yes,Self-employed,Urban,65.33,26.1,never smoked,0
+57134,Male,15.0,0,0,No,children,Urban,113.28,23.7,never smoked,0
+57609,Male,1.64,0,0,No,children,Urban,170.88,20.8,Unknown,0
+6132,Male,4.0,0,0,No,children,Urban,103.34,18.8,Unknown,0
+31600,Female,33.0,0,0,No,Private,Rural,106.08,32.5,formerly smoked,0
+51497,Male,28.0,0,0,Yes,Self-employed,Urban,156.45,24.3,never smoked,0
+48455,Female,37.0,0,0,Yes,Private,Urban,60.05,24.1,Unknown,0
+13049,Female,50.0,0,0,Yes,Private,Rural,114.05,32.5,never smoked,0
+9079,Female,76.0,0,1,Yes,Self-employed,Urban,202.21,39.3,formerly smoked,0
+68568,Female,72.0,0,0,Yes,Self-employed,Rural,57.28,23.9,never smoked,0
+72867,Male,16.0,0,0,No,Private,Rural,99.49,22.0,Unknown,0
+53121,Male,44.0,0,0,Yes,Private,Urban,63.6,37.3,never smoked,0
+33779,Male,46.0,0,1,Yes,Govt_job,Urban,80.01,33.0,formerly smoked,0
+52367,Male,46.0,0,0,Yes,Private,Urban,58.42,24.7,formerly smoked,0
+29314,Female,73.0,1,1,Yes,Govt_job,Urban,67.38,32.8,formerly smoked,0
+18366,Female,29.0,0,0,Yes,Self-employed,Rural,73.58,29.8,Unknown,0
+32522,Male,19.0,0,0,No,Private,Urban,103.92,24.1,Unknown,0
+3980,Female,27.0,0,0,No,Private,Rural,80.22,21.6,never smoked,0
+5350,Female,36.0,0,0,Yes,Private,Rural,103.76,27.1,never smoked,0
+3428,Female,61.0,0,0,Yes,Self-employed,Urban,77.06,27.0,never smoked,0
+62552,Female,9.0,0,0,No,children,Rural,90.22,18.7,Unknown,0
+51085,Female,25.0,0,0,No,Private,Urban,181.3,35.8,never smoked,0
+60586,Female,68.0,0,0,Yes,Private,Rural,85.29,27.1,formerly smoked,0
+59988,Female,26.0,1,0,Yes,Private,Urban,107.59,33.1,smokes,0
+34122,Female,17.0,0,0,No,Private,Urban,87.72,25.9,smokes,0
+11392,Male,75.0,0,0,Yes,Private,Rural,70.73,26.7,smokes,0
+53632,Male,34.0,0,0,No,Govt_job,Urban,72.75,22.2,Unknown,0
+32202,Male,53.0,0,0,Yes,Private,Rural,95.47,26.0,smokes,0
+52489,Female,18.0,0,0,No,Private,Urban,70.54,23.5,Unknown,0
+13374,Male,48.0,0,0,Yes,Private,Urban,100.03,23.5,never smoked,0
+66370,Female,5.0,0,0,No,children,Rural,59.78,15.9,Unknown,0
+259,Male,79.0,0,0,Yes,Private,Urban,198.79,24.9,never smoked,0
+12092,Male,16.0,0,0,No,Private,Rural,90.39,26.5,never smoked,0
+38263,Female,32.0,0,0,Yes,Private,Rural,147.04,35.7,Unknown,0
+1666,Male,70.0,0,0,Yes,Govt_job,Urban,202.55,,formerly smoked,0
+48922,Male,55.0,1,1,Yes,Private,Rural,64.92,32.1,smokes,0
+58061,Female,70.0,1,0,Yes,Self-employed,Rural,154.6,28.5,formerly smoked,0
+50283,Female,51.0,0,0,Yes,Private,Urban,95.98,40.1,smokes,0
+26605,Female,39.0,0,0,Yes,Private,Rural,102.51,26.6,smokes,0
+10396,Male,79.0,1,0,No,Private,Urban,96.52,21.7,Unknown,0
+14695,Male,80.0,1,0,Yes,Self-employed,Rural,232.12,28.8,never smoked,0
+2579,Female,34.0,0,0,Yes,Self-employed,Rural,78.12,32.0,Unknown,0
+71061,Male,59.0,0,0,Yes,Govt_job,Urban,70.04,31.4,never smoked,0
+41250,Female,54.0,0,0,Yes,Private,Rural,97.61,32.1,smokes,0
+53923,Female,22.0,0,0,No,Private,Urban,113.11,19.8,Unknown,0
+54139,Female,21.0,0,0,No,Private,Rural,71.06,25.3,formerly smoked,0
+32430,Female,4.0,0,0,No,children,Rural,104.95,28.8,Unknown,0
+14928,Female,26.0,0,0,No,Private,Urban,81.94,26.0,smokes,0
+32457,Male,62.0,0,0,Yes,Private,Urban,96.37,30.7,formerly smoked,0
+59718,Female,33.0,0,0,Yes,Private,Rural,114.16,43.3,never smoked,0
+4948,Male,51.0,0,0,Yes,Self-employed,Rural,93.58,35.2,smokes,0
+40870,Female,75.0,0,0,Yes,Govt_job,Urban,73.89,20.9,Unknown,0
+2218,Male,42.0,0,0,Yes,Private,Rural,107.83,35.3,smokes,0
+57494,Female,82.0,1,0,Yes,Self-employed,Urban,107.21,27.0,formerly smoked,0
+1534,Female,61.0,0,0,Yes,Private,Rural,99.35,26.1,smokes,0
+69329,Female,62.0,0,0,Yes,Private,Rural,203.57,29.1,Unknown,0
+39852,Male,59.0,1,1,Yes,Govt_job,Rural,81.51,32.6,never smoked,0
+65358,Female,31.0,0,0,Yes,Private,Rural,69.26,21.8,formerly smoked,0
+36488,Male,12.0,0,0,No,children,Urban,111.47,32.3,never smoked,0
+55567,Female,76.0,0,1,Yes,Private,Rural,86.09,28.1,never smoked,0
+33562,Male,71.0,0,1,Yes,Govt_job,Rural,72.94,32.3,formerly smoked,0
+20006,Female,15.0,0,0,No,Private,Urban,76.77,21.7,Unknown,0
+47696,Male,44.0,0,0,Yes,Private,Rural,60.32,25.0,never smoked,0
+60117,Male,30.0,0,0,No,Private,Rural,133.24,28.9,never smoked,0
+5032,Female,47.0,0,0,Yes,Private,Rural,65.01,21.7,formerly smoked,0
+5780,Female,47.0,0,0,Yes,Private,Urban,74.63,45.3,never smoked,0
+52236,Female,60.0,0,0,Yes,Private,Rural,230.78,40.2,never smoked,0
+59752,Male,62.0,0,0,Yes,Private,Urban,72.5,22.5,formerly smoked,0
+47005,Female,47.0,0,0,Yes,Private,Urban,68.48,21.3,never smoked,0
+4750,Male,78.0,0,0,Yes,Private,Urban,85.03,26.1,formerly smoked,0
+65127,Female,35.0,0,0,Yes,Private,Urban,80.76,28.8,smokes,0
+4498,Male,71.0,0,1,Yes,Private,Urban,204.98,,formerly smoked,0
+32203,Female,57.0,0,0,Yes,Self-employed,Rural,95.36,32.4,formerly smoked,0
+27436,Male,12.0,0,0,No,children,Urban,110.33,20.4,Unknown,0
+34999,Male,26.0,0,0,Yes,Private,Urban,89.18,25.9,formerly smoked,0
+4213,Male,33.0,0,0,No,Self-employed,Rural,91.53,38.8,formerly smoked,0
+71669,Male,60.0,0,0,Yes,Private,Rural,65.16,30.8,never smoked,0
+36803,Female,35.0,0,0,No,Private,Rural,74.53,24.6,never smoked,0
+17725,Female,10.0,0,0,No,children,Rural,93.29,20.6,Unknown,0
+57983,Male,50.0,0,0,Yes,Govt_job,Urban,227.89,38.8,formerly smoked,0
+68089,Female,44.0,0,0,Yes,Private,Urban,121.46,40.4,Unknown,0
+3135,Female,73.0,0,0,No,Self-employed,Rural,69.35,,never smoked,0
+563,Female,41.0,0,0,Yes,Private,Rural,216.71,36.2,never smoked,0
+19364,Female,7.0,0,0,No,children,Rural,74.96,18.8,Unknown,0
+34590,Male,45.0,0,0,Yes,Self-employed,Rural,75.25,27.6,smokes,0
+55459,Female,60.0,0,0,No,Private,Rural,91.82,28.3,formerly smoked,0
+38724,Female,49.0,1,0,Yes,Govt_job,Urban,56.37,39.4,smokes,0
+52968,Female,45.0,0,0,Yes,Self-employed,Rural,149.15,33.5,Unknown,0
+35716,Female,55.0,1,0,Yes,Private,Urban,202.67,40.4,formerly smoked,0
+51421,Female,54.0,0,0,Yes,Private,Rural,65.38,25.9,Unknown,0
+72525,Female,39.0,0,0,Yes,Private,Urban,90.31,27.6,smokes,0
+33009,Male,76.0,0,0,Yes,Self-employed,Rural,221.8,44.7,formerly smoked,0
+35437,Female,28.0,0,0,Yes,Private,Rural,73.39,30.8,Unknown,0
+37253,Female,70.0,1,0,Yes,Private,Urban,147.12,22.3,formerly smoked,0
+46171,Male,28.0,0,0,Yes,Private,Urban,109.85,27.9,Unknown,0
+18143,Male,79.0,0,0,Yes,Self-employed,Rural,103.21,22.9,formerly smoked,0
+35330,Male,30.0,0,0,Yes,Private,Urban,81.25,27.3,smokes,0
+32127,Female,26.0,0,0,Yes,Govt_job,Urban,84.69,25.0,never smoked,0
+69834,Female,57.0,0,0,Yes,Govt_job,Rural,87.1,48.3,smokes,0
+56311,Female,16.0,0,0,No,Private,Rural,81.92,22.7,Unknown,0
+13439,Male,40.0,1,0,Yes,Private,Urban,90.91,39.1,Unknown,0
+36366,Male,77.0,0,0,Yes,Govt_job,Urban,64.4,27.8,never smoked,0
+13111,Female,67.0,1,0,Yes,Private,Rural,85.48,,smokes,0
+28932,Female,36.0,0,0,Yes,Private,Rural,67.29,36.7,formerly smoked,0
+67521,Female,40.0,1,0,Yes,Private,Urban,124.48,38.5,Unknown,0
+65688,Male,2.0,0,1,No,children,Urban,62.89,29.4,Unknown,0
+58761,Male,52.0,0,0,Yes,Private,Urban,87.51,30.5,formerly smoked,0
+21192,Female,78.0,0,0,Yes,Private,Urban,93.15,23.6,Unknown,0
+72348,Female,22.0,0,0,No,Private,Urban,64.87,20.6,Unknown,0
+1825,Male,33.0,0,0,Yes,Self-employed,Urban,90.68,31.7,smokes,0
+25674,Male,40.0,0,0,Yes,Private,Urban,104.64,24.9,Unknown,0
+33035,Female,20.0,0,0,No,Private,Urban,92.44,33.4,never smoked,0
+54297,Male,19.0,0,0,No,Private,Rural,120.46,22.2,Unknown,0
+9122,Male,25.0,0,0,Yes,Private,Urban,89.87,26.5,never smoked,0
+1218,Female,23.0,0,0,No,Private,Urban,105.28,27.1,formerly smoked,0
+57210,Female,28.0,0,0,Yes,Private,Rural,131.8,30.3,never smoked,0
+37096,Female,6.0,0,0,No,children,Rural,66.33,18.6,Unknown,0
+38243,Female,37.0,0,0,Yes,Private,Rural,101.07,26.4,Unknown,0
+17198,Female,10.0,0,0,No,children,Rural,83.37,17.8,formerly smoked,0
+70884,Female,34.0,0,0,Yes,Private,Urban,79.8,37.4,smokes,0
+51809,Female,60.0,0,0,Yes,Self-employed,Rural,103.17,32.1,formerly smoked,0
+40602,Female,22.0,0,0,No,Private,Urban,62.52,38.2,never smoked,0
+65116,Female,62.0,1,0,Yes,Self-employed,Urban,75.78,,smokes,0
+70455,Female,52.0,0,0,Yes,Govt_job,Urban,110.36,39.1,formerly smoked,0
+41618,Male,61.0,0,0,No,Private,Rural,140.07,29.5,never smoked,0
+21209,Female,10.0,0,0,No,children,Rural,84.86,28.6,never smoked,0
+26103,Male,36.0,0,0,Yes,Private,Rural,106.85,40.1,never smoked,0
+10436,Female,29.0,0,0,Yes,Private,Rural,102.07,31.8,never smoked,0
+16550,Female,69.0,0,1,No,Govt_job,Urban,202.38,34.6,Unknown,0
+17697,Female,62.0,0,0,Yes,Govt_job,Urban,67.07,24.5,never smoked,0
+10744,Male,62.0,0,1,Yes,Govt_job,Rural,73.7,26.2,never smoked,0
+7799,Female,79.0,0,0,No,Self-employed,Urban,77.59,33.0,never smoked,0
+57183,Male,13.0,0,0,No,children,Rural,69.16,22.3,Unknown,0
+121,Female,38.0,0,0,Yes,Private,Urban,91.44,,Unknown,0
+32604,Male,49.0,0,0,Yes,Self-employed,Rural,215.81,58.1,never smoked,0
+49883,Female,41.0,0,0,Yes,Private,Rural,65.4,36.9,formerly smoked,0
+68242,Male,56.0,0,0,Yes,Private,Urban,139.72,43.9,never smoked,0
+33726,Female,8.0,0,0,No,children,Urban,72.81,18.2,Unknown,0
+56255,Female,24.0,0,0,No,Private,Urban,149.17,23.1,never smoked,0
+46455,Female,61.0,0,0,Yes,Private,Urban,125.74,32.6,Unknown,0
+13270,Female,40.0,0,0,No,Govt_job,Urban,90.21,41.2,never smoked,0
+38067,Female,22.0,0,0,No,Private,Urban,139.48,28.6,formerly smoked,0
+9160,Female,80.0,1,0,Yes,Private,Urban,90.77,26.0,never smoked,0
+52843,Female,60.0,1,1,Yes,Private,Urban,220.24,36.8,never smoked,0
+67343,Female,57.0,0,0,Yes,Private,Rural,81.42,35.8,never smoked,0
+50805,Female,55.0,0,0,Yes,Private,Urban,102.36,24.2,never smoked,0
+10826,Female,39.0,0,0,Yes,Self-employed,Urban,82.85,22.9,smokes,0
+60358,Female,51.0,0,0,Yes,Private,Urban,102.11,23.1,never smoked,0
+72231,Female,47.0,0,0,Yes,Self-employed,Rural,195.61,,never smoked,0
+58586,Male,77.0,1,1,Yes,Self-employed,Urban,80.92,28.9,smokes,0
+50499,Female,32.0,0,0,Yes,Private,Rural,71.8,26.5,never smoked,0
+18986,Female,45.0,0,0,No,Self-employed,Urban,88.47,29.3,never smoked,0
+51177,Female,49.0,0,0,Yes,Private,Urban,67.68,24.8,formerly smoked,0
+575,Male,13.0,0,0,No,children,Rural,98.65,20.1,Unknown,0
+47321,Female,74.0,0,0,Yes,Private,Rural,83.58,18.2,never smoked,0
+7754,Female,72.0,0,0,Yes,Self-employed,Rural,104.04,34.7,formerly smoked,0
+66270,Female,57.0,0,0,Yes,Private,Rural,69.4,24.0,Unknown,0
+2814,Male,51.0,1,0,No,Govt_job,Urban,106.22,29.0,never smoked,0
+52847,Female,55.0,0,0,Yes,Private,Rural,112.46,27.3,never smoked,0
+60235,Male,73.0,0,1,Yes,Private,Rural,72.42,27.6,never smoked,0
+10981,Male,12.0,0,0,No,children,Rural,96.73,20.4,never smoked,0
+62833,Female,6.0,0,0,No,children,Urban,107.4,17.7,Unknown,0
+26267,Female,76.0,0,0,Yes,Self-employed,Urban,267.61,27.9,smokes,0
+69918,Female,38.0,1,0,Yes,Private,Rural,109.46,41.5,never smoked,0
+44927,Female,50.0,0,0,Yes,Govt_job,Rural,120.05,27.4,Unknown,0
+20169,Female,75.0,0,0,Yes,Private,Rural,106.33,27.8,Unknown,0
+31481,Female,1.16,0,0,No,children,Urban,97.28,17.8,Unknown,0
+27721,Male,32.0,0,0,Yes,Private,Rural,83.13,32.0,smokes,0
+71419,Male,12.0,0,0,No,children,Urban,97.35,37.3,Unknown,0
+25642,Male,32.0,0,0,No,Private,Urban,79.54,28.1,Unknown,0
+31932,Female,13.0,0,0,No,children,Urban,76.55,29.1,Unknown,0
+13629,Male,1.32,0,0,No,children,Urban,56.11,22.9,Unknown,0
+38258,Female,63.0,0,0,Yes,Private,Rural,91.36,38.8,formerly smoked,0
+70602,Female,29.0,0,0,No,Private,Rural,79.27,29.0,smokes,0
+60056,Male,53.0,0,0,Yes,Private,Urban,113.21,28.6,smokes,0
+31156,Female,49.0,0,0,Yes,Private,Urban,105.99,29.8,never smoked,0
+69643,Male,81.0,0,0,Yes,Private,Rural,59.93,28.9,formerly smoked,0
+23171,Male,66.0,0,0,Yes,Private,Rural,88.83,29.1,Unknown,0
+42309,Female,42.0,0,0,Yes,Private,Urban,73.37,,smokes,0
+2877,Female,61.0,0,0,Yes,Private,Urban,115.42,16.7,smokes,0
+37011,Female,52.0,0,0,Yes,Private,Rural,71.93,34.1,Unknown,0
+355,Male,8.0,0,0,No,children,Rural,96.43,25.7,Unknown,0
+53252,Male,82.0,0,0,No,Self-employed,Urban,161.95,30.8,never smoked,0
+3553,Female,43.0,0,0,Yes,Govt_job,Urban,104.55,23.9,smokes,0
+72178,Female,4.0,0,0,No,children,Urban,71.25,18.8,Unknown,0
+11817,Male,58.0,0,0,Yes,Govt_job,Urban,160.87,,formerly smoked,0
+26468,Female,45.0,0,0,Yes,Govt_job,Urban,82.02,41.8,smokes,0
+13176,Female,62.0,1,0,Yes,Private,Urban,78.02,36.4,never smoked,0
+67032,Male,42.0,0,0,No,Govt_job,Urban,115.21,28.7,Unknown,0
+39784,Female,72.0,0,0,Yes,Self-employed,Urban,65.12,28.3,never smoked,0
+56156,Other,26.0,0,0,No,Private,Rural,143.33,22.4,formerly smoked,0
+15230,Female,9.0,0,0,No,children,Rural,80.55,15.1,Unknown,0
+25218,Female,31.0,0,0,Yes,Govt_job,Urban,88.2,22.7,never smoked,0
+39637,Female,20.0,0,0,No,Private,Rural,147.42,26.6,Unknown,0
+26777,Male,22.0,0,0,No,Private,Rural,86.53,20.8,never smoked,0
+60533,Female,23.0,0,0,No,Private,Rural,91.95,23.0,Unknown,0
+44375,Female,57.0,1,0,Yes,Self-employed,Rural,63.72,35.8,smokes,0
+49848,Male,52.0,0,0,Yes,Private,Rural,63.78,29.9,never smoked,0
+65413,Female,64.0,0,0,Yes,Private,Urban,55.64,43.4,never smoked,0
+31161,Female,26.0,0,0,No,Govt_job,Urban,88.88,36.3,never smoked,0
+61787,Male,54.0,0,0,Yes,Self-employed,Urban,114.61,40.1,formerly smoked,0
+53482,Male,32.0,0,0,No,Self-employed,Rural,56.08,35.9,formerly smoked,0
+71387,Female,66.0,0,0,Yes,Govt_job,Rural,59.62,32.4,never smoked,0
+7577,Male,13.0,0,0,No,children,Urban,75.85,20.3,Unknown,0
+34400,Female,77.0,1,0,Yes,Self-employed,Rural,176.71,33.2,never smoked,0
+45175,Male,18.0,0,0,No,Private,Urban,80.07,22.3,Unknown,0
+71192,Male,11.0,0,0,No,children,Rural,56.33,18.1,Unknown,0
+26997,Female,16.0,0,0,No,Private,Urban,87.16,28.2,never smoked,0
+33532,Female,73.0,0,1,Yes,Private,Rural,102.46,29.7,never smoked,0
+33704,Male,44.0,1,0,Yes,Private,Rural,84.1,,Unknown,0
+51897,Male,36.0,0,0,Yes,Private,Rural,161.0,29.0,smokes,0
+43016,Male,10.0,0,0,No,children,Urban,70.7,25.4,Unknown,0
+3370,Female,54.0,0,0,Yes,Private,Rural,81.26,26.5,Unknown,0
+39984,Female,42.0,0,0,Yes,Govt_job,Rural,157.67,22.7,formerly smoked,0
+59232,Female,52.0,0,0,Yes,Self-employed,Urban,89.59,27.5,Unknown,0
+57896,Male,32.0,0,0,Yes,Private,Urban,64.02,23.8,smokes,0
+21917,Male,43.0,0,0,Yes,Govt_job,Rural,110.69,35.6,Unknown,0
+66435,Female,28.0,0,0,Yes,Private,Rural,71.97,27.2,never smoked,0
+3442,Female,79.0,0,0,No,Self-employed,Rural,82.07,30.4,Unknown,0
+48064,Male,11.0,0,0,No,children,Rural,65.07,21.5,never smoked,0
+13358,Female,75.0,0,0,Yes,Self-employed,Rural,207.62,31.8,never smoked,0
+64986,Male,55.0,0,0,Yes,Private,Urban,108.64,29.5,never smoked,0
+6032,Male,78.0,0,0,Yes,Self-employed,Urban,201.58,30.6,Unknown,0
+52924,Female,48.0,0,0,Yes,Private,Urban,116.2,27.6,formerly smoked,0
+69979,Male,73.0,0,0,Yes,Self-employed,Rural,231.43,23.0,smokes,0
+50489,Female,56.0,0,0,Yes,Govt_job,Urban,112.62,24.8,never smoked,0
+20094,Male,54.0,1,0,Yes,Private,Urban,220.26,28.0,formerly smoked,0
+16618,Female,55.0,0,0,Yes,Private,Urban,84.37,22.2,Unknown,0
+63280,Female,65.0,0,0,Yes,Private,Rural,82.83,27.8,formerly smoked,0
+14551,Female,69.0,0,0,No,Private,Urban,102.48,30.2,formerly smoked,0
+22098,Female,29.0,0,0,Yes,Self-employed,Rural,69.12,26.8,never smoked,0
+17771,Female,64.0,1,0,Yes,Govt_job,Urban,211.12,22.0,never smoked,0
+11803,Female,16.0,0,0,No,Private,Rural,95.38,34.3,formerly smoked,0
+34356,Female,75.0,0,0,Yes,Private,Rural,108.72,29.2,formerly smoked,0
+26528,Female,17.0,0,0,No,Private,Rural,88.65,30.3,never smoked,0
+51554,Male,42.0,0,0,Yes,Private,Urban,177.91,,Unknown,0
+2296,Male,78.0,1,0,Yes,Self-employed,Urban,90.19,,Unknown,0
+10624,Male,24.0,0,0,Yes,Private,Rural,73.78,21.4,smokes,0
+1681,Female,68.0,0,0,No,Private,Urban,82.85,,smokes,0
+36375,Male,50.0,0,0,Yes,Private,Rural,59.48,26.6,Unknown,0
+8117,Male,52.0,0,0,Yes,Private,Rural,75.77,30.0,formerly smoked,0
+49849,Female,82.0,0,0,Yes,Private,Rural,80.96,33.7,formerly smoked,0
+19436,Male,56.0,0,0,Yes,Private,Rural,82.4,30.9,smokes,0
+10523,Male,56.0,0,0,Yes,Private,Urban,78.93,31.1,Unknown,0
+39322,Male,18.0,0,0,No,Private,Urban,80.59,23.0,Unknown,0
+53265,Female,33.0,0,0,Yes,Self-employed,Urban,70.59,20.2,Unknown,0
+40379,Female,57.0,0,0,Yes,Private,Rural,98.57,31.6,never smoked,0
+66841,Male,30.0,0,0,No,Private,Rural,61.87,23.9,Unknown,0
+38900,Female,52.0,0,0,Yes,Private,Urban,68.88,26.1,Unknown,0
+18180,Female,3.0,0,0,No,children,Urban,66.25,15.8,Unknown,0
+1183,Male,39.0,0,0,Yes,Private,Rural,84.18,,smokes,0
+22964,Male,44.0,0,0,Yes,Govt_job,Rural,69.23,28.7,smokes,0
+64597,Female,33.0,0,0,Yes,Private,Rural,73.2,28.9,Unknown,0
+23893,Male,24.0,0,0,Yes,Private,Urban,103.45,25.1,smokes,0
+51564,Female,24.0,0,0,No,Govt_job,Urban,104.86,19.8,never smoked,0
+14410,Male,54.0,0,1,Yes,Govt_job,Urban,90.3,30.8,smokes,0
+4964,Female,72.0,1,0,Yes,Private,Rural,90.87,22.1,never smoked,0
+15020,Female,37.0,0,0,No,Govt_job,Rural,76.21,20.4,Unknown,0
+27380,Female,36.0,0,0,Yes,Private,Rural,74.14,31.2,formerly smoked,0
+21523,Female,22.0,0,0,No,Govt_job,Urban,87.25,24.9,smokes,0
+8819,Female,68.0,0,0,Yes,Govt_job,Rural,215.33,27.0,formerly smoked,0
+68408,Male,24.0,0,0,No,Private,Urban,88.38,20.1,smokes,0
+8976,Female,35.0,0,0,Yes,Private,Rural,104.4,24.4,never smoked,0
+22290,Female,32.0,0,0,Yes,Private,Urban,104.92,22.6,never smoked,0
+7700,Female,52.0,0,0,Yes,Private,Urban,106.54,22.4,never smoked,0
+40503,Male,21.0,0,0,No,Private,Rural,62.91,26.2,never smoked,0
+47917,Female,82.0,1,0,No,Private,Rural,61.47,22.9,never smoked,0
+30303,Male,33.0,0,0,No,Private,Rural,88.5,32.6,formerly smoked,0
+63864,Male,62.0,0,0,Yes,Private,Rural,107.61,31.3,Unknown,0
+24177,Female,57.0,1,0,Yes,Private,Urban,90.77,43.9,formerly smoked,0
+57274,Male,14.0,0,0,No,Never_worked,Urban,137.91,41.8,never smoked,0
+37213,Male,60.0,0,0,Yes,Self-employed,Rural,212.02,,Unknown,0
+59992,Female,63.0,1,0,Yes,Self-employed,Urban,228.2,37.7,never smoked,0
+27382,Female,50.0,0,0,Yes,Govt_job,Urban,92.15,20.8,never smoked,0
+61017,Female,12.0,0,0,No,children,Urban,126.32,21.6,Unknown,0
+61699,Male,80.0,0,0,Yes,Private,Rural,94.96,22.1,formerly smoked,0
+14489,Female,74.0,0,0,No,Self-employed,Urban,89.52,39.2,Unknown,0
+54053,Male,46.0,0,0,Yes,Private,Rural,66.59,36.7,formerly smoked,0
+38348,Female,66.0,0,0,Yes,Private,Urban,80.1,32.0,never smoked,0
+17668,Male,26.0,0,0,Yes,Self-employed,Urban,73.72,25.9,smokes,0
+11792,Female,70.0,0,0,Yes,Private,Urban,90.49,28.9,formerly smoked,0
+22917,Female,62.0,0,0,Yes,Private,Urban,92.99,29.3,formerly smoked,0
+36204,Male,15.0,0,0,No,children,Rural,62.57,32.3,never smoked,0
+49554,Male,67.0,0,0,Yes,Private,Rural,65.51,33.2,formerly smoked,0
+72594,Male,63.0,0,0,Yes,Private,Urban,95.29,31.6,smokes,0
+28027,Female,42.0,0,0,Yes,Govt_job,Urban,83.7,20.6,never smoked,0
+54177,Female,49.0,1,0,Yes,Govt_job,Rural,63.16,23.3,formerly smoked,0
+32602,Male,78.0,0,1,Yes,Self-employed,Urban,87.77,30.8,Unknown,0
+1213,Female,31.0,0,0,Yes,Self-employed,Urban,87.23,,formerly smoked,0
+21534,Male,67.0,0,0,Yes,Private,Urban,260.85,,Unknown,0
+6852,Female,52.0,1,0,Yes,Self-employed,Rural,104.45,,never smoked,0
+3379,Female,61.0,0,0,Yes,Private,Urban,87.52,23.7,Unknown,0
+41146,Male,41.0,0,0,Yes,Private,Rural,113.65,49.3,never smoked,0
+20391,Female,73.0,0,0,Yes,Govt_job,Rural,65.93,30.3,never smoked,0
+69379,Female,64.0,1,0,Yes,Self-employed,Urban,93.78,24.4,never smoked,0
+34778,Male,65.0,0,0,Yes,Private,Rural,223.9,28.2,formerly smoked,0
+49270,Female,81.0,0,0,Yes,Private,Urban,77.54,33.8,Unknown,0
+55407,Female,47.0,0,0,Yes,Private,Urban,93.18,42.6,formerly smoked,0
+36744,Male,40.0,0,0,Yes,Self-employed,Rural,169.74,31.9,never smoked,0
+26603,Male,46.0,1,0,Yes,Self-employed,Urban,101.93,34.0,Unknown,0
+71414,Female,2.0,0,0,No,children,Urban,125.03,19.8,Unknown,0
+14517,Male,56.0,0,0,Yes,Private,Urban,82.25,30.5,formerly smoked,0
+69050,Male,54.0,0,0,Yes,Private,Urban,85.81,21.7,formerly smoked,0
+52080,Female,26.0,0,0,No,Private,Rural,85.27,24.6,never smoked,0
+27493,Female,45.0,0,0,Yes,Private,Urban,86.06,38.1,never smoked,0
+6295,Female,57.0,0,0,Yes,Govt_job,Urban,104.36,19.2,smokes,0
+20375,Female,78.0,0,0,Yes,Private,Urban,78.29,30.1,formerly smoked,0
+29017,Male,2.0,0,0,No,children,Urban,93.55,23.3,Unknown,0
+56635,Male,76.0,1,0,Yes,Self-employed,Rural,207.96,34.5,formerly smoked,0
+4280,Female,51.0,0,0,Yes,Govt_job,Rural,105.52,30.8,never smoked,0
+22896,Female,54.0,0,0,Yes,Private,Rural,109.27,43.8,formerly smoked,0
+70297,Female,36.0,0,0,Yes,Private,Urban,91.34,29.9,never smoked,0
+47776,Female,57.0,0,0,Yes,Govt_job,Rural,176.78,50.4,never smoked,0
+53141,Female,25.0,0,0,No,Private,Rural,67.73,22.6,never smoked,0
+16145,Female,7.0,0,0,No,children,Rural,73.27,19.5,Unknown,0
+41593,Female,76.0,0,0,Yes,Self-employed,Rural,70.29,33.4,formerly smoked,0
+50651,Female,45.0,0,0,No,Private,Rural,91.47,24.2,Unknown,0
+11111,Female,66.0,1,0,Yes,Govt_job,Urban,205.01,52.7,formerly smoked,0
+15803,Female,45.0,0,0,Yes,Private,Rural,73.87,25.6,Unknown,0
+71597,Female,79.0,1,0,Yes,Private,Rural,64.44,26.9,formerly smoked,0
+22804,Female,25.0,0,0,No,Private,Rural,111.65,35.2,formerly smoked,0
+64498,Female,53.0,0,0,Yes,Private,Rural,90.65,22.1,formerly smoked,0
+41182,Female,35.0,1,0,Yes,Private,Urban,94.2,34.4,smokes,0
+56606,Female,78.0,0,0,Yes,Self-employed,Urban,56.95,26.0,Unknown,0
+36958,Female,32.0,0,0,Yes,Private,Rural,92.37,26.9,never smoked,0
+14877,Male,0.56,0,0,No,children,Rural,127.23,20.1,Unknown,0
+65988,Female,26.0,0,0,No,Private,Rural,191.78,24.7,Unknown,0
+50001,Female,34.0,0,0,Yes,Govt_job,Rural,86.36,32.1,smokes,0
+27034,Female,65.0,0,0,Yes,Govt_job,Urban,82.72,29.8,smokes,0
+8950,Female,15.0,0,0,No,Private,Urban,113.57,27.5,formerly smoked,0
+31850,Female,17.0,0,0,No,Private,Urban,89.58,22.8,Unknown,0
+14288,Female,71.0,0,0,Yes,Private,Rural,91.85,27.6,formerly smoked,0
+3180,Female,42.0,0,0,Yes,Govt_job,Urban,88.89,33.0,never smoked,0
+13899,Male,30.0,0,0,Yes,Private,Urban,79.55,33.7,never smoked,0
+23730,Female,75.0,0,0,Yes,Self-employed,Urban,108.62,25.1,Unknown,0
+6011,Male,9.0,0,0,No,children,Urban,78.24,15.3,Unknown,0
+14376,Male,47.0,0,0,Yes,Private,Rural,88.49,22.2,smokes,0
+22052,Female,75.0,1,0,No,Self-employed,Rural,91.85,21.4,formerly smoked,0
+24836,Female,61.0,0,0,Yes,Private,Rural,72.01,26.0,formerly smoked,0
+11861,Male,61.0,0,0,Yes,Self-employed,Rural,81.96,29.9,never smoked,0
+25613,Female,27.0,0,0,Yes,Private,Urban,70.56,28.6,smokes,0
+71496,Female,55.0,0,0,Yes,Private,Urban,71.02,21.2,never smoked,0
+24074,Female,2.0,0,0,No,children,Rural,99.75,16.0,Unknown,0
+44937,Female,51.0,0,0,Yes,Govt_job,Urban,127.2,22.7,never smoked,0
+72082,Female,45.0,0,0,Yes,Self-employed,Rural,69.76,25.3,smokes,0
+53271,Male,36.0,0,0,Yes,Private,Rural,74.63,31.6,formerly smoked,0
+34077,Male,46.0,0,0,Yes,Govt_job,Rural,102.27,38.9,formerly smoked,0
+42330,Female,48.0,0,0,Yes,Private,Rural,73.56,27.1,smokes,0
+69487,Female,79.0,0,0,Yes,Self-employed,Urban,57.77,24.1,formerly smoked,0
+70973,Female,50.0,0,0,Yes,Govt_job,Urban,151.25,31.5,never smoked,0
+44986,Female,79.0,0,0,Yes,Self-employed,Urban,78.32,32.0,Unknown,0
+2633,Male,32.0,0,0,Yes,Private,Rural,71.5,31.8,never smoked,0
+21834,Female,36.0,0,0,Yes,Private,Urban,84.7,34.0,never smoked,0
+49196,Female,27.0,0,0,Yes,Private,Urban,127.28,23.4,Unknown,0
+22939,Female,22.0,0,0,No,Private,Rural,80.72,29.3,Unknown,0
+55400,Female,5.0,0,0,No,children,Rural,73.92,17.2,Unknown,0
+30870,Male,9.0,0,0,No,children,Urban,93.24,31.9,Unknown,0
+247,Male,31.0,0,0,No,Private,Urban,72.6,31.6,never smoked,0
+7979,Female,26.0,0,0,No,Private,Rural,69.77,23.2,never smoked,0
+56189,Male,43.0,0,0,No,Govt_job,Urban,84.43,30.0,smokes,0
+3984,Female,33.0,0,0,Yes,Private,Rural,84.13,26.3,never smoked,0
+49753,Male,34.0,0,0,No,Self-employed,Rural,81.54,31.8,formerly smoked,0
+71719,Male,66.0,0,0,Yes,Govt_job,Rural,57.17,25.5,formerly smoked,0
+11313,Female,44.0,0,0,Yes,Private,Rural,86.15,21.3,never smoked,0
+38070,Female,56.0,0,0,Yes,Private,Rural,163.02,29.6,never smoked,0
+50455,Female,67.0,0,0,Yes,Self-employed,Urban,110.41,28.7,never smoked,0
+31766,Male,18.0,0,0,No,Private,Rural,102.58,30.8,never smoked,0
+24245,Male,55.0,0,0,Yes,Private,Urban,90.97,32.1,Unknown,0
+50726,Male,61.0,0,0,Yes,Private,Rural,140.96,34.0,smokes,0
+29955,Male,0.08,0,0,No,children,Rural,70.33,16.9,Unknown,0
+64742,Male,48.0,0,0,No,Self-employed,Rural,64.18,32.1,never smoked,0
+48518,Male,44.0,0,0,Yes,Self-employed,Rural,127.57,22.6,never smoked,0
+42999,Female,68.0,0,0,Yes,Private,Urban,109.23,31.3,never smoked,0
+71447,Male,52.0,0,1,Yes,Private,Urban,124.49,29.0,never smoked,0
+61437,Male,15.0,0,0,No,Govt_job,Rural,142.82,27.6,never smoked,0
+50428,Male,2.0,0,0,No,children,Rural,75.69,17.7,Unknown,0
+8816,Male,60.0,0,0,Yes,Private,Urban,74.08,35.9,Unknown,0
+49556,Female,37.0,0,0,Yes,Govt_job,Urban,75.98,33.8,Unknown,0
+67654,Female,5.0,0,0,No,children,Rural,57.8,17.6,Unknown,0
+21989,Female,25.0,0,0,No,Private,Urban,76.44,48.3,Unknown,0
+46434,Male,52.0,1,0,Yes,Govt_job,Urban,214.43,39.9,smokes,0
+3205,Female,79.0,0,0,Yes,Self-employed,Urban,79.03,11.3,Unknown,0
+68692,Male,61.0,1,0,Yes,Private,Urban,66.46,31.5,formerly smoked,0
+44531,Male,36.0,0,0,Yes,Private,Urban,56.42,29.6,never smoked,0
+70392,Male,34.0,0,0,Yes,Private,Rural,112.72,19.4,Unknown,0
+37025,Female,2.0,0,0,No,children,Urban,114.02,18.1,Unknown,0
+68965,Male,43.0,0,0,Yes,Private,Urban,72.33,36.2,smokes,0
+53843,Female,1.48,0,0,No,children,Rural,55.59,17.9,Unknown,0
+5236,Female,49.0,0,0,Yes,Private,Rural,73.48,33.0,never smoked,0
+32110,Female,2.0,0,0,No,children,Urban,105.05,20.4,Unknown,0
+17893,Female,82.0,0,0,Yes,Self-employed,Urban,84.78,33.6,formerly smoked,0
+65794,Female,81.0,1,0,Yes,Private,Rural,164.77,34.5,never smoked,0
+65955,Male,81.0,1,1,No,Private,Rural,220.64,30.0,never smoked,0
+53924,Female,1.08,0,0,No,children,Urban,159.39,12.8,Unknown,0
+70674,Male,60.0,0,0,Yes,Self-employed,Urban,69.53,26.2,never smoked,0
+56410,Male,1.88,0,0,No,children,Urban,81.42,13.5,Unknown,0
+9955,Female,58.0,0,0,No,Private,Urban,83.93,25.6,formerly smoked,0
+8410,Female,8.0,0,0,No,children,Rural,98.9,18.8,Unknown,0
+46854,Female,9.0,0,0,No,children,Urban,82.64,14.5,Unknown,0
+8168,Female,34.0,0,0,Yes,Private,Rural,112.54,23.4,formerly smoked,0
+30405,Female,23.0,0,0,No,Private,Rural,75.25,39.7,formerly smoked,0
+1301,Female,74.0,0,0,No,Self-employed,Urban,204.77,40.8,never smoked,0
+42348,Male,72.0,0,1,Yes,Self-employed,Urban,63.86,29.5,smokes,0
+38560,Male,47.0,0,0,Yes,Private,Rural,72.2,33.0,Unknown,0
+48129,Female,56.0,0,0,Yes,Private,Urban,80.08,25.6,never smoked,0
+10511,Male,5.0,0,0,No,children,Urban,101.61,33.1,Unknown,0
+42481,Male,27.0,0,0,Yes,Private,Urban,114.32,28.1,Unknown,0
+59872,Female,38.0,0,0,Yes,Private,Rural,80.82,49.3,never smoked,0
+56282,Male,13.0,0,0,No,Private,Rural,90.6,16.9,never smoked,0
+6540,Female,41.0,0,0,Yes,Private,Rural,93.67,35.9,Unknown,0
+31378,Female,50.0,0,0,Yes,Self-employed,Rural,87.15,32.1,never smoked,0
+32317,Female,41.0,0,0,Yes,Private,Urban,80.72,34.1,smokes,0
+9948,Male,6.0,0,0,No,children,Urban,83.16,15.1,Unknown,0
+35182,Female,62.0,0,0,Yes,Govt_job,Rural,98.14,42.0,Unknown,0
+5655,Male,4.0,0,0,No,children,Urban,83.13,16.8,Unknown,0
+51762,Female,59.0,0,0,Yes,Private,Rural,134.24,28.8,Unknown,0
+68193,Male,63.0,0,0,Yes,Self-employed,Urban,248.37,32.2,smokes,0
+49459,Male,9.0,0,0,No,children,Rural,61.75,16.2,Unknown,0
+54776,Male,41.0,0,0,No,Private,Urban,70.55,44.2,Unknown,0
+45701,Female,72.0,0,1,No,Self-employed,Rural,124.38,23.4,formerly smoked,0
+7953,Female,45.0,0,0,Yes,Private,Rural,92.21,31.0,never smoked,0
+65508,Male,80.0,0,0,Yes,Govt_job,Urban,148.72,28.7,never smoked,0
+68539,Female,19.0,0,0,No,Private,Urban,79.25,23.6,Unknown,0
+12022,Male,37.0,0,0,Yes,Govt_job,Urban,82.09,35.7,smokes,0
+3348,Female,58.0,1,0,Yes,Private,Urban,194.53,39.5,never smoked,0
+58466,Male,77.0,0,0,Yes,Private,Rural,98.84,27.3,Unknown,0
+50434,Male,38.0,0,0,Yes,Govt_job,Rural,135.74,31.3,formerly smoked,0
+49974,Male,49.0,0,0,Yes,Private,Rural,66.55,33.4,Unknown,0
+54574,Female,20.0,0,0,No,Private,Urban,115.69,29.2,never smoked,0
+39342,Male,23.0,0,0,No,Private,Rural,67.76,26.0,never smoked,0
+2972,Male,55.0,0,0,No,Govt_job,Rural,88.65,18.1,formerly smoked,0
+32717,Male,16.0,0,0,No,children,Rural,106.11,22.4,Unknown,0
+14063,Male,81.0,0,1,No,Self-employed,Rural,95.49,29.4,Unknown,0
+71724,Female,23.0,0,0,No,Private,Urban,59.07,21.6,never smoked,0
+4753,Male,82.0,0,1,Yes,Self-employed,Urban,228.92,27.9,formerly smoked,0
+62076,Male,48.0,0,0,Yes,Private,Rural,62.89,29.6,Unknown,0
+6665,Male,56.0,0,0,Yes,Private,Rural,96.84,30.2,Unknown,0
+51385,Male,61.0,0,0,Yes,Private,Rural,81.25,43.4,smokes,0
+66973,Male,43.0,0,0,Yes,Private,Urban,92.71,30.5,formerly smoked,0
+59671,Female,39.0,0,0,No,Private,Rural,85.59,33.2,Unknown,0
+3946,Female,22.0,0,0,Yes,Private,Urban,89.06,27.7,never smoked,0
+17623,Male,41.0,0,0,No,Self-employed,Urban,87.44,33.5,Unknown,0
+50644,Male,37.0,0,0,Yes,Private,Urban,64.07,28.0,Unknown,0
+54294,Female,65.0,0,0,Yes,Govt_job,Urban,79.39,31.5,formerly smoked,0
+46767,Female,8.0,0,0,No,children,Rural,67.84,24.0,Unknown,0
+12911,Female,51.0,0,0,Yes,Private,Rural,81.73,27.4,never smoked,0
+16109,Male,63.0,0,0,Yes,Private,Urban,105.52,37.9,formerly smoked,0
+47499,Female,48.0,0,0,Yes,Govt_job,Rural,77.55,26.2,Unknown,0
+8790,Female,17.0,0,0,No,Private,Urban,127.42,22.4,Unknown,0
+11259,Female,53.0,0,0,Yes,Private,Urban,227.68,,never smoked,0
+12003,Female,75.0,0,0,Yes,Private,Rural,226.73,43.7,never smoked,0
+71099,Female,51.0,0,0,Yes,Self-employed,Urban,89.74,28.4,never smoked,0
+62090,Male,51.0,0,0,No,Self-employed,Rural,219.17,29.8,never smoked,0
+10138,Female,41.0,0,0,Yes,Private,Urban,74.85,24.8,formerly smoked,0
+71424,Female,75.0,1,0,Yes,Self-employed,Urban,55.96,34.8,never smoked,0
+44759,Male,57.0,0,0,Yes,Private,Urban,215.92,27.4,smokes,0
+21953,Female,33.0,0,0,No,Private,Urban,84.4,,smokes,0
+52234,Female,72.0,0,0,Yes,Govt_job,Urban,104.05,33.5,never smoked,0
+46461,Female,52.0,0,0,Yes,Private,Urban,62.54,35.0,smokes,0
+6973,Male,11.0,0,0,No,children,Rural,87.54,24.4,Unknown,0
+5068,Female,28.0,0,0,No,Private,Urban,76.81,28.3,smokes,0
+65277,Female,78.0,1,0,No,Self-employed,Rural,198.12,29.1,never smoked,0
+52679,Female,82.0,0,0,Yes,Self-employed,Rural,78.0,31.3,formerly smoked,0
+36728,Male,74.0,0,0,Yes,Private,Urban,79.44,32.8,never smoked,0
+46797,Female,31.0,0,0,Yes,Private,Rural,75.82,29.1,never smoked,0
+63898,Female,53.0,1,0,Yes,Private,Urban,240.86,31.9,never smoked,0
+11371,Male,0.24,0,0,No,children,Urban,89.28,14.2,Unknown,0
+13155,Female,67.0,1,0,Yes,Govt_job,Rural,263.56,26.3,never smoked,0
+27125,Female,17.0,0,0,No,Private,Urban,81.13,22.8,never smoked,0
+15383,Female,29.0,0,0,Yes,Private,Urban,118.44,24.8,never smoked,0
+19828,Female,56.0,1,0,Yes,Private,Rural,97.37,34.1,smokes,0
+6289,Female,15.0,0,0,No,children,Urban,80.51,21.5,Unknown,0
+44243,Female,29.0,0,0,No,Private,Rural,78.88,26.1,never smoked,0
+40167,Female,79.0,1,1,Yes,Govt_job,Rural,83.61,21.4,smokes,0
+38078,Female,82.0,1,1,Yes,Private,Urban,73.19,33.5,never smoked,0
+34257,Male,17.0,0,0,No,Govt_job,Urban,68.91,23.0,Unknown,0
+21653,Male,8.0,0,0,No,children,Rural,104.3,18.5,Unknown,0
+63764,Male,23.0,0,0,No,Private,Urban,87.87,23.4,never smoked,0
+22194,Female,36.0,0,0,Yes,Private,Urban,96.7,31.4,Unknown,0
+16010,Male,47.0,0,0,Yes,Private,Rural,91.05,31.1,formerly smoked,0
+5074,Male,24.0,0,0,No,Private,Rural,200.14,37.7,smokes,0
+10243,Female,60.0,0,0,Yes,Govt_job,Urban,73.04,25.3,never smoked,0
+52588,Female,63.0,0,0,Yes,Private,Rural,85.81,35.6,never smoked,0
+56996,Male,44.0,0,0,Yes,Private,Urban,65.41,24.8,smokes,0
+28315,Male,38.0,0,0,Yes,Private,Rural,108.68,32.7,never smoked,0
+15104,Female,26.0,0,0,Yes,Private,Rural,88.79,24.9,never smoked,0
+26604,Female,18.0,0,0,No,Private,Rural,107.82,26.0,never smoked,0
+27916,Male,18.0,0,0,No,Private,Urban,97.39,22.8,never smoked,0
+60249,Male,13.0,0,0,No,Private,Urban,141.09,24.0,Unknown,0
+45787,Male,13.0,0,0,No,children,Urban,122.38,20.3,Unknown,0
+65526,Female,47.0,0,0,Yes,Private,Urban,77.91,30.3,formerly smoked,0
+72354,Female,80.0,1,0,Yes,Self-employed,Rural,103.6,23.7,never smoked,0
+38938,Female,24.0,0,0,No,Private,Rural,159.7,25.7,Unknown,0
+39017,Female,72.0,0,0,Yes,Govt_job,Rural,118.22,21.9,formerly smoked,0
+13219,Male,5.0,0,0,No,children,Urban,84.5,15.8,Unknown,0
+3003,Female,51.0,0,0,Yes,Govt_job,Rural,85.59,30.5,never smoked,0
+34543,Female,82.0,0,0,Yes,Self-employed,Rural,84.42,25.7,Unknown,0
+21762,Male,5.0,0,0,No,children,Rural,100.98,19.0,Unknown,0
+22003,Male,66.0,0,0,Yes,Private,Rural,81.11,28.8,formerly smoked,0
+6731,Female,53.0,0,0,No,Private,Rural,235.45,,formerly smoked,0
+19032,Female,15.0,0,0,No,Private,Rural,79.2,22.4,never smoked,0
+55370,Female,53.0,0,0,Yes,Private,Urban,207.71,32.4,Unknown,0
+57288,Female,78.0,0,0,Yes,Private,Rural,99.84,36.6,never smoked,0
+31925,Female,62.0,0,0,Yes,Private,Rural,98.05,27.9,never smoked,0
+8264,Male,41.0,0,0,Yes,Self-employed,Rural,105.9,27.7,Unknown,0
+448,Female,49.0,0,0,Yes,Private,Rural,107.55,,Unknown,0
+38783,Female,41.0,0,0,Yes,Self-employed,Urban,146.21,34.3,Unknown,0
+45961,Female,78.0,0,0,Yes,Private,Urban,79.94,26.7,never smoked,0
+27518,Male,14.0,0,0,No,Self-employed,Rural,72.28,19.0,Unknown,0
+51106,Female,1.48,0,0,No,children,Rural,123.1,20.6,Unknown,0
+42251,Male,71.0,1,1,Yes,Self-employed,Rural,67.06,26.7,smokes,0
+33115,Male,32.0,0,0,Yes,Private,Rural,82.68,29.2,never smoked,0
+31701,Male,16.0,0,0,No,Private,Rural,125.89,21.3,never smoked,0
+21661,Female,68.0,0,0,Yes,Govt_job,Urban,228.05,51.9,Unknown,0
+18837,Male,0.56,0,0,No,children,Urban,98.23,14.1,Unknown,0
+57777,Female,59.0,0,0,Yes,Self-employed,Urban,90.06,28.9,smokes,0
+62610,Male,32.0,0,0,Yes,Private,Urban,119.9,30.9,smokes,0
+2730,Male,58.0,0,0,Yes,Private,Urban,94.53,36.1,never smoked,0
+51116,Female,40.0,0,0,Yes,Self-employed,Urban,64.66,25.0,formerly smoked,0
+22607,Female,41.0,0,0,Yes,Private,Urban,103.79,28.6,never smoked,0
+11595,Female,21.0,0,0,No,Private,Urban,88.51,20.5,never smoked,0
+24355,Female,1.88,0,0,No,children,Rural,97.26,16.7,Unknown,0
+32563,Male,55.0,0,0,Yes,Govt_job,Urban,92.59,36.6,never smoked,0
+18266,Female,67.0,0,0,Yes,Private,Rural,102.89,26.4,never smoked,0
+60088,Male,49.0,1,0,Yes,Self-employed,Rural,92.26,33.1,formerly smoked,0
+14912,Female,42.0,0,0,Yes,Private,Rural,80.0,27.5,never smoked,0
+49939,Female,54.0,0,0,Yes,Self-employed,Urban,56.75,26.9,never smoked,0
+64534,Female,25.0,0,0,Yes,Private,Urban,104.66,23.9,never smoked,0
+62914,Male,62.0,0,0,Yes,Private,Rural,60.39,26.9,Unknown,0
+4297,Male,75.0,0,0,Yes,Govt_job,Urban,223.14,27.8,never smoked,0
+20399,Female,72.0,1,0,Yes,Private,Urban,105.51,32.7,never smoked,0
+1112,Female,14.0,0,0,No,Private,Urban,83.42,28.7,never smoked,0
+13276,Female,38.0,0,0,Yes,Private,Urban,71.06,22.6,Unknown,0
+1260,Male,59.0,0,0,Yes,Govt_job,Urban,101.24,26.5,never smoked,0
+40509,Female,23.0,0,0,No,Private,Urban,91.19,28.3,never smoked,0
+15241,Female,63.0,1,1,No,Govt_job,Urban,174.43,24.3,never smoked,0
+31344,Male,82.0,0,0,Yes,Self-employed,Urban,214.51,24.0,formerly smoked,0
+55169,Male,34.0,0,0,Yes,Private,Rural,72.64,32.4,never smoked,0
+55740,Female,8.0,0,0,No,children,Urban,62.69,28.7,Unknown,0
+62513,Female,28.0,0,0,Yes,Private,Rural,141.16,36.7,never smoked,0
+18040,Female,49.0,0,0,Yes,Govt_job,Rural,89.61,27.7,never smoked,0
+10374,Female,24.0,0,0,Yes,Private,Rural,76.42,24.8,smokes,0
+37209,Male,17.0,0,0,No,Never_worked,Rural,124.38,31.2,never smoked,0
+62306,Female,69.0,1,0,Yes,Self-employed,Urban,111.81,26.1,formerly smoked,0
+54101,Female,58.0,0,0,Yes,Self-employed,Rural,57.57,26.8,Unknown,0
+12259,Male,50.0,0,0,Yes,Private,Urban,77.82,26.7,formerly smoked,0
+37634,Male,5.0,0,0,No,children,Urban,60.09,19.6,Unknown,0
+22548,Female,34.0,0,0,Yes,Private,Urban,91.02,25.8,never smoked,0
+65407,Female,64.0,0,0,Yes,Self-employed,Rural,65.46,32.5,formerly smoked,0
+50723,Male,47.0,0,0,Yes,Private,Rural,131.19,28.3,smokes,0
+20890,Female,61.0,0,0,Yes,Private,Rural,79.89,24.5,smokes,0
+52472,Male,14.0,0,0,No,children,Urban,74.54,25.2,Unknown,0
+42859,Female,57.0,0,0,Yes,Private,Urban,231.31,32.3,never smoked,0
+3167,Male,53.0,0,1,Yes,Private,Urban,91.57,30.1,formerly smoked,0
+56469,Male,67.0,0,0,Yes,Private,Urban,238.78,35.7,formerly smoked,0
+23851,Female,57.0,0,0,No,Private,Rural,87.18,20.0,formerly smoked,0
+30571,Female,38.0,0,0,Yes,Govt_job,Rural,78.94,23.5,Unknown,0
+67786,Female,13.0,0,0,No,children,Rural,69.01,23.4,Unknown,0
+41404,Female,37.0,0,0,Yes,Private,Rural,110.28,22.3,never smoked,0
+33960,Male,39.0,1,0,Yes,Self-employed,Urban,71.66,28.7,never smoked,0
+70833,Female,13.0,0,0,No,Private,Urban,62.57,20.9,Unknown,0
+65731,Male,57.0,0,0,Yes,Self-employed,Urban,83.64,29.4,smokes,0
+57968,Female,11.0,0,0,No,children,Urban,107.18,27.6,Unknown,0
+57539,Female,68.0,0,0,Yes,Private,Rural,233.59,43.9,never smoked,0
+17745,Male,79.0,1,0,Yes,Self-employed,Urban,84.88,28.7,formerly smoked,0
+33252,Female,24.0,0,0,No,Private,Rural,97.95,34.7,Unknown,0
+69789,Female,44.0,0,0,Yes,Private,Rural,58.19,37.1,Unknown,0
+40076,Female,46.0,0,0,Yes,Private,Rural,70.11,24.2,never smoked,0
+10323,Female,66.0,0,0,Yes,Private,Urban,112.77,22.7,smokes,0
+23514,Female,61.0,0,0,Yes,Self-employed,Urban,75.46,29.3,formerly smoked,0
+37395,Female,16.0,0,0,No,Private,Urban,63.63,20.0,smokes,0
+8240,Female,37.0,0,0,Yes,Private,Urban,100.22,22.7,smokes,0
+9620,Female,43.0,0,0,Yes,Govt_job,Rural,81.77,25.4,never smoked,0
+7092,Female,27.0,0,0,Yes,Private,Rural,94.25,37.6,never smoked,0
+50216,Male,44.0,1,0,Yes,Self-employed,Rural,188.13,44.7,formerly smoked,0
+59506,Male,14.0,0,0,No,Private,Rural,164.7,26.3,Unknown,0
+43397,Male,81.0,0,1,Yes,Self-employed,Rural,68.27,25.0,Unknown,0
+62384,Male,52.0,0,1,No,Self-employed,Rural,79.81,,formerly smoked,0
+10651,Male,54.0,1,0,Yes,Govt_job,Rural,100.12,32.3,formerly smoked,0
+69750,Female,77.0,0,0,Yes,Self-employed,Urban,151.23,24.9,never smoked,0
+55455,Male,27.0,0,0,No,Private,Rural,112.41,33.7,never smoked,0
+34230,Female,35.0,0,0,Yes,Self-employed,Urban,205.97,26.6,formerly smoked,0
+65154,Female,30.0,0,0,Yes,Private,Urban,112.19,53.4,never smoked,0
+36298,Female,48.0,0,0,Yes,Self-employed,Rural,71.93,41.7,never smoked,0
+13171,Female,15.0,0,0,No,children,Urban,190.89,22.0,never smoked,0
+62983,Female,26.0,0,0,Yes,Private,Urban,138.02,20.3,smokes,0
+44834,Female,38.0,0,0,Yes,Private,Rural,66.16,42.7,Unknown,0
+67411,Male,29.0,0,0,No,Private,Rural,105.73,28.2,smokes,0
+5455,Male,49.0,0,0,Yes,Private,Rural,78.34,32.5,Unknown,0
+49267,Female,55.0,0,0,Yes,Private,Urban,102.1,22.5,formerly smoked,0
+60464,Male,52.0,0,0,Yes,Private,Urban,97.37,26.5,smokes,0
+56286,Male,49.0,0,0,Yes,Private,Urban,193.87,41.0,Unknown,0
+5223,Female,21.0,0,0,No,Private,Rural,78.32,27.0,Unknown,0
+53302,Female,24.0,0,0,Yes,Private,Rural,130.0,25.9,formerly smoked,0
+59309,Male,18.0,0,0,No,Self-employed,Urban,74.0,23.7,Unknown,0
+69824,Male,52.0,0,0,Yes,Private,Rural,111.04,30.0,never smoked,0
+13173,Male,70.0,1,0,Yes,Private,Urban,214.77,15.0,formerly smoked,0
+52579,Female,51.0,0,0,Yes,Self-employed,Rural,97.25,21.5,never smoked,0
+59451,Male,58.0,0,0,Yes,Private,Urban,79.95,25.9,never smoked,0
+56875,Female,46.0,0,0,Yes,Govt_job,Urban,162.24,24.3,smokes,0
+16774,Female,79.0,0,0,No,Self-employed,Urban,74.36,39.2,Unknown,0
+61672,Female,11.0,0,0,No,children,Urban,69.68,14.4,Unknown,0
+25811,Female,61.0,0,0,Yes,Private,Urban,98.35,26.6,never smoked,0
+7780,Male,51.0,0,0,Yes,Self-employed,Urban,75.73,30.7,never smoked,0
+58149,Female,21.0,0,0,No,Private,Rural,85.86,35.4,Unknown,0
+38742,Female,71.0,0,0,Yes,Private,Urban,80.34,29.2,never smoked,0
+29613,Female,13.0,0,0,No,Private,Rural,73.76,26.7,Unknown,0
+20655,Male,16.0,0,0,No,Private,Rural,94.96,21.5,never smoked,0
+53897,Female,61.0,0,0,Yes,Private,Urban,108.18,19.1,never smoked,0
+29792,Female,49.0,0,0,Yes,Private,Rural,85.23,25.4,Unknown,0
+15990,Male,65.0,1,0,Yes,Govt_job,Rural,189.88,34.0,never smoked,0
+45112,Male,40.0,0,0,No,Govt_job,Urban,197.11,23.9,never smoked,0
+28385,Female,44.0,0,0,Yes,Private,Rural,100.08,20.9,smokes,0
+63423,Male,11.0,0,0,No,children,Rural,68.62,18.2,Unknown,0
+187,Female,20.0,0,0,No,Private,Rural,84.07,27.6,smokes,0
+18891,Male,24.0,0,0,No,Govt_job,Rural,99.65,50.3,never smoked,0
+34657,Female,44.0,0,0,Yes,Self-employed,Urban,82.33,24.5,never smoked,0
+40546,Male,5.0,0,0,No,children,Urban,94.49,16.6,Unknown,0
+56755,Male,41.0,0,0,Yes,Private,Rural,108.71,24.0,never smoked,0
+71097,Female,23.0,0,0,No,Private,Urban,64.94,18.8,never smoked,0
+21025,Female,7.0,0,0,No,children,Urban,98.22,34.0,Unknown,0
+69020,Female,74.0,0,0,Yes,Private,Urban,83.5,25.8,never smoked,0
+48883,Male,61.0,0,0,Yes,Govt_job,Rural,192.47,30.3,never smoked,0
+71297,Female,80.0,1,0,Yes,Private,Urban,125.89,28.9,smokes,0
+52216,Female,35.0,0,0,Yes,Private,Urban,87.72,21.3,never smoked,0
+20421,Female,43.0,0,0,Yes,Private,Rural,68.94,26.8,never smoked,0
+36896,Male,25.0,0,0,Yes,Private,Rural,66.51,29.2,Unknown,0
+23535,Male,72.0,0,1,Yes,Self-employed,Urban,85.82,25.0,formerly smoked,0
+1323,Female,45.0,0,0,Yes,Private,Rural,87.47,21.5,never smoked,0
+47309,Male,9.0,0,0,No,children,Urban,87.74,17.1,Unknown,0
+34161,Male,33.0,1,0,Yes,Private,Rural,85.12,32.5,never smoked,0
+57405,Male,53.0,0,0,Yes,Self-employed,Urban,103.37,26.9,formerly smoked,0
+15824,Female,67.0,0,0,Yes,Private,Rural,81.68,30.4,never smoked,0
+32103,Male,59.0,0,0,Yes,Self-employed,Urban,76.51,29.8,never smoked,0
+18205,Female,1.32,0,0,No,children,Rural,110.17,20.3,Unknown,0
+71420,Male,27.0,0,0,No,Govt_job,Rural,65.12,41.1,smokes,0
+298,Female,41.0,0,0,Yes,Self-employed,Rural,76.66,,Unknown,0
+15136,Male,64.0,0,1,Yes,Private,Rural,109.88,33.9,Unknown,0
+9879,Female,55.0,0,1,Yes,Private,Urban,199.38,39.0,Unknown,0
+68302,Female,40.0,0,0,Yes,Private,Urban,65.77,31.2,never smoked,0
+65507,Male,33.0,0,0,Yes,Private,Rural,55.72,38.2,never smoked,0
+63949,Female,33.0,0,0,Yes,Govt_job,Urban,75.67,44.7,never smoked,0
+62475,Male,39.0,1,0,Yes,Private,Rural,88.18,33.5,smokes,0
+35648,Female,74.0,0,0,Yes,Self-employed,Rural,95.94,27.0,never smoked,0
+72276,Male,38.0,0,0,Yes,Private,Urban,86.93,31.1,never smoked,0
+49661,Male,53.0,0,0,Yes,Govt_job,Urban,85.17,29.2,never smoked,0
+31590,Male,22.0,0,0,No,Private,Urban,111.1,26.6,never smoked,0
+8584,Female,5.0,0,0,No,children,Rural,92.0,17.9,Unknown,0
+7964,Male,24.0,0,0,No,Private,Urban,97.47,24.2,formerly smoked,0
+25130,Female,27.0,0,0,Yes,Private,Urban,79.21,19.5,Unknown,0
+3531,Male,41.0,0,0,Yes,Private,Rural,83.97,28.5,formerly smoked,0
+6529,Female,20.0,0,0,No,Private,Urban,98.55,21.3,never smoked,0
+22272,Female,71.0,1,0,Yes,Private,Rural,202.98,41.3,never smoked,0
+40702,Female,65.0,0,0,No,Govt_job,Urban,60.7,31.3,never smoked,0
+1656,Male,38.0,0,0,Yes,Private,Urban,92.22,40.8,never smoked,0
+51988,Female,25.0,0,0,Yes,Private,Rural,79.94,36.6,Unknown,0
+48323,Male,53.0,0,0,Yes,Govt_job,Rural,83.68,26.7,Unknown,0
+35155,Female,50.0,0,0,Yes,Self-employed,Urban,69.92,18.7,formerly smoked,0
+46314,Female,1.24,0,0,No,children,Rural,136.96,15.2,Unknown,0
+12906,Female,55.0,0,0,Yes,Self-employed,Rural,95.32,26.8,never smoked,0
+24961,Female,38.0,0,0,Yes,Private,Rural,107.78,25.1,never smoked,0
+14000,Female,72.0,1,1,Yes,Private,Urban,198.32,31.3,formerly smoked,0
+23047,Male,43.0,0,0,Yes,Private,Urban,100.16,59.7,never smoked,0
+6827,Male,30.0,0,0,Yes,Private,Urban,96.02,29.8,never smoked,0
+44656,Female,69.0,1,0,Yes,Private,Rural,112.69,33.5,formerly smoked,0
+59801,Female,61.0,0,0,Yes,Private,Urban,60.61,24.5,never smoked,0
+51073,Female,34.0,0,0,Yes,Self-employed,Urban,79.77,33.6,never smoked,0
+34966,Female,43.0,0,0,Yes,Self-employed,Urban,87.41,39.7,formerly smoked,0
+41122,Female,62.0,0,0,Yes,Private,Rural,226.38,47.4,never smoked,0
+4449,Male,48.0,0,0,Yes,Govt_job,Rural,124.64,26.4,smokes,0
+54726,Female,37.0,0,0,Yes,Private,Urban,69.42,33.0,never smoked,0
+1772,Female,64.0,0,0,Yes,Govt_job,Urban,77.68,31.4,never smoked,0
+4850,Male,51.0,0,0,Yes,Private,Rural,112.79,27.2,never smoked,0
+44886,Male,69.0,1,0,Yes,Self-employed,Rural,236.79,35.7,formerly smoked,0
+26076,Female,75.0,1,0,Yes,Self-employed,Rural,219.82,29.5,formerly smoked,0
+54962,Female,27.0,0,0,No,Private,Urban,82.05,21.0,Unknown,0
+1116,Female,49.0,0,0,No,Govt_job,Rural,104.08,26.6,never smoked,0
+28247,Male,82.0,0,0,No,Self-employed,Urban,101.57,24.3,smokes,0
+39563,Female,36.0,0,0,Yes,Private,Rural,71.32,43.9,smokes,0
+49553,Male,1.88,0,0,No,children,Rural,143.97,,Unknown,0
+14872,Male,45.0,1,0,Yes,Self-employed,Rural,239.19,52.5,Unknown,0
+57598,Female,64.0,0,0,Yes,Private,Rural,78.45,27.0,formerly smoked,0
+70022,Male,32.0,0,0,No,Private,Rural,61.11,32.7,never smoked,0
+70365,Female,15.0,0,0,No,Private,Urban,87.29,29.4,Unknown,0
+57219,Female,1.64,0,0,No,children,Rural,82.49,15.1,Unknown,0
+28344,Male,34.0,0,0,Yes,Private,Urban,83.15,32.1,Unknown,0
+50785,Male,17.0,0,0,No,Private,Rural,83.26,32.9,never smoked,0
+17251,Female,76.0,1,0,Yes,Self-employed,Urban,78.7,27.6,formerly smoked,0
+48459,Male,61.0,0,0,Yes,Self-employed,Urban,111.94,26.5,smokes,0
+68843,Male,30.0,0,0,Yes,Private,Rural,104.77,19.2,smokes,0
+27523,Female,18.0,0,0,No,Private,Urban,104.26,25.9,Unknown,0
+61651,Male,48.0,0,0,Yes,Private,Rural,113.84,21.9,never smoked,0
+22877,Male,0.16,0,0,No,children,Urban,114.71,17.4,Unknown,0
+52859,Female,4.0,0,0,No,children,Urban,61.54,13.2,Unknown,0
+55631,Male,38.0,0,0,Yes,Private,Rural,133.62,25.2,never smoked,0
+7003,Female,27.0,0,0,Yes,Private,Rural,111.96,28.2,never smoked,0
+68447,Female,50.0,0,0,No,Private,Urban,112.44,31.5,Unknown,0
+13817,Male,19.0,0,0,No,Private,Urban,123.61,25.2,Unknown,0
+12117,Male,8.0,0,0,No,children,Urban,84.68,14.5,Unknown,0
+40210,Male,78.0,0,1,Yes,Self-employed,Rural,206.62,28.0,formerly smoked,0
+23360,Male,0.8,0,0,No,children,Rural,114.54,15.1,Unknown,0
+28447,Female,53.0,1,0,Yes,Private,Rural,216.88,31.4,smokes,0
+72398,Female,73.0,1,0,Yes,Private,Urban,110.38,26.3,never smoked,0
+7859,Male,34.0,0,0,Yes,Private,Urban,99.23,,smokes,0
+20140,Male,58.0,0,0,Yes,Govt_job,Rural,204.92,39.6,never smoked,0
+46903,Female,62.0,0,0,Yes,Private,Urban,56.74,28.9,never smoked,0
+61333,Female,78.0,0,0,No,Self-employed,Rural,68.35,31.4,Unknown,0
+7403,Female,51.0,0,0,Yes,Private,Urban,83.52,34.3,Unknown,0
+69370,Male,78.0,0,0,Yes,Govt_job,Urban,59.74,27.0,formerly smoked,0
+43549,Female,40.0,1,0,Yes,Private,Rural,81.59,27.2,never smoked,0
+2903,Female,35.0,0,0,No,Private,Rural,123.83,23.8,never smoked,0
+70268,Male,82.0,0,0,Yes,Private,Urban,226.84,25.3,formerly smoked,0
+11003,Female,46.0,0,0,Yes,Self-employed,Rural,93.2,32.6,Unknown,0
+61475,Female,51.0,1,0,Yes,Private,Rural,85.84,31.8,never smoked,0
+27608,Female,53.0,0,0,Yes,Govt_job,Urban,74.64,22.4,Unknown,0
+9923,Male,55.0,0,1,Yes,Private,Urban,80.17,28.0,never smoked,0
+28091,Female,43.0,0,0,Yes,Govt_job,Urban,85.03,23.9,formerly smoked,0
+59749,Male,81.0,0,0,Yes,Private,Urban,234.35,25.3,formerly smoked,0
+8719,Male,12.0,0,0,No,children,Urban,116.25,16.4,formerly smoked,0
+58154,Female,20.0,0,0,No,Private,Urban,66.55,26.9,smokes,0
+31712,Female,53.0,0,0,Yes,Private,Urban,88.38,25.4,never smoked,0
+14249,Female,1.32,0,0,No,children,Urban,81.05,18.7,Unknown,0
+30693,Female,22.0,0,0,No,Private,Urban,68.4,37.5,never smoked,0
+18866,Female,75.0,0,0,Yes,Self-employed,Urban,96.95,41.4,never smoked,0
+36909,Female,66.0,0,0,Yes,Self-employed,Rural,66.24,37.5,never smoked,0
+63562,Male,7.0,0,0,No,children,Rural,91.81,15.8,Unknown,0
+29352,Female,26.0,0,0,No,Private,Urban,84.86,37.6,never smoked,0
+44024,Female,14.0,0,0,No,Private,Rural,118.88,30.5,never smoked,0
+24068,Female,32.0,0,0,Yes,Private,Urban,85.91,22.1,Unknown,0
+57602,Male,6.0,0,0,No,children,Rural,115.4,19.2,Unknown,0
+16536,Female,42.0,0,0,Yes,Self-employed,Rural,75.34,38.0,never smoked,0
+6639,Male,4.0,0,0,No,children,Rural,100.19,18.7,Unknown,0
+6528,Male,75.0,0,0,Yes,Govt_job,Urban,200.73,25.7,formerly smoked,0
+42594,Male,80.0,1,0,Yes,Govt_job,Urban,114.09,30.1,never smoked,0
+59045,Female,52.0,0,0,Yes,Private,Urban,67.3,36.3,never smoked,0
+31608,Male,11.0,0,0,No,children,Rural,96.91,20.4,Unknown,0
+47949,Male,14.0,0,0,No,children,Rural,116.2,20.9,Unknown,0
+41362,Female,74.0,0,0,Yes,Self-employed,Rural,72.54,28.4,never smoked,0
+18187,Male,58.0,0,0,Yes,Private,Rural,96.01,33.8,Unknown,0
+8983,Female,80.0,1,0,Yes,Private,Urban,89.16,24.0,never smoked,0
+20098,Female,31.0,0,0,Yes,Self-employed,Rural,108.64,43.3,never smoked,0
+3777,Female,28.0,1,0,Yes,Govt_job,Rural,83.66,36.4,never smoked,0
+11651,Female,25.0,0,0,Yes,Private,Rural,81.21,37.9,never smoked,0
+28527,Male,71.0,0,0,No,Private,Urban,86.96,32.6,never smoked,0
+63282,Female,51.0,0,0,Yes,Govt_job,Rural,92.95,23.9,never smoked,0
+37038,Male,15.0,0,0,No,children,Urban,95.86,18.1,Unknown,0
+4528,Male,45.0,1,0,No,Private,Rural,85.52,36.4,never smoked,0
+41665,Male,53.0,0,0,Yes,Govt_job,Rural,159.39,29.2,never smoked,0
+26539,Male,69.0,0,0,Yes,Self-employed,Urban,202.51,30.8,formerly smoked,0
+25325,Female,42.0,0,0,Yes,Private,Rural,82.24,23.8,formerly smoked,0
+69462,Female,4.0,0,0,No,children,Rural,109.81,17.9,Unknown,0
+29816,Male,64.0,1,0,Yes,Private,Rural,91.85,31.8,formerly smoked,0
+47784,Female,5.0,0,0,No,children,Rural,123.49,19.5,Unknown,0
+18181,Male,44.0,0,0,Yes,Private,Rural,105.49,31.5,smokes,0
+8614,Male,78.0,0,1,Yes,Self-employed,Urban,101.53,24.1,formerly smoked,0
+347,Female,16.0,0,0,No,Private,Urban,89.45,,Unknown,0
+61336,Female,69.0,0,0,Yes,Self-employed,Urban,126.04,35.9,never smoked,0
+27647,Male,80.0,0,1,Yes,Self-employed,Rural,95.49,31.6,Unknown,0
+25676,Female,7.0,0,0,No,children,Rural,89.38,19.0,Unknown,0
+65894,Female,2.0,0,0,No,children,Urban,82.3,18.8,Unknown,0
+2291,Female,80.0,1,0,Yes,Self-employed,Urban,218.0,33.5,Unknown,0
+25630,Female,69.0,0,0,Yes,Self-employed,Urban,79.7,25.0,never smoked,0
+38575,Male,58.0,1,0,Yes,Self-employed,Rural,209.15,52.9,formerly smoked,0
+29326,Female,75.0,0,0,Yes,Self-employed,Rural,70.22,24.8,formerly smoked,0
+59292,Female,60.0,0,0,Yes,Self-employed,Rural,83.57,24.5,never smoked,0
+52051,Female,75.0,0,0,Yes,Self-employed,Urban,60.6,40.4,smokes,0
+64508,Female,10.0,0,0,No,children,Urban,97.24,20.2,Unknown,0
+36593,Male,38.0,0,0,No,Private,Rural,162.72,31.9,smokes,0
+39834,Male,28.0,0,0,No,Private,Urban,73.27,25.4,smokes,0
+54111,Female,3.0,0,0,No,children,Urban,92.62,15.4,Unknown,0
+53476,Female,31.0,0,0,Yes,Private,Urban,90.0,38.6,never smoked,0
+479,Female,59.0,1,0,Yes,Private,Rural,78.28,31.0,formerly smoked,0
+37237,Female,31.0,0,0,No,Private,Rural,87.81,26.4,smokes,0
+5496,Female,45.0,0,0,Yes,Private,Urban,202.66,,never smoked,0
+56075,Female,58.0,0,0,Yes,Private,Rural,196.5,37.7,never smoked,0
+46130,Female,57.0,0,0,Yes,Self-employed,Urban,142.31,35.2,smokes,0
+7730,Male,31.0,0,0,No,Private,Rural,94.96,54.7,smokes,0
+12380,Male,43.0,0,0,Yes,Govt_job,Rural,83.78,21.6,never smoked,0
+15324,Female,40.0,0,0,No,Private,Urban,86.1,23.9,Unknown,0
+11658,Male,1.08,0,0,No,children,Rural,74.5,,Unknown,0
+22778,Male,34.0,0,0,Yes,Private,Urban,66.96,26.1,never smoked,0
+4128,Female,55.0,0,0,Yes,Private,Rural,76.7,39.7,formerly smoked,0
+36825,Female,39.0,0,0,Yes,Private,Rural,103.12,29.9,formerly smoked,0
+1454,Female,42.0,0,0,No,Private,Urban,84.03,31.4,never smoked,0
+12674,Male,44.0,0,0,Yes,Private,Rural,74.15,34.5,formerly smoked,0
+55375,Male,69.0,1,0,Yes,Private,Rural,73.29,29.4,never smoked,0
+3726,Male,16.0,0,0,No,Private,Urban,115.16,26.9,Unknown,0
+48652,Female,8.0,0,0,No,children,Urban,83.55,22.4,Unknown,0
+68657,Female,1.48,0,0,No,children,Urban,61.53,20.5,Unknown,0
+17337,Female,1.88,0,0,No,children,Rural,100.74,18.6,Unknown,0
+44831,Female,69.0,0,0,No,Private,Urban,59.31,31.4,smokes,0
+68420,Female,13.0,0,0,No,children,Urban,63.22,18.5,formerly smoked,0
+39632,Female,53.0,0,0,Yes,Private,Urban,209.5,41.8,never smoked,0
+49095,Female,16.0,0,0,No,children,Urban,64.51,21.2,Unknown,0
+46292,Male,64.0,0,0,Yes,Private,Rural,90.07,28.6,never smoked,0
+43492,Female,7.0,0,0,No,children,Urban,113.95,16.0,Unknown,0
+55766,Male,41.0,0,0,Yes,Private,Rural,119.32,30.6,Unknown,0
+17740,Male,65.0,0,0,Yes,Private,Rural,99.12,29.0,formerly smoked,0
+64189,Male,61.0,0,0,Yes,Self-employed,Rural,152.84,28.6,Unknown,0
+24202,Male,63.0,0,0,Yes,Private,Rural,78.23,34.8,never smoked,0
+32514,Male,1.8,0,0,No,children,Urban,68.8,,Unknown,0
+9866,Female,54.0,0,0,Yes,Private,Urban,76.05,42.0,Unknown,0
+54816,Female,14.0,0,0,No,children,Rural,116.49,30.3,never smoked,0
+59880,Male,45.0,0,0,Yes,Private,Rural,99.91,30.9,Unknown,0
+20625,Male,51.0,1,0,Yes,Private,Urban,76.1,32.1,smokes,0
+65969,Male,8.0,0,0,No,children,Rural,121.99,19.6,Unknown,0
+56923,Male,52.0,1,0,Yes,Private,Rural,116.21,32.8,smokes,0
+44001,Female,39.0,0,0,Yes,Private,Urban,55.28,31.5,Unknown,0
+51852,Female,13.0,0,0,No,children,Rural,219.81,,Unknown,0
+27176,Female,69.0,0,0,Yes,Private,Rural,103.73,34.7,never smoked,0
+70874,Male,71.0,1,0,Yes,Govt_job,Urban,153.08,21.5,Unknown,0
+34287,Female,73.0,0,0,Yes,Self-employed,Rural,98.69,27.6,Unknown,0
+23052,Female,54.0,0,0,Yes,Private,Rural,94.11,28.6,formerly smoked,0
+67499,Male,10.0,0,0,No,children,Rural,117.03,21.1,never smoked,0
+5380,Female,26.0,0,0,Yes,Private,Urban,91.35,23.8,never smoked,0
+20154,Female,41.0,0,0,Yes,Private,Rural,82.48,33.5,Unknown,0
+29546,Male,71.0,0,0,Yes,Govt_job,Rural,99.76,33.4,formerly smoked,0
+3718,Female,46.0,0,0,Yes,Govt_job,Urban,111.1,23.3,smokes,0
+43734,Male,15.0,0,0,No,Private,Rural,122.25,21.0,never smoked,0
+41917,Female,29.0,0,0,No,Private,Urban,84.19,21.2,never smoked,0
+8050,Male,8.0,0,0,No,children,Urban,84.6,18.4,Unknown,0
+44426,Female,21.0,0,0,Yes,Private,Urban,126.35,26.9,never smoked,0
+34700,Female,56.0,1,0,No,Self-employed,Urban,87.5,20.2,formerly smoked,0
+70230,Female,14.0,0,0,No,Self-employed,Rural,77.52,21.9,never smoked,0
+68721,Female,78.0,0,0,Yes,Private,Rural,133.13,24.2,Unknown,0
+23170,Female,36.0,0,0,No,Private,Urban,96.1,29.6,never smoked,0
+5731,Female,57.0,1,0,Yes,Private,Urban,108.61,38.1,smokes,0
+62791,Male,79.0,1,1,Yes,Self-employed,Rural,205.23,22.0,never smoked,0
+18943,Male,26.0,0,0,No,Govt_job,Rural,76.74,29.8,Unknown,0
+45472,Male,22.0,0,0,Yes,Private,Urban,138.55,24.0,never smoked,0
+3942,Male,72.0,0,1,Yes,Private,Urban,234.27,26.9,never smoked,0
+30201,Female,54.0,0,0,Yes,Private,Urban,75.16,38.0,never smoked,0
+38284,Male,8.0,0,0,No,children,Rural,77.08,16.9,Unknown,0
+53552,Female,62.0,0,0,Yes,Private,Urban,101.19,23.4,never smoked,0
+59663,Female,28.0,0,0,No,Private,Urban,107.74,38.5,never smoked,0
+68631,Female,50.0,0,0,Yes,Private,Rural,62.32,21.6,Unknown,0
+49900,Male,7.0,0,0,No,children,Urban,56.32,15.9,Unknown,0
+18140,Female,33.0,0,0,Yes,Private,Rural,131.28,25.1,never smoked,0
+52340,Male,55.0,0,0,Yes,Private,Urban,67.02,41.1,smokes,0
+2327,Female,25.0,0,0,No,Private,Rural,76.72,21.5,Unknown,0
+55137,Female,25.0,0,0,No,Private,Urban,125.98,21.0,smokes,0
+458,Female,37.0,0,0,Yes,Govt_job,Urban,72.09,24.1,smokes,0
+57044,Male,58.0,0,0,Yes,Private,Urban,88.05,30.6,Unknown,0
+71548,Male,45.0,0,0,Yes,Govt_job,Urban,55.47,19.8,smokes,0
+67438,Female,60.0,0,0,Yes,Govt_job,Rural,145.94,29.2,Unknown,0
+36524,Male,66.0,0,1,Yes,Private,Rural,239.21,33.7,formerly smoked,0
+61827,Male,80.0,0,0,Yes,Self-employed,Rural,196.08,31.0,formerly smoked,0
+31454,Female,38.0,0,0,Yes,Govt_job,Rural,93.93,21.5,never smoked,0
+15663,Female,11.0,0,0,No,children,Urban,76.74,19.1,Unknown,0
+4707,Female,63.0,0,0,Yes,Private,Urban,83.74,21.4,Unknown,0
+55885,Male,19.0,0,0,No,Private,Urban,119.58,24.8,Unknown,0
+47563,Female,17.0,0,0,No,Private,Rural,68.66,35.1,never smoked,0
+63729,Female,19.0,0,0,No,Private,Urban,65.79,28.6,smokes,0
+5286,Female,40.0,0,0,Yes,Govt_job,Urban,176.38,35.7,never smoked,0
+29878,Male,49.0,0,0,Yes,Private,Urban,175.74,45.4,Unknown,0
+42628,Female,69.0,0,1,No,Private,Urban,193.45,34.5,never smoked,0
+5006,Female,46.0,0,0,Yes,Self-employed,Rural,85.84,21.2,never smoked,0
+11250,Male,78.0,0,0,Yes,Self-employed,Rural,93.85,22.7,formerly smoked,0
+41858,Female,63.0,0,1,Yes,Private,Rural,86.21,39.1,never smoked,0
+15742,Female,3.0,0,0,No,children,Rural,75.41,21.9,Unknown,0
+27300,Female,1.8,0,0,No,children,Rural,95.28,16.5,Unknown,0
+34965,Female,18.0,0,0,No,Private,Urban,95.87,23.0,never smoked,0
+65748,Female,46.0,0,0,Yes,Private,Urban,180.45,22.5,never smoked,0
+44635,Female,8.0,0,0,No,children,Urban,95.39,20.4,Unknown,0
+72284,Female,53.0,0,0,Yes,Private,Rural,60.77,28.7,smokes,0
+20217,Female,38.0,0,0,Yes,Govt_job,Urban,102.84,22.4,never smoked,0
+44259,Female,74.0,0,0,Yes,Private,Urban,130.37,26.3,Unknown,0
+52668,Female,24.0,0,0,No,Private,Urban,65.44,23.6,never smoked,0
+37446,Male,78.0,0,0,Yes,Private,Rural,79.84,25.9,never smoked,0
+46895,Male,60.0,0,0,Yes,Private,Rural,62.61,30.7,never smoked,0
+57667,Male,12.0,0,0,No,children,Urban,70.07,24.5,formerly smoked,0
+41962,Female,32.0,0,0,Yes,Private,Rural,108.8,24.0,Unknown,0
+25495,Male,5.0,0,0,No,children,Urban,112.11,20.1,Unknown,0
+2029,Female,40.0,0,0,Yes,Private,Rural,92.35,38.0,never smoked,0
+13993,Female,19.0,0,0,No,Private,Urban,76.57,26.6,Unknown,0
+18876,Female,28.0,0,0,Yes,Private,Urban,69.5,24.5,never smoked,0
+22865,Female,61.0,0,0,Yes,Private,Rural,219.38,,never smoked,0
+365,Female,44.0,1,0,Yes,Private,Rural,69.48,41.3,never smoked,0
+37631,Male,50.0,0,0,Yes,Govt_job,Urban,89.18,34.8,smokes,0
+5500,Female,50.0,0,1,Yes,Govt_job,Urban,68.09,35.5,smokes,0
+53217,Female,18.0,0,0,No,Private,Rural,92.71,24.1,Unknown,0
+56712,Male,1.64,0,0,No,children,Rural,56.21,19.0,Unknown,0
+10055,Female,37.0,0,0,No,Govt_job,Rural,72.08,,formerly smoked,0
+4959,Female,5.0,0,0,No,children,Urban,82.56,16.6,Unknown,0
+22155,Female,39.0,0,0,Yes,Private,Urban,78.24,28.6,Unknown,0
+22860,Female,65.0,0,0,Yes,Govt_job,Rural,84.66,22.4,never smoked,0
+6960,Female,26.0,0,0,No,Govt_job,Urban,90.35,38.6,Unknown,0
+57209,Male,42.0,0,0,Yes,Govt_job,Rural,68.12,32.0,Unknown,0
+66581,Female,34.0,0,0,Yes,Private,Rural,59.14,40.1,never smoked,0
+17347,Female,45.0,0,0,Yes,Govt_job,Urban,85.64,32.0,formerly smoked,0
+58422,Male,43.0,0,0,Yes,Govt_job,Rural,56.08,23.9,Unknown,0
+19043,Female,40.0,0,0,No,Private,Rural,99.0,25.0,never smoked,0
+52897,Male,35.0,0,0,No,Private,Urban,93.6,28.5,smokes,0
+16329,Female,2.0,0,0,No,children,Urban,105.75,19.8,Unknown,0
+40353,Female,61.0,0,0,Yes,Private,Urban,114.09,25.7,never smoked,0
+56778,Male,64.0,1,0,Yes,Private,Urban,57.42,28.0,smokes,0
+41153,Female,32.0,0,0,Yes,Private,Urban,100.01,37.2,never smoked,0
+63725,Male,23.0,0,0,No,Private,Urban,62.0,24.8,formerly smoked,0
+19675,Female,51.0,0,0,Yes,Self-employed,Rural,103.61,39.2,never smoked,0
+72784,Female,52.0,0,0,Yes,Private,Rural,118.46,61.6,smokes,0
+8541,Female,75.0,0,0,Yes,Govt_job,Rural,94.77,27.2,never smoked,0
+45565,Female,40.0,0,0,Yes,Private,Urban,72.12,38.0,never smoked,0
+36431,Male,39.0,0,0,Yes,Govt_job,Rural,155.23,36.2,never smoked,0
+6171,Male,6.0,0,0,No,children,Urban,90.6,16.6,Unknown,0
+29419,Female,32.0,0,0,Yes,Private,Urban,81.92,38.0,never smoked,0
+65673,Female,55.0,0,0,No,Self-employed,Rural,67.1,31.4,never smoked,0
+64662,Female,23.0,0,0,No,Private,Rural,58.01,35.3,never smoked,0
+51693,Female,52.0,0,0,Yes,Private,Rural,173.9,35.8,never smoked,0
+50495,Male,58.0,1,0,Yes,Private,Rural,106.27,28.6,never smoked,0
+37086,Male,17.0,0,0,No,Private,Rural,60.57,34.0,Unknown,0
+71396,Male,3.0,0,0,No,children,Urban,105.34,15.5,Unknown,0
+27854,Female,23.0,0,0,No,Private,Rural,96.28,31.1,never smoked,0
+53759,Male,56.0,0,0,Yes,Self-employed,Urban,122.73,37.5,formerly smoked,0
+14407,Male,45.0,0,0,No,Self-employed,Urban,104.12,37.7,Unknown,0
+887,Female,14.0,0,0,No,Private,Urban,69.74,24.2,formerly smoked,0
+13328,Female,45.0,0,0,Yes,Private,Rural,106.95,33.4,Unknown,0
+62507,Female,57.0,0,0,Yes,Private,Urban,94.63,33.0,never smoked,0
+51797,Female,35.0,0,0,Yes,Private,Urban,86.97,25.7,Unknown,0
+61536,Female,8.0,0,0,No,children,Rural,76.12,19.4,Unknown,0
+71221,Female,42.0,0,0,Yes,Govt_job,Urban,99.94,33.4,never smoked,0
+6948,Male,8.0,0,0,No,children,Urban,91.53,18.0,Unknown,0
+66083,Male,62.0,0,0,Yes,Private,Rural,145.46,40.1,never smoked,0
+21238,Female,43.0,0,0,Yes,Private,Urban,74.86,26.9,never smoked,0
+70992,Female,8.0,0,0,No,children,Urban,74.42,22.5,Unknown,0
+20376,Male,40.0,0,0,Yes,Self-employed,Urban,70.07,27.6,smokes,0
+6613,Male,2.0,0,0,No,children,Urban,89.85,23.3,Unknown,0
+27818,Female,27.0,0,0,No,Private,Rural,104.21,35.7,never smoked,0
+3062,Female,47.0,0,0,Yes,Self-employed,Rural,157.77,28.4,never smoked,0
+11692,Female,53.0,0,0,No,Govt_job,Urban,101.81,29.4,smokes,0
+25070,Male,62.0,0,0,Yes,Govt_job,Rural,103.0,31.9,Unknown,0
+39556,Male,50.0,0,0,Yes,Self-employed,Urban,101.85,25.1,smokes,0
+18437,Male,26.0,0,0,No,Private,Urban,85.92,35.6,smokes,0
+59540,Female,19.0,0,0,No,Private,Rural,56.85,21.1,never smoked,0
+13857,Male,0.32,0,0,No,children,Urban,89.04,17.8,Unknown,0
+57924,Female,45.0,0,0,Yes,Govt_job,Rural,63.01,31.5,never smoked,0
+38069,Male,45.0,0,0,Yes,Private,Rural,65.48,26.6,Unknown,0
+48871,Female,54.0,0,0,Yes,Private,Rural,68.6,44.8,smokes,0
+63420,Male,64.0,1,0,Yes,Private,Urban,81.68,31.3,formerly smoked,0
+67665,Male,2.0,0,0,No,children,Urban,65.21,17.2,Unknown,0
+50638,Female,66.0,0,0,Yes,Govt_job,Urban,72.53,25.3,smokes,0
+43892,Female,73.0,0,0,Yes,Private,Rural,81.78,28.8,never smoked,0
+9335,Female,31.0,0,0,No,Private,Rural,116.85,49.9,smokes,0
+38830,Female,1.88,0,0,No,children,Rural,80.83,18.0,Unknown,0
+14019,Female,58.0,0,0,Yes,Private,Urban,96.21,23.5,never smoked,0
+65888,Male,12.0,0,0,No,children,Rural,117.04,18.1,Unknown,0
+62986,Female,60.0,1,0,Yes,Private,Rural,78.26,41.7,formerly smoked,0
+61409,Male,32.0,1,0,No,Govt_job,Urban,58.24,,formerly smoked,0
+72041,Male,23.0,0,0,No,Private,Urban,82.53,20.7,smokes,0
+51584,Male,26.0,0,0,No,Private,Urban,71.25,30.3,smokes,0
+56476,Male,36.0,0,0,Yes,Private,Rural,129.73,27.8,never smoked,0
+51740,Female,3.0,0,0,No,children,Urban,115.47,18.9,Unknown,0
+45983,Male,21.0,0,0,No,Private,Urban,56.79,20.4,Unknown,0
+16079,Female,67.0,0,0,Yes,Private,Urban,100.16,31.8,Unknown,0
+24920,Female,35.0,0,0,Yes,Govt_job,Rural,97.6,44.8,smokes,0
+72818,Female,26.0,0,0,No,Private,Rural,90.54,37.1,Unknown,0
+65944,Female,47.0,0,0,Yes,Self-employed,Urban,105.88,39.9,smokes,0
+63836,Male,81.0,1,1,Yes,Govt_job,Rural,217.94,24.1,formerly smoked,0
+46729,Female,1.64,0,0,No,children,Urban,69.89,18.1,Unknown,0
+44642,Male,52.0,0,0,Yes,Govt_job,Urban,93.28,36.3,never smoked,0
+70693,Female,28.0,0,1,Yes,Private,Rural,111.27,19.1,smokes,0
+54065,Female,45.0,0,0,Yes,Private,Urban,91.04,21.1,never smoked,0
+9926,Male,20.0,0,0,No,Private,Urban,87.2,28.9,smokes,0
+29201,Male,1.56,0,0,No,children,Rural,109.12,18.9,Unknown,0
+33308,Female,65.0,0,0,No,Private,Urban,216.64,43.3,formerly smoked,0
+15937,Male,45.0,1,0,Yes,Self-employed,Rural,74.28,37.2,formerly smoked,0
+53748,Male,77.0,0,0,Yes,Self-employed,Urban,57.6,32.2,Unknown,0
+47803,Male,37.0,0,0,Yes,Govt_job,Urban,173.97,26.3,Unknown,0
+41554,Female,50.0,0,0,Yes,Private,Rural,65.25,25.4,smokes,0
+69435,Female,0.56,0,0,No,children,Urban,80.92,18.3,Unknown,0
+41049,Female,30.0,0,0,Yes,Private,Rural,124.37,21.4,never smoked,0
+13859,Female,31.0,0,0,No,Private,Urban,102.39,22.9,smokes,0
+24257,Male,4.0,0,0,No,children,Rural,90.42,16.2,Unknown,0
+14417,Male,65.0,1,0,Yes,Private,Rural,79.17,29.6,Unknown,0
+45260,Female,68.0,0,0,Yes,Self-employed,Urban,71.08,21.5,never smoked,0
+12807,Female,63.0,1,0,Yes,Private,Urban,81.54,24.2,never smoked,0
+71417,Male,46.0,0,0,No,Private,Urban,159.67,37.3,never smoked,0
+37479,Female,54.0,0,0,Yes,Private,Urban,93.96,33.3,smokes,0
+23850,Male,66.0,0,0,Yes,Private,Urban,103.01,33.1,never smoked,0
+17791,Female,29.0,0,0,Yes,Govt_job,Rural,92.49,22.2,never smoked,0
+2544,Male,78.0,0,0,Yes,Private,Urban,208.85,24.4,formerly smoked,0
+4961,Male,56.0,0,0,Yes,Govt_job,Urban,122.39,30.3,Unknown,0
+2702,Female,57.0,0,0,Yes,Private,Rural,65.91,28.2,Unknown,0
+11208,Female,2.0,0,0,No,children,Rural,70.25,17.0,Unknown,0
+4077,Male,49.0,0,0,Yes,Private,Urban,219.7,53.8,Unknown,0
+36548,Male,31.0,0,0,Yes,Govt_job,Urban,65.7,30.4,formerly smoked,0
+71596,Female,47.0,0,0,Yes,Private,Urban,67.08,22.3,Unknown,0
+61050,Male,37.0,0,0,Yes,Govt_job,Rural,107.58,25.3,never smoked,0
+6172,Female,79.0,0,0,Yes,Private,Rural,208.05,,smokes,0
+15098,Female,65.0,0,0,Yes,Private,Rural,95.87,29.8,never smoked,0
+34895,Male,61.0,0,0,Yes,Private,Urban,68.17,43.8,formerly smoked,0
+6443,Female,66.0,0,0,Yes,Private,Urban,95.37,34.5,smokes,0
+67635,Male,24.0,0,0,No,Private,Urban,90.0,25.5,never smoked,0
+19931,Male,66.0,0,0,Yes,Self-employed,Rural,106.1,31.5,smokes,0
+57302,Female,64.0,1,0,Yes,Private,Rural,56.13,39.2,Unknown,0
+26197,Female,38.0,0,0,Yes,Private,Rural,104.03,47.3,smokes,0
+54982,Female,7.0,0,0,No,children,Rural,157.01,17.0,Unknown,0
+13398,Female,63.0,0,0,Yes,Private,Urban,84.35,38.2,never smoked,0
+21101,Male,71.0,0,0,Yes,Private,Rural,67.99,31.1,never smoked,0
+39958,Male,18.0,0,0,No,Private,Rural,118.93,22.4,never smoked,0
+51894,Female,65.0,0,0,Yes,Private,Rural,185.28,32.0,smokes,0
+56001,Male,57.0,0,0,Yes,Private,Rural,82.08,24.7,Unknown,0
+56137,Female,62.0,0,0,Yes,Private,Urban,88.32,36.3,Unknown,0
+25900,Male,1.8,0,0,No,children,Rural,85.16,20.2,Unknown,0
+69213,Male,35.0,0,0,No,Private,Rural,69.54,27.4,never smoked,0
+38613,Female,50.0,0,0,Yes,Govt_job,Rural,62.12,29.6,never smoked,0
+27660,Female,73.0,1,0,No,Self-employed,Rural,198.3,54.3,formerly smoked,0
+33790,Female,23.0,0,0,No,Private,Rural,100.06,28.6,never smoked,0
+50845,Female,32.0,0,0,Yes,Govt_job,Urban,101.13,43.9,formerly smoked,0
+44628,Female,38.0,0,0,Yes,Private,Rural,91.09,22.2,never smoked,0
+38951,Female,50.0,0,0,Yes,Self-employed,Rural,61.54,28.4,Unknown,0
+52792,Female,39.0,0,0,Yes,Private,Urban,62.02,23.7,smokes,0
+27675,Female,7.0,0,0,No,children,Urban,103.11,18.3,Unknown,0
+6903,Female,15.0,0,0,No,children,Rural,77.57,18.3,Unknown,0
+35463,Male,67.0,0,0,Yes,Private,Urban,97.34,28.9,never smoked,0
+172,Male,8.0,0,0,No,children,Urban,78.76,,Unknown,0
+16876,Female,32.0,0,0,Yes,Private,Rural,67.1,27.1,Unknown,0
+60926,Male,5.0,0,0,No,children,Urban,79.89,13.8,Unknown,0
+21333,Male,56.0,1,0,Yes,Private,Rural,206.66,21.9,smokes,0
+69183,Male,49.0,0,0,No,Private,Urban,95.79,24.0,Unknown,0
+2313,Female,75.0,0,1,Yes,Self-employed,Urban,83.88,,smokes,0
+8041,Female,11.0,0,0,No,children,Rural,93.51,20.8,Unknown,0
+68171,Male,61.0,0,0,Yes,Self-employed,Urban,116.78,39.8,formerly smoked,0
+27948,Male,76.0,0,0,Yes,Self-employed,Rural,117.63,26.2,never smoked,0
+45673,Female,34.0,0,0,Yes,Private,Rural,60.01,43.9,Unknown,0
+50810,Male,20.0,0,0,No,Private,Rural,64.6,27.3,Unknown,0
+2467,Female,79.0,1,0,Yes,Self-employed,Rural,92.43,,never smoked,0
+64165,Female,24.0,0,0,No,Private,Urban,71.63,22.0,formerly smoked,0
+22352,Female,39.0,0,0,Yes,Self-employed,Urban,87.79,40.0,formerly smoked,0
+62990,Female,55.0,0,0,Yes,Govt_job,Rural,99.64,20.1,formerly smoked,0
+1737,Female,16.0,0,0,No,Private,Rural,86.53,42.2,never smoked,0
+26357,Male,36.0,0,0,No,Private,Urban,200.68,25.8,Unknown,0
+28013,Female,38.0,0,0,Yes,Self-employed,Urban,98.37,27.2,never smoked,0
+24727,Male,20.0,0,0,No,Private,Rural,117.98,30.9,smokes,0
+37608,Female,38.0,0,0,No,Private,Urban,218.6,47.9,formerly smoked,0
+13870,Female,52.0,0,0,Yes,Private,Urban,101.3,33.1,smokes,0
+4655,Male,49.0,0,0,Yes,Private,Urban,79.51,37.8,never smoked,0
+55356,Female,80.0,0,0,Yes,Self-employed,Urban,223.26,25.4,never smoked,0
+49400,Male,75.0,0,0,Yes,Private,Rural,97.22,28.4,never smoked,0
+38132,Female,13.0,0,0,No,Private,Rural,172.27,16.6,never smoked,0
+50136,Female,54.0,1,0,Yes,Private,Urban,221.83,35.1,smokes,0
+3094,Male,28.0,0,0,No,Private,Urban,74.61,32.7,Unknown,0
+42727,Female,61.0,0,0,Yes,Private,Rural,60.91,29.8,Unknown,0
+41500,Male,0.16,0,0,No,children,Rural,69.79,13.0,Unknown,0
+33185,Male,59.0,0,0,No,Govt_job,Urban,83.6,27.5,formerly smoked,0
+7057,Male,12.0,0,0,No,children,Urban,83.95,23.6,Unknown,0
+48244,Female,38.0,0,0,No,Private,Rural,77.5,36.9,smokes,0
+69559,Male,15.0,0,0,No,Never_worked,Urban,64.29,16.7,Unknown,0
+61757,Male,31.0,0,0,Yes,Self-employed,Rural,61.1,26.5,never smoked,0
+10541,Male,52.0,1,0,Yes,Private,Rural,100.71,37.0,never smoked,0
+48169,Female,61.0,0,0,Yes,Self-employed,Urban,65.21,27.7,Unknown,0
+64202,Male,50.0,0,0,Yes,Private,Rural,119.77,23.5,Unknown,0
+7069,Female,41.0,0,0,Yes,Private,Rural,102.39,40.4,formerly smoked,0
+52050,Male,20.0,0,0,No,Private,Urban,59.67,27.7,never smoked,0
+31692,Male,67.0,0,0,Yes,Private,Rural,83.16,28.3,never smoked,0
+11192,Female,45.0,0,0,Yes,Private,Rural,218.1,55.0,smokes,0
+69404,Male,73.0,0,0,Yes,Govt_job,Rural,76.45,28.7,Unknown,0
+42700,Female,52.0,0,0,Yes,Private,Rural,200.46,25.0,Unknown,0
+7638,Female,51.0,0,0,Yes,Private,Urban,95.7,24.8,formerly smoked,0
+7298,Female,56.0,0,0,Yes,Self-employed,Rural,70.23,35.5,never smoked,0
+43615,Female,49.0,0,0,Yes,Self-employed,Urban,75.15,25.0,Unknown,0
+18134,Male,10.0,0,0,No,children,Rural,95.8,17.3,Unknown,0
+19324,Female,51.0,0,0,Yes,Govt_job,Urban,90.67,37.8,Unknown,0
+18827,Male,57.0,0,0,Yes,Self-employed,Rural,84.79,32.8,formerly smoked,0
+68291,Male,76.0,0,0,Yes,Private,Urban,147.5,28.7,Unknown,0
+70661,Female,28.0,0,0,No,Private,Rural,134.12,28.8,formerly smoked,0
+6019,Female,57.0,0,0,Yes,Private,Urban,82.62,28.4,never smoked,0
+56616,Male,39.0,0,0,Yes,Private,Rural,125.11,24.9,formerly smoked,0
+14399,Female,41.0,0,0,Yes,Private,Urban,92.14,29.6,formerly smoked,0
+8009,Female,72.0,1,1,Yes,Private,Urban,217.79,26.1,formerly smoked,0
+30961,Male,45.0,0,0,Yes,Private,Rural,95.62,29.5,smokes,0
+24201,Male,33.0,0,0,Yes,Private,Rural,93.8,23.9,never smoked,0
+18032,Male,62.0,0,1,Yes,Private,Rural,90.61,25.8,smokes,0
+62396,Female,27.0,0,0,Yes,Private,Urban,139.2,36.2,never smoked,0
+67055,Female,31.0,0,0,Yes,Private,Rural,77.01,31.3,formerly smoked,0
+51024,Female,24.0,0,0,Yes,Private,Urban,105.26,26.1,never smoked,0
+60774,Male,1.88,0,0,No,children,Rural,68.35,19.1,Unknown,0
+35039,Female,28.0,0,0,No,Private,Rural,99.07,17.6,never smoked,0
+46141,Female,24.0,0,0,No,Private,Rural,147.74,21.4,Unknown,0
+54240,Female,30.0,0,0,Yes,Govt_job,Urban,61.29,24.0,Unknown,0
+15929,Male,38.0,0,0,Yes,Govt_job,Rural,98.92,25.5,never smoked,0
+19849,Female,1.64,0,0,No,children,Urban,90.74,19.9,Unknown,0
+43282,Male,0.72,0,0,No,children,Rural,159.79,19.9,Unknown,0
+50372,Male,57.0,0,0,Yes,Private,Rural,233.47,35.5,never smoked,0
+5834,Female,27.0,0,0,No,Govt_job,Urban,85.53,26.9,smokes,0
+69847,Female,30.0,0,0,Yes,Self-employed,Urban,76.7,24.2,never smoked,0
+67277,Male,42.0,0,0,Yes,Private,Rural,67.87,30.0,never smoked,0
+41181,Male,36.0,0,0,Yes,Private,Urban,77.26,30.9,never smoked,0
+36388,Male,44.0,1,0,Yes,Private,Rural,91.28,26.5,never smoked,0
+49272,Male,59.0,0,0,Yes,Govt_job,Urban,129.19,30.6,never smoked,0
+52024,Female,61.0,0,0,Yes,Govt_job,Urban,97.86,19.1,formerly smoked,0
+58508,Female,18.0,0,0,No,Govt_job,Rural,112.33,23.2,formerly smoked,0
+64159,Female,44.0,0,0,Yes,Private,Rural,110.41,30.5,smokes,0
+29453,Male,16.0,0,0,No,children,Rural,91.58,15.8,Unknown,0
+52838,Male,13.0,0,0,No,children,Urban,58.86,16.9,never smoked,0
+43024,Male,9.0,0,0,No,children,Rural,76.88,18.0,Unknown,0
+8247,Male,0.16,0,0,No,children,Urban,109.52,13.9,Unknown,0
+42159,Female,81.0,1,0,Yes,Self-employed,Urban,181.23,36.7,never smoked,0
+37761,Female,38.0,0,0,Yes,Private,Urban,103.58,30.8,formerly smoked,0
+27624,Female,58.0,0,0,Yes,Self-employed,Rural,81.96,34.6,never smoked,0
+40242,Male,5.0,0,0,No,children,Rural,104.55,16.3,Unknown,0
+4383,Female,64.0,0,0,Yes,Govt_job,Urban,76.12,38.2,formerly smoked,0
+58577,Female,38.0,0,0,Yes,Govt_job,Rural,64.27,27.3,never smoked,0
+59916,Female,56.0,0,0,Yes,Private,Rural,200.98,30.4,smokes,0
+44526,Male,58.0,0,0,Yes,Govt_job,Urban,101.96,34.5,never smoked,0
+12990,Male,9.0,0,0,No,children,Rural,84.17,17.4,Unknown,0
+14414,Female,34.0,0,0,Yes,Private,Rural,85.79,32.0,never smoked,0
+46343,Female,79.0,0,0,Yes,Private,Urban,71.46,33.4,Unknown,0
+29539,Male,62.0,1,0,Yes,Self-employed,Rural,95.49,40.2,smokes,0
+10924,Female,60.0,0,0,Yes,Private,Rural,87.62,30.1,smokes,0
+30248,Female,42.0,0,0,No,Private,Rural,118.55,46.2,smokes,0
+39769,Female,59.0,0,0,Yes,Self-employed,Urban,82.14,35.6,smokes,0
+28778,Female,54.0,0,0,Yes,Private,Urban,219.67,29.4,smokes,0
+65257,Male,59.0,0,0,Yes,Private,Urban,135.84,27.3,never smoked,0
+7233,Male,15.0,0,0,No,children,Rural,74.83,17.4,Unknown,0
+67773,Female,14.0,0,0,No,children,Urban,60.37,26.9,Unknown,0
+14993,Male,5.0,0,0,No,children,Rural,67.28,17.7,Unknown,0
+59054,Male,17.0,0,0,No,Private,Rural,77.79,23.6,Unknown,0
+22554,Female,13.0,0,0,No,children,Rural,88.51,27.7,Unknown,0
+72512,Female,48.0,0,0,Yes,Self-employed,Urban,90.38,38.0,smokes,0
+56195,Male,37.0,0,0,Yes,Govt_job,Urban,156.69,35.2,never smoked,0
+7524,Female,69.0,0,1,Yes,Private,Urban,207.6,,never smoked,0
+45795,Female,74.0,0,0,Yes,Private,Urban,158.9,32.4,formerly smoked,0
+64433,Male,54.0,0,0,Yes,Private,Urban,247.97,36.1,formerly smoked,0
+70106,Female,64.0,0,1,Yes,Private,Rural,114.71,30.6,never smoked,0
+50072,Female,26.0,0,0,No,Private,Rural,58.55,29.0,never smoked,0
+52530,Male,55.0,0,0,Yes,Govt_job,Urban,231.15,22.3,never smoked,0
+768,Female,74.0,0,0,Yes,Self-employed,Urban,68.18,27.3,formerly smoked,0
+40255,Female,0.48,0,0,No,children,Rural,118.75,17.4,Unknown,0
+50073,Female,41.0,0,1,No,Private,Rural,186.54,39.0,formerly smoked,0
+52439,Male,68.0,0,1,Yes,Private,Rural,96.14,26.7,never smoked,0
+65379,Male,9.0,0,0,No,children,Urban,69.52,24.2,Unknown,0
+38605,Female,36.0,0,0,Yes,Private,Rural,101.93,22.8,smokes,0
+35772,Male,17.0,0,0,No,Private,Urban,71.58,25.6,Unknown,0
+38014,Male,24.0,0,0,Yes,Private,Urban,83.1,21.9,smokes,0
+68330,Female,69.0,0,0,Yes,Self-employed,Rural,110.96,25.9,never smoked,0
+47271,Male,38.0,0,0,Yes,Govt_job,Urban,122.83,30.6,Unknown,0
+26330,Female,69.0,0,0,Yes,Private,Urban,91.65,25.7,formerly smoked,0
+24022,Female,32.0,0,0,No,Private,Urban,84.1,33.3,Unknown,0
+45622,Female,25.0,0,0,No,Private,Rural,118.85,23.8,smokes,0
+60732,Male,2.0,0,0,No,children,Urban,89.32,17.2,Unknown,0
+53694,Male,79.0,0,0,No,Self-employed,Urban,128.72,31.0,Unknown,0
+11280,Female,28.0,0,0,Yes,Private,Urban,98.05,24.7,never smoked,0
+28734,Female,16.0,0,0,No,Never_worked,Urban,102.1,27.1,never smoked,0
+12693,Male,31.0,0,0,Yes,Private,Urban,108.62,,smokes,0
+17683,Male,66.0,0,0,Yes,Self-employed,Urban,96.19,38.3,smokes,0
+36155,Female,57.0,1,0,Yes,Private,Urban,98.07,50.9,formerly smoked,0
+31390,Female,61.0,0,0,Yes,Private,Rural,71.4,29.2,formerly smoked,0
+10636,Female,74.0,0,0,Yes,Self-employed,Rural,82.27,23.6,formerly smoked,0
+71659,Female,70.0,0,0,Yes,Govt_job,Rural,158.33,33.5,never smoked,0
+52305,Female,8.0,0,0,No,children,Rural,102.5,16.3,Unknown,0
+9602,Female,49.0,0,0,Yes,Private,Urban,72.18,30.8,Unknown,0
+68407,Male,30.0,0,0,Yes,Govt_job,Urban,95.94,31.1,never smoked,0
+72011,Male,51.0,0,0,No,Self-employed,Rural,87.15,26.4,formerly smoked,0
+40568,Female,10.0,0,0,No,children,Urban,82.59,18.6,formerly smoked,0
+50206,Female,34.0,0,0,Yes,Private,Rural,89.31,37.3,formerly smoked,0
+41191,Male,40.0,0,0,Yes,Private,Rural,64.84,26.6,never smoked,0
+7129,Male,3.0,0,0,No,children,Urban,107.52,17.6,Unknown,0
+45485,Female,45.0,0,0,Yes,Self-employed,Urban,92.76,22.3,Unknown,0
+32023,Male,4.0,0,0,No,children,Urban,79.16,20.2,Unknown,0
+33064,Male,52.0,0,1,Yes,Private,Urban,87.0,30.9,never smoked,0
+60896,Male,68.0,0,1,Yes,Private,Rural,145.25,31.5,never smoked,0
+2109,Female,8.0,0,0,No,children,Urban,125.14,29.7,Unknown,0
+27705,Female,82.0,0,1,Yes,Self-employed,Rural,88.6,32.5,Unknown,0
+36850,Male,36.0,0,0,Yes,Govt_job,Urban,57.59,32.8,Unknown,0
+52500,Female,42.0,0,0,Yes,Govt_job,Urban,59.43,25.4,never smoked,0
+43698,Female,27.0,0,0,No,Govt_job,Rural,65.43,27.2,Unknown,0
+49901,Male,55.0,0,0,Yes,Govt_job,Urban,154.03,31.6,smokes,0
+69120,Female,31.0,0,0,Yes,Self-employed,Rural,139.81,39.6,never smoked,0
+25510,Male,82.0,0,0,Yes,Self-employed,Urban,111.81,19.8,formerly smoked,0
+60416,Female,57.0,0,0,Yes,Self-employed,Urban,106.84,29.6,never smoked,0
+15135,Female,78.0,0,1,Yes,Private,Rural,221.06,25.5,formerly smoked,0
+34660,Male,55.0,0,0,Yes,Self-employed,Urban,69.97,25.8,formerly smoked,0
+11713,Male,51.0,0,0,Yes,Private,Rural,77.07,32.1,formerly smoked,0
+40704,Male,80.0,0,0,No,Private,Urban,59.49,25.6,Unknown,0
+71298,Female,17.0,0,0,No,Private,Rural,109.39,26.3,never smoked,0
+54497,Female,61.0,0,0,Yes,Private,Rural,93.97,39.4,Unknown,0
+30129,Female,62.0,0,0,Yes,Govt_job,Urban,163.17,25.6,never smoked,0
+44965,Female,14.0,0,0,No,Self-employed,Urban,124.39,34.0,Unknown,0
+38549,Female,62.0,0,0,Yes,Private,Urban,212.62,35.8,never smoked,0
+39236,Female,56.0,0,0,No,Self-employed,Urban,128.63,24.9,smokes,0
+50545,Male,41.0,0,0,Yes,Govt_job,Urban,84.1,29.3,never smoked,0
+28435,Female,59.0,0,0,Yes,Self-employed,Urban,77.6,23.4,Unknown,0
+4631,Male,29.0,0,0,Yes,Private,Urban,70.51,24.5,Unknown,0
+9912,Male,39.0,0,0,Yes,Private,Rural,109.19,29.8,Unknown,0
+43028,Male,66.0,0,0,Yes,Self-employed,Rural,55.23,28.9,Unknown,0
+38894,Female,35.0,0,0,Yes,Private,Urban,120.15,27.3,never smoked,0
+41238,Female,36.0,0,0,Yes,Private,Urban,72.16,23.2,never smoked,0
+51828,Male,35.0,0,0,Yes,Private,Rural,95.89,34.2,Unknown,0
+64196,Male,26.0,0,0,No,Private,Urban,64.68,23.3,smokes,0
+10626,Female,31.0,0,0,No,Private,Rural,70.51,26.9,formerly smoked,0
+4117,Female,56.0,0,0,Yes,Self-employed,Rural,81.77,21.8,never smoked,0
+37993,Female,36.0,0,0,Yes,Govt_job,Urban,66.47,26.9,never smoked,0
+57765,Female,41.0,0,0,Yes,Govt_job,Rural,146.08,29.9,never smoked,0
+7841,Female,50.0,0,0,Yes,Private,Urban,91.68,22.4,never smoked,0
+18398,Female,42.0,0,0,Yes,Private,Rural,108.96,27.5,never smoked,0
+50210,Male,79.0,0,0,Yes,Self-employed,Urban,113.41,35.0,never smoked,0
+52461,Male,57.0,0,0,Yes,Private,Urban,111.08,27.9,never smoked,0
+32523,Male,68.0,0,1,Yes,Private,Urban,217.74,25.5,Unknown,0
+49509,Female,25.0,0,0,Yes,Private,Rural,78.5,28.6,never smoked,0
+16377,Male,69.0,0,0,Yes,Private,Urban,89.06,34.8,formerly smoked,0
+13902,Female,42.0,0,0,Yes,Private,Urban,74.8,50.6,Unknown,0
+44047,Male,37.0,0,0,Yes,Govt_job,Rural,80.2,30.9,never smoked,0
+34184,Female,2.0,0,0,No,children,Rural,76.52,14.8,Unknown,0
+11312,Female,78.0,0,0,Yes,Self-employed,Rural,208.99,31.4,formerly smoked,0
+39616,Female,36.0,0,0,Yes,Private,Urban,99.72,22.3,smokes,0
+57322,Male,10.0,0,0,No,children,Urban,102.97,19.1,Unknown,0
+28011,Male,39.0,1,0,Yes,Private,Rural,197.36,27.4,Unknown,0
+242,Male,4.0,0,0,No,children,Urban,98.56,17.5,Unknown,0
+18178,Female,48.0,0,0,Yes,Private,Urban,86.06,36.2,never smoked,0
+51823,Male,72.0,0,0,Yes,Self-employed,Urban,123.08,25.4,smokes,0
+23439,Male,63.0,0,1,No,Private,Urban,75.0,25.7,smokes,0
+12594,Female,28.0,0,0,Yes,Private,Rural,105.9,28.6,smokes,0
+2692,Female,80.0,0,0,Yes,Self-employed,Urban,73.87,33.7,never smoked,0
+26062,Male,49.0,0,0,Yes,Private,Rural,78.04,37.9,never smoked,0
+6805,Male,57.0,0,0,No,Private,Urban,107.74,28.4,Unknown,0
+45817,Female,59.0,0,0,Yes,Private,Rural,60.64,20.0,never smoked,0
+66306,Female,43.0,0,0,Yes,Private,Rural,82.57,29.1,never smoked,0
+62167,Female,47.0,0,0,Yes,Private,Rural,115.98,27.6,Unknown,0
+16627,Male,54.0,0,0,Yes,Self-employed,Rural,110.38,27.6,formerly smoked,0
+34285,Male,57.0,0,0,Yes,Private,Rural,92.59,24.2,Unknown,0
+71151,Male,56.0,0,0,Yes,Private,Urban,82.64,31.0,never smoked,0
+2580,Male,66.0,0,1,No,Govt_job,Urban,70.28,34.5,never smoked,0
+11891,Male,18.0,0,0,No,Govt_job,Urban,106.54,27.0,never smoked,0
+57080,Female,81.0,1,1,Yes,Self-employed,Urban,59.11,20.7,formerly smoked,0
+47456,Male,30.0,0,0,Yes,Private,Rural,58.89,26.1,formerly smoked,0
+56139,Male,8.0,0,0,No,children,Urban,129.66,19.2,Unknown,0
+12857,Male,55.0,0,0,Yes,Self-employed,Rural,73.57,28.0,smokes,0
+40980,Male,79.0,1,0,Yes,Self-employed,Urban,72.04,23.6,formerly smoked,0
+47668,Female,49.0,0,0,Yes,Private,Rural,125.63,57.2,Unknown,0
+72792,Female,53.0,1,0,Yes,Private,Rural,77.94,33.0,never smoked,0
+37728,Female,26.0,0,0,Yes,Private,Urban,68.99,22.2,never smoked,0
+47410,Female,14.0,0,0,No,children,Rural,111.76,24.8,Unknown,0
+56450,Male,25.0,0,0,No,Private,Rural,65.36,24.7,never smoked,0
+9189,Female,20.0,0,0,No,Private,Urban,80.27,27.9,never smoked,0
+71966,Female,18.0,0,0,No,Never_worked,Urban,81.73,21.6,never smoked,0
+59272,Male,38.0,0,0,Yes,Private,Rural,79.22,34.8,smokes,0
+45563,Female,72.0,0,1,Yes,Self-employed,Urban,142.63,32.9,smokes,0
+19907,Female,52.0,0,0,Yes,Private,Rural,97.05,28.0,Unknown,0
+40163,Female,82.0,1,0,Yes,Private,Urban,222.52,,formerly smoked,0
+62738,Male,71.0,0,1,Yes,Private,Rural,70.38,25.0,smokes,0
+51651,Male,46.0,0,0,Yes,Private,Rural,114.46,24.7,formerly smoked,0
+39940,Female,33.0,0,0,Yes,Private,Urban,64.62,27.3,never smoked,0
+8122,Female,37.0,0,0,Yes,Private,Urban,94.12,34.2,Unknown,0
+71057,Female,54.0,0,0,Yes,Private,Rural,70.19,39.1,smokes,0
+67921,Female,5.0,0,0,No,children,Urban,55.35,22.7,Unknown,0
+12834,Male,45.0,0,0,Yes,Private,Urban,115.52,33.9,formerly smoked,0
+56567,Male,14.0,0,0,No,children,Urban,60.7,18.6,Unknown,0
+11872,Male,5.0,0,0,No,children,Urban,69.24,16.7,Unknown,0
+6574,Female,35.0,0,0,Yes,Self-employed,Urban,103.29,20.6,never smoked,0
+5294,Female,20.0,0,0,Yes,Private,Rural,92.74,20.1,Unknown,0
+10870,Male,51.0,0,0,Yes,Private,Rural,232.64,45.2,never smoked,0
+15062,Male,40.0,0,0,Yes,Govt_job,Urban,82.46,25.3,smokes,0
+46454,Female,79.0,0,0,Yes,Govt_job,Urban,63.57,32.4,never smoked,0
+31795,Male,61.0,0,0,Yes,Self-employed,Urban,73.24,34.9,never smoked,0
+62395,Male,33.0,0,0,Yes,Private,Urban,78.43,43.7,smokes,0
+42760,Female,27.0,0,0,Yes,Private,Urban,57.46,23.0,smokes,0
+27119,Female,28.0,0,0,No,Private,Rural,104.16,21.5,never smoked,0
+47113,Female,67.0,0,0,Yes,Self-employed,Rural,110.42,24.9,never smoked,0
+36045,Female,35.0,0,0,Yes,Private,Rural,119.4,22.9,never smoked,0
+54871,Female,78.0,0,0,Yes,Private,Urban,119.13,25.0,never smoked,0
+48824,Female,20.0,0,0,No,Private,Rural,120.22,21.3,never smoked,0
+67356,Female,43.0,0,0,Yes,Private,Urban,80.8,46.1,never smoked,0
+70670,Female,27.0,0,0,Yes,Private,Rural,57.96,64.4,never smoked,0
+58477,Female,45.0,0,0,Yes,Private,Urban,81.24,37.0,never smoked,0
+53636,Female,11.0,0,0,No,children,Urban,88.79,21.3,never smoked,0
+24262,Female,31.0,0,0,Yes,Private,Rural,70.91,28.3,never smoked,0
+33886,Female,30.0,0,0,No,Private,Rural,87.12,31.1,smokes,0
+59126,Female,27.0,0,0,No,Private,Urban,126.09,25.1,Unknown,0
+31697,Female,34.0,0,0,Yes,Private,Urban,76.42,27.6,smokes,0
+10018,Male,19.0,0,0,No,Private,Rural,56.33,29.4,Unknown,0
+52447,Female,3.0,0,0,No,children,Rural,131.81,14.1,Unknown,0
+23238,Male,53.0,0,1,Yes,Private,Rural,95.23,35.2,smokes,0
+4148,Male,81.0,0,0,Yes,Self-employed,Urban,71.18,23.9,formerly smoked,0
+63404,Female,44.0,0,0,Yes,Private,Rural,87.71,34.0,formerly smoked,0
+13540,Female,59.0,0,0,Yes,Self-employed,Rural,115.68,27.1,Unknown,0
+44288,Male,43.0,0,0,Yes,Private,Rural,207.37,29.5,formerly smoked,0
+23194,Male,32.0,1,0,No,Private,Rural,74.43,,Unknown,0
+751,Female,5.0,0,0,No,children,Rural,75.1,20.7,Unknown,0
+7047,Female,31.0,0,0,Yes,Private,Rural,69.72,39.5,smokes,0
+68020,Male,47.0,0,0,Yes,Private,Urban,111.84,33.7,Unknown,0
+11325,Female,12.0,0,0,No,children,Rural,111.08,23.2,never smoked,0
+25636,Male,40.0,0,0,Yes,Private,Rural,201.96,30.1,Unknown,0
+60602,Female,49.0,0,0,Yes,Govt_job,Urban,68.68,28.8,never smoked,0
+51856,Male,38.0,1,0,Yes,Private,Rural,56.9,92.0,never smoked,0
+13031,Female,15.0,0,0,No,children,Urban,91.16,38.0,never smoked,0
+19498,Female,81.0,0,1,No,Self-employed,Urban,99.44,27.7,Unknown,0
+51476,Male,48.0,0,0,Yes,Private,Urban,78.85,43.2,never smoked,0
+49762,Female,24.0,0,0,No,Private,Rural,123.89,24.1,smokes,0
+23449,Male,47.0,0,0,Yes,Self-employed,Rural,90.44,28.7,never smoked,0
+51374,Female,13.0,0,0,No,children,Rural,138.44,34.8,Unknown,0
+41263,Female,16.0,0,0,No,Private,Urban,75.06,23.5,never smoked,0
+6599,Male,64.0,1,0,Yes,Self-employed,Rural,85.66,28.5,never smoked,0
+16320,Female,11.0,0,0,No,children,Urban,102.76,20.3,Unknown,0
+64670,Female,55.0,0,0,Yes,Govt_job,Urban,71.79,43.0,formerly smoked,0
+35941,Male,38.0,0,0,Yes,Private,Urban,167.16,18.3,never smoked,0
+64931,Male,37.0,0,0,Yes,Private,Rural,131.05,27.2,never smoked,0
+27416,Female,34.0,0,0,Yes,Private,Rural,86.92,22.0,Unknown,0
+43433,Female,52.0,0,0,Yes,Self-employed,Rural,59.62,50.8,Unknown,0
+21366,Female,50.0,0,0,Yes,Private,Urban,103.72,35.4,formerly smoked,0
+14658,Female,37.0,0,0,Yes,Private,Rural,77.1,55.9,Unknown,0
+7538,Female,55.0,0,0,Yes,Self-employed,Rural,94.75,27.9,smokes,0
+52092,Female,2.0,0,0,No,children,Rural,77.72,19.8,Unknown,0
+45372,Male,68.0,0,0,Yes,Self-employed,Rural,76.09,26.0,smokes,0
+63043,Female,27.0,0,0,No,Private,Urban,61.8,26.8,formerly smoked,0
+67,Female,17.0,0,0,No,Private,Urban,92.97,,formerly smoked,0
+68034,Female,53.0,1,0,Yes,Govt_job,Urban,83.73,32.5,never smoked,0
+63026,Male,5.0,0,0,No,children,Rural,79.33,15.0,Unknown,0
+18352,Female,3.0,0,0,No,children,Rural,108.32,14.2,Unknown,0
+36087,Female,20.0,0,0,No,Private,Rural,103.65,17.0,formerly smoked,0
+27480,Male,19.0,0,0,No,Private,Rural,86.19,26.2,never smoked,0
+38074,Female,31.0,0,0,Yes,Private,Urban,131.42,24.9,smokes,0
+66690,Female,63.0,0,0,Yes,Self-employed,Urban,69.46,26.6,never smoked,0
+31131,Female,49.0,0,1,Yes,Private,Rural,76.78,22.7,smokes,0
+26884,Female,72.0,0,0,Yes,Self-employed,Urban,103.78,32.7,formerly smoked,0
+26935,Female,50.0,1,0,Yes,Private,Urban,213.43,36.7,smokes,0
+17569,Male,41.0,0,0,Yes,Self-employed,Rural,93.52,31.5,Unknown,0
+24585,Male,40.0,0,0,Yes,Govt_job,Urban,115.07,36.9,never smoked,0
+53954,Male,17.0,0,0,No,Private,Rural,69.45,27.6,Unknown,0
+13286,Male,3.0,0,0,No,children,Rural,81.0,20.7,Unknown,0
+7653,Female,33.0,0,0,No,Private,Urban,83.16,20.2,Unknown,0
+59027,Female,12.0,0,0,No,children,Rural,108.63,23.4,never smoked,0
+70318,Male,23.0,0,0,No,Private,Rural,88.06,25.3,Unknown,0
+15422,Male,31.0,0,0,No,Govt_job,Rural,80.57,28.2,formerly smoked,0
+56692,Female,65.0,0,0,Yes,Self-employed,Urban,248.24,27.0,smokes,0
+45395,Female,43.0,0,0,Yes,Private,Urban,57.79,24.8,smokes,0
+39977,Female,22.0,0,0,No,Private,Urban,87.4,34.8,never smoked,0
+14553,Male,7.0,0,0,No,children,Urban,76.63,17.3,Unknown,0
+40998,Female,81.0,0,0,Yes,Self-employed,Rural,58.01,27.8,never smoked,0
+71900,Female,10.0,0,0,No,children,Urban,77.43,16.2,Unknown,0
+3318,Female,18.0,0,0,No,Private,Rural,101.12,,smokes,0
+41481,Female,5.0,0,0,No,children,Rural,64.45,21.7,Unknown,0
+24854,Female,24.0,0,0,No,Self-employed,Urban,79.42,21.4,never smoked,0
+22330,Female,45.0,0,0,Yes,Self-employed,Urban,82.94,29.3,Unknown,0
+14892,Female,46.0,1,0,Yes,Private,Rural,81.58,36.2,never smoked,0
+36710,Male,64.0,0,0,Yes,Private,Urban,62.21,28.3,Unknown,0
+29267,Male,25.0,0,0,No,Private,Rural,229.94,23.5,never smoked,0
+17098,Female,12.0,0,0,No,children,Urban,116.06,25.9,Unknown,0
+61384,Male,81.0,1,0,Yes,Private,Urban,117.77,27.1,never smoked,0
+69732,Male,65.0,0,0,Yes,Self-employed,Urban,66.69,21.5,never smoked,0
+61238,Female,40.0,0,0,Yes,Private,Rural,122.23,30.5,Unknown,0
+18696,Male,81.0,0,0,No,Private,Urban,168.68,23.4,formerly smoked,0
+25643,Male,36.0,0,0,Yes,Private,Rural,119.9,37.6,never smoked,0
+63333,Female,32.0,0,0,Yes,Self-employed,Urban,110.33,24.0,smokes,0
+23210,Male,31.0,0,0,No,Private,Rural,77.95,25.1,never smoked,0
+2647,Male,55.0,0,0,Yes,Private,Rural,80.35,28.7,smokes,0
+60934,Male,39.0,0,0,Yes,Private,Urban,57.38,41.8,formerly smoked,0
+50412,Female,17.0,0,0,No,Private,Urban,96.47,25.6,Unknown,0
+1192,Female,31.0,0,0,No,Govt_job,Rural,70.66,27.2,never smoked,0
+55361,Female,36.0,0,0,Yes,Self-employed,Urban,202.06,24.4,never smoked,0
+50141,Female,5.0,0,0,No,children,Urban,91.3,20.7,Unknown,0
+12963,Female,29.0,0,0,No,Self-employed,Rural,67.56,19.6,Unknown,0
+55337,Female,2.0,0,0,No,children,Rural,126.12,24.8,Unknown,0
+23989,Female,62.0,0,0,Yes,Self-employed,Urban,86.4,32.6,smokes,0
+26025,Female,45.0,0,0,Yes,Govt_job,Urban,103.22,20.5,never smoked,0
+67711,Female,18.0,0,0,No,Private,Rural,88.85,36.2,Unknown,0
+53105,Female,29.0,0,0,Yes,Private,Urban,63.9,45.4,smokes,0
+10696,Female,52.0,0,0,Yes,Private,Urban,81.32,27.6,formerly smoked,0
+43656,Male,59.0,1,0,Yes,Govt_job,Rural,253.93,,formerly smoked,0
+52361,Male,69.0,1,1,Yes,Private,Urban,78.11,34.7,formerly smoked,0
+57343,Female,71.0,0,0,Yes,Private,Urban,134.65,32.4,Unknown,0
+23339,Male,3.0,0,0,No,children,Rural,194.75,,Unknown,0
+51408,Male,33.0,0,0,Yes,Govt_job,Rural,77.94,28.7,never smoked,0
+47886,Female,43.0,1,0,Yes,Govt_job,Rural,56.94,45.3,Unknown,0
+21407,Male,39.0,0,0,Yes,Private,Rural,117.03,40.3,formerly smoked,0
+34026,Female,60.0,0,0,Yes,Private,Rural,207.84,38.9,never smoked,0
+53004,Female,54.0,0,0,Yes,Govt_job,Rural,228.26,46.0,never smoked,0
+18833,Male,61.0,0,0,Yes,Self-employed,Rural,84.43,32.4,smokes,0
+69222,Male,0.24,0,0,No,children,Urban,57.09,19.4,Unknown,0
+32610,Female,11.0,0,0,No,children,Urban,94.89,27.5,never smoked,0
+57645,Female,75.0,0,0,Yes,Govt_job,Rural,132.46,26.2,Unknown,0
+21677,Female,64.0,0,0,Yes,Private,Rural,75.13,31.1,formerly smoked,0
+50410,Female,78.0,0,0,No,Govt_job,Rural,76.64,34.6,never smoked,0
+25051,Female,14.0,0,0,No,Private,Rural,91.32,24.3,never smoked,0
+31642,Female,66.0,0,0,Yes,Self-employed,Rural,85.9,34.6,never smoked,0
+60455,Male,48.0,0,0,Yes,Private,Urban,76.19,28.5,never smoked,0
+52172,Female,44.0,0,0,Yes,Private,Rural,85.77,32.1,Unknown,0
+69647,Male,30.0,0,0,No,Private,Urban,63.42,28.0,never smoked,0
+24972,Male,1.48,0,0,No,children,Rural,112.02,20.9,Unknown,0
+13172,Female,61.0,0,0,Yes,Self-employed,Urban,203.76,33.8,never smoked,0
+31911,Female,54.0,0,0,Yes,Govt_job,Urban,98.44,25.8,formerly smoked,0
+34415,Female,22.0,0,0,No,Govt_job,Urban,79.57,31.8,Unknown,0
+53219,Male,47.0,0,0,Yes,Private,Urban,63.98,26.8,smokes,0
+7924,Female,67.0,0,0,Yes,Private,Urban,101.46,25.9,formerly smoked,0
+72491,Male,53.0,0,0,Yes,Private,Urban,74.66,29.2,smokes,0
+59058,Female,45.0,0,0,Yes,Govt_job,Rural,68.66,25.3,never smoked,0
+52619,Female,65.0,0,0,Yes,Private,Rural,205.78,41.7,never smoked,0
+36162,Male,39.0,1,0,Yes,Private,Rural,111.24,38.8,never smoked,0
+68371,Male,57.0,0,0,Yes,Private,Urban,134.76,29.1,Unknown,0
+21067,Female,45.0,0,0,Yes,Self-employed,Urban,110.1,30.9,never smoked,0
+25718,Female,28.0,0,0,Yes,Private,Urban,100.8,39.3,formerly smoked,0
+24421,Male,30.0,0,0,No,Private,Urban,113.08,41.8,Unknown,0
+69528,Female,31.0,0,0,Yes,Private,Urban,56.48,26.2,formerly smoked,0
+56594,Female,70.0,0,0,Yes,Private,Urban,77.77,33.8,smokes,0
+35095,Female,17.0,0,0,No,Private,Urban,104.02,26.1,Unknown,0
+30002,Male,44.0,1,0,Yes,Self-employed,Rural,83.59,24.1,never smoked,0
+71143,Male,65.0,0,0,Yes,Self-employed,Urban,179.67,30.7,formerly smoked,0
+32669,Male,6.0,0,0,No,children,Urban,91.89,22.4,Unknown,0
+17174,Male,15.0,0,0,No,children,Rural,78.9,23.0,Unknown,0
+2818,Female,80.0,0,0,No,Self-employed,Rural,230.74,30.2,formerly smoked,0
+30650,Male,54.0,0,0,Yes,Govt_job,Rural,216.19,30.3,formerly smoked,0
+3013,Female,79.0,0,0,Yes,Self-employed,Rural,83.7,28.7,never smoked,0
+42806,Female,60.0,1,0,Yes,Private,Rural,200.66,36.3,smokes,0
+6390,Female,12.0,0,0,No,children,Rural,73.99,16.3,Unknown,0
+46647,Female,36.0,0,0,No,Private,Urban,228.5,34.5,never smoked,0
+6625,Female,54.0,0,0,Yes,Self-employed,Urban,70.43,20.8,smokes,0
+49605,Male,63.0,0,0,Yes,Private,Urban,74.39,31.0,formerly smoked,0
+72940,Female,2.0,0,0,No,children,Urban,102.92,17.6,Unknown,0
+24783,Female,28.0,0,0,No,Private,Urban,87.91,22.7,formerly smoked,0
+22515,Female,38.0,1,0,Yes,Private,Rural,118.55,38.4,smokes,0
+3700,Male,37.0,0,0,Yes,Private,Urban,232.29,40.8,smokes,0
+53802,Male,80.0,0,1,Yes,Private,Rural,125.32,32.9,Unknown,0
+49955,Male,43.0,0,0,No,Private,Urban,78.98,31.3,formerly smoked,0
+2456,Male,60.0,1,0,Yes,Govt_job,Rural,100.2,28.5,smokes,0
+71515,Female,66.0,0,0,Yes,Private,Rural,200.91,27.6,never smoked,0
+44662,Female,45.0,0,0,Yes,Govt_job,Rural,95.24,40.2,Unknown,0
+38661,Female,29.0,0,0,No,Private,Urban,56.64,24.7,never smoked,0
+15978,Male,4.0,0,0,No,children,Urban,80.48,17.7,Unknown,0
+35210,Female,48.0,0,0,Yes,Private,Urban,112.96,25.4,never smoked,0
+49930,Female,68.0,0,0,Yes,Private,Rural,236.04,28.5,never smoked,0
+27789,Female,57.0,0,0,Yes,Private,Urban,73.0,26.2,never smoked,0
+45325,Female,29.0,0,0,No,Private,Urban,61.13,26.0,never smoked,0
+31092,Female,30.0,0,0,Yes,Private,Urban,88.56,45.3,never smoked,0
+40705,Female,47.0,0,0,Yes,Self-employed,Rural,66.16,31.5,never smoked,0
+28513,Female,73.0,0,0,Yes,Private,Rural,88.98,20.6,smokes,0
+12367,Female,66.0,0,0,Yes,Self-employed,Urban,94.39,29.4,Unknown,0
+63915,Female,39.0,0,0,Yes,Private,Urban,87.39,57.9,never smoked,0
+10166,Male,66.0,0,0,No,Govt_job,Rural,77.91,39.1,Unknown,0
+35999,Female,52.0,0,0,Yes,Private,Urban,86.85,23.8,formerly smoked,0
+8964,Female,34.0,0,0,No,Private,Rural,94.37,38.1,never smoked,0
+38207,Female,79.0,1,0,Yes,Self-employed,Rural,76.64,19.5,never smoked,0
+52681,Female,39.0,0,0,Yes,Private,Urban,254.95,35.5,smokes,0
+38980,Male,61.0,0,0,Yes,Govt_job,Urban,107.33,26.4,formerly smoked,0
+33924,Female,26.0,0,0,No,Private,Urban,80.94,22.2,smokes,0
+10135,Female,37.0,0,0,No,Private,Rural,112.02,29.1,Unknown,0
+46517,Female,66.0,0,1,Yes,Private,Rural,196.58,41.9,formerly smoked,0
+65966,Female,16.0,0,0,No,Private,Urban,89.14,22.6,formerly smoked,0
+56575,Female,51.0,1,0,Yes,Govt_job,Urban,69.94,33.3,smokes,0
+43138,Male,15.0,0,0,No,Private,Urban,55.79,21.3,never smoked,0
+36633,Male,1.72,0,0,No,children,Urban,73.08,20.4,Unknown,0
+11632,Male,60.0,0,0,Yes,Private,Urban,96.02,28.7,Unknown,0
+31153,Male,66.0,0,0,Yes,Self-employed,Rural,189.82,28.8,formerly smoked,0
+52247,Female,75.0,0,0,Yes,Govt_job,Urban,89.68,38.7,never smoked,0
+61987,Female,40.0,0,0,Yes,Private,Urban,101.06,32.3,smokes,0
+64416,Female,52.0,0,0,Yes,Govt_job,Rural,62.66,37.9,Unknown,0
+31708,Female,13.0,0,0,No,children,Urban,84.03,25.3,Unknown,0
+62296,Female,44.0,0,0,Yes,Govt_job,Rural,108.38,27.7,Unknown,0
+53976,Female,37.0,0,0,No,Private,Rural,78.79,25.1,Unknown,0
+16446,Male,2.0,0,0,No,children,Rural,76.12,16.8,Unknown,0
+51329,Female,48.0,0,0,Yes,Private,Rural,68.01,27.7,never smoked,0
+33560,Female,81.0,0,1,Yes,Govt_job,Urban,90.11,28.6,never smoked,0
+37866,Female,76.0,0,0,Yes,Self-employed,Urban,193.61,37.6,never smoked,0
+8553,Female,58.0,0,0,Yes,Govt_job,Rural,195.74,32.7,Unknown,0
+5654,Female,11.0,0,0,No,children,Rural,94.77,22.7,Unknown,0
+17238,Female,9.0,0,0,No,children,Urban,85.0,16.0,Unknown,0
+45252,Male,54.0,0,0,Yes,Private,Urban,141.37,23.5,never smoked,0
+14444,Female,37.0,0,0,No,Self-employed,Urban,90.71,45.8,Unknown,0
+46503,Female,16.0,0,0,No,Private,Rural,106.8,20.8,never smoked,0
+18578,Male,11.0,0,0,No,children,Rural,121.66,16.7,Unknown,0
+917,Female,32.0,0,0,Yes,Private,Urban,85.18,22.2,smokes,0
+60981,Female,26.0,0,0,No,Private,Rural,130.07,33.1,never smoked,0
+28873,Female,21.0,0,0,No,Private,Rural,74.24,32.7,never smoked,0
+25446,Female,45.0,0,0,Yes,Govt_job,Urban,79.98,41.4,never smoked,0
+54127,Female,40.0,0,0,Yes,Self-employed,Urban,106.76,24.1,formerly smoked,0
+63478,Female,41.0,0,0,Yes,Private,Urban,76.34,28.0,Unknown,0
+15464,Female,71.0,1,1,Yes,Private,Rural,221.24,24.2,Unknown,0
+63312,Male,16.0,0,0,No,Private,Urban,80.55,23.5,smokes,0
+55681,Female,7.0,0,0,No,children,Rural,63.98,23.0,Unknown,0
+63804,Female,27.0,0,0,No,Private,Rural,55.93,20.3,smokes,0
+10321,Female,22.0,0,0,Yes,Private,Rural,73.94,24.8,Unknown,0
+56339,Female,79.0,0,0,Yes,Self-employed,Rural,65.58,26.1,Unknown,0
+56277,Female,38.0,0,0,Yes,Private,Rural,83.8,24.2,smokes,0
+33657,Female,64.0,0,0,Yes,Private,Urban,95.87,19.3,formerly smoked,0
+7054,Male,4.0,0,0,No,children,Rural,112.83,18.2,Unknown,0
+72393,Female,23.0,0,0,Yes,Govt_job,Rural,84.93,24.2,never smoked,0
+68059,Male,35.0,0,0,Yes,Govt_job,Rural,103.08,41.5,smokes,0
+14996,Male,66.0,0,0,Yes,Self-employed,Rural,85.98,28.0,Unknown,0
+841,Male,34.0,0,0,Yes,Private,Urban,83.75,37.0,never smoked,0
+22880,Female,19.0,0,0,No,Private,Urban,125.43,32.2,Unknown,0
+1552,Male,73.0,0,0,Yes,Private,Urban,101.58,35.9,never smoked,0
+68853,Female,70.0,0,0,Yes,Private,Rural,149.8,47.6,Unknown,0
+49190,Female,45.0,0,0,Yes,Private,Rural,112.55,32.1,never smoked,0
+49277,Female,34.0,0,0,No,Private,Urban,70.87,55.7,formerly smoked,0
+711,Male,81.0,0,0,Yes,Private,Rural,92.96,22.2,never smoked,0
+1953,Female,0.72,0,0,No,children,Rural,112.19,20.1,Unknown,0
+34900,Male,13.0,0,0,No,Never_worked,Urban,85.08,14.6,Unknown,0
+13237,Male,57.0,0,1,Yes,Self-employed,Urban,112.37,28.4,never smoked,0
+61684,Female,38.0,0,0,Yes,Private,Urban,151.26,20.6,never smoked,0
+28382,Male,21.0,0,0,No,Private,Urban,73.81,19.8,Unknown,0
+13768,Female,38.0,0,0,Yes,Private,Urban,77.2,23.4,Unknown,0
+32726,Female,41.0,0,0,No,Private,Urban,76.08,25.1,never smoked,0
+65729,Female,26.0,0,0,Yes,Private,Rural,123.98,30.1,never smoked,0
+6422,Female,48.0,0,0,Yes,Self-employed,Urban,108.51,33.3,Unknown,0
+11382,Male,18.0,0,0,No,Private,Rural,98.07,24.0,never smoked,0
+31703,Male,66.0,0,0,Yes,Self-employed,Urban,85.82,27.8,never smoked,0
+33439,Female,27.0,0,0,No,Private,Rural,86.21,21.4,Unknown,0
+5647,Female,18.0,0,0,No,Private,Urban,99.01,25.5,formerly smoked,0
+1847,Female,20.0,0,0,No,Govt_job,Rural,79.53,,never smoked,0
+12900,Male,11.0,0,0,No,children,Rural,80.08,21.8,never smoked,0
+28367,Female,7.0,0,0,No,children,Rural,69.47,18.9,Unknown,0
+71551,Female,54.0,0,0,No,Private,Urban,85.07,21.9,Unknown,0
+13846,Male,43.0,0,0,Yes,Govt_job,Rural,88.0,30.6,never smoked,0
+61667,Female,61.0,0,0,Yes,Private,Rural,144.14,29.8,never smoked,0
+46079,Male,31.0,0,0,No,Private,Urban,78.8,28.7,smokes,0
+7871,Female,40.0,0,0,Yes,Private,Urban,86.78,35.5,smokes,0
+60964,Female,71.0,1,0,Yes,Govt_job,Rural,105.72,29.1,formerly smoked,0
+72562,Female,57.0,0,0,Yes,Private,Rural,64.37,32.8,never smoked,0
+63773,Female,13.0,0,0,No,children,Rural,146.1,22.8,never smoked,0
+53998,Female,21.0,0,0,No,Private,Urban,58.66,31.3,never smoked,0
+16617,Female,63.0,1,0,Yes,Govt_job,Urban,192.5,29.0,never smoked,0
+54117,Male,7.0,0,0,No,children,Rural,103.5,19.0,Unknown,0
+5987,Female,78.0,0,0,Yes,Private,Urban,89.42,24.1,never smoked,0
+72215,Female,66.0,0,0,Yes,Self-employed,Rural,212.92,21.4,never smoked,0
+39796,Male,41.0,0,0,No,Self-employed,Rural,60.73,28.0,never smoked,0
+12345,Male,11.0,0,0,No,children,Urban,73.18,27.6,never smoked,0
+65636,Male,55.0,0,0,Yes,Private,Urban,82.26,28.7,Unknown,0
+47356,Female,42.0,0,0,Yes,Private,Urban,87.4,24.5,formerly smoked,0
+27859,Male,51.0,0,0,Yes,Private,Rural,86.95,25.0,formerly smoked,0
+41715,Female,79.0,1,0,Yes,Self-employed,Rural,74.0,29.6,never smoked,0
+38617,Male,28.0,0,0,Yes,Self-employed,Urban,73.98,29.9,never smoked,0
+32638,Female,73.0,1,0,Yes,Self-employed,Rural,124.78,35.6,never smoked,0
+47799,Female,42.0,0,0,Yes,Private,Urban,191.94,27.9,never smoked,0
+41942,Female,37.0,0,0,Yes,Private,Urban,247.87,42.6,never smoked,0
+69010,Male,78.0,0,0,Yes,Private,Rural,83.2,21.2,formerly smoked,0
+47144,Female,74.0,0,0,Yes,Self-employed,Urban,88.62,28.5,formerly smoked,0
+65103,Female,59.0,0,0,Yes,Private,Urban,81.51,25.6,formerly smoked,0
+6472,Female,78.0,0,0,Yes,Govt_job,Urban,101.76,,smokes,0
+27596,Female,82.0,1,0,Yes,Private,Urban,115.71,31.1,formerly smoked,0
+59522,Male,71.0,1,0,Yes,Private,Rural,229.73,30.4,never smoked,0
+51512,Female,19.0,0,0,No,Private,Rural,57.4,22.9,Unknown,0
+53821,Male,18.0,0,0,No,Private,Rural,100.47,31.9,never smoked,0
+51532,Female,53.0,0,0,Yes,Govt_job,Rural,81.36,48.8,never smoked,0
+50070,Female,62.0,1,0,Yes,Self-employed,Rural,261.67,43.0,formerly smoked,0
+41654,Male,3.0,0,0,No,children,Rural,110.2,21.8,Unknown,0
+5714,Female,49.0,1,0,Yes,Govt_job,Rural,98.9,35.5,never smoked,0
+2304,Male,51.0,0,0,Yes,Govt_job,Rural,95.19,24.3,smokes,0
+8543,Female,53.0,0,0,Yes,Private,Rural,105.28,23.1,never smoked,0
+45279,Female,10.0,0,0,No,children,Rural,83.03,18.5,Unknown,0
+57870,Male,54.0,0,0,Yes,Private,Rural,89.41,42.4,smokes,0
+56961,Female,40.0,0,0,No,Govt_job,Rural,70.56,32.3,never smoked,0
+8623,Female,3.0,0,0,No,children,Urban,78.79,22.6,Unknown,0
+21346,Female,12.0,0,0,No,children,Rural,70.13,17.8,Unknown,0
+36922,Male,56.0,0,0,Yes,Private,Rural,62.68,18.4,never smoked,0
+19814,Female,43.0,0,0,No,Private,Urban,71.77,26.9,never smoked,0
+22151,Female,28.0,0,0,No,Govt_job,Rural,77.99,32.0,smokes,0
+47802,Male,28.0,0,0,No,Private,Urban,256.74,23.4,formerly smoked,0
+25404,Male,56.0,0,0,Yes,Private,Rural,93.72,31.4,never smoked,0
+43487,Female,14.0,0,0,No,children,Urban,63.74,22.4,Unknown,0
+58313,Female,63.0,0,0,Yes,Self-employed,Urban,60.67,28.9,formerly smoked,0
+16629,Female,29.0,0,0,Yes,Private,Urban,112.08,27.4,never smoked,0
+60675,Female,48.0,1,0,Yes,Govt_job,Rural,221.08,57.2,never smoked,0
+1119,Male,47.0,0,1,Yes,Govt_job,Urban,101.81,28.4,smokes,0
+64864,Male,63.0,1,0,Yes,Private,Rural,60.17,23.5,smokes,0
+55244,Male,40.0,0,0,Yes,Self-employed,Rural,65.29,28.3,never smoked,0
+23568,Female,40.0,0,0,Yes,Private,Urban,153.24,38.2,Unknown,0
+56979,Male,55.0,0,0,Yes,Private,Rural,61.42,33.3,smokes,0
+66006,Female,43.0,0,0,Yes,Private,Urban,86.67,33.3,never smoked,0
+40447,Female,59.0,0,0,Yes,Private,Rural,82.42,28.8,never smoked,0
+62798,Female,78.0,1,0,Yes,Private,Rural,100.54,32.1,smokes,0
+38397,Female,27.0,0,0,No,Private,Urban,111.48,28.9,never smoked,0
+66945,Female,49.0,0,0,Yes,Private,Urban,85.33,25.5,never smoked,0
+44992,Male,14.0,0,0,No,Private,Urban,126.57,25.9,formerly smoked,0
+50009,Female,17.0,0,0,No,Private,Urban,81.51,19.5,formerly smoked,0
+5170,Male,42.0,0,0,Yes,Govt_job,Rural,67.97,23.8,Unknown,0
+16263,Female,36.0,0,0,Yes,Self-employed,Urban,77.92,24.9,Unknown,0
+16024,Male,19.0,0,0,No,Private,Urban,80.54,18.5,smokes,0
+47057,Male,55.0,0,0,Yes,Self-employed,Urban,76.47,30.6,Unknown,0
+34045,Female,8.0,0,0,No,children,Urban,87.15,16.1,Unknown,0
+59691,Female,56.0,0,0,Yes,Govt_job,Urban,86.07,32.5,Unknown,0
+49261,Male,54.0,0,0,No,Private,Rural,106.52,27.4,formerly smoked,0
+30734,Male,15.0,0,0,No,children,Rural,94.24,30.2,Unknown,0
+72184,Female,43.0,0,0,Yes,Self-employed,Urban,89.73,23.5,formerly smoked,0
+37440,Male,52.0,0,0,Yes,Govt_job,Urban,208.39,36.0,formerly smoked,0
+54400,Female,62.0,0,0,Yes,Self-employed,Rural,128.61,24.8,never smoked,0
+56547,Male,54.0,0,0,Yes,Private,Rural,57.56,27.5,never smoked,0
+13598,Male,60.0,0,0,Yes,Self-employed,Urban,227.23,40.0,formerly smoked,0
+24246,Male,7.0,0,0,No,children,Urban,77.76,18.1,Unknown,0
+29276,Male,3.0,0,0,No,children,Urban,72.76,18.8,Unknown,0
+20979,Female,39.0,0,0,No,Private,Rural,90.11,23.6,never smoked,0
+46048,Male,60.0,0,0,Yes,Govt_job,Rural,203.27,29.7,never smoked,0
+35217,Female,60.0,1,0,Yes,Private,Urban,234.5,43.7,never smoked,0
+11816,Female,46.0,0,0,Yes,Self-employed,Urban,71.12,27.3,never smoked,0
+48721,Male,26.0,0,0,No,Private,Urban,190.67,20.2,never smoked,0
+24163,Female,12.0,0,0,No,children,Rural,116.04,23.8,Unknown,0
+8022,Male,16.0,0,0,No,Private,Urban,82.95,21.4,never smoked,0
+10950,Female,2.0,0,0,No,children,Urban,112.75,25.1,Unknown,0
+21830,Female,82.0,0,0,Yes,Private,Urban,82.63,17.9,smokes,0
+26594,Female,32.0,0,0,Yes,Private,Urban,92.75,34.5,smokes,0
+14789,Female,62.0,0,0,Yes,Private,Rural,117.63,27.1,formerly smoked,0
+46670,Female,75.0,1,0,Yes,Self-employed,Rural,197.06,26.1,never smoked,0
+31426,Female,81.0,1,0,Yes,Govt_job,Urban,216.07,43.4,never smoked,0
+64435,Female,37.0,0,0,Yes,Private,Rural,76.03,33.2,never smoked,0
+68789,Female,28.0,0,0,No,Private,Urban,62.44,37.2,Unknown,0
+56254,Female,25.0,0,0,No,Private,Rural,108.82,41.3,smokes,0
+17478,Male,44.0,0,0,Yes,Govt_job,Urban,101.66,35.4,never smoked,0
+59908,Female,11.0,0,0,No,children,Rural,121.15,26.1,Unknown,0
+34130,Male,54.0,1,0,Yes,Private,Rural,116.44,24.5,never smoked,0
+22282,Male,52.0,1,0,Yes,Govt_job,Rural,116.62,,smokes,0
+21110,Female,43.0,0,0,Yes,Private,Urban,93.3,32.7,never smoked,0
+71622,Female,56.0,0,0,Yes,Private,Urban,144.33,29.2,never smoked,0
+10056,Female,37.0,0,0,Yes,Private,Urban,98.02,20.4,never smoked,0
+2424,Male,60.0,0,0,Yes,Private,Urban,80.67,33.5,Unknown,0
+24736,Female,4.0,0,0,No,children,Urban,94.27,14.0,Unknown,0
+8920,Female,51.0,0,0,Yes,Self-employed,Rural,76.35,33.5,formerly smoked,0
+62715,Male,82.0,0,1,Yes,Private,Urban,57.56,27.5,never smoked,0
+70615,Female,56.0,0,0,Yes,Govt_job,Urban,179.14,35.3,Unknown,0
+43507,Female,60.0,0,0,Yes,Private,Rural,63.49,30.1,never smoked,0
+43035,Male,35.0,0,0,Yes,Private,Rural,145.18,32.6,smokes,0
+44799,Female,32.0,0,0,Yes,Private,Rural,66.3,47.5,never smoked,0
+49053,Female,45.0,0,0,No,Private,Rural,120.56,31.6,never smoked,0
+33102,Male,10.0,0,0,No,children,Rural,69.2,23.5,formerly smoked,0
+59405,Female,68.0,1,0,Yes,Private,Urban,150.74,40.3,Unknown,0
+18283,Female,51.0,0,0,Yes,Govt_job,Urban,81.38,34.1,smokes,0
+4929,Male,8.0,0,0,No,children,Urban,78.48,16.1,Unknown,0
+37289,Female,63.0,0,0,Yes,Self-employed,Rural,203.87,26.4,never smoked,0
+6202,Male,4.0,0,0,No,children,Urban,87.0,19.0,Unknown,0
+24106,Female,33.0,0,0,Yes,Private,Rural,84.68,34.7,formerly smoked,0
+32126,Female,56.0,0,1,Yes,Private,Urban,91.89,23.3,smokes,0
+56322,Male,49.0,0,1,Yes,Govt_job,Rural,88.97,32.6,never smoked,0
+54869,Female,30.0,0,0,Yes,Private,Urban,116.98,26.0,never smoked,0
+40887,Male,16.0,0,0,No,children,Urban,135.82,35.1,never smoked,0
+29764,Female,1.8,0,0,No,children,Rural,96.62,18.6,Unknown,0
+38287,Male,54.0,0,0,Yes,Private,Rural,106.53,30.4,formerly smoked,0
+53426,Male,49.0,0,0,Yes,Private,Rural,58.42,32.8,formerly smoked,0
+14943,Female,17.0,0,0,No,Private,Rural,79.62,21.6,never smoked,0
+65351,Male,11.0,0,0,No,children,Urban,141.84,23.3,Unknown,0
+61830,Male,51.0,0,0,Yes,Private,Rural,78.05,31.4,never smoked,0
+71777,Male,74.0,1,1,Yes,Private,Rural,77.16,26.3,never smoked,0
+69059,Female,42.0,0,0,Yes,Private,Urban,86.3,20.1,never smoked,0
+11908,Female,69.0,0,0,Yes,Self-employed,Urban,83.55,28.3,formerly smoked,0
+24955,Female,22.0,0,0,No,Private,Rural,102.0,40.4,smokes,0
+61477,Female,25.0,0,0,No,Private,Urban,68.07,18.6,smokes,0
+724,Male,17.0,0,0,No,Private,Rural,81.77,44.7,never smoked,0
+22614,Male,64.0,0,0,No,Self-employed,Rural,82.62,25.3,smokes,0
+61997,Female,50.0,0,0,Yes,Private,Urban,102.03,28.3,Unknown,0
+6605,Male,52.0,1,0,Yes,Govt_job,Urban,235.06,39.9,formerly smoked,0
+46987,Female,65.0,0,1,Yes,Private,Rural,57.52,,formerly smoked,0
+70428,Female,37.0,0,0,Yes,Govt_job,Urban,76.98,34.7,never smoked,0
+2267,Female,31.0,0,0,Yes,Self-employed,Urban,82.31,31.9,never smoked,0
+25476,Female,52.0,0,0,Yes,Private,Urban,83.84,35.0,Unknown,0
+52960,Female,56.0,0,0,Yes,Self-employed,Urban,98.14,32.7,formerly smoked,0
+56600,Female,43.0,0,0,Yes,Private,Rural,84.04,30.6,Unknown,0
+9394,Male,11.0,0,0,No,children,Rural,92.24,27.9,Unknown,0
+42400,Female,2.0,0,0,No,children,Urban,94.92,20.4,Unknown,0
+36210,Female,16.0,0,0,No,Private,Rural,112.7,29.6,never smoked,0
+34416,Male,23.0,0,0,No,Private,Urban,74.34,23.5,never smoked,0
+37192,Female,40.0,0,0,Yes,Private,Urban,72.99,46.4,Unknown,0
+20237,Male,15.0,0,0,No,Private,Urban,104.9,27.4,never smoked,0
+60635,Male,48.0,0,0,Yes,Private,Rural,99.96,25.2,never smoked,0
+32571,Male,33.0,0,0,Yes,Private,Urban,85.27,25.8,Unknown,0
+52368,Male,46.0,0,0,Yes,Private,Urban,60.32,33.3,smokes,0
+66786,Female,53.0,0,0,Yes,Private,Rural,94.14,27.7,smokes,0
+12668,Male,68.0,0,0,Yes,Self-employed,Urban,195.43,28.9,never smoked,0
+64155,Male,60.0,0,0,Yes,Govt_job,Rural,200.25,33.1,never smoked,0
+17885,Male,57.0,0,0,No,Govt_job,Rural,90.31,38.1,smokes,0
+18930,Female,51.0,0,0,Yes,Govt_job,Urban,95.33,27.9,never smoked,0
+15728,Female,0.4,0,0,No,children,Rural,85.65,17.4,Unknown,0
+71846,Female,76.0,0,0,Yes,Govt_job,Urban,223.64,27.1,smokes,0
+37515,Female,46.0,0,0,Yes,Govt_job,Rural,76.43,22.7,Unknown,0
+25763,Female,23.0,0,0,No,Private,Urban,98.66,28.3,Unknown,0
+16566,Male,9.0,0,0,No,children,Urban,75.84,21.5,Unknown,0
+30836,Female,53.0,0,0,Yes,Private,Urban,85.46,30.0,never smoked,0
+68060,Male,4.0,0,0,No,children,Urban,81.33,18.6,Unknown,0
+51958,Female,62.0,1,0,No,Private,Urban,199.78,45.2,Unknown,0
+45285,Male,37.0,0,0,Yes,Private,Urban,176.42,39.7,Unknown,0
+19271,Female,82.0,1,1,Yes,Self-employed,Urban,101.56,31.5,never smoked,0
+6576,Female,33.0,0,0,Yes,Private,Urban,84.48,23.2,formerly smoked,0
+6850,Male,3.0,0,0,No,children,Urban,93.21,27.3,Unknown,0
+25798,Male,14.0,0,0,No,Private,Urban,72.88,26.5,never smoked,0
+28611,Male,16.0,0,0,No,Private,Urban,84.1,19.3,Unknown,0
+15061,Male,40.0,0,0,Yes,Govt_job,Rural,72.84,26.1,Unknown,0
+40323,Female,18.0,0,0,No,Private,Urban,70.89,19.8,never smoked,0
+40842,Female,29.0,0,0,Yes,Private,Rural,108.14,25.1,formerly smoked,0
+23765,Female,56.0,0,0,Yes,Govt_job,Rural,244.3,37.3,never smoked,0
+66287,Male,33.0,0,0,Yes,Private,Rural,88.04,30.3,formerly smoked,0
+50804,Male,2.0,0,0,No,children,Rural,65.84,16.1,Unknown,0
+25927,Male,36.0,0,0,Yes,Private,Rural,106.73,25.1,never smoked,0
+41970,Male,30.0,0,0,No,Private,Urban,106.03,26.7,Unknown,0
+54206,Female,31.0,0,0,No,Govt_job,Urban,80.88,29.3,formerly smoked,0
+46691,Male,16.0,0,0,No,children,Urban,140.1,38.7,never smoked,0
+37553,Male,58.0,0,0,Yes,Private,Urban,127.4,35.8,formerly smoked,0
+27507,Female,19.0,0,0,No,Private,Urban,87.72,21.7,never smoked,0
+68209,Male,47.0,0,0,Yes,Govt_job,Rural,58.23,31.4,formerly smoked,0
+42841,Male,59.0,0,0,Yes,Private,Rural,69.37,26.9,formerly smoked,0
+51889,Female,40.0,0,0,Yes,Private,Urban,58.64,33.0,never smoked,0
+72725,Female,26.0,0,0,No,Govt_job,Urban,59.67,24.5,smokes,0
+18605,Female,17.0,0,0,No,Never_worked,Urban,78.08,44.9,never smoked,0
+23599,Female,30.0,0,0,No,Private,Urban,105.08,25.5,never smoked,0
+45530,Female,19.0,0,0,No,Private,Urban,89.3,22.1,never smoked,0
+56425,Female,78.0,0,0,Yes,Govt_job,Rural,61.38,24.3,Unknown,0
+69972,Female,55.0,0,0,Yes,Private,Rural,56.11,32.4,formerly smoked,0
+5774,Male,59.0,0,0,Yes,Private,Urban,223.16,,Unknown,0
+13307,Male,57.0,0,0,Yes,Govt_job,Urban,75.53,33.1,formerly smoked,0
+72188,Male,33.0,0,0,No,Private,Urban,107.47,26.7,never smoked,0
+60226,Female,35.0,0,0,Yes,Private,Urban,76.0,37.9,Unknown,0
+34940,Male,32.0,0,0,Yes,Private,Urban,90.28,39.6,never smoked,0
+4403,Female,55.0,0,0,Yes,Private,Urban,65.22,19.8,never smoked,0
+33051,Male,28.0,0,0,No,Private,Urban,86.24,30.0,Unknown,0
+37668,Male,25.0,0,0,Yes,Govt_job,Urban,166.38,23.1,never smoked,0
+27276,Female,45.0,0,0,Yes,Private,Urban,78.91,34.3,Unknown,0
+37808,Female,34.0,0,0,No,Govt_job,Urban,226.28,38.4,Unknown,0
+21678,Male,33.0,0,0,Yes,Private,Urban,90.73,32.8,smokes,0
+40087,Male,65.0,0,0,Yes,Private,Rural,172.86,34.4,never smoked,0
+38658,Female,62.0,0,0,Yes,Self-employed,Rural,213.92,44.6,never smoked,0
+30353,Male,36.0,0,0,Yes,Private,Urban,92.23,32.8,never smoked,0
+28803,Male,31.0,0,0,Yes,Private,Urban,79.81,26.4,never smoked,0
+10445,Male,54.0,0,0,Yes,Govt_job,Rural,81.78,27.3,Unknown,0
+12812,Female,53.0,0,0,Yes,Private,Rural,102.0,32.4,never smoked,0
+72289,Female,44.0,0,0,Yes,Private,Rural,68.42,43.2,smokes,0
+30433,Male,77.0,0,0,Yes,Private,Urban,94.68,33.6,Unknown,0
+37640,Female,67.0,0,0,Yes,Govt_job,Rural,125.33,26.4,Unknown,0
+54378,Female,48.0,0,0,Yes,Self-employed,Urban,212.19,46.9,never smoked,0
+34138,Male,42.0,0,0,Yes,Private,Urban,89.0,36.3,formerly smoked,0
+72160,Male,72.0,1,1,Yes,Private,Rural,60.98,34.9,formerly smoked,0
+44447,Male,49.0,0,0,Yes,Private,Urban,58.19,29.6,smokes,0
+5927,Female,1.32,0,0,No,children,Rural,67.68,16.5,Unknown,0
+44233,Female,45.0,0,0,Yes,Govt_job,Rural,84.99,35.4,Unknown,0
+56021,Female,63.0,1,0,Yes,Private,Urban,62.13,23.6,never smoked,0
+65038,Female,33.0,0,0,Yes,Private,Rural,57.1,33.1,never smoked,0
+3595,Male,32.0,0,0,Yes,Private,Urban,97.95,40.2,smokes,0
+25783,Female,0.48,0,0,No,children,Rural,94.06,14.8,Unknown,0
+68268,Female,63.0,0,0,Yes,Self-employed,Urban,93.88,34.8,Unknown,0
+7564,Male,70.0,0,0,Yes,Private,Rural,90.3,33.5,formerly smoked,0
+26723,Female,57.0,0,0,Yes,Private,Urban,83.14,31.9,never smoked,0
+9995,Male,8.0,0,0,No,children,Urban,118.66,16.1,Unknown,0
+68074,Male,54.0,0,0,Yes,Private,Rural,100.47,50.2,formerly smoked,0
+8385,Male,37.0,0,0,Yes,Private,Urban,90.78,35.9,Unknown,0
+21796,Male,59.0,0,0,Yes,Private,Urban,66.46,39.6,formerly smoked,0
+53115,Female,78.0,0,0,Yes,Govt_job,Urban,73.56,27.5,formerly smoked,0
+27623,Female,59.0,0,0,Yes,Private,Urban,200.8,32.3,Unknown,0
+70823,Female,10.0,0,0,No,children,Urban,57.28,15.4,never smoked,0
+5173,Male,21.0,0,0,No,Private,Rural,92.87,28.4,smokes,0
+21852,Male,2.0,0,0,No,children,Rural,96.47,19.5,Unknown,0
+24711,Female,55.0,0,0,Yes,Govt_job,Urban,99.44,25.0,formerly smoked,0
+21967,Female,20.0,0,0,Yes,Private,Urban,77.96,26.3,smokes,0
+36793,Female,38.0,1,0,Yes,Private,Rural,60.13,39.6,never smoked,0
+37492,Female,33.0,0,0,Yes,Private,Rural,88.17,38.6,formerly smoked,0
+45658,Male,14.0,0,0,No,Private,Rural,84.41,33.9,never smoked,0
+6264,Male,32.0,0,0,Yes,Private,Rural,72.34,32.2,Unknown,0
+37507,Female,32.0,0,0,No,Private,Rural,68.72,25.1,never smoked,0
+50557,Female,68.0,0,0,Yes,Self-employed,Urban,222.58,37.4,smokes,0
+21973,Male,70.0,0,0,Yes,Private,Rural,66.06,30.1,formerly smoked,0
+53346,Female,24.0,0,0,Yes,Private,Rural,156.43,27.0,formerly smoked,0
+41210,Male,44.0,0,0,No,Self-employed,Urban,105.76,32.4,formerly smoked,0
+29078,Male,39.0,0,0,Yes,Govt_job,Rural,73.07,26.8,smokes,0
+24873,Female,81.0,0,0,Yes,Private,Rural,99.48,27.2,never smoked,0
+15387,Male,19.0,0,0,No,Private,Rural,79.6,36.7,Unknown,0
+63880,Female,69.0,0,0,Yes,Self-employed,Urban,70.0,36.0,never smoked,0
+49833,Female,42.0,0,0,Yes,Govt_job,Rural,112.98,37.2,formerly smoked,0
+43773,Male,8.0,0,0,No,children,Urban,61.07,19.1,Unknown,0
+53095,Male,8.0,0,0,No,children,Rural,63.43,21.8,Unknown,0
+56185,Female,28.0,0,0,No,Private,Urban,73.2,26.5,smokes,0
+57043,Female,66.0,0,0,Yes,Self-employed,Urban,102.73,35.0,formerly smoked,0
+55545,Female,66.0,0,0,Yes,Self-employed,Rural,74.88,32.6,never smoked,0
+60899,Female,47.0,0,0,Yes,Private,Urban,122.43,23.9,never smoked,0
+16136,Female,78.0,0,0,Yes,Self-employed,Urban,84.21,33.7,never smoked,0
+11843,Female,65.0,0,0,Yes,Self-employed,Rural,80.42,29.4,formerly smoked,0
+3609,Male,78.0,0,0,Yes,Private,Urban,80.44,29.0,never smoked,0
+29172,Female,68.0,0,0,Yes,Self-employed,Rural,80.63,20.2,never smoked,0
+49894,Female,78.0,1,1,Yes,Private,Rural,206.53,,never smoked,0
+6048,Female,65.0,0,0,Yes,Private,Urban,104.12,27.4,never smoked,0
+16029,Female,70.0,0,0,Yes,Self-employed,Rural,96.82,25.0,never smoked,0
+63022,Female,59.0,0,0,Yes,Self-employed,Urban,88.1,30.7,never smoked,0
+40041,Male,31.0,0,0,No,Self-employed,Rural,64.85,23.0,Unknown,0
+6924,Female,32.0,0,0,Yes,Private,Rural,102.87,26.6,smokes,0
+22590,Male,5.0,0,0,No,children,Urban,83.75,18.1,Unknown,0
+25878,Male,55.0,0,0,Yes,Self-employed,Rural,97.68,47.1,formerly smoked,0
+11169,Female,61.0,0,0,Yes,Private,Urban,97.58,29.7,formerly smoked,0
+44355,Female,48.0,0,0,Yes,Private,Rural,74.16,19.9,never smoked,0
+31113,Female,1.16,0,0,No,children,Urban,86.0,13.3,Unknown,0
+46514,Female,50.0,0,0,Yes,Govt_job,Urban,100.93,32.7,never smoked,0
+67466,Male,63.0,1,0,Yes,Private,Urban,232.78,31.8,formerly smoked,0
+3612,Male,67.0,0,0,Yes,Private,Rural,86.96,31.4,formerly smoked,0
+66590,Female,43.0,0,0,Yes,Self-employed,Urban,67.5,20.4,formerly smoked,0
+19611,Male,59.0,0,0,Yes,Private,Urban,81.21,33.2,smokes,0
+47216,Male,47.0,0,0,Yes,Private,Rural,110.14,30.5,smokes,0
+55591,Male,50.0,0,0,Yes,Private,Urban,120.44,30.3,never smoked,0
+24381,Male,51.0,0,1,Yes,Self-employed,Urban,187.47,34.2,never smoked,0
+8037,Male,44.0,0,1,No,Govt_job,Urban,94.62,34.4,Unknown,0
+23911,Female,39.0,0,0,No,Private,Rural,89.57,48.1,never smoked,0
+31596,Female,24.0,0,0,No,Private,Urban,95.31,22.8,never smoked,0
+44647,Male,62.0,0,0,No,Govt_job,Rural,75.07,30.5,never smoked,0
+51486,Female,61.0,0,0,Yes,Private,Rural,106.65,35.9,formerly smoked,0
+18263,Female,78.0,0,0,Yes,Self-employed,Urban,234.06,33.7,never smoked,0
+41930,Male,15.0,0,0,No,Private,Rural,144.15,24.1,never smoked,0
+45922,Female,23.0,0,0,No,Private,Urban,58.81,25.4,never smoked,0
+52934,Male,79.0,0,0,Yes,Self-employed,Urban,242.62,25.5,never smoked,0
+18020,Male,57.0,0,0,Yes,Private,Urban,93.04,29.2,never smoked,0
+2044,Female,70.0,0,1,Yes,Self-employed,Rural,65.68,,Unknown,0
+63467,Male,9.0,0,0,No,children,Urban,150.0,17.4,Unknown,0
+38642,Male,55.0,0,0,Yes,Private,Urban,63.56,29.9,Unknown,0
+5387,Female,82.0,0,0,No,Private,Rural,96.98,21.5,never smoked,0
+68417,Female,19.0,0,0,No,Private,Rural,66.7,24.7,never smoked,0
+22477,Male,41.0,0,0,Yes,Private,Rural,79.66,25.1,Unknown,0
+23968,Female,79.0,0,0,Yes,Govt_job,Rural,90.16,34.4,never smoked,0
+8111,Female,23.0,0,0,No,Private,Rural,104.09,27.9,Unknown,0
+15282,Female,77.0,0,0,Yes,Private,Rural,90.96,31.5,formerly smoked,0
+54395,Female,78.0,1,0,Yes,Self-employed,Rural,152.38,31.8,never smoked,0
+25408,Female,24.0,0,0,Yes,Self-employed,Rural,114.54,30.1,smokes,0
+69284,Female,81.0,1,0,Yes,Self-employed,Urban,174.54,26.4,never smoked,0
+28348,Female,46.0,0,0,Yes,Private,Rural,106.47,27.2,Unknown,0
+46015,Female,29.0,0,0,No,Private,Urban,73.63,22.5,smokes,0
+69047,Female,59.0,0,0,Yes,Govt_job,Urban,98.52,29.8,formerly smoked,0
+39706,Male,41.0,0,0,Yes,Self-employed,Rural,62.93,26.1,smokes,0
+9143,Female,17.0,0,0,No,Private,Urban,67.87,24.9,formerly smoked,0
+64879,Female,8.0,0,0,No,children,Rural,120.43,23.5,Unknown,0
+17130,Female,23.0,0,0,No,Private,Rural,76.56,30.1,never smoked,0
+16420,Female,45.0,0,0,Yes,Private,Urban,108.03,37.3,never smoked,0
+7529,Male,67.0,0,0,Yes,Private,Rural,83.16,25.5,formerly smoked,0
+54022,Female,78.0,0,0,Yes,Self-employed,Rural,67.9,35.3,never smoked,0
+35660,Male,18.0,0,0,No,Private,Rural,115.46,27.6,Unknown,0
+50605,Female,35.0,0,0,Yes,Private,Rural,123.94,28.7,never smoked,0
+27803,Female,54.0,0,0,Yes,Govt_job,Urban,231.54,29.9,never smoked,0
+68981,Female,71.0,1,0,Yes,Govt_job,Urban,219.8,34.2,formerly smoked,0
+61505,Female,24.0,0,0,No,Private,Rural,187.99,24.9,smokes,0
+70677,Male,60.0,0,0,Yes,Private,Rural,234.45,36.8,formerly smoked,0
+49620,Male,75.0,0,0,Yes,Private,Rural,75.47,24.5,formerly smoked,0
+5319,Male,48.0,0,0,Yes,Private,Rural,98.24,34.6,never smoked,0
+51100,Male,62.0,0,0,Yes,Govt_job,Rural,66.2,30.0,Unknown,0
+163,Female,20.0,0,0,No,Private,Rural,94.67,28.8,Unknown,0
+55140,Male,69.0,1,0,No,Private,Urban,75.95,28.6,never smoked,0
+52882,Female,60.0,0,0,Yes,Govt_job,Rural,111.79,23.6,smokes,0
+54344,Female,12.0,0,0,No,children,Rural,80.89,20.1,Unknown,0
+2550,Female,28.0,0,0,Yes,Govt_job,Rural,86.91,21.1,formerly smoked,0
+58610,Female,55.0,0,0,Yes,Private,Urban,59.36,34.1,smokes,0
+16902,Female,70.0,0,1,Yes,Self-employed,Urban,240.69,,smokes,0
+60603,Female,51.0,0,0,No,Private,Rural,66.67,29.5,never smoked,0
+808,Female,16.0,0,0,No,Private,Rural,87.54,37.8,never smoked,0
+61881,Male,56.0,0,0,No,Self-employed,Urban,139.87,31.2,smokes,0
+41600,Male,52.0,0,0,Yes,Private,Rural,67.92,31.1,never smoked,0
+12786,Female,59.0,0,0,Yes,Private,Urban,83.62,34.2,Unknown,0
+11935,Female,9.0,0,0,No,children,Rural,110.97,17.7,Unknown,0
+44655,Female,34.0,0,0,Yes,Private,Rural,70.53,39.2,never smoked,0
+48644,Female,47.0,0,0,Yes,Self-employed,Rural,115.91,22.2,formerly smoked,0
+41527,Male,46.0,0,0,Yes,Private,Urban,59.74,29.5,smokes,0
+50975,Male,49.0,0,0,Yes,Private,Rural,62.64,27.0,never smoked,0
+49179,Male,10.0,0,0,No,children,Rural,84.81,16.8,never smoked,0
+27509,Female,76.0,1,0,Yes,Self-employed,Urban,78.68,23.3,never smoked,0
+19191,Male,82.0,0,0,Yes,Private,Urban,217.57,33.5,formerly smoked,0
+25149,Female,3.0,0,0,No,children,Rural,79.76,15.6,Unknown,0
+42626,Female,76.0,1,0,Yes,Govt_job,Rural,63.28,28.2,never smoked,0
+2578,Male,16.0,0,0,No,Govt_job,Rural,78.48,22.6,never smoked,0
+55975,Female,44.0,0,0,Yes,Govt_job,Rural,70.48,20.2,never smoked,0
+62182,Female,17.0,0,0,No,Private,Rural,120.96,22.2,formerly smoked,0
+12037,Female,73.0,0,0,Yes,Self-employed,Rural,77.29,22.6,never smoked,0
+21963,Male,31.0,0,0,Yes,Private,Urban,108.51,26.7,Unknown,0
+26250,Male,17.0,0,0,No,Self-employed,Urban,113.85,22.9,Unknown,0
+13960,Female,18.0,0,0,No,Never_worked,Urban,97.65,21.5,Unknown,0
+56573,Male,73.0,0,0,Yes,Private,Rural,121.83,30.3,formerly smoked,0
+10659,Female,8.0,0,0,No,children,Urban,81.53,14.8,Unknown,0
+50763,Male,42.0,0,0,Yes,Govt_job,Urban,58.35,24.3,never smoked,0
+62075,Female,40.0,0,0,Yes,Private,Urban,65.42,17.4,formerly smoked,0
+10119,Male,79.0,0,0,Yes,Private,Rural,69.34,29.0,never smoked,0
+48127,Male,53.0,0,0,Yes,Self-employed,Urban,109.09,26.3,smokes,0
+65892,Female,58.0,0,0,Yes,Self-employed,Urban,66.71,51.7,never smoked,0
+33370,Female,48.0,0,0,Yes,Private,Rural,114.92,29.2,Unknown,0
+59049,Female,17.0,0,0,No,Private,Rural,120.58,18.3,never smoked,0
+53896,Female,23.0,0,0,No,Private,Rural,165.36,21.9,smokes,0
+21980,Male,9.0,0,0,No,children,Urban,66.11,16.3,Unknown,0
+70497,Female,81.0,1,1,Yes,Private,Rural,126.34,27.4,smokes,0
+58652,Female,16.0,0,0,No,Never_worked,Rural,68.27,20.4,never smoked,0
+30335,Male,21.0,0,0,No,Private,Rural,92.86,23.2,never smoked,0
+26305,Male,29.0,0,0,No,Self-employed,Rural,96.77,30.3,formerly smoked,0
+31227,Male,8.0,0,0,No,children,Rural,89.24,16.7,Unknown,0
+5581,Female,39.0,0,0,Yes,Private,Rural,89.32,31.0,formerly smoked,0
+1989,Male,37.0,0,0,Yes,Private,Rural,107.06,,smokes,0
+43803,Female,64.0,0,0,Yes,Private,Urban,65.63,33.5,smokes,0
+41395,Male,9.0,0,0,No,children,Urban,123.66,17.0,Unknown,0
+71784,Male,17.0,0,0,No,Private,Rural,63.82,19.4,smokes,0
+57979,Male,8.0,0,0,No,children,Rural,108.06,14.6,Unknown,0
+54437,Male,62.0,0,0,Yes,Self-employed,Rural,136.18,32.2,Unknown,0
+67159,Male,73.0,1,0,No,Govt_job,Urban,71.29,37.7,never smoked,0
+7230,Male,48.0,0,0,Yes,Govt_job,Rural,76.58,27.4,never smoked,0
+68306,Male,17.0,0,0,No,Private,Rural,119.58,25.0,never smoked,0
+33087,Female,10.0,0,0,No,children,Urban,109.3,20.1,Unknown,0
+40850,Female,74.0,0,0,Yes,Govt_job,Urban,111.94,21.7,never smoked,0
+57612,Male,62.0,0,0,Yes,Private,Urban,81.64,38.2,never smoked,0
+37029,Male,5.0,0,0,No,children,Rural,97.64,17.0,Unknown,0
+338,Female,43.0,0,0,Yes,Private,Rural,110.32,28.4,never smoked,0
+9565,Female,39.0,0,0,No,Private,Rural,79.0,30.0,never smoked,0
+3623,Female,37.0,0,0,Yes,Self-employed,Urban,95.08,34.1,never smoked,0
+69723,Male,15.0,0,0,No,Private,Urban,137.27,19.3,never smoked,0
+47662,Female,36.0,0,0,No,Self-employed,Urban,57.83,21.6,smokes,0
+58495,Male,34.0,0,0,Yes,Private,Rural,84.08,32.9,never smoked,0
+71222,Male,75.0,1,0,Yes,Private,Urban,234.51,27.2,formerly smoked,0
+37865,Male,53.0,0,0,Yes,Private,Urban,142.64,27.8,smokes,0
+20185,Female,61.0,0,0,Yes,Self-employed,Rural,69.77,29.9,never smoked,0
+41875,Female,45.0,0,0,Yes,Private,Urban,71.4,28.4,smokes,0
+67602,Female,17.0,0,0,No,Private,Urban,79.61,24.1,Unknown,0
+40387,Female,17.0,0,0,No,Private,Rural,77.46,24.0,Unknown,0
+43208,Female,19.0,0,0,No,Private,Urban,96.85,23.4,Unknown,0
+54324,Female,54.0,1,0,No,Govt_job,Urban,182.22,32.6,formerly smoked,0
+51110,Female,51.0,0,0,Yes,Self-employed,Urban,67.26,33.1,formerly smoked,0
+36969,Female,44.0,0,0,Yes,Private,Rural,60.02,33.8,formerly smoked,0
+48118,Female,82.0,0,0,Yes,Self-employed,Urban,113.45,30.3,never smoked,0
+4607,Female,49.0,0,0,Yes,Self-employed,Urban,112.31,36.9,Unknown,0
+62471,Female,34.0,0,0,Yes,Self-employed,Rural,68.53,29.7,never smoked,0
+43821,Female,63.0,1,0,Yes,Private,Rural,57.15,38.8,never smoked,0
+7218,Female,79.0,0,0,Yes,Private,Rural,214.73,30.9,never smoked,0
+23427,Female,81.0,0,0,Yes,Private,Rural,91.82,36.9,Unknown,0
+66014,Female,14.0,0,0,No,children,Urban,71.8,18.8,Unknown,0
+41652,Female,31.0,0,0,No,Private,Urban,63.41,25.5,formerly smoked,0
+16605,Male,57.0,0,0,Yes,Private,Urban,106.24,32.3,never smoked,0
+42091,Male,32.0,0,0,Yes,Govt_job,Rural,83.01,25.8,smokes,0
+66067,Male,66.0,0,0,Yes,Private,Rural,67.92,31.1,formerly smoked,0
+50222,Female,22.0,0,0,No,Private,Rural,74.99,27.9,smokes,0
+41214,Female,1.32,0,0,No,children,Rural,75.22,18.6,Unknown,0
+72386,Female,20.0,0,0,No,Private,Urban,61.88,20.1,never smoked,0
+14918,Female,41.0,0,0,Yes,Private,Urban,65.67,26.7,smokes,0
+55457,Female,48.0,0,0,Yes,Private,Urban,110.18,30.3,smokes,0
+63323,Male,49.0,1,0,Yes,Self-employed,Rural,119.3,30.4,formerly smoked,0
+35446,Male,73.0,0,0,Yes,Govt_job,Rural,208.69,30.0,Unknown,0
+8208,Male,19.0,0,0,No,Private,Rural,95.18,24.9,smokes,0
+5131,Female,51.0,0,0,Yes,Private,Urban,107.72,60.9,Unknown,0
+68157,Male,1.08,0,0,No,children,Rural,83.27,24.3,Unknown,0
+4795,Female,31.0,0,0,No,Private,Rural,90.29,38.7,Unknown,0
+7581,Male,4.0,0,0,No,children,Urban,81.87,18.6,Unknown,0
+47383,Male,1.8,0,0,No,children,Urban,153.31,17.1,Unknown,0
+14036,Male,44.0,0,0,Yes,Private,Rural,101.46,29.4,Unknown,0
+25942,Female,4.0,0,0,No,children,Urban,72.49,16.9,Unknown,0
+24018,Male,55.0,0,0,Yes,Private,Rural,86.58,34.2,never smoked,0
+27801,Female,34.0,0,0,Yes,Private,Urban,113.26,27.6,never smoked,0
+52978,Female,30.0,0,0,Yes,Private,Urban,84.92,47.8,never smoked,0
+15593,Female,7.0,0,0,No,children,Urban,128.17,18.9,Unknown,0
+11098,Male,75.0,0,0,Yes,Govt_job,Rural,93.93,24.4,formerly smoked,0
+12015,Male,14.0,0,0,No,children,Urban,99.87,25.2,Unknown,0
+47348,Female,61.0,0,0,Yes,Private,Urban,129.31,30.7,formerly smoked,0
+44155,Female,55.0,0,0,Yes,Govt_job,Urban,89.43,26.1,formerly smoked,0
+62656,Female,14.0,0,0,No,children,Rural,101.6,25.3,never smoked,0
+8838,Female,36.0,0,0,No,Private,Rural,66.55,32.8,smokes,0
+42563,Female,57.0,1,1,Yes,Private,Rural,231.72,45.7,formerly smoked,0
+31254,Female,20.0,0,0,No,Private,Urban,96.69,24.6,Unknown,0
+27922,Male,32.0,0,0,Yes,Private,Rural,102.13,32.3,never smoked,0
+1696,Female,43.0,0,0,Yes,Private,Urban,100.88,47.6,smokes,0
+54162,Male,43.0,0,0,Yes,Private,Rural,66.22,34.4,Unknown,0
+70396,Female,1.08,0,0,No,children,Urban,109.33,18.2,Unknown,0
+65907,Female,49.0,0,0,Yes,Private,Urban,206.53,44.5,smokes,0
+49451,Female,53.0,0,0,Yes,Private,Rural,83.91,36.6,Unknown,0
+68601,Female,18.0,0,0,No,Private,Urban,67.92,19.4,never smoked,0
+13236,Female,13.0,0,0,No,children,Rural,73.48,22.9,Unknown,0
+65998,Male,5.0,0,0,No,children,Rural,101.31,20.0,Unknown,0
+5875,Female,37.0,0,0,Yes,Private,Urban,103.66,36.1,smokes,0
+47427,Male,49.0,0,0,Yes,Self-employed,Urban,70.73,27.3,formerly smoked,0
+29734,Female,45.0,0,0,No,Govt_job,Rural,77.45,42.2,formerly smoked,0
+72715,Female,50.0,0,1,Yes,Private,Urban,193.8,26.4,never smoked,0
+59847,Female,12.0,0,0,No,children,Rural,114.34,23.6,never smoked,0
+59911,Male,12.0,0,0,No,children,Urban,69.25,18.6,Unknown,0
+13583,Female,5.0,0,0,No,children,Rural,88.44,18.0,Unknown,0
+22897,Male,39.0,0,0,Yes,Private,Rural,84.09,31.1,formerly smoked,0
+11898,Female,41.0,0,0,Yes,Private,Urban,87.06,30.0,never smoked,0
+14785,Female,41.0,0,0,Yes,Private,Rural,92.64,43.8,never smoked,0
+45163,Female,47.0,0,0,Yes,Private,Urban,99.36,23.8,smokes,0
+57254,Female,57.0,0,0,Yes,Private,Rural,135.63,36.2,formerly smoked,0
+30658,Male,16.0,0,0,No,children,Rural,82.44,32.6,Unknown,0
+32617,Male,3.0,0,0,No,children,Urban,81.88,18.0,Unknown,0
+65376,Female,65.0,0,0,Yes,Self-employed,Urban,95.44,25.5,smokes,0
+1731,Female,80.0,0,0,No,Self-employed,Urban,72.71,29.9,never smoked,0
+38441,Female,58.0,0,0,Yes,Private,Urban,65.45,32.1,never smoked,0
+22147,Female,74.0,0,0,Yes,Private,Urban,203.01,25.4,never smoked,0
+50663,Female,62.0,0,0,Yes,Govt_job,Urban,110.84,23.4,smokes,0
+19165,Male,33.0,0,0,Yes,Private,Urban,83.12,23.4,Unknown,0
+60562,Female,21.0,0,0,No,Private,Rural,55.12,21.8,never smoked,0
+22013,Female,17.0,0,0,No,Private,Rural,105.91,30.8,never smoked,0
+39936,Female,49.0,0,0,Yes,Private,Rural,61.57,37.9,formerly smoked,0
+6517,Female,24.0,0,0,Yes,Govt_job,Urban,83.1,42.5,smokes,0
+62576,Female,56.0,0,0,Yes,Private,Urban,66.32,23.4,never smoked,0
+18636,Female,26.0,0,0,Yes,Govt_job,Urban,72.56,35.4,never smoked,0
+24299,Male,54.0,1,0,Yes,Self-employed,Rural,97.99,32.3,smokes,0
+40826,Female,42.0,0,0,No,Private,Urban,63.27,27.0,never smoked,0
+53323,Female,34.0,0,0,No,Govt_job,Urban,79.6,46.3,never smoked,0
+28717,Female,56.0,1,0,Yes,Private,Rural,177.56,30.1,never smoked,0
+53028,Female,39.0,0,0,Yes,Private,Rural,81.31,34.7,never smoked,0
+57757,Female,77.0,0,0,Yes,Self-employed,Rural,59.91,18.3,never smoked,0
+54795,Female,12.0,0,0,No,children,Rural,132.85,16.2,never smoked,0
+70267,Male,65.0,0,0,Yes,Private,Rural,198.84,33.2,formerly smoked,0
+34084,Male,7.0,0,0,No,children,Urban,77.12,18.6,Unknown,0
+20258,Male,25.0,0,0,No,Private,Urban,87.17,25.1,never smoked,0
+65333,Female,31.0,0,0,Yes,Private,Rural,96.03,24.1,Unknown,0
+56629,Female,14.0,0,0,No,Private,Rural,83.56,33.1,Unknown,0
+22417,Female,5.0,0,0,No,children,Rural,80.93,24.8,Unknown,0
+49925,Female,60.0,0,0,Yes,Private,Rural,84.54,23.4,smokes,0
+72696,Female,53.0,0,0,Yes,Private,Urban,70.51,54.1,never smoked,0
+39708,Male,55.0,0,0,Yes,Private,Rural,56.87,28.9,formerly smoked,0
+60426,Female,69.0,0,0,Yes,Self-employed,Urban,67.55,38.1,Unknown,0
+70540,Female,39.0,0,0,Yes,Private,Urban,243.52,37.2,smokes,0
+37622,Female,0.32,0,0,No,children,Urban,108.63,19.6,Unknown,0
+44813,Female,34.0,0,0,No,Private,Rural,69.06,29.0,smokes,0
+47153,Female,80.0,0,0,Yes,Private,Urban,73.89,26.7,formerly smoked,0
+8175,Male,20.0,0,0,No,Private,Urban,84.49,20.5,never smoked,0
+61528,Female,45.0,0,0,Yes,Govt_job,Urban,73.71,34.1,never smoked,0
+38771,Female,41.0,0,0,No,Govt_job,Urban,129.01,42.4,Unknown,0
+31189,Male,54.0,0,0,Yes,Govt_job,Urban,72.96,37.7,smokes,0
+27804,Male,23.0,0,0,No,Private,Rural,110.23,39.1,Unknown,0
+41842,Male,75.0,0,0,Yes,Govt_job,Rural,79.49,28.9,Unknown,0
+11962,Male,36.0,0,0,Yes,Private,Urban,89.33,30.7,never smoked,0
+45404,Female,75.0,0,0,Yes,Private,Rural,68.38,33.8,Unknown,0
+4062,Male,72.0,0,1,Yes,Private,Rural,238.27,,smokes,0
+63650,Female,47.0,0,0,Yes,Govt_job,Urban,135.79,32.1,formerly smoked,0
+72186,Female,15.0,0,0,No,Private,Rural,82.19,40.5,never smoked,0
+40240,Male,40.0,1,0,Yes,Self-employed,Urban,93.2,24.8,smokes,0
+25931,Female,71.0,0,0,Yes,Self-employed,Urban,208.31,31.8,formerly smoked,0
+21292,Male,38.0,0,0,Yes,Private,Rural,111.33,27.0,never smoked,0
+25391,Female,10.0,0,0,No,children,Rural,69.84,13.7,Unknown,0
+65469,Male,11.0,0,0,No,children,Rural,121.71,23.4,never smoked,0
+29487,Male,0.72,0,0,No,children,Urban,80.08,16.4,Unknown,0
+63575,Male,9.0,0,0,No,children,Urban,84.4,14.9,Unknown,0
+30457,Female,53.0,1,0,Yes,Govt_job,Rural,98.61,38.8,smokes,0
+5951,Male,28.0,1,0,No,Private,Urban,86.61,38.6,smokes,0
+8690,Female,81.0,0,0,Yes,Private,Urban,80.44,32.2,never smoked,0
+32147,Male,1.32,0,0,No,children,Rural,107.02,,Unknown,0
+47691,Male,16.0,0,0,No,Private,Rural,97.23,30.6,never smoked,0
+25982,Male,24.0,0,0,No,Private,Rural,91.21,28.1,formerly smoked,0
+70058,Female,62.0,1,0,Yes,Self-employed,Urban,103.69,35.2,smokes,0
+61868,Female,62.0,0,0,Yes,Private,Urban,74.12,21.8,formerly smoked,0
+46086,Female,59.0,0,0,Yes,Private,Urban,71.08,28.1,never smoked,0
+68596,Female,19.0,0,0,No,Private,Urban,58.39,28.2,never smoked,0
+10281,Female,51.0,1,0,Yes,Self-employed,Rural,176.34,28.4,never smoked,0
+31409,Male,38.0,0,0,Yes,Private,Rural,73.76,37.4,never smoked,0
+54067,Female,26.0,0,0,No,Private,Rural,67.21,21.8,formerly smoked,0
+9731,Male,13.0,0,0,No,children,Urban,87.98,19.8,Unknown,0
+24009,Male,4.0,0,0,No,children,Urban,94.23,16.2,Unknown,0
+61694,Male,55.0,0,0,Yes,Self-employed,Rural,111.36,33.6,never smoked,0
+7453,Female,44.0,0,0,Yes,Private,Urban,84.07,21.2,smokes,0
+66405,Female,31.0,0,0,Yes,Private,Urban,117.31,28.4,never smoked,0
+2138,Male,58.0,0,0,Yes,Govt_job,Urban,84.94,,never smoked,0
+66650,Female,17.0,0,0,No,Private,Urban,68.86,41.1,never smoked,0
+59945,Female,23.0,0,0,No,Private,Urban,132.88,24.9,never smoked,0
+16245,Male,51.0,1,0,Yes,Self-employed,Rural,211.83,56.6,never smoked,0
+68094,Female,46.0,0,0,Yes,Private,Rural,124.92,28.8,Unknown,0
+64661,Female,81.0,0,0,No,Self-employed,Urban,57.42,33.7,never smoked,0
+61376,Male,38.0,0,0,Yes,Private,Urban,215.69,38.6,formerly smoked,0
+47236,Female,50.0,0,0,Yes,Private,Urban,154.67,33.8,never smoked,0
+875,Female,34.0,0,0,No,Private,Urban,67.66,22.4,never smoked,0
+63986,Male,60.0,0,0,Yes,Private,Rural,153.48,37.3,never smoked,0
+55410,Female,50.0,0,0,Yes,Self-employed,Urban,62.63,23.4,never smoked,0
+63287,Female,49.0,0,0,Yes,Private,Urban,77.93,39.1,smokes,0
+3720,Female,2.0,0,0,No,children,Rural,80.3,21.2,Unknown,0
+20274,Male,47.0,0,0,Yes,Private,Urban,106.69,31.2,Unknown,0
+50338,Female,34.0,0,0,Yes,Private,Urban,83.07,28.0,formerly smoked,0
+58209,Female,22.0,0,0,No,Private,Urban,140.14,21.1,never smoked,0
+20634,Female,11.0,0,0,No,children,Urban,92.65,15.7,never smoked,0
+3251,Male,54.0,0,0,Yes,Private,Urban,111.37,29.1,formerly smoked,0
+12677,Female,60.0,0,0,Yes,Private,Rural,99.0,26.1,never smoked,0
+45160,Male,3.0,0,0,No,children,Rural,78.24,16.2,Unknown,0
+67940,Female,46.0,0,0,Yes,Govt_job,Rural,83.88,27.1,never smoked,0
+8145,Male,30.0,0,0,No,Private,Urban,86.21,28.8,smokes,0
+39393,Female,63.0,0,0,Yes,Private,Urban,57.06,37.9,never smoked,0
+57710,Female,50.0,0,0,Yes,Private,Rural,112.25,21.6,Unknown,0
+12487,Male,65.0,0,0,Yes,Private,Urban,81.06,30.1,smokes,0
+16513,Male,78.0,0,0,Yes,Private,Urban,104.37,29.7,never smoked,0
+42297,Female,36.0,0,0,Yes,Private,Urban,124.31,26.4,Unknown,0
+63656,Female,18.0,0,0,No,Private,Urban,101.95,46.0,formerly smoked,0
+56233,Female,44.0,0,0,No,Private,Rural,116.95,26.1,never smoked,0
+22591,Female,4.0,0,0,No,children,Urban,99.76,23.2,Unknown,0
+23757,Female,60.0,0,0,No,Private,Urban,105.48,28.4,Unknown,0
+19601,Female,19.0,0,0,No,Private,Urban,100.6,20.5,never smoked,0
+61801,Male,15.0,0,0,No,Private,Urban,65.05,24.6,Unknown,0
+949,Male,20.0,0,0,No,Private,Rural,75.9,32.2,never smoked,0
+10995,Male,76.0,1,0,Yes,Private,Rural,267.6,30.5,never smoked,0
+1503,Male,31.0,0,0,No,Private,Urban,215.07,,smokes,0
+37431,Female,39.0,0,0,Yes,Govt_job,Urban,109.03,24.9,Unknown,0
+53697,Male,58.0,0,1,Yes,Private,Rural,225.35,26.5,smokes,0
+67012,Male,64.0,1,0,Yes,Private,Rural,196.26,34.5,Unknown,0
+30525,Female,79.0,0,0,Yes,Govt_job,Urban,95.42,21.5,formerly smoked,0
+25860,Female,11.0,0,0,No,children,Rural,123.04,15.9,Unknown,0
+21743,Male,4.0,0,0,No,children,Urban,85.88,17.7,Unknown,0
+25833,Female,43.0,0,0,Yes,Private,Rural,107.43,26.5,never smoked,0
+64652,Female,44.0,0,0,Yes,Private,Rural,56.85,24.4,never smoked,0
+45710,Female,37.0,0,0,Yes,Govt_job,Rural,102.15,26.6,Unknown,0
+27853,Female,34.0,0,0,Yes,Self-employed,Rural,88.68,23.9,never smoked,0
+5964,Female,59.0,0,0,Yes,Private,Urban,182.52,30.1,Unknown,0
+6976,Female,40.0,0,0,Yes,Private,Urban,93.97,23.6,never smoked,0
+11145,Female,8.0,0,0,No,children,Urban,104.03,18.4,Unknown,0
+39229,Female,24.0,0,0,Yes,Private,Rural,67.99,32.1,never smoked,0
+14189,Male,18.0,0,0,No,Private,Rural,83.37,24.4,Unknown,0
+49929,Male,20.0,0,0,No,Private,Rural,124.66,27.3,never smoked,0
+56328,Female,70.0,0,0,Yes,Private,Rural,212.87,34.8,never smoked,0
+26742,Female,68.0,0,0,Yes,Govt_job,Urban,96.75,28.4,formerly smoked,0
+63158,Male,17.0,0,0,No,Private,Urban,63.28,40.2,Unknown,0
+27435,Female,17.0,0,0,No,Private,Urban,82.64,31.1,Unknown,0
+10829,Female,21.0,0,0,No,Private,Rural,71.34,24.0,never smoked,0
+70593,Female,38.0,0,0,Yes,Private,Rural,183.43,38.1,formerly smoked,0
+42647,Female,59.0,0,0,Yes,Govt_job,Urban,101.19,29.9,formerly smoked,0
+48109,Female,79.0,0,1,Yes,Private,Rural,88.51,24.5,never smoked,0
+40732,Female,50.0,0,0,Yes,Self-employed,Rural,126.85,49.5,formerly smoked,0
+58635,Female,72.0,0,0,Yes,Self-employed,Urban,74.17,35.5,formerly smoked,0
+844,Female,54.0,0,0,Yes,Private,Urban,76.04,29.5,smokes,0
+14688,Female,44.0,0,0,Yes,Private,Urban,73.87,28.8,smokes,0
+23026,Female,48.0,0,0,Yes,Private,Rural,99.07,22.1,never smoked,0
+30463,Male,29.0,0,0,No,Private,Urban,82.93,29.4,formerly smoked,0
+50140,Female,44.0,0,0,Yes,Govt_job,Rural,133.24,45.0,smokes,0
+36837,Female,61.0,0,0,Yes,Self-employed,Urban,69.88,27.1,never smoked,0
+57333,Female,58.0,0,0,Yes,Govt_job,Rural,69.12,28.3,Unknown,0
+19826,Female,81.0,0,0,Yes,Self-employed,Rural,86.05,20.1,formerly smoked,0
+37713,Male,29.0,0,0,Yes,Private,Urban,185.27,31.3,never smoked,0
+6278,Male,5.0,0,0,No,children,Urban,97.46,17.6,Unknown,0
+15517,Female,35.0,0,0,Yes,Private,Urban,81.9,24.5,never smoked,0
+25326,Female,40.0,0,0,No,Private,Rural,99.58,24.1,Unknown,0
+57034,Female,37.0,0,0,No,Private,Rural,124.54,31.3,never smoked,0
+70718,Male,33.0,0,0,Yes,Private,Rural,153.34,31.5,never smoked,0
+47461,Female,35.0,0,0,Yes,Private,Urban,112.35,29.9,Unknown,0
+50091,Female,38.0,0,0,No,Govt_job,Urban,160.76,30.2,smokes,0
+62416,Female,26.0,0,0,Yes,Private,Rural,73.29,27.8,never smoked,0
+5288,Male,10.0,0,0,No,children,Urban,108.08,15.6,Unknown,0
+66951,Female,72.0,0,0,Yes,Private,Urban,206.49,26.3,never smoked,0
+28335,Male,21.0,0,0,Yes,Private,Rural,77.42,24.8,never smoked,0
+67465,Female,20.0,0,0,No,Private,Rural,117.59,17.1,never smoked,0
+67426,Female,1.24,0,0,No,children,Rural,61.94,20.3,Unknown,0
+19508,Female,26.0,0,0,No,Private,Urban,116.68,18.7,formerly smoked,0
+65405,Female,79.0,0,0,No,Private,Urban,253.86,28.8,formerly smoked,0
+49773,Female,78.0,0,0,Yes,Private,Urban,203.36,28.7,formerly smoked,0
+57159,Male,56.0,0,0,Yes,Self-employed,Rural,125.87,24.6,never smoked,0
+69710,Female,46.0,0,0,No,Self-employed,Rural,64.09,25.3,never smoked,0
+58834,Male,55.0,0,0,Yes,Govt_job,Urban,65.33,29.7,Unknown,0
+42007,Male,41.0,0,0,No,Private,Rural,70.15,,formerly smoked,0
+5121,Male,30.0,0,0,Yes,Private,Urban,96.84,21.1,Unknown,0
+44878,Male,53.0,0,0,Yes,Private,Rural,175.92,26.9,smokes,0
+40220,Male,32.0,0,0,No,Private,Rural,100.65,26.2,formerly smoked,0
+19692,Male,38.0,0,0,No,Private,Rural,112.39,26.3,Unknown,0
+27616,Male,33.0,0,0,Yes,Govt_job,Rural,81.1,24.8,never smoked,0
+19801,Female,44.0,0,0,Yes,Private,Rural,98.3,25.0,never smoked,0
+21467,Male,44.0,0,0,Yes,Private,Urban,89.68,34.6,Unknown,0
+25102,Female,51.0,0,0,Yes,Govt_job,Urban,95.16,42.7,formerly smoked,0
+28788,Male,40.0,0,0,Yes,Private,Urban,191.15,,smokes,0
+29028,Female,41.0,0,0,Yes,Private,Rural,91.04,24.5,never smoked,0
+15581,Male,5.0,0,0,No,children,Urban,101.87,19.3,Unknown,0
+16738,Female,42.0,0,0,Yes,Private,Rural,96.86,29.3,never smoked,0
+31836,Female,6.0,0,0,No,children,Urban,91.05,22.1,Unknown,0
+43496,Female,46.0,0,0,Yes,Govt_job,Urban,55.84,27.8,never smoked,0
+52677,Female,47.0,0,0,Yes,Private,Urban,84.04,24.7,never smoked,0
+11630,Female,25.0,0,0,No,Private,Urban,92.06,25.3,smokes,0
+53478,Female,40.0,0,0,Yes,Private,Urban,89.61,41.2,formerly smoked,0
+38349,Female,49.0,0,0,Yes,Govt_job,Urban,69.92,47.6,never smoked,0
+48425,Male,21.0,0,0,No,Private,Rural,89.29,23.4,never smoked,0
+64420,Female,61.0,0,0,Yes,Govt_job,Rural,120.23,22.7,Unknown,0
+60271,Male,78.0,0,0,Yes,Private,Urban,60.22,29.7,formerly smoked,0
+38009,Male,41.0,0,0,Yes,Private,Urban,223.78,32.3,never smoked,0
+11184,Female,82.0,0,0,Yes,Self-employed,Rural,211.58,36.9,never smoked,0
+68967,Male,39.0,0,0,Yes,Private,Urban,179.38,27.7,Unknown,0
+66684,Male,70.0,0,0,Yes,Self-employed,Rural,193.88,24.3,Unknown,0
+7789,Female,31.0,0,0,Yes,Private,Urban,89.01,37.4,never smoked,0
+40112,Female,37.0,0,0,No,Private,Urban,118.41,25.1,never smoked,0
+65814,Male,21.0,0,0,No,Private,Urban,138.51,24.3,never smoked,0
+49598,Male,80.0,0,0,Yes,Self-employed,Urban,120.03,24.3,formerly smoked,0
+15599,Female,21.0,0,0,No,Private,Urban,91.01,28.7,never smoked,0
+62425,Female,5.0,0,0,No,children,Urban,61.98,16.8,Unknown,0
+52652,Male,81.0,0,0,Yes,Private,Rural,135.32,35.8,Unknown,0
+71957,Female,35.0,0,0,Yes,Private,Rural,58.72,40.0,smokes,0
+17231,Female,24.0,0,0,No,Private,Urban,90.42,24.3,never smoked,0
+30379,Female,52.0,0,0,Yes,Govt_job,Urban,104.0,25.6,smokes,0
+63997,Male,70.0,0,0,Yes,Private,Urban,102.5,37.8,Unknown,0
+39935,Female,34.0,0,0,Yes,Private,Rural,174.37,23.0,never smoked,0
+8203,Male,17.0,0,0,No,Private,Rural,106.56,21.0,Unknown,0
+27446,Female,8.0,0,0,No,children,Urban,76.31,15.5,Unknown,0
+42709,Male,1.72,0,0,No,children,Urban,77.28,17.1,Unknown,0
+22691,Female,29.0,0,0,Yes,Self-employed,Urban,90.52,28.0,never smoked,0
+37680,Male,55.0,0,0,Yes,Govt_job,Rural,108.35,40.8,formerly smoked,0
+24552,Female,44.0,0,0,Yes,Private,Rural,72.03,37.5,smokes,0
+72914,Female,19.0,0,0,No,Private,Urban,90.57,24.2,Unknown,0
+29540,Male,67.0,0,0,Yes,Private,Rural,97.04,26.9,smokes,0
+53525,Female,72.0,0,0,Yes,Private,Urban,83.89,33.1,formerly smoked,0
+65411,Female,51.0,0,0,Yes,Private,Urban,152.56,21.8,Unknown,0
+26214,Female,63.0,0,0,Yes,Self-employed,Rural,75.93,34.7,formerly smoked,0
+22190,Female,64.0,1,0,Yes,Self-employed,Urban,76.89,30.2,Unknown,0
+56714,Female,0.72,0,0,No,children,Rural,62.13,16.8,Unknown,0
+4211,Male,26.0,0,0,No,Govt_job,Rural,100.85,21.0,smokes,0
+6369,Male,59.0,1,0,Yes,Private,Rural,95.05,30.9,never smoked,0
+56799,Male,76.0,0,0,Yes,Govt_job,Urban,82.35,38.9,never smoked,0
+32235,Female,45.0,1,0,Yes,Govt_job,Rural,95.02,,smokes,0
+28048,Male,13.0,0,0,No,children,Urban,82.38,24.3,Unknown,0
+68598,Male,1.08,0,0,No,children,Rural,79.15,17.4,Unknown,0
+41512,Male,57.0,0,0,Yes,Govt_job,Rural,76.62,28.2,never smoked,0
+64520,Male,68.0,0,0,Yes,Self-employed,Urban,91.68,40.8,Unknown,0
+579,Male,9.0,0,0,No,children,Urban,71.88,17.5,Unknown,0
+7293,Male,40.0,0,0,Yes,Private,Rural,83.94,,smokes,0
+68398,Male,82.0,1,0,Yes,Self-employed,Rural,71.97,28.3,never smoked,0
+36901,Female,45.0,0,0,Yes,Private,Urban,97.95,24.5,Unknown,0
+45010,Female,57.0,0,0,Yes,Private,Rural,77.93,21.7,never smoked,0
+22127,Female,18.0,0,0,No,Private,Urban,82.85,46.9,Unknown,0
+14180,Female,13.0,0,0,No,children,Rural,103.08,18.6,Unknown,0
+18234,Female,80.0,1,0,Yes,Private,Urban,83.75,,never smoked,0
+44873,Female,81.0,0,0,Yes,Self-employed,Urban,125.2,40.0,never smoked,0
+19723,Female,35.0,0,0,Yes,Self-employed,Rural,82.99,30.6,never smoked,0
+37544,Male,51.0,0,0,Yes,Private,Rural,166.29,25.6,formerly smoked,0
+44679,Female,44.0,0,0,Yes,Govt_job,Urban,85.28,26.2,Unknown,0