From 8714c2f909c013b3c4e2e57029e62fbaa938c268 Mon Sep 17 00:00:00 2001
From: Janani Denipitiya <it19556994@my.sliit.lk>
Date: Mon, 15 May 2023 22:26:01 +0530
Subject: [PATCH] Delete lung_cancer_level_LR_model.ipynb

---
 lung_cancer_level_LR_model.ipynb | 1488 ------------------------------
 1 file changed, 1488 deletions(-)
 delete mode 100644 lung_cancer_level_LR_model.ipynb

diff --git a/lung_cancer_level_LR_model.ipynb b/lung_cancer_level_LR_model.ipynb
deleted file mode 100644
index d162eea..0000000
--- a/lung_cancer_level_LR_model.ipynb
+++ /dev/null
@@ -1,1488 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "f7a92b27",
-   "metadata": {},
-   "source": [
-    "## Title - **Lung Cancer Risk Level**\n",
-    "## Used Algorithm - **Logistic Regression**\n",
-    "## Dataset - \n",
-    "*   The dataset link is [Lung Cancer Risk Level Dataset](https://www.kaggle.com/datasets/fedesoriano/stroke-prediction-dataset) and it is from kaggle online website\n",
-    "*   The usability of the dataset is 10.00\n",
-    "* This dataset has 11 parameters and 5110 instances\n",
-    "\n",
-    "## Accuracy\n",
-    "* Accuracy on training data : 95.08%\n",
-    "* Accuracy on test data : 95.11%"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a3d8d4bc",
-   "metadata": {},
-   "source": [
-    "### Importing the dependancies"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "fba55343",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np #numpy arrays\n",
-    "import pandas as pd #use to dataframe\n",
-    "from sklearn.model_selection import train_test_split #split data\n",
-    "from sklearn.linear_model import LogisticRegression\n",
-    "from sklearn.metrics import accuracy_score #evaluvate model\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "from matplotlib import gridspec"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a4142a4e",
-   "metadata": {},
-   "source": [
-    "### Data collecting process"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "2159b4a5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = pd.read_csv('C://Users//Mishane//Desktop//SLIIT//Dinuka Research//Lung cancer//cancer patient data sets new.csv')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5a0e08cc",
-   "metadata": {},
-   "source": [
-    "### Explore the dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "6bc3f85c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Age</th>\n",
-       "      <th>Gender</th>\n",
-       "      <th>Alcohol use</th>\n",
-       "      <th>Dust Allergy</th>\n",
-       "      <th>Genetic Risk</th>\n",
-       "      <th>Smoking</th>\n",
-       "      <th>Chest Pain</th>\n",
-       "      <th>Coughing of Blood</th>\n",
-       "      <th>Fatigue</th>\n",
-       "      <th>Shortness of Breath</th>\n",
-       "      <th>Wheezing</th>\n",
-       "      <th>Swallowing Difficulty</th>\n",
-       "      <th>Dry Cough</th>\n",
-       "      <th>Level</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>33</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>Low</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>17</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>Medium</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>35</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>37</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>7</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>46</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   Age  Gender  Alcohol use  Dust Allergy  Genetic Risk  Smoking  Chest Pain  \\\n",
-       "0   33       1            4             5             3        3           2   \n",
-       "1   17       1            1             5             4        2           2   \n",
-       "2   35       1            5             6             5        2           4   \n",
-       "3   37       1            7             7             6        7           7   \n",
-       "4   46       1            8             7             7        8           7   \n",
-       "\n",
-       "   Coughing of Blood  Fatigue  Shortness of Breath  Wheezing  \\\n",
-       "0                  4        3                    2         2   \n",
-       "1                  3        1                    7         8   \n",
-       "2                  8        8                    9         2   \n",
-       "3                  8        4                    3         1   \n",
-       "4                  9        3                    4         1   \n",
-       "\n",
-       "   Swallowing Difficulty  Dry Cough   Level  \n",
-       "0                      3          3     Low  \n",
-       "1                      6          7  Medium  \n",
-       "2                      1          7    High  \n",
-       "3                      4          7    High  \n",
-       "4                      4          2    High  "
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "11aa4d56",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Age</th>\n",
-       "      <th>Gender</th>\n",
-       "      <th>Alcohol use</th>\n",
-       "      <th>Dust Allergy</th>\n",
-       "      <th>Genetic Risk</th>\n",
-       "      <th>Smoking</th>\n",
-       "      <th>Chest Pain</th>\n",
-       "      <th>Coughing of Blood</th>\n",
-       "      <th>Fatigue</th>\n",
-       "      <th>Shortness of Breath</th>\n",
-       "      <th>Wheezing</th>\n",
-       "      <th>Swallowing Difficulty</th>\n",
-       "      <th>Dry Cough</th>\n",
-       "      <th>Level</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>995</th>\n",
-       "      <td>44</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>5</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>996</th>\n",
-       "      <td>37</td>\n",
-       "      <td>2</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>997</th>\n",
-       "      <td>25</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>998</th>\n",
-       "      <td>18</td>\n",
-       "      <td>2</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>999</th>\n",
-       "      <td>47</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>High</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Age  Gender  Alcohol use  Dust Allergy  Genetic Risk  Smoking  \\\n",
-       "995   44       1            7             7             7        7   \n",
-       "996   37       2            8             7             7        7   \n",
-       "997   25       2            5             6             5        2   \n",
-       "998   18       2            8             7             7        8   \n",
-       "999   47       1            5             6             5        2   \n",
-       "\n",
-       "     Chest Pain  Coughing of Blood  Fatigue  Shortness of Breath  Wheezing  \\\n",
-       "995           7                  7        5                    2         7   \n",
-       "996           7                  7        9                    5         7   \n",
-       "997           4                  8        8                    9         2   \n",
-       "998           7                  9        3                    4         1   \n",
-       "999           4                  8        8                    9         2   \n",
-       "\n",
-       "     Swallowing Difficulty  Dry Cough Level  \n",
-       "995                      8          5  High  \n",
-       "996                      2          1  High  \n",
-       "997                      1          7  High  \n",
-       "998                      4          2  High  \n",
-       "999                      1          7  High  "
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.tail()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "920932bf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(1000, 14)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "f2fe3d63",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 1000 entries, 0 to 999\n",
-      "Data columns (total 14 columns):\n",
-      " #   Column                 Non-Null Count  Dtype \n",
-      "---  ------                 --------------  ----- \n",
-      " 0   Age                    1000 non-null   int64 \n",
-      " 1   Gender                 1000 non-null   int64 \n",
-      " 2   Alcohol use            1000 non-null   int64 \n",
-      " 3   Dust Allergy           1000 non-null   int64 \n",
-      " 4   Genetic Risk           1000 non-null   int64 \n",
-      " 5   Smoking                1000 non-null   int64 \n",
-      " 6   Chest Pain             1000 non-null   int64 \n",
-      " 7   Coughing of Blood      1000 non-null   int64 \n",
-      " 8   Fatigue                1000 non-null   int64 \n",
-      " 9   Shortness of Breath    1000 non-null   int64 \n",
-      " 10  Wheezing               1000 non-null   int64 \n",
-      " 11  Swallowing Difficulty  1000 non-null   int64 \n",
-      " 12  Dry Cough              1000 non-null   int64 \n",
-      " 13  Level                  1000 non-null   object\n",
-      "dtypes: int64(13), object(1)\n",
-      "memory usage: 109.5+ KB\n"
-     ]
-    }
-   ],
-   "source": [
-    "data.info()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5cb2ca60",
-   "metadata": {},
-   "source": [
-    "#### Checking null values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "5b8b71a6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Age                      0\n",
-       "Gender                   0\n",
-       "Alcohol use              0\n",
-       "Dust Allergy             0\n",
-       "Genetic Risk             0\n",
-       "Smoking                  0\n",
-       "Chest Pain               0\n",
-       "Coughing of Blood        0\n",
-       "Fatigue                  0\n",
-       "Shortness of Breath      0\n",
-       "Wheezing                 0\n",
-       "Swallowing Difficulty    0\n",
-       "Dry Cough                0\n",
-       "Level                    0\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "564555d6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# 201 null values in bmi"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d27da674",
-   "metadata": {},
-   "source": [
-    "#### update null values"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7cf418ef",
-   "metadata": {},
-   "source": [
-    "### Checking the distribution of target variable\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "eb586441",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "High      365\n",
-       "Medium    332\n",
-       "Low       303\n",
-       "Name: Level, dtype: int64"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data['Level'].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7c8b125c",
-   "metadata": {},
-   "source": [
-    "### Statistical measurements about the dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "6b8f5708",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Age</th>\n",
-       "      <th>Gender</th>\n",
-       "      <th>Alcohol use</th>\n",
-       "      <th>Dust Allergy</th>\n",
-       "      <th>Genetic Risk</th>\n",
-       "      <th>Smoking</th>\n",
-       "      <th>Chest Pain</th>\n",
-       "      <th>Coughing of Blood</th>\n",
-       "      <th>Fatigue</th>\n",
-       "      <th>Shortness of Breath</th>\n",
-       "      <th>Wheezing</th>\n",
-       "      <th>Swallowing Difficulty</th>\n",
-       "      <th>Dry Cough</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "      <td>1000.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>37.174000</td>\n",
-       "      <td>1.402000</td>\n",
-       "      <td>4.563000</td>\n",
-       "      <td>5.165000</td>\n",
-       "      <td>4.580000</td>\n",
-       "      <td>3.948000</td>\n",
-       "      <td>4.438000</td>\n",
-       "      <td>4.859000</td>\n",
-       "      <td>3.856000</td>\n",
-       "      <td>4.240000</td>\n",
-       "      <td>3.777000</td>\n",
-       "      <td>3.746000</td>\n",
-       "      <td>3.853000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>12.005493</td>\n",
-       "      <td>0.490547</td>\n",
-       "      <td>2.620477</td>\n",
-       "      <td>1.980833</td>\n",
-       "      <td>2.126999</td>\n",
-       "      <td>2.495902</td>\n",
-       "      <td>2.280209</td>\n",
-       "      <td>2.427965</td>\n",
-       "      <td>2.244616</td>\n",
-       "      <td>2.285087</td>\n",
-       "      <td>2.041921</td>\n",
-       "      <td>2.270383</td>\n",
-       "      <td>2.039007</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>14.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>27.750000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>36.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>6.000000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>6.000000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>5.000000</td>\n",
-       "      <td>6.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>73.000000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>8.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "               Age       Gender  Alcohol use  Dust Allergy  Genetic Risk  \\\n",
-       "count  1000.000000  1000.000000  1000.000000   1000.000000   1000.000000   \n",
-       "mean     37.174000     1.402000     4.563000      5.165000      4.580000   \n",
-       "std      12.005493     0.490547     2.620477      1.980833      2.126999   \n",
-       "min      14.000000     1.000000     1.000000      1.000000      1.000000   \n",
-       "25%      27.750000     1.000000     2.000000      4.000000      2.000000   \n",
-       "50%      36.000000     1.000000     5.000000      6.000000      5.000000   \n",
-       "75%      45.000000     2.000000     7.000000      7.000000      7.000000   \n",
-       "max      73.000000     2.000000     8.000000      8.000000      7.000000   \n",
-       "\n",
-       "           Smoking   Chest Pain  Coughing of Blood      Fatigue  \\\n",
-       "count  1000.000000  1000.000000        1000.000000  1000.000000   \n",
-       "mean      3.948000     4.438000           4.859000     3.856000   \n",
-       "std       2.495902     2.280209           2.427965     2.244616   \n",
-       "min       1.000000     1.000000           1.000000     1.000000   \n",
-       "25%       2.000000     2.000000           3.000000     2.000000   \n",
-       "50%       3.000000     4.000000           4.000000     3.000000   \n",
-       "75%       7.000000     7.000000           7.000000     5.000000   \n",
-       "max       8.000000     9.000000           9.000000     9.000000   \n",
-       "\n",
-       "       Shortness of Breath     Wheezing  Swallowing Difficulty    Dry Cough  \n",
-       "count          1000.000000  1000.000000            1000.000000  1000.000000  \n",
-       "mean              4.240000     3.777000               3.746000     3.853000  \n",
-       "std               2.285087     2.041921               2.270383     2.039007  \n",
-       "min               1.000000     1.000000               1.000000     1.000000  \n",
-       "25%               2.000000     2.000000               2.000000     2.000000  \n",
-       "50%               4.000000     4.000000               4.000000     4.000000  \n",
-       "75%               6.000000     5.000000               5.000000     6.000000  \n",
-       "max               9.000000     8.000000               8.000000     7.000000  "
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.describe()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c94d71ee",
-   "metadata": {},
-   "source": [
-    "### Visualizing the dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "38f35bf3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "############Gender###############################\n",
-    "\n",
-    "data = data.replace(to_replace =\"Low\",\n",
-    "                 value =\"1\")\n",
-    "data = data.replace(to_replace =\"Medium\",\n",
-    "                 value =\"2\")\n",
-    "data = data.replace(to_replace =\"High\",\n",
-    "                 value =\"3\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "d5712dd2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3    365\n",
-       "2    332\n",
-       "1    303\n",
-       "Name: Level, dtype: int64"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data['Level'].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "8c832945",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x8064 with 14 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# distribution of anomalous features - Histogram\n",
-    "features = data.iloc[:,0:28].columns\n",
-    "plt.figure(figsize=(12,28*4))\n",
-    "gs = gridspec.GridSpec(28, 1)\n",
-    "for i, c in enumerate(data[features]):\n",
-    " ax = plt.subplot(gs[i])\n",
-    " sns.histplot(data[c][data.Level == 1], bins=50)\n",
-    " sns.histplot(data[c][data.Level == 2], bins=50)\n",
-    " sns.histplot(data[c][data.Level == 3], bins=50)\n",
-    " ax.set_xlabel('')\n",
-    " ax.set_title('histogram of feature: ' + str(c))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "39b4818e",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 864x8064 with 12 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# distribution of anomalous features - Line chart\n",
-    "features = updated_data.iloc[:,0:28].columns\n",
-    "plt.figure(figsize=(12,28*4))\n",
-    "gs = gridspec.GridSpec(28, 1)\n",
-    "for i, c in enumerate(updated_data[features]):\n",
-    " ax = plt.subplot(gs[i])\n",
-    " plt.plot(updated_data[c][updated_data.stroke == 1])\n",
-    " plt.plot(updated_data[c][updated_data.stroke == 0])\n",
-    " plt.ylabel('Count')\n",
-    " plt.title('Scatter Plot of feature: ' + str(c))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "517cf686",
-   "metadata": {},
-   "source": [
-    "### Update string data into integer data"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "79f7d6f4",
-   "metadata": {},
-   "source": [
-    "##### Updated dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "308bb5df",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Age</th>\n",
-       "      <th>Gender</th>\n",
-       "      <th>Alcohol use</th>\n",
-       "      <th>Dust Allergy</th>\n",
-       "      <th>Genetic Risk</th>\n",
-       "      <th>Smoking</th>\n",
-       "      <th>Chest Pain</th>\n",
-       "      <th>Coughing of Blood</th>\n",
-       "      <th>Fatigue</th>\n",
-       "      <th>Shortness of Breath</th>\n",
-       "      <th>Wheezing</th>\n",
-       "      <th>Swallowing Difficulty</th>\n",
-       "      <th>Dry Cough</th>\n",
-       "      <th>Level</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>33</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>17</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>35</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>37</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>6</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>46</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>995</th>\n",
-       "      <td>44</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>996</th>\n",
-       "      <td>37</td>\n",
-       "      <td>2</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>5</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>997</th>\n",
-       "      <td>25</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>998</th>\n",
-       "      <td>18</td>\n",
-       "      <td>2</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>999</th>\n",
-       "      <td>47</td>\n",
-       "      <td>1</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1000 rows × 14 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     Age  Gender  Alcohol use  Dust Allergy  Genetic Risk  Smoking  \\\n",
-       "0     33       1            4             5             3        3   \n",
-       "1     17       1            1             5             4        2   \n",
-       "2     35       1            5             6             5        2   \n",
-       "3     37       1            7             7             6        7   \n",
-       "4     46       1            8             7             7        8   \n",
-       "..   ...     ...          ...           ...           ...      ...   \n",
-       "995   44       1            7             7             7        7   \n",
-       "996   37       2            8             7             7        7   \n",
-       "997   25       2            5             6             5        2   \n",
-       "998   18       2            8             7             7        8   \n",
-       "999   47       1            5             6             5        2   \n",
-       "\n",
-       "     Chest Pain  Coughing of Blood  Fatigue  Shortness of Breath  Wheezing  \\\n",
-       "0             2                  4        3                    2         2   \n",
-       "1             2                  3        1                    7         8   \n",
-       "2             4                  8        8                    9         2   \n",
-       "3             7                  8        4                    3         1   \n",
-       "4             7                  9        3                    4         1   \n",
-       "..          ...                ...      ...                  ...       ...   \n",
-       "995           7                  7        5                    2         7   \n",
-       "996           7                  7        9                    5         7   \n",
-       "997           4                  8        8                    9         2   \n",
-       "998           7                  9        3                    4         1   \n",
-       "999           4                  8        8                    9         2   \n",
-       "\n",
-       "     Swallowing Difficulty  Dry Cough Level  \n",
-       "0                        3          3     1  \n",
-       "1                        6          7     2  \n",
-       "2                        1          7     3  \n",
-       "3                        4          7     3  \n",
-       "4                        4          2     3  \n",
-       "..                     ...        ...   ...  \n",
-       "995                      8          5     3  \n",
-       "996                      2          1     3  \n",
-       "997                      1          7     3  \n",
-       "998                      4          2     3  \n",
-       "999                      1          7     3  \n",
-       "\n",
-       "[1000 rows x 14 columns]"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7c49bc51",
-   "metadata": {},
-   "source": [
-    "### Splitting the features and target"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "aba825e2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x = data.drop(['Level'], axis=1)\n",
-    "y = data['Level']"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c2f9d7b7",
-   "metadata": {},
-   "source": [
-    "### Splittng data into train and test"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "dd36db32",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "X_train,X_test,Y_train,Y_test = train_test_split(x,y,test_size = 0.20,stratify= y,random_state= 42)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "e8c94717",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(1000, 13) (800, 13) (200, 13)\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(x.shape,X_train.shape,X_test.shape)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2db82fea",
-   "metadata": {},
-   "source": [
-    "### Model training - Logistic regression"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "5b077c69",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "model = LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
-    "                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
-    "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
-    "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n",
-    "                   warm_start=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "799f3a99",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Mishane\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
-      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
-      "\n",
-      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
-      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
-      "Please also refer to the documentation for alternative solver options:\n",
-      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
-      "  n_iter_i = _check_optimize_result(\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "LogisticRegression()"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.fit(X_train,Y_train)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5e23f38b",
-   "metadata": {},
-   "source": [
-    "### Model eveuation"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3baa5c60",
-   "metadata": {},
-   "source": [
-    "* Accuracy on training data :  **95.08%**\n",
-    "* Accuracy on test data :  **95.11%**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "6b29d9f4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "X_train_prediction = model.predict(X_train)\n",
-    "training_data_accuracy = accuracy_score(X_train_prediction,Y_train)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "03f10ca7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Accuracy on training data :  95.5 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('Accuracy on training data : ', round(training_data_accuracy*100, 2),'%')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "a0aa1cbb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "X_test_prediction = model.predict(X_test)\n",
-    "test_data_accuracy = accuracy_score(X_test_prediction,Y_test)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "02750760",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Accuracy on test data :  96.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('Accuracy on test data : ', round(test_data_accuracy*100, 2),'%')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a12b68a9",
-   "metadata": {},
-   "source": [
-    "### Saving the model"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "47c0f47b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pickle\n",
-    "filename = 'finalized_model_lung_cancer_LR_new_level.sav'\n",
-    "pickle.dump(model, open(filename, 'wb'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "560d679c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Mishane\\anaconda3\\lib\\site-packages\\sklearn\\base.py:310: UserWarning: Trying to unpickle estimator LogisticRegression from version 0.24.1 when using version 0.24.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
-      "  warnings.warn(\n"
-     ]
-    }
-   ],
-   "source": [
-    "import pickle\n",
-    "\n",
-    "with open('finalized_model_lung_cancer_LR_new_level.sav', 'rb') as f:\n",
-    "    model = pickle.load(f)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "124c5830",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['1']\n"
-     ]
-    }
-   ],
-   "source": [
-    "import warnings\n",
-    "warnings.filterwarnings(\"ignore\")\n",
-    "\n",
-    "input_data1 = (33,1,4,5,3,3,2,4,3,2,2,3,3) #1\n",
-    "#input_data2 = (1,80.0,1,0,1,1,1,83.75,28.893237,1) #0\n",
-    "\n",
-    "#change input data to numpy array\n",
-    "input_data_as_numpy_array = np.asarray(input_data1)\n",
-    "\n",
-    "#reshape the numpy array as we are predicting for only on instance\n",
-    "\n",
-    "input_data_reshaped = input_data_as_numpy_array.reshape(1,-1)\n",
-    "\n",
-    "prediction = model.predict(input_data_reshaped)\n",
-    "print(prediction)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2d99250e",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "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": "3.8.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
-- 
2.24.1