[ba298e]: / LogisticRegression.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt \n",
    "from sklearn.model_selection import  train_test_split\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "path = os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img')\n",
    "classes = {'healthy':0, 'ALL':1}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "X = []\n",
    "Y = []\n",
    "for cls in classes :\n",
    "    pth = 'C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//'+cls\n",
    "    for j in os.listdir(pth) :\n",
    "        img = cv2.imread(pth+'/'+j, 0)\n",
    "        img = cv2.resize(img, (200,200))\n",
    "        X.append(img)\n",
    "        Y.append(classes[cls])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array(X)\n",
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    130\n",
       "1    130\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(Y).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(260, 200, 200)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1d0ff7a01f0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X[15], cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(260, 40000)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_updated = X.reshape(len(X), -1)\n",
    "X_updated.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "xtrain, xtest, ytrain, ytest = train_test_split(X_updated, Y, random_state=10, test_size=.20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((208, 40000), (52, 40000))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xtrain.shape, xtest.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "202 18\n",
      "198 20\n",
      "0.792156862745098 0.07058823529411765\n",
      "0.7764705882352941 0.0784313725490196\n"
     ]
    }
   ],
   "source": [
    "print(xtrain.max(), xtrain.min())\n",
    "print(xtest.max(), xtest.min())\n",
    "xtrain = xtrain/255\n",
    "xtest = xtest/255\n",
    "print(xtrain.max(), xtrain.min())\n",
    "print(xtest.max(), xtest.min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(208, 40000) (52, 40000)\n"
     ]
    }
   ],
   "source": [
    "print(xtrain.shape, xtest.shape)\n",
    "pca = PCA(.98)\n",
    "pca_train = xtrain\n",
    "pca_test = xtest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=0.1)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "lg = LogisticRegression(C=0.1)\n",
    "lg.fit(pca_train, ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Score: 0.9903846153846154\n",
      "Testing Score: 0.6538461538461539\n"
     ]
    }
   ],
   "source": [
    "print(\"Training Score:\", lg.score(pca_train, ytrain))\n",
    "print(\"Testing Score:\", lg.score(pca_test, ytest))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1,  3, 14, 22, 24, 25, 27, 28, 29, 32, 35, 37, 40, 42, 44, 45, 47,\n",
       "        50], dtype=int64),)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = lg.predict(pca_test)\n",
    "np.where(ytest!=pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.6538461538461539\n"
     ]
    }
   ],
   "source": [
    "from sklearn import metrics\n",
    "print(\"Accuracy:\",metrics.accuracy_score(ytest,pred ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred[6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ytest[6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "dec = {0:'healthy' , 1:'ALL'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "p = os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//')\n",
    "c=1\n",
    "for i in os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//Test//')[:20]:\n",
    "    plt.subplot(4,5,c)\n",
    "\n",
    "    img = cv2.imread('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//Test//'+i,0)\n",
    "    img1 = cv2.resize(img, (200,200))\n",
    "    img1 = img1.reshape(1,-1)/255\n",
    "    p = lg.predict(img1)\n",
    "    plt.title(dec[p[0]])\n",
    "    plt.imshow(img, cmap='gray')\n",
    "    plt.axis('off')\n",
    "    c+=1"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "c22f31c5c6237465d1c0384a86879203bcce62622a4766d47bdb159f42ce65cf"
  },
  "kernelspec": {
   "display_name": "Python 3.9.6 64-bit",
   "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": "3.9.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}