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{
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 "cells": [
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  {
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   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "import numpy as np\n",
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    "import pandas as pd\n",
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    "import matplotlib.pyplot as plt \n",
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    "from sklearn.model_selection import  train_test_split\n",
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    "from sklearn.metrics import accuracy_score"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "import os\n",
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    "path = os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img')\n",
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    "classes = {'healthy':0, 'ALL':1}"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "import cv2\n",
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    "X = []\n",
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    "Y = []\n",
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    "for cls in classes :\n",
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    "    pth = 'C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//'+cls\n",
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    "    for j in os.listdir(pth) :\n",
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    "        img = cv2.imread(pth+'/'+j, 0)\n",
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    "        img = cv2.resize(img, (200,200))\n",
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    "        X.append(img)\n",
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    "        Y.append(classes[cls])"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 7,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "array([0, 1])"
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      ]
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     },
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     "execution_count": 7,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "np.unique(Y)"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {},
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   "outputs": [],
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   "source": [
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    "X = np.array(X)\n",
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    "Y = np.array(Y)"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 6,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "0    130\n",
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       "1    130\n",
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       "dtype: int64"
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      ]
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     },
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     "execution_count": 6,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "pd.Series(Y).value_counts()"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 7,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "(260, 200, 200)"
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      ]
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     },
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     "execution_count": 7,
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     "metadata": {},
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     "output_type": "execute_result"
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    }
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   ],
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   "source": [
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    "X.shape"
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   ]
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  },
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  {
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   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {},
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   "outputs": [
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    {
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     "data": {
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      "text/plain": [
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       "<matplotlib.image.AxesImage at 0x1468bfa61c0>"
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      ]
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     },
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     "execution_count": 9,
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     "metadata": {},
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     "output_type": "execute_result"
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    },
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    {
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     "data": {
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      "image/png": 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",
135
      "text/plain": [
136
       "<Figure size 432x288 with 1 Axes>"
137
      ]
138
     },
139
     "metadata": {
140
      "needs_background": "light"
141
     },
142
     "output_type": "display_data"
143
    }
144
   ],
145
   "source": [
146
    "plt.imshow(X[1], cmap='gray')"
147
   ]
148
  },
149
  {
150
   "cell_type": "code",
151
   "execution_count": 10,
152
   "metadata": {},
153
   "outputs": [
154
    {
155
     "data": {
156
      "text/plain": [
157
       "(260, 40000)"
158
      ]
159
     },
160
     "execution_count": 10,
161
     "metadata": {},
162
     "output_type": "execute_result"
163
    }
164
   ],
165
   "source": [
166
    "X_updated = X.reshape(len(X), -1)\n",
167
    "X_updated.shape"
168
   ]
169
  },
170
  {
171
   "cell_type": "code",
172
   "execution_count": 11,
173
   "metadata": {},
174
   "outputs": [],
175
   "source": [
176
    "xtrain, xtest, ytrain, ytest = train_test_split(X_updated, Y, random_state=10, test_size=.20)"
177
   ]
178
  },
179
  {
180
   "cell_type": "code",
181
   "execution_count": 12,
182
   "metadata": {},
183
   "outputs": [
184
    {
185
     "data": {
186
      "text/plain": [
187
       "((208, 40000), (52, 40000))"
188
      ]
189
     },
190
     "execution_count": 12,
191
     "metadata": {},
192
     "output_type": "execute_result"
193
    }
194
   ],
195
   "source": [
196
    "xtrain.shape, xtest.shape"
197
   ]
198
  },
199
  {
200
   "cell_type": "code",
201
   "execution_count": 13,
202
   "metadata": {},
203
   "outputs": [
204
    {
205
     "name": "stdout",
206
     "output_type": "stream",
207
     "text": [
208
      "202 18\n",
209
      "198 20\n",
210
      "0.792156862745098 0.07058823529411765\n",
211
      "0.7764705882352941 0.0784313725490196\n"
212
     ]
213
    }
214
   ],
215
   "source": [
216
    "print(xtrain.max(), xtrain.min())\n",
217
    "print(xtest.max(), xtest.min())\n",
218
    "xtrain = xtrain/255\n",
219
    "xtest = xtest/255\n",
220
    "print(xtrain.max(), xtrain.min())\n",
221
    "print(xtest.max(), xtest.min())"
222
   ]
223
  },
224
  {
225
   "cell_type": "code",
226
   "execution_count": 14,
227
   "metadata": {},
228
   "outputs": [],
229
   "source": [
230
    "from sklearn.decomposition import PCA"
231
   ]
232
  },
233
  {
234
   "cell_type": "code",
235
   "execution_count": 15,
236
   "metadata": {},
237
   "outputs": [
238
    {
239
     "name": "stdout",
240
     "output_type": "stream",
241
     "text": [
242
      "(208, 40000) (52, 40000)\n"
243
     ]
244
    }
245
   ],
246
   "source": [
247
    "print(xtrain.shape, xtest.shape)\n",
248
    "pca = PCA(.98)\n",
249
    "pca_train = xtrain\n",
250
    "pca_test = xtest"
251
   ]
252
  },
253
  {
254
   "cell_type": "code",
255
   "execution_count": 16,
256
   "metadata": {},
257
   "outputs": [],
258
   "source": [
259
    "from sklearn.ensemble import RandomForestClassifier"
260
   ]
261
  },
262
  {
263
   "cell_type": "code",
264
   "execution_count": 17,
265
   "metadata": {},
266
   "outputs": [],
267
   "source": [
268
    "clf=RandomForestClassifier(n_estimators=100)\n",
269
    "clf.fit(xtrain,ytrain)\n",
270
    "y_pred=clf.predict(xtest)"
271
   ]
272
  },
273
  {
274
   "cell_type": "code",
275
   "execution_count": 18,
276
   "metadata": {},
277
   "outputs": [
278
    {
279
     "name": "stdout",
280
     "output_type": "stream",
281
     "text": [
282
      "Training Score: 1.0\n",
283
      "Testing Score: 0.8269230769230769\n"
284
     ]
285
    }
286
   ],
287
   "source": [
288
    "print(\"Training Score:\", clf.score(xtrain, ytrain))\n",
289
    "print(\"Testing Score:\", clf.score(pca_test, ytest))"
290
   ]
291
  },
292
  {
293
   "cell_type": "code",
294
   "execution_count": 19,
295
   "metadata": {},
296
   "outputs": [
297
    {
298
     "name": "stdout",
299
     "output_type": "stream",
300
     "text": [
301
      "Accuracy: 0.8269230769230769\n"
302
     ]
303
    }
304
   ],
305
   "source": [
306
    "from sklearn import metrics\n",
307
    "print(\"Accuracy:\",metrics.accuracy_score(ytest, y_pred))"
308
   ]
309
  },
310
  {
311
   "cell_type": "code",
312
   "execution_count": 20,
313
   "metadata": {},
314
   "outputs": [],
315
   "source": [
316
    "dec = {0:'healthy' , 1:'ALL'}"
317
   ]
318
  },
319
  {
320
   "cell_type": "code",
321
   "execution_count": 21,
322
   "metadata": {},
323
   "outputs": [
324
    {
325
     "data": {
326
      "image/png": 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",
327
      "text/plain": [
328
       "<Figure size 864x576 with 20 Axes>"
329
      ]
330
     },
331
     "metadata": {
332
      "needs_background": "light"
333
     },
334
     "output_type": "display_data"
335
    }
336
   ],
337
   "source": [
338
    "plt.figure(figsize=(12,8))\n",
339
    "p = os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//')\n",
340
    "c=1\n",
341
    "for i in os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//Test//')[:20]:\n",
342
    "    plt.subplot(4,5,c)\n",
343
    "\n",
344
    "    img = cv2.imread('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//Test//'+i,0)\n",
345
    "    img1 = cv2.resize(img, (200,200))\n",
346
    "    img1 = img1.reshape(1,-1)/255\n",
347
    "    p = clf.predict(img1)\n",
348
    "    plt.title(dec[p[0]])\n",
349
    "    plt.imshow(img, cmap='gray')\n",
350
    "    plt.axis('off')\n",
351
    "    c+=1"
352
   ]
353
  }
354
 ],
355
 "metadata": {
356
  "interpreter": {
357
   "hash": "c22f31c5c6237465d1c0384a86879203bcce62622a4766d47bdb159f42ce65cf"
358
  },
359
  "kernelspec": {
360
   "display_name": "Python 3.9.6 64-bit",
361
   "language": "python",
362
   "name": "python3"
363
  },
364
  "language_info": {
365
   "codemirror_mode": {
366
    "name": "ipython",
367
    "version": 3
368
   },
369
   "file_extension": ".py",
370
   "mimetype": "text/x-python",
371
   "name": "python",
372
   "nbconvert_exporter": "python",
373
   "pygments_lexer": "ipython3",
374
   "version": "3.9.6"
375
  },
376
  "orig_nbformat": 4
377
 },
378
 "nbformat": 4,
379
 "nbformat_minor": 2
380
}