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b/decision _tree.ipynb |
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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": 2, |
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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": 3, |
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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": 4, |
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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": 4, |
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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 0x14355228fd0>" |
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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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", |
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|
135 |
"text/plain": [ |
|
|
136 |
"<Figure size 432x288 with 1 Axes>" |
|
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137 |
] |
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|
138 |
}, |
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|
139 |
"metadata": { |
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|
140 |
"needs_background": "light" |
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141 |
}, |
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|
142 |
"output_type": "display_data" |
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|
143 |
} |
|
|
144 |
], |
|
|
145 |
"source": [ |
|
|
146 |
"plt.imshow(X[1], cmap='gray')" |
|
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147 |
] |
|
|
148 |
}, |
|
|
149 |
{ |
|
|
150 |
"cell_type": "code", |
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|
151 |
"execution_count": 8, |
|
|
152 |
"metadata": {}, |
|
|
153 |
"outputs": [ |
|
|
154 |
{ |
|
|
155 |
"data": { |
|
|
156 |
"text/plain": [ |
|
|
157 |
"(260, 40000)" |
|
|
158 |
] |
|
|
159 |
}, |
|
|
160 |
"execution_count": 8, |
|
|
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": 10, |
|
|
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": 11, |
|
|
182 |
"metadata": {}, |
|
|
183 |
"outputs": [ |
|
|
184 |
{ |
|
|
185 |
"data": { |
|
|
186 |
"text/plain": [ |
|
|
187 |
"((208, 40000), (52, 40000))" |
|
|
188 |
] |
|
|
189 |
}, |
|
|
190 |
"execution_count": 11, |
|
|
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": 12, |
|
|
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": 13, |
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|
227 |
"metadata": {}, |
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|
228 |
"outputs": [], |
|
|
229 |
"source": [ |
|
|
230 |
"from sklearn.decomposition import PCA" |
|
|
231 |
] |
|
|
232 |
}, |
|
|
233 |
{ |
|
|
234 |
"cell_type": "code", |
|
|
235 |
"execution_count": 14, |
|
|
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": 15, |
|
|
256 |
"metadata": {}, |
|
|
257 |
"outputs": [], |
|
|
258 |
"source": [ |
|
|
259 |
"from sklearn.tree import DecisionTreeClassifier" |
|
|
260 |
] |
|
|
261 |
}, |
|
|
262 |
{ |
|
|
263 |
"cell_type": "code", |
|
|
264 |
"execution_count": 16, |
|
|
265 |
"metadata": {}, |
|
|
266 |
"outputs": [], |
|
|
267 |
"source": [ |
|
|
268 |
"clf = DecisionTreeClassifier()\n", |
|
|
269 |
"clf = clf.fit(xtrain,ytrain)\n", |
|
|
270 |
"y_pred = clf.predict(xtest)" |
|
|
271 |
] |
|
|
272 |
}, |
|
|
273 |
{ |
|
|
274 |
"cell_type": "code", |
|
|
275 |
"execution_count": 17, |
|
|
276 |
"metadata": {}, |
|
|
277 |
"outputs": [ |
|
|
278 |
{ |
|
|
279 |
"name": "stdout", |
|
|
280 |
"output_type": "stream", |
|
|
281 |
"text": [ |
|
|
282 |
"Training Score: 1.0\n", |
|
|
283 |
"Testing Score: 0.6923076923076923\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": 18, |
|
|
295 |
"metadata": {}, |
|
|
296 |
"outputs": [ |
|
|
297 |
{ |
|
|
298 |
"name": "stdout", |
|
|
299 |
"output_type": "stream", |
|
|
300 |
"text": [ |
|
|
301 |
"Accuracy: 0.6923076923076923\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": 19, |
|
|
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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", 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327 |
"text/plain": [ |
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328 |
"<Figure size 864x576 with 20 Axes>" |
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] |
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}, |
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"metadata": { |
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"needs_background": "light" |
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}, |
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"output_type": "display_data" |
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} |
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], |
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"source": [ |
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338 |
"plt.figure(figsize=(12,8))\n", |
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|
339 |
"p = os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//')\n", |
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340 |
"c=1\n", |
|
|
341 |
"for i in os.listdir('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//Test//')[:20]:\n", |
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342 |
" plt.subplot(4,5,c)\n", |
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"\n", |
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344 |
" img = cv2.imread('C://Users//Tulsi Chopade//Documents//PCCOE//ALL-Seminar//ALL_IDB2//img//Test//'+i,0)\n", |
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|
345 |
" img1 = cv2.resize(img, (200,200))\n", |
|
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346 |
" img1 = img1.reshape(1,-1)/255\n", |
|
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347 |
" p = clf.predict(img1)\n", |
|
|
348 |
" plt.title(dec[p[0]])\n", |
|
|
349 |
" plt.imshow(img, cmap='gray')\n", |
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|
350 |
" plt.axis('off')\n", |
|
|
351 |
" c+=1" |
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] |
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353 |
} |
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|
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], |
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355 |
"metadata": { |
|
|
356 |
"interpreter": { |
|
|
357 |
"hash": "c22f31c5c6237465d1c0384a86879203bcce62622a4766d47bdb159f42ce65cf" |
|
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358 |
}, |
|
|
359 |
"kernelspec": { |
|
|
360 |
"display_name": "Python 3.9.6 64-bit", |
|
|
361 |
"language": "python", |
|
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362 |
"name": "python3" |
|
|
363 |
}, |
|
|
364 |
"language_info": { |
|
|
365 |
"codemirror_mode": { |
|
|
366 |
"name": "ipython", |
|
|
367 |
"version": 3 |
|
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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 |
} |