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@danmusetoiu
Created October 19, 2018 16:26
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Prelucrare imagini pentru dataset
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Am revazut ce-am facut data trecuta si cred, in mare, ca drumul e ok! <br>\n",
"In sinteza, pasii urmatori ar fi legati de:\n",
"1. decuparea tuturor vehiculelor din toate fotografiile aeriene si gruparea lor, alaturi de labels-urile din train.csv, intr-un dataset mai convenabil decat toptanul asta initial\n",
"2. eventual, sa le dau in cap cu un PCA (Principal Component Analysis), poate reies de-acolo niste features interesante\n",
"3. retrainuirea modelelor 'consacrate' pe noul dataset\n",
"4. ... si abia in functie de astea sa vad daca o fi nevoie sau nu sa fac o alta retea neuronala pe care s-o pun la antrenamente grele pe google colab, ca mac-ul asta mititel nu cred c-o sa faca fata.\n",
"5. Poate si un RL?!..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Incepem cu inceputul, adica importul 'suspectilor de serviciu' si alte chestii plictisitoare:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import skimage\n",
"from skimage import io\n",
"import os\n",
"df_train = pd.read_csv('V/Dataset for participants V2/train.csv')\n",
"path_img = 'V/Dataset for participants V2/training imagery/'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[RangeIndex(start=0, stop=11617, step=1), Index(['tag_id', 'image_id', 'p1_x', 'p_1y', ' p2_x', ' p2_y', ' p3_x',\n",
" ' p3_y', ' p4_x', ' p4_y', 'general_class', 'sub_class', 'sunroof',\n",
" 'luggage_carrier', 'open_cargo_area', 'enclosed_cab', 'spare_wheel',\n",
" 'wrecked', 'flatbed', 'ladder', 'enclosed_box', 'soft_shell_box',\n",
" 'harnessed_to_a_cart', 'ac_vents', 'color'],\n",
" dtype='object')]\n"
]
},
{
"data": {
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" .dataframe tbody tr th:only-of-type {\n",
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>tag_id</th>\n",
" <th>image_id</th>\n",
" <th>p1_x</th>\n",
" <th>p_1y</th>\n",
" <th>p2_x</th>\n",
" <th>p2_y</th>\n",
" <th>p3_x</th>\n",
" <th>p3_y</th>\n",
" <th>p4_x</th>\n",
" <th>p4_y</th>\n",
" <th>...</th>\n",
" <th>enclosed_cab</th>\n",
" <th>spare_wheel</th>\n",
" <th>wrecked</th>\n",
" <th>flatbed</th>\n",
" <th>ladder</th>\n",
" <th>enclosed_box</th>\n",
" <th>soft_shell_box</th>\n",
" <th>harnessed_to_a_cart</th>\n",
" <th>ac_vents</th>\n",
" <th>color</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>15036</td>\n",
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" <td>3988.399902</td>\n",
" <td>1227.588745</td>\n",
" <td>3986.710693</td>\n",
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" <td>black</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>31658</td>\n",
" <td>16490</td>\n",
" <td>3380.804152</td>\n",
" <td>33.370945</td>\n",
" <td>3329.811654</td>\n",
" <td>128.465062</td>\n",
" <td>3358.064254</td>\n",
" <td>142.935906</td>\n",
" <td>3409.056752</td>\n",
" <td>44.396350</td>\n",
" <td>...</td>\n",
" <td>-1</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>-1</td>\n",
" <td>red</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>26971</td>\n",
" <td>17122</td>\n",
" <td>3948.334473</td>\n",
" <td>1426.797241</td>\n",
" <td>3958.876221</td>\n",
" <td>1410.750122</td>\n",
" <td>4000.665527</td>\n",
" <td>1438.202759</td>\n",
" <td>3990.123779</td>\n",
" <td>1454.249878</td>\n",
" <td>...</td>\n",
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" <td>-1</td>\n",
" <td>red</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>19301</td>\n",
" <td>12193</td>\n",
" <td>1977.798007</td>\n",
" <td>1009.010733</td>\n",
" <td>1983.435998</td>\n",
" <td>992.096760</td>\n",
" <td>2034.177918</td>\n",
" <td>1009.010733</td>\n",
" <td>2027.913483</td>\n",
" <td>1027.177593</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>-1</td>\n",
" <td>-1</td>\n",
" <td>-1</td>\n",
" <td>silver/grey</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>35906</td>\n",
" <td>12193</td>\n",
" <td>3196.620177</td>\n",
" <td>1284.240545</td>\n",
" <td>3193.174738</td>\n",
" <td>1311.804057</td>\n",
" <td>3288.957942</td>\n",
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"<p>5 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" tag_id image_id p1_x p_1y p2_x p2_y \\\n",
"0 15036 16490 3988.399902 1227.588745 3986.710693 1213.288208 \n",
"1 31658 16490 3380.804152 33.370945 3329.811654 128.465062 \n",
"2 26971 17122 3948.334473 1426.797241 3958.876221 1410.750122 \n",
"3 19301 12193 1977.798007 1009.010733 1983.435998 992.096760 \n",
"4 35906 12193 3196.620177 1284.240545 3193.174738 1311.804057 \n",
"\n",
" p3_x p3_y p4_x p4_y ... \\\n",
"0 4002.600098 1211.411255 4004.289307 1225.711792 ... \n",
"1 3358.064254 142.935906 3409.056752 44.396350 ... \n",
"2 4000.665527 1438.202759 3990.123779 1454.249878 ... \n",
"3 2034.177918 1009.010733 2027.913483 1027.177593 ... \n",
"4 3288.957942 1321.451286 3292.403381 1293.198686 ... \n",
"\n",
" enclosed_cab spare_wheel wrecked flatbed ladder enclosed_box \\\n",
"0 0 0 0 0 0 0 \n",
"1 -1 -1 0 -1 0 1 \n",
"2 0 0 0 -1 -1 -1 \n",
"3 0 0 0 -1 -1 -1 \n",
"4 -1 -1 0 1 0 0 \n",
"\n",
" soft_shell_box harnessed_to_a_cart ac_vents color \n",
"0 0 0 -1 black \n",
"1 0 0 -1 red \n",
"2 -1 -1 -1 red \n",
"3 -1 -1 -1 silver/grey \n",
"4 0 0 -1 red \n",
"\n",
"[5 rows x 25 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(df_train.axes)\n",
"df_train.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Chiar, uite o chestie pe care am uitat s-o fac data trecuta: sa scobesc dupa niste insight-uri in ceseveul asta:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Numarul de inregistrari in tabel: 11617\n",
"Numarul de fotografii aeriene unice: 1663\n",
"Numarul mediu de vehicule intr-o fotografie: 6.9855682501503304\n"
]
}
],
"source": [
"print('Numarul de inregistrari in tabel: {0}'.format(len(df_train)))\n",
"print('Numarul de fotografii aeriene unice: {0}'.format(len(df_train['image_id'].unique())))\n",
"print('Numarul mediu de vehicule intr-o fotografie: {0}'.format(len(df_train)/len(df_train['image_id'].unique())))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Deci, cam 7 vehicule per fotografie, in medie.<br>\n",
"Hai sa vedem si alte caracteristici:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"small vehicle 11111\n",
"large vehicle 506\n",
"Name: general_class, dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train['general_class'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mdap, cam dezechilibrata situatia: peste 11 mii vehicule mici si doar 500 vehicule mari!<br>\n",
"Am sa fac o mica parantenza aici!\n",
"Ati avut sau o sa aveti clienti carora cifrele nu le spun mare lucru! <br>\n",
"Va sfatuiesc, cand ajungeti in situatii ca asta, sa va aduceti aminte ca o imagine face cat 1000 de cuvinte (sau cifre) si sa reprezentati grafic problema, aka sa faceti o placinta:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels = ['small vehicle', 'large vehicle']\n",
"colors = ['r', 'b']\n",
"plt.pie(df_train['general_class'].value_counts(), labels = labels, colors = colors, explode = (0.1, 0.1))\n",
"plt.title('Small vs Large')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sau niste bars"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d_color = dict(df_train['color'].value_counts())\n",
"plt.bar(list(d_color.keys()), list(d_color.values()))\n",
"plt.title('Numarul de masini grupate dupa culoare')\n",
"plt.xlabel('Culoare')\n",
"plt.ylabel('Numar de masini')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d_subclass = dict(df_train['sub_class'].value_counts())\n",
"plt.bar(list(d_subclass.keys()), list(d_subclass.values()))\n",
"plt.title('Numarul de vehicule in functie de tip')\n",
"plt.xlabel('Tipul vehiculului')\n",
"plt.xticks(rotation='vertical')\n",
"plt.ylabel('Numar de vehicule')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mda, vad ca suspiciunea ca baza de date e dezechilibrata mi se confirma. <br>\n",
"Am cateva idei, dar pana la ele hai sa facem ceva cu imaginile alea!<br>\n",
"Cred ca cel mai simplu ar fi sa scriu o functie care sa-mi decupeze autovehiculele si sa mi le salveze undeva, alandala (o sa fac eu mai tarziu un folder dedicat)!<br>\n",
"Na, uite, abia acum mi-am dat seama la ce e bun tag_id-ul ala!<br>\n",
"Fix cu numele alea am sa le salvez pentru ca o sa-mi fie apoi usor sa le atribui labels-urile din csv-ul original!<br>\n",
"Hai cu functia (de fapt, cu functiile):"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Prima este pentru extragerea coordonatelor patratzelelor care contin vehicule din fotografiile aeriene:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def coordonate(i):\n",
" p1_x = df_train['p1_x'][i]\n",
" p2_x = df_train[' p2_x'][i]\n",
" p3_x = df_train[' p3_x'][i]\n",
" p4_x = df_train[' p4_x'][i]\n",
" p1_y = df_train['p_1y'][i]\n",
" p2_y = df_train[' p2_y'][i]\n",
" p3_y = df_train[' p3_y'][i]\n",
" p4_y = df_train[' p4_y'][i]\n",
" x_max = max(p1_x, p2_x, p3_x, p4_x)\n",
" y_max = max(p1_y, p2_y, p3_y, p4_y)\n",
" x_min = min(p1_x, p2_x, p3_x, p4_x)\n",
" y_min = min(p1_y, p2_y, p3_y, p4_y)\n",
" return [int(x_max), int(x_min), int(y_max), int(y_min)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hai s-o si testam pentru i = 1, adica pozitia 2 din tabel:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"x_max,x_min,y_max,y_min \n",
" [3409, 3329, 142, 33]\n"
]
}
],
"source": [
"print('\\nx_max,x_min,y_max,y_min', '\\n', coordonate(1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sa nu uit: imaginile sunt fie .jpg, fie .tiff fie .tif!<br>\n",
"Asa ca o sa folosesc try, dar mai incolo putin.<br>\n",
"Pana atunci, sa merg mai departe cu verificarea vizuala!"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/skimage/io/_plugins/matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n",
"/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/axes/_base.py:1428: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n",
" \" since 2.2.\", cbook.mplDeprecation)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11401d080>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test = io.imread(path_img + str(df_train['image_id'][1]) + '.tiff')\n",
"plt.title(df_train['tag_id'][1])\n",
"io.imshow(test[coordonate(1)[3]:coordonate(1)[2], coordonate(1)[1]:coordonate(1)[0]])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Caracteristici principale vehicul: \n",
"culoare: red, \n",
"clasa: large vehicle, \n",
"subclasa: truck\n"
]
}
],
"source": [
"print('Caracteristici principale vehicul: ', '\\nculoare: {0}, \\nclasa: {1}, \\nsubclasa: {2}'\n",
" .format(df_train['color'][1], df_train['general_class'][1], df_train['sub_class'][1]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Bun, se pare ca merge!<br>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hai sa mai facem o functie care o foloseasca pe prima pentru decupare si sa-mi salveze, cu tag_id-ul de rigoare, cate masini vreau eu.<br>\n",
"Pentru asta am facut un folder 'masini' si doua subfoldere, 'train' si 'test'.<br>"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def salveaza_pentru_train(i):\n",
"\n",
" try:\n",
" im_mare = io.imread(path_img + str(df_train['image_id'][i]) + '.jpg')\n",
" except FileNotFoundError:\n",
" pass\n",
"\n",
" try:\n",
" im_mare = io.imread(path_img + str(df_train['image_id'][i]) + '.tif')\n",
" except FileNotFoundError:\n",
" pass\n",
"\n",
" try:\n",
" im_mare = io.imread(path_img + str(df_train['image_id'][i]) + '.tiff')\n",
" except FileNotFoundError:\n",
" pass\n",
" \n",
" im_mic = im_mare[coordonate(i)[3]:coordonate(i)[2], coordonate(i)[1]:coordonate(i)[0]]\n",
" io.imsave('masini/train/'+ str(df_train['tag_id'][i]) +'.png', im_mic)\n",
" #print('salvez {0}.png'.format(df_train['tag_id'][i]))\n",
" #print('Caracteristici principale vehicul: ', '\\nculoare: {0}, \\nclasa: {1}, \\nsubclasa: {2}'\n",
" #.format(df_train['color'][i], df_train['general_class'][i], df_train['sub_class'][i]))\n",
" nume = 'masini/train/' + str(df_train['tag_id'][i]) +'.png'\n",
" return nume"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hai sa vedem daca merge pentru, sa zicem, i = 1234:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'masini/train/38823.png'"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"salveaza_pentru_train(1234)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/skimage/io/_plugins/matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n",
"/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/axes/_base.py:1428: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n",
" \" since 2.2.\", cbook.mplDeprecation)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x118526240>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test = io.imread(salveaza_pentru_train(1234))\n",
"io.imshow(test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Foarte frumos!<br>\n",
"Incepe insa sa ma ingrijoreze ca imaginile sunt prea mici!<br>\n",
"Desi, la un numar mediu de 7 vehicule intr-o fotografie, n-ar trebui!<br>\n",
"Hai sa vad care este cel mai mare numar de vehicule dintr-o singura fotografie!<br>\n",
"De fapt, top 10!"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"19531 165\n",
"13124 162\n",
"17266 153\n",
"19725 117\n",
"10493 107\n",
"17711 98\n",
"14492 92\n",
"18246 84\n",
"12070 84\n",
"10172 83\n",
"Name: image_id, dtype: int64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_train['image_id'].value_counts()[0:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wtf?<br>\n",
"Asadar, exista o imagine (o fotografie) care contine <b>165</b> de vehicule!<br>\n",
"Hai sa vedem fotografia campioana:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/skimage/io/_plugins/matplotlib_plugin.py:51: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" out_of_range_float = (np.issubdtype(image.dtype, np.float) and\n",
"/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/matplotlib/axes/_base.py:1428: MatplotlibDeprecationWarning: The 'box-forced' keyword argument is deprecated since 2.2.\n",
" \" since 2.2.\", cbook.mplDeprecation)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1185f8940>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"campioana = io.imread(path_img + '19531.tiff')\n",
"io.imshow(campioana)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mdap... Csf? Ncsf!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hai sa pun functia aia la treaba, sa salvez imaginile cu vehicule, si mai vad eu dupa aia!<br>\n",
"Sa zicem ca salvez 99 de bucati, sa vad cum functioneaza"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: masini/train/39728.png is a low contrast image\n",
" warn('%s is a low contrast image' % fname)\n"
]
}
],
"source": [
"for i in range (0, 100):\n",
" try:\n",
" salveaza_pentru_train(i)\n",
" except IndexError: # asta ca sa nu se blocheze cand da peste imagini cu contrast prea mic\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"S-au copiat 99 imagini cu vehicule decupate\n"
]
}
],
"source": [
"print('S-au copiat {0} imagini cu vehicule decupate'.format(len(os.listdir('masini/train/'))))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hai c-a mers!<br>\n",
"Nashpa chestia asta cu low contrast... dar asta e!<br>\n",
"Mergem mai departe si vedem ce iese!<br>\n",
"Sa fiti cuminti si sa-l ascultati pe Tim Peters!"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The Zen of Python, by Tim Peters\n",
"\n",
"Beautiful is better than ugly.\n",
"Explicit is better than implicit.\n",
"Simple is better than complex.\n",
"Complex is better than complicated.\n",
"Flat is better than nested.\n",
"Sparse is better than dense.\n",
"Readability counts.\n",
"Special cases aren't special enough to break the rules.\n",
"Although practicality beats purity.\n",
"Errors should never pass silently.\n",
"Unless explicitly silenced.\n",
"In the face of ambiguity, refuse the temptation to guess.\n",
"There should be one-- and preferably only one --obvious way to do it.\n",
"Although that way may not be obvious at first unless you're Dutch.\n",
"Now is better than never.\n",
"Although never is often better than *right* now.\n",
"If the implementation is hard to explain, it's a bad idea.\n",
"If the implementation is easy to explain, it may be a good idea.\n",
"Namespaces are one honking great idea -- let's do more of those!\n"
]
}
],
"source": [
"import this"
]
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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