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December 27, 2016 23:48
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# run this script from the same dir that your test and train data live in\n", | |
"\n", | |
"import os\n", | |
"import glob\n", | |
"import random\n", | |
"import pandas as pd\n", | |
"import shutil\n", | |
"\n", | |
"# point to your training images\n", | |
"train_dir = '/home/ubuntu/nbs/data/StateFarm/train'\n", | |
"\n", | |
"# point to the 'driver_imgs_list.csv'\n", | |
"lookup = '/home/ubuntu/nbs/data/StateFarm/driver_imgs_list.csv'\n", | |
"\n", | |
"# point to the validation directory, which will be created in the next block\n", | |
"val_dir = '/home/ubuntu/nbs/data/StateFarm/valid'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"ename": "OSError", | |
"evalue": "[Errno 2] No such file or directory: '/home/ubuntu/nbs/data/StateFarm/imgs/valid/c0'", | |
"output_type": "error", | |
"traceback": [ | |
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
"\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32m<ipython-input-23-469ba74e0a26>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# path = cwd + '/' + directory\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mpath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mval_dir\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0;34m[\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'{}/c{}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
"\u001b[0;31mOSError\u001b[0m: [Errno 2] No such file or directory: '/home/ubuntu/nbs/data/StateFarm/imgs/valid/c0'" | |
] | |
} | |
], | |
"source": [ | |
"# creates a directory, called 'validation', and into it, creates 10 subdirs, one for each class.\n", | |
"\n", | |
"directory = 'valid'\n", | |
"if not os.path.exists(directory):\n", | |
" os.makedirs(directory)\n", | |
"cwd = os.getcwd()\n", | |
"# path = cwd + '/' + directory\n", | |
"path = val_dir\n", | |
"[os.mkdir('{}/c{}'.format(path, i)) for i in range(10)]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"# read in the 'driver_imgs_list.csv' file\n", | |
"df = pd.read_csv(lookup)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# There are 26 unique drivers in the train set. \n", | |
"# We want 20%, so pick 5 at random\n", | |
"driver_names = ['p002', 'p012', 'p014', 'p015', 'p016', 'p021', 'p022', 'p024', 'p026', 'p035', 'p039', 'p041', 'p042', 'p045', 'p047', 'p049', 'p050', 'p051', 'p052', 'p056', 'p061', 'p064', 'p066', 'p072', 'p075', 'p081']\n", | |
"driver_names_for_validation = random.sample(driver_names, 5)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# filter df by selecting rows with the subjects we want\n", | |
"df = df[df['subject'].isin(driver_names_for_validation)]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_16790.jpg\n", | |
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_53522.jpg\n", | |
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n", | |
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_25964.jpg\n", | |
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n" | |
] | |
} | |
], | |
"source": [ | |
"#dftest = df.loc[0:1]\n", | |
"# print str(i) + ': ' + 'moving ' + to_move\n", | |
"\n", | |
"# do the move here:\n", | |
"i = 0\n", | |
"for index, row in df.iterrows():\n", | |
" to_move = train_dir + '/' + row['classname'] + '/' + row['img']\n", | |
" print to_move\n", | |
" i = i + 1\n", | |
" move_to = val_dir + '/' + row['classname']\n", | |
" print move_to\n", | |
" shutil.move(to_move, move_to)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"files to move: 4165\n", | |
"files moved: 4165\n" | |
] | |
} | |
], | |
"source": [ | |
"print 'files to move: ' ,df.shape[0]\n", | |
"print 'files moved: ' ,i " | |
] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python [conda root]", | |
"language": "python", | |
"name": "conda-root-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.12" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 1 | |
} |
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