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maxwellmckinnon/SF_Dir_Organization.ipynb

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Created May 30, 2018 00:59
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SF_Dir_Organization.ipynb
{
"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",
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"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_66127.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_18055.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_90595.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_89022.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_31560.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_28457.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_64976.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_53501.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_6084.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_43656.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_38095.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_72421.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_52745.jpg\n",
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"/home/ubuntu/nbs/data/StateFarm/train/c9/img_99044.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_93918.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_61946.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_92023.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_94377.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_65832.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_71266.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_14866.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_51984.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_48959.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_12532.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/home/ubuntu/nbs/data/StateFarm/train/c9/img_16790.jpg\n",
"/home/ubuntu/nbs/data/StateFarm/valid/c9\n",
"/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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