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Quickdraw npy files to MNIST test/train dataset with visualization
{
"cells": [
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"##Take quickdraw npy files and convert them into a test/train MNIST like dataset"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.model_selection import train_test_split\n",
"from os import walk, getcwd\n",
"import h5py"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"##Place all the npy quickdraw files here:\n",
"mypath = \"data/\"\n",
"txt_name_list = []\n",
"for (dirpath, dirnames, filenames) in walk(mypath):\n",
" if filenames != '.DS_Store': ##Ugh mac junk\n",
" txt_name_list.extend(filenames)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"x_train = []\n",
"x_test = []\n",
"y_train = []\n",
"y_test = []\n",
"xtotal = []\n",
"ytotal = []\n",
"slice_train = int(80000/len(txt_name_list)) ###Setting value to be 80000 for the final dataset\n",
"i = 0\n",
"seed = np.random.randint(1, 10e6)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"##Creates test/train split with quickdraw data\n",
"for txt_name in txt_name_list:\n",
" txt_path = mypath + txt_name\n",
" x = np.load(txt_path)\n",
" x = x.astype('float32') / 255. ##scale images\n",
" y = [i] * len(x) \n",
" np.random.seed(seed)\n",
" np.random.shuffle(x)\n",
" np.random.seed(seed)\n",
" np.random.shuffle(y)\n",
" x = x[:slice_train]\n",
" y = y[:slice_train]\n",
" if i != 0: \n",
" xtotal = np.concatenate((x,xtotal), axis=0)\n",
" ytotal = np.concatenate((y,ytotal), axis=0)\n",
" else:\n",
" xtotal = x\n",
" ytotal = y\n",
" i += 1\n",
"x_train, x_test, y_train, y_test = train_test_split(xtotal, ytotal, test_size=0.2, random_state=42)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"##Saves this out as hdf5 format\n",
"data_to_write = x_test\n",
"with h5py.File('x_test.h5', 'w') as hf:\n",
" hf.create_dataset(\"name-of-dataset\", data=data_to_write)\n",
"data_to_write = x_train\n",
"with h5py.File('x_train.h5', 'w') as hf:\n",
" hf.create_dataset(\"name-of-dataset\", data=data_to_write)\n",
"data_to_write = y_test\n",
"with h5py.File('y_test.h5', 'w') as hf:\n",
" hf.create_dataset(\"name-of-dataset\", data=data_to_write)\n",
"data_to_write = y_train\n",
"with h5py.File('y_train.h5', 'w') as hf:\n",
" hf.create_dataset(\"name-of-dataset\", data=data_to_write)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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8qMSubhoag8MYKc8RmyKWI07BQ4TekIcKYBVHk1MWaWD1lhp/bW/hej0mVMv7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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f341317fcf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"##Visualize a quickdraw file\n",
"import matplotlib.pyplot as plt\n",
"face1 = x_train[2].reshape(28,28)\n",
"plt.imshow(face1)\n",
"plt.show()"
]
}
],
"metadata": {
"anaconda-cloud": {},
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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