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@davidshinn
Last active August 29, 2015 14:25
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import IPython"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/jpeg": 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lw7EWOjFc6uBAAdZxDdNzYtIsbXV2lwoPyRXYQN2nDn048fqZaplGb7QWEcPIscwWgxWT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/GJv2lj9jcxlm3nxmGYdEBdms/bu1f0VyRtK3RGyGOznt6rW6QdJ1aXN08lvZ4eZOe83wRziP8A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\nBJoBFtWrV3X5oIIHSCCCD//Z\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IPython.core.display.Image('A6PSWTFCUAI7N-5.jpg')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"my_image = Image.open('A6PSWTFCUAI7N-5.jpg')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"histogram = my_image.histogram()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0xcabbf60>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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226isrOT+++8P+9xms+F0OnG5XCQkJIQNd7lcuFwubDZb2LgiIiK9qaamhlff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\niBicwlxERMTg/n/SQIUkyzc1fAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xcabb8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd.Series(histogram).plot(kind='bar')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"768"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(histogram)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[13689, 5581, 5017, 4656, 4638, 4421, 4480, 4463, 4615, 4353]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"histogram[:10]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[2874, 3206, 3347, 4311, 4292, 4630, 4024, 7716, 5232, 33521]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"histogram[-10:]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of completely black pixels: 13,689\n",
"Number of completely white pixels: 33,521\n",
"Number of not completely white pixels: 1,352,479\n"
]
}
],
"source": [
"print 'Number of completely black pixels: {:,}'.format(histogram[0])\n",
"print 'Number of completely white pixels: {:,}'.format(histogram[-1])\n",
"print 'Number of not completely white pixels: {:,}'.format(sum(histogram[:-1]))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.8"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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