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@yusuke0519
Created February 19, 2016 04:12
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google street view
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Google Street View Image API\n",
"- https://developers.google.com/maps/documentation/streetview/intro"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import urllib\n",
"import json\n",
"from PIL import Image\n",
"from matplotlib.pyplot import imshow\n",
"import numpy as np\n",
"import yaml\n",
"\n",
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"size=400x400&heading=340&location=35.68287%2C+139.728201&appid=AIzaSyCnAcqc6w4F7gLqkyKOKlyb7qzJKCAb5vk\n"
]
},
{
"data": {
"text/plain": [
"([], <a list of 0 Text yticklabel objects>)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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F76qqtkxnBI7jnjKdTy6CVs5xqw73JF6tBAQSktvKh2rpYwdJsdE0B19YY3J8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uyqQRTxggm1RslLX3ieq9fP8bvf/D+Zm+8ymUzZP/AQJFg/N49aqTCdOuRliUxOpVLB92f3l5cv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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb589724b10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def google_stv_image(appid, lat, lng, heading=90, size='400x400', img_name='0001.jpg'):\n",
" url = 'https://maps.googleapis.com/maps/api/streetview?'\n",
" location = '{lat}, {lng}'.format(lat=lat, lng=lng)\n",
" params = urllib.urlencode(\n",
" {'appid': appid,\n",
" 'location': location,\n",
" 'size': size, \n",
" 'heading': str(heading), \n",
" })\n",
" print(params)\n",
" urllib.urlretrieve(url+params, img_name)\n",
" return Image.open(img_name)\n",
" # response = urllib.urlopen(url+params)\n",
" # return response.read()\n",
"\n",
"appid = yaml.load(open('api_key.yaml'))['google_stv']\n",
"image = google_stv_image(appid, lat=35.68287, lng=139.728201, heading=340)\n",
"imshow(np.asarray(image))\n",
"plt.xticks([])\n",
"plt.yticks([])"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"- 本当はheadingを自動で決めたいんだけどそれにはパノラマの視点の座標が必要\n",
"- 一応、streetviewService.getPanoramaByLocationとか使えばできそうな気はしている\n",
" - [これ](http://stackoverflow.com/questions/7068365/getting-the-pov-for-google-streetview-api)が探してた情報\n",
" - JSでやればできそうな感じしてる\n",
" - pythonでできるのか不明(urlが分からない)\n",
" - ネットワーク監視して調べてる人がいた[url](http://blog.xaxxi.net/2011/06/15/google-street-view%E3%81%AE%E5%86%99%E7%9C%9F%E3%82%92%E4%BF%9D%E5%AD%98%E3%81%99%E3%82%8B/)\n",
"- パノラマの緯度経度が取れればあとは google.maps.geometry.spherical.computeHeading使えばできるはず"
]
}
],
"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": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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