geotagged_photos_venezia.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "70641fbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from flickrapi import FlickrAPI\n",
    "import numpy as np\n",
    "\n",
    "with open('api_key.txt') as f:\n",
    "    content = f.read()\n",
    "    key,secret = content.split('\\n')\n",
    "# limit: 3600 queries per hour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e60861fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2000-1-11 2000-1-20 page: 1 photos: 1\n",
      "2000-1-21 2000-1-31 page: 1 photos: 46\n",
      "2000-2-1 2000-2-10 page: 1 photos: 0\n",
      "2000-2-11 2000-2-20 page: 1 photos: 12\n",
      "2000-2-21 2000-2-28 page: 1 photos: 0\n",
      "2000-3-1 2000-3-10 page: 1 photos: 2\n",
      "2000-3-11 2000-3-20 page: 1 photos: 3\n",
      "2000-3-21 2000-3-31 page: 1 photos: 0\n",
      "2000-4-1 2000-4-10 page: 1 photos: 2\n",
      "2000-4-11 2000-4-20 page: 1 photos: 0\n",
      "2000-4-21 2000-4-30 page: 1 photos: 0\n",
      "2000-5-1 2000-5-10 page: 1 photos: 1\n",
      "2000-5-11 2000-5-20 page: 1 photos: 0\n",
      "2000-5-21 2000-5-31 page: 1 photos: 3\n",
      "2000-6-1 2000-6-10 page: 1 photos: 1\n",
      "2000-6-11 2000-6-20 page: 1 photos: 1\n",
      "2000-6-21 2000-6-30 page: 1 photos: 0\n",
      "2000-7-1 2000-7-10 page: 1 photos: 2\n",
      "2000-7-11 2000-7-20 page: 1 photos: 83\n",
      "2000-7-21 2000-7-31 page: 1 photos: 1\n",
      "2000-8-1 2000-8-10 page: 1 photos: 0\n",
      "2000-8-11 2000-8-20 page: 1 photos: 0\n",
      "2000-8-21 2000-8-31 page: 1 photos: 0\n",
      "2000-9-1 2000-9-10 page: 1 photos: 0\n",
      "2000-9-11 2000-9-20 page: 1 photos: 0\n",
      "2000-9-21 2000-9-30 page: 1 photos: 0\n",
      "2000-10-1 2000-10-10 page: 1 photos: 0\n",
      "2000-10-11 2000-10-20 page: 1 photos: 0\n",
      "2000-10-21 2000-10-31 page: 1 photos: 0\n",
      "2000-11-1 2000-11-10 page: 1 photos: 0\n",
      "2000-11-11 2000-11-20 page: 1 photos: 0\n",
      "2000-11-21 2000-11-30 page: 1 photos: 1\n",
      "2000-12-1 2000-12-10 page: 1 photos: 0\n",
      "2000-12-11 2000-12-20 page: 1 photos: 0\n",
      "2000-12-21 2000-12-31 page: 1 photos: 0\n",
      "2001-1-1 2001-1-10 page: 1 photos: 1\n",
      "2001-1-11 2001-1-20 page: 1 photos: 6\n",
      "2001-1-21 2001-1-31 page: 1 photos: 0\n",
      "2001-2-1 2001-2-10 page: 1 photos: 1\n",
      "2001-2-11 2001-2-20 page: 1 photos: 0\n",
      "2001-2-21 2001-2-28 page: 1 photos: 29\n",
      "2001-3-1 2001-3-10 page: 1 photos: 0\n",
      "2001-3-11 2001-3-20 page: 1 photos: 2\n",
      "2001-3-21 2001-3-31 page: 1 photos: 20\n",
      "2001-4-1 2001-4-10 page: 1 photos: 0\n",
      "2001-4-11 2001-4-20 page: 1 photos: 0\n",
      "2001-4-21 2001-4-30 page: 1 photos: 0\n",
      "2001-5-1 2001-5-10 page: 1 photos: 1\n",
      "2001-5-11 2001-5-20 page: 1 photos: 0\n",
      "2001-5-21 2001-5-31 page: 1 photos: 1\n",
      "2001-6-1 2001-6-10 page: 1 photos: 5\n",
      "2001-6-11 2001-6-20 page: 1 photos: 7\n",
      "2001-6-21 2001-6-30 page: 1 photos: 88\n",
      "2001-7-1 2001-7-10 page: 1 photos: 6\n",
      "2001-7-11 2001-7-20 page: 1 photos: 0\n",
      "2001-7-21 2001-7-31 page: 1 photos: 0\n",
      "2001-8-1 2001-8-10 page: 1 photos: 28\n",
      "2001-8-11 2001-8-20 page: 1 photos: 12\n",
      "2001-8-21 2001-8-31 page: 1 photos: 2\n",
      "2001-9-1 2001-9-10 page: 1 photos: 1\n",
      "2001-9-11 2001-9-20 page: 1 photos: 59\n",
      "2001-9-21 2001-9-30 page: 1 photos: 25\n",
      "2001-10-1 2001-10-10 page: 1 photos: 3\n",
      "2001-10-11 2001-10-20 page: 1 photos: 3\n",
      "2001-10-21 2001-10-31 page: 1 photos: 8\n",
      "2001-11-1 2001-11-10 page: 1 photos: 1\n",
      "2001-11-11 2001-11-20 page: 1 photos: 9\n",
      "2001-11-21 2001-11-30 page: 1 photos: 0\n",
      "2001-12-1 2001-12-10 page: 1 photos: 0\n",
      "2001-12-11 2001-12-20 page: 1 photos: 0\n",
      "2001-12-21 2001-12-31 page: 1 photos: 0\n",
      "2002-1-1 2002-1-10 page: 1 photos: 48\n",
      "2002-1-11 2002-1-20 page: 1 photos: 2\n",
      "2002-1-21 2002-1-31 page: 1 photos: 0\n",
      "2002-2-1 2002-2-10 page: 1 photos: 5\n",
      "2002-2-11 2002-2-20 page: 1 photos: 3\n",
      "2002-2-21 2002-2-28 page: 1 photos: 3\n",
      "2002-3-1 2002-3-10 page: 1 photos: 6\n",
      "2002-3-11 2002-3-20 page: 1 photos: 1\n",
      "2002-3-21 2002-3-31 page: 1 photos: 12\n",
      "2002-4-1 2002-4-10 page: 1 photos: 2\n",
      "2002-4-11 2002-4-20 page: 1 photos: 0\n",
      "2002-4-21 2002-4-30 page: 1 photos: 13\n",
      "2002-5-1 2002-5-10 page: 1 photos: 3\n",
      "2002-5-11 2002-5-20 page: 1 photos: 38\n",
      "2002-5-21 2002-5-31 page: 1 photos: 37\n",
      "2002-6-1 2002-6-10 page: 1 photos: 46\n",
      "2002-6-11 2002-6-20 page: 1 photos: 228\n",
      "2002-6-21 2002-6-30 page: 1 photos: 1\n",
      "2002-7-1 2002-7-10 page: 1 photos: 0\n",
      "2002-7-11 2002-7-20 page: 1 photos: 81\n",
      "2002-7-21 2002-7-31 page: 1 photos: 3\n",
      "2002-8-1 2002-8-10 page: 1 photos: 35\n",
      "2002-8-11 2002-8-20 page: 1 photos: 70\n",
      "2002-8-21 2002-8-31 page: 1 photos: 7\n",
      "2002-9-1 2002-9-10 page: 1 photos: 0\n",
      "2002-9-11 2002-9-20 page: 1 photos: 67\n",
      "2002-9-21 2002-9-30 page: 1 photos: 5\n",
      "2002-10-1 2002-10-10 page: 1 photos: 6\n",
      "2002-10-11 2002-10-20 page: 1 photos: 0\n",
      "2002-10-21 2002-10-31 page: 1 photos: 10\n",
      "2002-11-1 2002-11-10 page: 1 photos: 0\n",
      "2002-11-11 2002-11-20 page: 1 photos: 13\n",
      "2002-11-21 2002-11-30 page: 1 photos: 1\n",
      "2002-12-1 2002-12-10 page: 1 photos: 2\n",
      "2002-12-11 2002-12-20 page: 1 photos: 18\n",
      "2002-12-21 2002-12-31 page: 1 photos: 9\n",
      "2003-1-1 2003-1-10 page: 1 photos: 24\n",
      "2003-1-11 2003-1-20 page: 1 photos: 2\n",
      "2003-1-21 2003-1-31 page: 1 photos: 3\n",
      "2003-2-1 2003-2-10 page: 1 photos: 1\n",
      "2003-2-11 2003-2-20 page: 1 photos: 6\n",
      "2003-2-21 2003-2-28 page: 1 photos: 8\n",
      "2003-3-1 2003-3-10 page: 1 photos: 59\n",
      "2003-3-11 2003-3-20 page: 1 photos: 0\n",
      "2003-3-21 2003-3-31 page: 1 photos: 1\n",
      "2003-4-1 2003-4-10 page: 1 photos: 5\n",
      "2003-4-11 2003-4-20 page: 1 photos: 38\n",
      "2003-4-21 2003-4-30 page: 1 photos: 25\n",
      "2003-5-1 2003-5-10 page: 1 photos: 25\n",
      "2003-5-11 2003-5-20 page: 1 photos: 36\n",
      "2003-5-21 2003-5-31 page: 1 photos: 21\n",
      "2003-6-1 2003-6-10 page: 1 photos: 34\n",
      "2003-6-11 2003-6-20 page: 1 photos: 4\n",
      "2003-6-21 2003-6-30 page: 1 photos: 8\n",
      "2003-7-1 2003-7-10 page: 1 photos: 68\n",
      "2003-7-11 2003-7-20 page: 1 photos: 24\n",
      "2003-7-21 2003-7-31 page: 1 photos: 20\n",
      "2003-8-1 2003-8-10 page: 1 photos: 3\n",
      "2003-8-11 2003-8-20 page: 1 photos: 8\n",
      "2003-8-21 2003-8-31 page: 1 photos: 4\n",
      "2003-9-1 2003-9-10 page: 1 photos: 64\n",
      "2003-9-11 2003-9-20 page: 1 photos: 37\n",
      "2003-9-21 2003-9-30 page: 1 photos: 36\n",
      "2003-10-1 2003-10-10 page: 1 photos: 10\n",
      "2003-10-11 2003-10-20 page: 1 photos: 67\n",
      "2003-10-21 2003-10-31 page: 1 photos: 24\n",
      "2003-11-1 2003-11-10 page: 1 photos: 4\n",
      "2003-11-11 2003-11-20 page: 1 photos: 2\n",
      "2003-11-21 2003-11-30 page: 1 photos: 38\n",
      "2003-12-1 2003-12-10 page: 1 photos: 22\n",
      "2003-12-11 2003-12-20 page: 1 photos: 78\n",
      "2003-12-21 2003-12-31 page: 1 photos: 0\n",
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      "2004-2-1 2004-2-10 page: 1 photos: 15\n",
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      "2004-3-21 2004-3-31 page: 1 photos: 8\n",
      "2004-4-1 2004-4-10 page: 1 photos: 125\n",
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      "2004-5-21 2004-5-31 page: 1 photos: 69\n",
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      "2004-7-21 2004-7-31 page: 1 photos: 11\n",
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      "2004-9-1 2004-9-10 page: 1 photos: 16\n",
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      "2004-12-21 2004-12-31 page: 1 photos: 69\n",
      "2005-1-1 2005-1-10 page: 1 photos: 15\n",
      "2005-1-11 2005-1-20 page: 1 photos: 49\n",
      "2005-1-21 2005-1-31 page: 1 photos: 16\n",
      "2005-2-1 2005-2-10 page: 1 photos: 39\n",
      "2005-2-11 2005-2-20 page: 1 photos: 27\n",
      "2005-2-21 2005-2-28 page: 1 photos: 21\n",
      "2005-3-1 2005-3-10 page: 1 photos: 17\n",
      "2005-3-11 2005-3-20 page: 1 photos: 39\n",
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      "2005-4-1 2005-4-10 page: 1 photos: 118\n",
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      "2005-4-21 2005-4-30 page: 1 photos: 37\n",
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      "2005-11-21 2005-11-30 page: 1 photos: 54\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2005-12-1 2005-12-10 page: 1 photos: 101\n",
      "2005-12-11 2005-12-20 page: 1 photos: 19\n",
      "2005-12-21 2005-12-31 page: 1 photos: 57\n",
      "2006-1-1 2006-1-10 page: 1 photos: 30\n",
      "2006-1-11 2006-1-20 page: 1 photos: 126\n",
      "2006-1-21 2006-1-31 page: 1 photos: 34\n",
      "2006-2-1 2006-2-10 page: 1 photos: 66\n",
      "2006-2-11 2006-2-20 page: 1 photos: 71\n",
      "2006-2-21 2006-2-28 page: 1 photos: 162\n",
      "2006-3-1 2006-3-10 page: 1 photos: 73\n",
      "2006-3-11 2006-3-20 page: 1 photos: 79\n",
      "2006-3-21 2006-3-31 page: 1 photos: 73\n",
      "2006-4-1 2006-4-10 page: 1 photos: 57\n",
      "2006-4-11 2006-4-20 page: 1 photos: 135\n",
      "2006-4-21 2006-4-30 page: 1 photos: 118\n",
      "2006-5-1 2006-5-10 page: 1 photos: 40\n",
      "2006-5-11 2006-5-20 page: 1 photos: 180\n",
      "2006-5-21 2006-5-31 page: 1 photos: 29\n",
      "2006-6-1 2006-6-10 page: 1 photos: 66\n",
      "2006-6-11 2006-6-20 page: 1 photos: 55\n",
      "2006-6-21 2006-6-30 page: 1 photos: 29\n",
      "2006-7-1 2006-7-10 page: 1 photos: 39\n",
      "2006-7-11 2006-7-20 page: 1 photos: 54\n",
      "2006-7-21 2006-7-31 page: 1 photos: 38\n",
      "2006-8-1 2006-8-10 page: 1 photos: 41\n",
      "2006-8-11 2006-8-20 page: 1 photos: 60\n",
      "2006-8-21 2006-8-31 page: 1 photos: 133\n",
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      "2006-10-1 2006-10-10 page: 1 photos: 33\n",
      "2006-10-11 2006-10-20 page: 1 photos: 44\n",
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      "2006-12-1 2006-12-10 page: 1 photos: 25\n",
      "2006-12-11 2006-12-20 page: 1 photos: 18\n",
      "2006-12-21 2006-12-31 page: 1 photos: 49\n",
      "2007-1-1 2007-1-10 page: 1 photos: 88\n",
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      "2007-1-21 2007-1-31 page: 1 photos: 28\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "all_photos_json = []\n",
    "\n",
    "for year in np.arange(2000,2024,1):\n",
    "    for month in [1+mmm for mmm in range(12)]:\n",
    "        for chunk in range(3): #we split months into three\n",
    "            start_day = 10*chunk + 1\n",
    "            end_day   = 10*chunk + 10\n",
    "            if chunk==2:\n",
    "                if month==2:\n",
    "                    end_day = 28 # we will always miss Feb 29 but it's okay\n",
    "                elif month in [1,3,5,7,8,10,12]:\n",
    "                    end_day = 31\n",
    "                else:\n",
    "                    end_day = 30\n",
    "   \n",
    "            min_taken_date = str(year) + '-' + str(month) + '-' + str(start_day)\n",
    "            max_taken_date = str(year) + '-' + str(month) + '-' + str(end_day)\n",
    "            #print( min_taken_date , max_taken_date )\n",
    "            \n",
    "            # connect to Flickr:\n",
    "            flickr = FlickrAPI(key, secret, format='parsed-json')\n",
    "            \n",
    "            # We start with querying page 1.\n",
    "            # The result tells us how many pages there are in total,\n",
    "            # so if i is equalt to that number we can jump to another date chunk.\n",
    "            i = 1\n",
    "            while True:\n",
    "                \n",
    "                try:\n",
    "                    result = flickr.photos.search(\n",
    "                        per_page = 250,         \n",
    "                        has_geo = 1,\n",
    "                        min_taken_date = min_taken_date, \n",
    "                        max_taken_date = max_taken_date,\n",
    "                        bbox = '12.248097,45.406999,12.43,45.51',\n",
    "                        media = 'photos', # no videos\n",
    "                        sort =  'date-taken-desc',\n",
    "                        privacy_filter =1,\n",
    "                        safe_search = 1,\n",
    "                        extras = 'geo,url_n,date_taken',\n",
    "                        page = i\n",
    "                    )\n",
    "                    photos_on_this_page = result['photos']\n",
    "                    all_photos_json += photos_on_this_page['photo']\n",
    "\n",
    "                    print( min_taken_date , max_taken_date , 'page:' , i,'photos:',len(photos_on_this_page['photo']))\n",
    "\n",
    "                except:\n",
    "                    pass\n",
    "\n",
    "                # ten pages max:\n",
    "                if i >= photos_on_this_page['pages'] or i>10:\n",
    "                    break\n",
    "                i += 1\n",
    "                \n",
    "            ### intermediate save to already explore:\n",
    "            if month==12 and chunk==0:\n",
    "                # convert list of json objects to a list of lists\n",
    "                # so we can cast it into a pandas dataframe\n",
    "                col_names = [ 'longitude' , 'latitude' , 'datetaken' , 'accuracy','owner']\n",
    "                table = []\n",
    "                for ccc in col_names:\n",
    "                    table.append( [p[ccc] for p in all_photos_json] )\n",
    "                table = list(map(list, zip(*table))) # transpose list of lists\n",
    "                import pandas as pd\n",
    "                df = pd.DataFrame(table, columns = col_names)\n",
    "                df['longitude'] = df['longitude'].astype(float)\n",
    "                df['latitude'] = df['latitude'].astype(float)\n",
    "                # add transformed date/time columns:\n",
    "                df['weekday'] = pd.to_datetime(df['datetaken']).dt.dayofweek\n",
    "                df['year'] = pd.DatetimeIndex(df['datetaken']).year\n",
    "                df['month'] = pd.DatetimeIndex(df['datetaken']).month\n",
    "                df['dayofyear'] = pd.to_datetime(df['datetaken']).dt.dayofyear\n",
    "                df['hour'] = pd.DatetimeIndex(df['datetaken']).hour\n",
    "                df.to_csv('temp.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "bf3fede9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>datetaken</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>owner</th>\n",
       "      <th>weekday</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12.339105</td>\n",
       "      <td>45.434057</td>\n",
       "      <td>2000-01-16 19:36:06</td>\n",
       "      <td>16</td>\n",
       "      <td>84509362@N00</td>\n",
       "      <td>6</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-28 05:14:05</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>4</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-28 05:12:24</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>4</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-26 02:48:18</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>2</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-26 02:33:43</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>2</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95727</th>\n",
       "      <td>12.333822</td>\n",
       "      <td>45.431924</td>\n",
       "      <td>2023-11-01 08:39:07</td>\n",
       "      <td>15</td>\n",
       "      <td>63270671@N03</td>\n",
       "      <td>2</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>305</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95728</th>\n",
       "      <td>12.340262</td>\n",
       "      <td>45.439035</td>\n",
       "      <td>2023-11-01 07:50:56</td>\n",
       "      <td>15</td>\n",
       "      <td>63270671@N03</td>\n",
       "      <td>2</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>305</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95729</th>\n",
       "      <td>12.328866</td>\n",
       "      <td>45.431810</td>\n",
       "      <td>2023-11-14 16:28:30</td>\n",
       "      <td>15</td>\n",
       "      <td>144992359@N06</td>\n",
       "      <td>1</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>318</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95730</th>\n",
       "      <td>12.340261</td>\n",
       "      <td>45.434337</td>\n",
       "      <td>2023-11-12 18:07:28</td>\n",
       "      <td>16</td>\n",
       "      <td>41114207@N06</td>\n",
       "      <td>6</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>316</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95731</th>\n",
       "      <td>12.339642</td>\n",
       "      <td>45.433484</td>\n",
       "      <td>2023-11-11 19:08:15</td>\n",
       "      <td>16</td>\n",
       "      <td>46222526@N05</td>\n",
       "      <td>5</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>315</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>95732 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude   latitude            datetaken accuracy          owner  \\\n",
       "0      12.339105  45.434057  2000-01-16 19:36:06       16   84509362@N00   \n",
       "1      12.326864  45.445303  2000-01-28 05:14:05       16   25040945@N08   \n",
       "2      12.326864  45.445303  2000-01-28 05:12:24       16   25040945@N08   \n",
       "3      12.326864  45.445303  2000-01-26 02:48:18       16   25040945@N08   \n",
       "4      12.326864  45.445303  2000-01-26 02:33:43       16   25040945@N08   \n",
       "...          ...        ...                  ...      ...            ...   \n",
       "95727  12.333822  45.431924  2023-11-01 08:39:07       15   63270671@N03   \n",
       "95728  12.340262  45.439035  2023-11-01 07:50:56       15   63270671@N03   \n",
       "95729  12.328866  45.431810  2023-11-14 16:28:30       15  144992359@N06   \n",
       "95730  12.340261  45.434337  2023-11-12 18:07:28       16   41114207@N06   \n",
       "95731  12.339642  45.433484  2023-11-11 19:08:15       16   46222526@N05   \n",
       "\n",
       "       weekday  year  month  dayofyear  hour  \n",
       "0            6  2000      1         16    19  \n",
       "1            4  2000      1         28     5  \n",
       "2            4  2000      1         28     5  \n",
       "3            2  2000      1         26     2  \n",
       "4            2  2000      1         26     2  \n",
       "...        ...   ...    ...        ...   ...  \n",
       "95727        2  2023     11        305     8  \n",
       "95728        2  2023     11        305     7  \n",
       "95729        1  2023     11        318    16  \n",
       "95730        6  2023     11        316    18  \n",
       "95731        5  2023     11        315    19  \n",
       "\n",
       "[95732 rows x 10 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# convert list of json objects to a list of lists\n",
    "# so we can cast it into a pandas dataframe\n",
    "col_names = [ 'longitude' , 'latitude' , 'datetaken' , 'accuracy','owner']\n",
    "table = []\n",
    "for ccc in col_names:\n",
    "    table.append( [p[ccc] for p in all_photos_json] )\n",
    "table = list(map(list, zip(*table))) # transpose list of lists\n",
    "\n",
    "\n",
    "import pandas as pd\n",
    "df = pd.DataFrame(table, columns = col_names)\n",
    "df['longitude'] = df['longitude'].astype(float)\n",
    "df['latitude'] = df['latitude'].astype(float)\n",
    "\n",
    "# add transformed date/time columns:\n",
    "df['weekday'] = pd.to_datetime(df['datetaken']).dt.dayofweek\n",
    "df['year'] = pd.DatetimeIndex(df['datetaken']).year\n",
    "df['month'] = pd.DatetimeIndex(df['datetaken']).month\n",
    "df['dayofyear'] = pd.to_datetime(df['datetaken']).dt.dayofyear\n",
    "df['hour'] = pd.DatetimeIndex(df['datetaken']).hour\n",
    "\n",
    "df.to_csv('venezia_2000_2023.csv',index=False)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "df9ea430",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12.3, 12.37, 45.42, 45.46)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(18,10),facecolor='k')\n",
    "plt.subplot(aspect=1./np.sin(np.radians(np.median(df['latitude']))))\n",
    "plt.scatter(df['longitude'],df['latitude'],s=1,alpha=0.15,c='#FFFFAA')\n",
    "plt.xlim(12.3,12.37)\n",
    "plt.ylim(45.42,45.46)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1da43516",
   "metadata": {},
   "source": [
    "# Add kernel density colouring\n",
    "\n",
    "1 degree in latitude is always the same distance on the ground (111.139 km).\n",
    "\n",
    "1 degree in longitude is a different distance depending on the latitude.\n",
    "\n",
    "So for the local density we need: `(sin(latitude) x longitude , latitude )`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cabc7b19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>datetaken</th>\n",
       "      <th>accuracy</th>\n",
       "      <th>owner</th>\n",
       "      <th>weekday</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>dayofyear</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12.339105</td>\n",
       "      <td>45.434057</td>\n",
       "      <td>2000-01-16 19:36:06</td>\n",
       "      <td>16</td>\n",
       "      <td>84509362@N00</td>\n",
       "      <td>6</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-28 05:14:05</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>4</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-28 05:12:24</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>4</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-26 02:48:18</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>2</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.326864</td>\n",
       "      <td>45.445303</td>\n",
       "      <td>2000-01-26 02:33:43</td>\n",
       "      <td>16</td>\n",
       "      <td>25040945@N08</td>\n",
       "      <td>2</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95727</th>\n",
       "      <td>12.333822</td>\n",
       "      <td>45.431924</td>\n",
       "      <td>2023-11-01 08:39:07</td>\n",
       "      <td>15</td>\n",
       "      <td>63270671@N03</td>\n",
       "      <td>2</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>305</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95728</th>\n",
       "      <td>12.340262</td>\n",
       "      <td>45.439035</td>\n",
       "      <td>2023-11-01 07:50:56</td>\n",
       "      <td>15</td>\n",
       "      <td>63270671@N03</td>\n",
       "      <td>2</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>305</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95729</th>\n",
       "      <td>12.328866</td>\n",
       "      <td>45.431810</td>\n",
       "      <td>2023-11-14 16:28:30</td>\n",
       "      <td>15</td>\n",
       "      <td>144992359@N06</td>\n",
       "      <td>1</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>318</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95730</th>\n",
       "      <td>12.340261</td>\n",
       "      <td>45.434337</td>\n",
       "      <td>2023-11-12 18:07:28</td>\n",
       "      <td>16</td>\n",
       "      <td>41114207@N06</td>\n",
       "      <td>6</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>316</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95731</th>\n",
       "      <td>12.339642</td>\n",
       "      <td>45.433484</td>\n",
       "      <td>2023-11-11 19:08:15</td>\n",
       "      <td>16</td>\n",
       "      <td>46222526@N05</td>\n",
       "      <td>5</td>\n",
       "      <td>2023</td>\n",
       "      <td>11</td>\n",
       "      <td>315</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>95732 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude   latitude            datetaken  accuracy          owner  \\\n",
       "0      12.339105  45.434057  2000-01-16 19:36:06        16   84509362@N00   \n",
       "1      12.326864  45.445303  2000-01-28 05:14:05        16   25040945@N08   \n",
       "2      12.326864  45.445303  2000-01-28 05:12:24        16   25040945@N08   \n",
       "3      12.326864  45.445303  2000-01-26 02:48:18        16   25040945@N08   \n",
       "4      12.326864  45.445303  2000-01-26 02:33:43        16   25040945@N08   \n",
       "...          ...        ...                  ...       ...            ...   \n",
       "95727  12.333822  45.431924  2023-11-01 08:39:07        15   63270671@N03   \n",
       "95728  12.340262  45.439035  2023-11-01 07:50:56        15   63270671@N03   \n",
       "95729  12.328866  45.431810  2023-11-14 16:28:30        15  144992359@N06   \n",
       "95730  12.340261  45.434337  2023-11-12 18:07:28        16   41114207@N06   \n",
       "95731  12.339642  45.433484  2023-11-11 19:08:15        16   46222526@N05   \n",
       "\n",
       "       weekday  year  month  dayofyear  hour  \n",
       "0            6  2000      1         16    19  \n",
       "1            4  2000      1         28     5  \n",
       "2            4  2000      1         28     5  \n",
       "3            2  2000      1         26     2  \n",
       "4            2  2000      1         26     2  \n",
       "...        ...   ...    ...        ...   ...  \n",
       "95727        2  2023     11        305     8  \n",
       "95728        2  2023     11        305     7  \n",
       "95729        1  2023     11        318    16  \n",
       "95730        6  2023     11        316    18  \n",
       "95731        5  2023     11        315    19  \n",
       "\n",
       "[95732 rows x 10 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reload the df:\n",
    "import pandas as pd\n",
    "df = pd.read_csv('venezia_2000_2023.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "aad37913",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['sinLat_longitude'] = df['longitude'] * np.sin(np.radians(np.median(df['latitude'])))\n",
    "XY = df[['sinLat_longitude','latitude']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ec140938",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 26.8 s, sys: 95 ms, total: 26.9 s\n",
      "Wall time: 26.9 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# on our normalised coordinates, bandwith = 1 means 111139 meters (~100km)\n",
    "# tophat bandwidth = 0.001 is about 110m circle\n",
    "from sklearn.neighbors import KernelDensity\n",
    "kde = KernelDensity(kernel='tophat', bandwidth=0.001).fit(XY)\n",
    "log_density = kde.score_samples(XY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bdb94a3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(12.3, 12.37, 45.42, 45.46)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(18,10),facecolor='k')\n",
    "plt.subplot(aspect=1./np.sin(np.radians(np.median(df['latitude']))))\n",
    "plt.scatter(df['longitude'],df['latitude'],s=2,alpha=0.25,c=log_density , cmap='afmhot')\n",
    "plt.xlim(12.3,12.37)\n",
    "plt.ylim(45.42,45.46)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44e601ae",
   "metadata": {},
   "source": [
    "# Compare two different periods of the year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d27602c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  after removing the cwd from sys.path.\n",
      "/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  import sys\n",
      "/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# Carnival is approximately day 38 to 68:\n",
    "df['carnival'] = True\n",
    "df['carnival'][ df['dayofyear'] < 38 ] = False\n",
    "df['carnival'][ df['dayofyear'] > 69 ] = False\n",
    "#\n",
    "df['summer'] = True\n",
    "df['summer'][ df['dayofyear'] < 150 ] = False\n",
    "df['summer'][ df['dayofyear'] > 250 ] = False\n",
    "\n",
    "kde_carnival = KernelDensity(kernel='tophat', bandwidth=0.0005).fit(XY[ df['carnival'] == True ])\n",
    "kde_summer = KernelDensity(kernel='tophat', bandwidth=0.0005).fit(XY[ df['summer'] == True ])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11ea0047",
   "metadata": {},
   "source": [
    "Plot them on a map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "84c3d91a",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_grid = np.linspace(min(df['sinLat_longitude']),max(df['sinLat_longitude']),300)\n",
    "y_grid = np.linspace(min(df['latitude']),max(df['latitude']),200)\n",
    "x_grid,y_grid = np.meshgrid( x_grid , y_grid )\n",
    "\n",
    "df_grid = pd.DataFrame({'x_grid':x_grid.flatten(), 'y_grid':y_grid.flatten()})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a0a8b406",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(45.42, 45.46)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,5),facecolor='k')\n",
    "plt.subplot(aspect=1./np.sin(np.radians(np.median(df['latitude']))),facecolor='k')\n",
    "log_density_carnival = kde_carnival.score_samples(df_grid)\n",
    "log_density_carnival[ log_density_carnival<0 ] = np.nan\n",
    "plt.scatter( x_grid.flatten() / np.sin(np.radians(np.median(df['latitude']))) ,\n",
    "            y_grid.flatten() , c=log_density_carnival , s=7 , cmap='YlGnBu_r', marker='s')\n",
    "plt.xlim(12.3,12.37)\n",
    "plt.ylim(45.42,45.46)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6014ac19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(45.42, 45.46)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,5),facecolor='k')\n",
    "plt.subplot(aspect=1./np.sin(np.radians(np.median(df['latitude']))),facecolor='k')\n",
    "log_density_summer = kde_summer.score_samples(df_grid)\n",
    "log_density_summer[ log_density_summer<0 ] = np.nan\n",
    "plt.scatter( x_grid.flatten() / np.sin(np.radians(np.median(df['latitude']))) ,\n",
    "            y_grid.flatten() , c=log_density_summer , cmap='YlOrRd_r' , s=7 , marker='s')\n",
    "plt.xlim(12.3,12.37)\n",
    "plt.ylim(45.42,45.46)"
   ]
  }
 ],
 "metadata": {
  "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}