Location History & Folium.ipynb

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   "source": [
    "## Plotting My Google Location History"
   ]
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   "execution_count": 1,
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   "source": [
    "import json\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import folium\n",
    "import requests\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from pandas import DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have been using Android phones since about 2010 and for the most part of it I have had location history enabled. If you enjoy data like I do then you may agree that this service is pretty awesome because Google let's you download a copy of the data it collects from you using Google Takeout. I recently downloaded a copy of the places I have visited and got to analyzing.\n",
    "\n",
    "My data set for the period consists of approximately 985 000 records starting from 2012-02-19. I wanted to try the out the folium plotting library which combines the data analysis strength of Python and the mapping prowess of Leaflets.js however rendering all the records on a single map proved problematic on my machine. Therefore in order to reduce the data set I used k means to assign each point to 1 of 100 clusters. After reducing the data set I then proceeded to use mean longitude and latitude per cluster as a proxy for my location history. This reduced data renders instantly and it is interactive which is pretty cool. \n",
    "\n",
    "I am looking forward to doing some more traveling."
   ]
  },
  {
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   "execution_count": 2,
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     "name": "stdout",
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     "text": [
      "CPU times: user 3.99 s, sys: 257 ms, total: 4.25 s\n",
      "Wall time: 4.78 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "with open(r'./Data/Takeout/Location History/LocationHistory.json', 'r') as f:\n",
    "    data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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       "984901"
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     "execution_count": 3,
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   "source": [
    "len(data['locations'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
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   "outputs": [],
   "source": [
    "locations = data['locations']\n",
    "\n",
    "data = DataFrame(locations)[['latitudeE7', 'longitudeE7', 'timestampMs']]\n",
    "\n",
    "data['date_time'] = pd.to_datetime(data.timestampMs, unit='ms')\n",
    "data.set_index('date_time', inplace=True)\n",
    "\n",
    "del data['timestampMs']"
   ]
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       "                         latitudeE7  longitudeE7\n",
       "date_time                                       \n",
       "2016-09-18 15:00:02.517  -261707340    280526522\n",
       "2016-09-18 14:47:04.670  -261690408    280531879\n",
       "2016-09-18 14:46:49.461  -261707550    280526884\n",
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       "2016-09-18 14:33:59.466  -261707295    280526589"
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    "data.head()"
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   "source": [
    "## Plotting the points\n",
    "\n",
    "Given that there is about 1 million records and rendering this on my machine poses a problem, I need some way of reducing the number of points. This got me thinking \"Clustering could provide an elegant solution to this problem\". \n",
    "\n",
    "I decided to use K-means with 100 centroids. My theory is that this will reduce the noise in my location history and provide me with 100 broad locations which I have visited. The results of this were quite satisfactory."
   ]
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   "execution_count": 7,
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       "KMeans(copy_x=True, init='k-means++', max_iter=300, n_clusters=100, n_init=10,\n",
       "    n_jobs=1, precompute_distances='auto', random_state=None, tol=0.0001,\n",
       "    verbose=0)"
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "cls = KMeans(100)\n",
    "\n",
    "cls.fit(data.values)"
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   "execution_count": 17,
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       "     latitudeE7   longitudeE7\n",
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    "summary = DataFrame(cls.cluster_centers_, columns=['latitudeE7', 'longitudeE7'])\n",
    "\n",
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                var icon_91e1e0222c224b36887221d69cd8738b = L.AwesomeMarkers.icon({
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        </script>
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      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f9135f24390>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_map = folium.Map()\n",
    "\n",
    "for coord in summary.to_dict(orient='rows'):\n",
    "\n",
    "    folium.Marker(\n",
    "        [\n",
    "            coord['latitudeE7'] / 10000000,\n",
    "            coord['longitudeE7'] / 10000000,\n",
    "        ],\n",
    "        icon=folium.Icon()\n",
    "    ).add_to(_map)\n",
    "\n",
    "_map"
   ]
  }
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