Stream.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/plotly/plotly/plotly.py:219: UserWarning:\n",
      "\n",
      "Woah there! Look at all those points! Due to browser limitations, the Plotly SVG drawing functions have a hard time graphing more than 500k data points for line charts, or 40k points for other types of charts. Here are some suggestions:\n",
      "(1) Use the `plotly.graph_objs.Scattergl` trace object to generate a WebGl graph.\n",
      "(2) Trying using the image API to return an image instead of a graph URL\n",
      "(3) Use matplotlib\n",
      "(4) See if you can create your visualization with fewer data points\n",
      "\n",
      "If the visualization you're using aggregates points (e.g., box plot, histogram, etc.) you can disregard this warning.\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~MichaelGlatzhofer/65.embed\" height=\"800px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly.plotly as py\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('first-game-panda-frame_big.csv')\n",
    "\n",
    "df['time_ms'] = pd.to_datetime(df['time_ms'], unit='ms')\n",
    "df = df.set_index('time_ms')\n",
    "#df = df[df['is_retweet'] == 0]\n",
    "\n",
    "#ar = df[df['lang'] == 'ar']\n",
    "#ru = df[df['lang'] == 'ru']\n",
    "\n",
    "cities = []\n",
    "city = dict(\n",
    "    type = 'scattergeo',        \n",
    "    lon = df.loc[:,'coord_x'],\n",
    "    lat = df.loc[:,'coord_y'],   \n",
    "    #locations = ['FRA', 'DEU', 'RUS', 'ESP'],\n",
    "    marker = dict(\n",
    "        size = 3,\n",
    "        sizemode = 'area',\n",
    "        opacity = .1\n",
    "    ),       \n",
    ")\n",
    "cities.append(city)\n",
    "\n",
    "layout = dict(\n",
    "    height=800,   \n",
    "    showlegend= False,\n",
    "    geo= dict(       \n",
    "        #showocean= True,            \n",
    "        #showland= True,            \n",
    "        #showlakes= True,            \n",
    "        showcountries= True,        \n",
    "    )\n",
    ")\n",
    "\n",
    "fig = dict( data=cities, layout=layout )\n",
    "py.iplot(fig, filename='d3-bubble-map-populations2' )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/geo+json": {
       "geometry": {
        "coordinates": [
         [
          10,
          40
         ],
         [
          40,
          30
         ],
         [
          20,
          20
         ],
         [
          30,
          10
         ]
        ],
        "type": "MultiPoint"
       },
       "type": "Feature"
      },
      "text/plain": [
       "<IPython.display.GeoJSON object>"
      ]
     },
     "metadata": {
      "application/geo+json": {
       "expanded": false
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from IPython.display import GeoJSON\n",
    "\n",
    "GeoJSON({\n",
    "    \"type\": \"Feature\",\n",
    "    \"geometry\": {\n",
    "        \"type\": \"Point\",\n",
    "        \"coordinates\": [-118.4563712, 34.0163116]\n",
    "    },\n",
    "    \"properties\": {\n",
    "        \"title\": \"Mapbox SF\",\n",
    "        \"icon\": \"harbor\"\n",
    "    }\n",
    "})\n",
    "GeoJSON({\n",
    "    \"type\": \"Feature\",\n",
    "     \"geometry\": {\n",
    "        \"type\": \"MultiPoint\",\n",
    "        \"coordinates\": [[10, 40], [40, 30], [20, 20], [30, 10]]\n",
    "    }    \n",
    "})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v1+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v1.json",
       "data": {
        "values": [
         {
          "Language": "en",
          "Tweets": 57476
         },
         {
          "Language": "es",
          "Tweets": 5968
         },
         {
          "Language": "pt",
          "Tweets": 5109
         },
         {
          "Language": "ar",
          "Tweets": 3100
         },
         {
          "Language": "ru",
          "Tweets": 3055
         },
         {
          "Language": "de",
          "Tweets": 2274
         },
         {
          "Language": "fr",
          "Tweets": 1674
         },
         {
          "Language": "ja",
          "Tweets": 1481
         },
         {
          "Language": "it",
          "Tweets": 978
         },
         {
          "Language": "nl",
          "Tweets": 297
         }
        ]
       },
       "description": "A simple bar chart with embedded data.",
       "encoding": {
        "x": {
         "field": "Language",
         "type": "ordinal"
        },
        "y": {
         "field": "Tweets",
         "type": "quantitative"
        }
       },
       "mark": "bar"
      },
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display\n",
    "\n",
    "{'es': 5968, 'ar': 3100, 'en': 57476, 'fr': 1674, 'pt': 5109, 'ja': 1481, 'ru': 3055, 'it': 978, 'de': 2274, 'nl': 297}\n",
    "\n",
    "display({\n",
    "    \"application/vnd.vegalite.v1+json\": {\n",
    "        \"$schema\": \"https://vega.github.io/schema/vega-lite/v1.json\",\n",
    "        \"description\": \"A simple bar chart with embedded data.\",\n",
    "        \"data\": {\n",
    "            \"values\": [\n",
    "                {\"Language\": \"en\", \"Tweets\": 57476}, \n",
    "                {\"Language\": \"es\", \"Tweets\": 5968},                \n",
    "                {\"Language\": \"pt\", \"Tweets\": 5109},                \n",
    "                {\"Language\": \"ar\", \"Tweets\": 3100}, \n",
    "                {\"Language\": \"ru\", \"Tweets\": 3055},                \n",
    "                {\"Language\": \"de\", \"Tweets\": 2274}, \n",
    "                {\"Language\": \"fr\", \"Tweets\": 1674}, \n",
    "                {\"Language\": \"ja\", \"Tweets\": 1481},                                \n",
    "                {\"Language\": \"it\", \"Tweets\": 978},                \n",
    "                {\"Language\": \"nl\", \"Tweets\": 297},                \n",
    "            ]\n",
    "        },\n",
    "        \"mark\": \"bar\",\n",
    "        \"encoding\": {\n",
    "            \"x\": {\"field\": \"Language\", \"type\": \"ordinal\"},\n",
    "            \"y\": {\"field\": \"Tweets\", \"type\": \"quantitative\"}\n",
    "        }\n",
    "    }\n",
    "}, raw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "81412\n",
      "2498\n",
      "hallo\n"
     ]
    },
    {
     "data": {
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         ],
         [
          -4.632969999999999,
          36.710679999999996
         ],
         [
          16.40626,
          -78.15856
         ],
         [
          -8.51545,
          40.96043
         ],
         [
          -77.9,
          18.25
         ],
         [
          3.3946699999999996,
          6.45407
         ],
         [
          32.526270000000004,
          29.973709999999997
         ],
         [
          -95.36327,
          29.763279999999998
         ],
         [
          45,
          25
         ],
         [
          -2.23333,
          53.45
         ]
        ],
        "type": "MultiPoint"
       },
       "type": "Feature"
      },
      "text/plain": [
       "<IPython.display.GeoJSON object>"
      ]
     },
     "metadata": {
      "application/geo+json": {
       "expanded": false
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import GeoJSON\n",
    "from IPython import display\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# kickoff 17:01, \n",
    "# goal at: 12, 43, 71, 91, 94\n",
    "# yellow ru at: 94\n",
    "# yellow ar at: 88\n",
    "\n",
    "df = pd.read_csv('first-game-panda-frame_big.csv')\n",
    "\n",
    "df['time_ms'] = pd.to_datetime(df['time_ms'], unit='ms')\n",
    "df = df.set_index('time_ms')\n",
    "print(len(df))\n",
    "\n",
    "df = df['2018-06-14 16:30':'2018-06-14 16:35'] # goal 3\n",
    "#df = df['2018-06-14 16:51':'2018-06-14 16:54'] # goal 4,5\n",
    "print(len(df))\n",
    "\n",
    "#df = df[df['lang'] == 'ar']\n",
    "#df = df[df['lang'] == 'ru']\n",
    "\n",
    "df = df[df['iso3166a3'] != 'POL']\n",
    "df = df[df['iso3166a3'] != 'BIH']\n",
    "df = df[df['iso3166a3'] != 'HUN']\n",
    "df = df[df['iso3166a3'] != 'ROU']\n",
    "df = df[df['iso3166a3'] != 'HRV']\n",
    "df = df[df['iso3166a3'] != 'BGD']\n",
    "df = df[df['iso3166a3'] != 'KOR']\n",
    "df = df[df['iso3166a3'] != 'SWZ']\n",
    "df = df[df['iso3166a3'] != 'JEY']\n",
    "\n",
    "import plotly.plotly as py\n",
    "import pandas as pd\n",
    "\n",
    "d = zip(df.loc[:,'coord_x'], df.loc[:,'coord_y'])\n",
    "\n",
    "map = GeoJSON({    \n",
    "    \"type\": \"Feature\",\n",
    "     \"geometry\": {\n",
    "        \"type\": \"MultiPoint\",\n",
    "        \"coordinates\": d \n",
    "    }    \n",
    "})\n",
    "print(\"hallo\")\n",
    "display.display(map, height='800px')"
   ]
  }
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