{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import plotlyink\n",
    "import plotly\n",
    "plotly.offline.init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's get some cryptocurrencies datas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_polo_url = 'https://poloniex.com/public?command=returnChartData&currencyPair={}&start={}&end={}&period={}'\n",
    "start_date = pd.Timestamp('2018-01-01', tz='CET')\n",
    "end_date = pd.Timestamp('2018-02-01', tz='CET')\n",
    "period = 86400 # pull daily data (86,400 seconds per day)\n",
    "\n",
    "def get_crypto_data(poloniex_pair):\n",
    "    '''Retrieve cryptocurrency data from poloniex'''\n",
    "    json_url = base_polo_url.format(poloniex_pair, start_date.timestamp(), end_date.timestamp(), period)\n",
    "    df = pd.read_json(json_url)\n",
    "    return df.set_index('date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "altcoins = ['ETH','LTC','XRP','ETC','STR','DASH','SC','XMR','XEM']\n",
    "dfs = []\n",
    "for altcoin in altcoins:\n",
    "    coinpair = 'BTC_{}'.format(altcoin)\n",
    "    crypto_price_df = get_crypto_data(coinpair)[['weightedAverage']]\n",
    "    dfs.append(crypto_price_df.rename(columns={'weightedAverage': coinpair}))\n",
    "    \n",
    "df = pd.concat(dfs, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>BTC_ETH</th>\n",
       "      <th>BTC_LTC</th>\n",
       "      <th>BTC_XRP</th>\n",
       "      <th>BTC_ETC</th>\n",
       "      <th>BTC_STR</th>\n",
       "      <th>BTC_DASH</th>\n",
       "      <th>BTC_SC</th>\n",
       "      <th>BTC_XMR</th>\n",
       "      <th>BTC_XEM</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-01</th>\n",
       "      <td>0.055675</td>\n",
       "      <td>0.016723</td>\n",
       "      <td>0.000145</td>\n",
       "      <td>0.002194</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.075174</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.024788</td>\n",
       "      <td>0.000076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-02</th>\n",
       "      <td>0.060632</td>\n",
       "      <td>0.017649</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.002258</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.078409</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.025384</td>\n",
       "      <td>0.000077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>0.059944</td>\n",
       "      <td>0.016570</td>\n",
       "      <td>0.000171</td>\n",
       "      <td>0.002121</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.074916</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.025083</td>\n",
       "      <td>0.000094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>0.064191</td>\n",
       "      <td>0.015864</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>0.002334</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.075819</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.025095</td>\n",
       "      <td>0.000123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>0.062074</td>\n",
       "      <td>0.015331</td>\n",
       "      <td>0.000165</td>\n",
       "      <td>0.002104</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.070231</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.022440</td>\n",
       "      <td>0.000103</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             BTC_ETH   BTC_LTC   BTC_XRP   BTC_ETC   BTC_STR  BTC_DASH  \\\n",
       "date                                                                     \n",
       "2018-01-01  0.055675  0.016723  0.000145  0.002194  0.000033  0.075174   \n",
       "2018-01-02  0.060632  0.017649  0.000147  0.002258  0.000037  0.078409   \n",
       "2018-01-03  0.059944  0.016570  0.000171  0.002121  0.000051  0.074916   \n",
       "2018-01-04  0.064191  0.015864  0.000199  0.002334  0.000053  0.075819   \n",
       "2018-01-05  0.062074  0.015331  0.000165  0.002104  0.000041  0.070231   \n",
       "\n",
       "              BTC_SC   BTC_XMR   BTC_XEM  \n",
       "date                                      \n",
       "2018-01-01  0.000002  0.024788  0.000076  \n",
       "2018-01-02  0.000002  0.025384  0.000077  \n",
       "2018-01-03  0.000002  0.025083  0.000094  \n",
       "2018-01-04  0.000003  0.025095  0.000123  \n",
       "2018-01-05  0.000003  0.022440  0.000103  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatter plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
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         "name": "BTC_LTC",
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         "name": "BTC_STR",
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    "df.iplot.scatter()  # is the same as: df.iplot.scatter.lines() or as df.iplot.scatter(mode='line')\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.iplot.scatter.markers()\n",
    "df.iplot.scatter.area()  # fill 'tonexty'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Barplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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    "df.iplot.bar()\n",
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   "cell_type": "markdown",
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   "source": [
    "### Bonus"
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  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
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       "<div id=\"c38480f4-fb28-4eed-a671-126e2055398b\" style=\"height: 525px; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">require([\"plotly\"], function(Plotly) { window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";Plotly.newPlot(\"c38480f4-fb28-4eed-a671-126e2055398b\", [{\"type\": \"heatmap\", \"x\": [\"2018-01-01\", \"2018-01-02\", \"2018-01-03\", \"2018-01-04\", \"2018-01-05\", \"2018-01-06\", \"2018-01-07\", \"2018-01-08\", \"2018-01-09\", \"2018-01-10\", \"2018-01-11\", \"2018-01-12\", \"2018-01-13\", \"2018-01-14\", \"2018-01-15\", \"2018-01-16\", \"2018-01-17\", \"2018-01-18\", \"2018-01-19\", \"2018-01-20\", \"2018-01-21\", \"2018-01-22\", \"2018-01-23\", \"2018-01-24\", \"2018-01-25\", \"2018-01-26\", \"2018-01-27\", \"2018-01-28\", \"2018-01-29\", \"2018-01-30\", \"2018-01-31\"], \"y\": [\"BTC_ETH\", \"BTC_LTC\", \"BTC_XRP\", \"BTC_ETC\", \"BTC_STR\", \"BTC_DASH\", \"BTC_SC\", \"BTC_XMR\", \"BTC_XEM\"], \"z\": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], \"zmin\": 0, \"zmax\": 1, \"colorscale\": [[0.0, \"rgb(252,187,161)\"], [0.1111111111111111, \"rgb(252,146,114)\"], [0.2222222222222222, \"rgb(251,106,74)\"], [0.3333333333333333, \"rgb(239,59,44)\"], [0.4444444444444444, \"rgb(203,24,29)\"], [0.5555555555555556, \"rgb(165,15,21)\"], [0.6666666666666666, \"rgb(103,0,13)\"], [0.7777777777777778, \"rgb(252,187,161)\"], [0.8888888888888888, \"rgb(252,146,114)\"]], \"xgap\": 3, \"showscale\": false, \"ygap\": 3}], {\"xaxis\": {\"showgrid\": false, \"zeroline\": false}, \"yaxis\": {\"showgrid\": false, \"zeroline\": false}}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "import numpy as np\n",
    "# Adding some NaNs values:\n",
    "lowerbound = (start_date + pd.Timedelta(days=4)).strftime('%Y-%m-%d')\n",
    "upperbound = (end_date - pd.Timedelta(days=12)).strftime('%Y-%m-%d')\n",
    "df.loc[(df.index > lowerbound ) & (df.index < upperbound), ['BTC_ETC', 'BTC_XRP']] = np.nan\n",
    "\n",
    "df.iplot.missing_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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