TBPvsBOSWTH.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
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       "<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": [
    "from plotly import __version__\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode\n",
    "from plotly.offline import iplot as iplot_offline\n",
    "from plotly.offline import plot as plot_offline\n",
    "from plotly.plotly import iplot, plot\n",
    "from plotly.graph_objs import Scatter\n",
    "# from plotly.tools import FigureFactory as FF\n",
    "init_notebook_mode(connected=True) # run at the start of every ipython notebook to use plotly.offline\n",
    "                     # this injects the plotly.js source files into the notebook\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib as plt\n",
    "plt.style.use('ggplot')\n",
    "import scripts.daily_data as dd\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "from datetime import datetime\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "from plotly.graph_objs import graph_objs\n",
    "\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.5.1\n"
     ]
    }
   ],
   "source": [
    "print(__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "TBP_colors = {\n",
    "    'red_orange': 'rgb(255, 64, 0)',\n",
    "    'gold': 'rgb(247,195,24)',\n",
    "    'orange': 'rgba(236,159,76,1)',\n",
    "    'orange_sc': 'rgba(236,159,76,0.8)',\n",
    "    'dark_orange': '#e8800f',\n",
    "    'gray': '#e6e6e6',\n",
    "    'light gray': '#f2f2f2',\n",
    "    'white': 'rgb(255,255,255)',\n",
    "    'teal': '#b2e3dd',\n",
    "    'black opaque': 'rbga(0,0,0,0.65)',\n",
    "    'purple': 'rgb(105,107,165)',\n",
    "    'red': 'rgb(210,20,4)'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def convert_legacy_date(date):\n",
    "    return np.datetime64(datetime.utcfromtimestamp(date.tolist()/1e9).date())\n",
    "\n",
    "def convert_legacy_title(title):\n",
    "    return title.replace(' —', ':')\n",
    "\n",
    "def convert_since_title(title):\n",
    "    return title.replace('?\"', ':')\n",
    "\n",
    "# Create Legacy Stats DataFrame\n",
    "episodes_legacy = pd.read_csv('./raw_data/stats_TBP_episodic_legacy.csv', \n",
    "                                index_col=None, parse_dates=['release_date'])\n",
    "episodes_legacy = episodes_legacy[['release_date', 'item_title', 'downloads__total']]\n",
    "episodes_legacy.columns = ['release_date', 'title', 'downloads']\n",
    "episodes_legacy['release_date'] = [convert_legacy_date(date) for date in episodes_legacy['release_date'].values]\n",
    "\n",
    "# Create New Stats DataFrame\n",
    "episodes_since = pd.read_csv('./raw_data/stats_TBP_episodic_2018-04-03.csv',\n",
    "                                      index_col=None, parse_dates=['Released'])\n",
    "episodes_since = episodes_since[['Released', 'Title', 'Downloads']]\n",
    "episodes_since.columns = ['release_date', 'title', 'downloads']\n",
    "episodes_since['release_date'] = [convert_legacy_date(date) for date in episodes_since['release_date'].values]\n",
    "\n",
    "# Concatenate appropriately\n",
    "episodes_legacy['title'] = [convert_legacy_title(title) for title in episodes_legacy['title']]\n",
    "episodes_since['title'] = [convert_since_title(title) for title in episodes_since['title']]\n",
    "\n",
    "# episodes_legacy = episodes_legacy.set_index(['release_date', 'title'])\n",
    "# episodes_since = episodes_since.set_index(['release_date', 'title'])\n",
    "episodes = pd.merge(episodes_legacy, episodes_since, how='outer', on=['title', 'release_date']).sort_values(by='release_date')\n",
    "episodes['downloads_x'] = episodes.downloads_x.fillna(0)\n",
    "episodes['downloads_y'] = episodes.downloads_y.fillna(0)\n",
    "episodes['downloads'] = episodes.downloads_x + episodes.downloads_y\n",
    "# episodes = pd.concat([episodes_legacy,episodes_since]).reset_index().sort_values(by='release_date')\n",
    "episodes = episodes[episodes.title != \"BTCPODcast.mp3\"]\n",
    "\n",
    "# # Get Days of Week DF\n",
    "release_dates = list(episodes.release_date)\n",
    "\n",
    "# days_of_week = {0: 'Monday', 1: 'Tuesday', 2: 'Wednesday', 3: 'Thursday', 4: 'Friday', 5: 'Saturday', 6: 'Sunday'}\n",
    "# df_wkdays = daily\n",
    "# df_wkdays['weekday'] = df_wkdays.reset_index().date.dt.dayofweek.values\n",
    "# df_wkdays = df_wkdays.reset_index().pivot(index='date', columns='weekday', values='total_downloads')\n",
    "# df_wkdays.columns = days_of_week.values()\n",
    "\n",
    "# Adding show differentiation\n",
    "def get_show(title):\n",
    "    if \"BC\" in title:\n",
    "        return 'BlockChannel'\n",
    "    elif 'On-Ramping' in title:\n",
    "        return 'On-Ramping with Dee'\n",
    "    elif 'Announcements' in title:\n",
    "        return 'TBP Announcements'\n",
    "    elif 'NABP' in title:\n",
    "        return 'Not Another Bitcoin Podcast'\n",
    "    elif 'Ether Review' in title:\n",
    "        return \"The Ether Review\"\n",
    "    elif 'Buy or Sell' in title:\n",
    "        return \"Buy or Sell, What the Hell\"\n",
    "    elif 'An Ethereum' in title:\n",
    "        return \"An Ethereum Podcast\"\n",
    "    elif 'Humanist' in title:\n",
    "        return 'Creating a Humanist Blockchain Future'\n",
    "    else:\n",
    "        return 'The Bitcoin Podcast'\n",
    "episodes['show'] = episodes.title.apply(get_show)\n",
    "\n",
    "# Let's add color differentiation\n",
    "def get_color(title):\n",
    "    if \"BC\" in title:\n",
    "        return 'rgb(101,174,223)'\n",
    "    elif 'TBP' in title:\n",
    "        return TBP_colors['orange']\n",
    "    elif 'On-Ramping' in title:\n",
    "        return 'rgb(130,170,52)'\n",
    "    elif 'Announcements' in title:\n",
    "        return 'rgb(152,118,84)'\n",
    "    elif \"Ether Review\" in title:\n",
    "        return TBP_colors['black opaque']\n",
    "    elif \"NABP\" in title:\n",
    "        return TBP_colors['white']\n",
    "    elif \"Buy or Sell\" in title:\n",
    "        return TBP_colors['red']\n",
    "    elif \"An Ethereum\" in title:\n",
    "        return TBP_colors['purple']\n",
    "    elif \"Humanist\" in title:\n",
    "        return TBP_colors['red']\n",
    "    else:\n",
    "        return TBP_colors['orange']\n",
    "episodes['color'] = episodes.title.apply(get_color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>release_date</th>\n",
       "      <th>title</th>\n",
       "      <th>downloads_x</th>\n",
       "      <th>downloads_y</th>\n",
       "      <th>downloads</th>\n",
       "      <th>show</th>\n",
       "      <th>color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2015-06-01</td>\n",
       "      <td>Episode #1 - Introduction</td>\n",
       "      <td>3160.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>3198.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2015-06-07</td>\n",
       "      <td>TBP02 - Holding Up the Sky</td>\n",
       "      <td>2546.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2560.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>2015-06-15</td>\n",
       "      <td>TBP03 - Bridging the Gender Gap</td>\n",
       "      <td>2391.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2402.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2015-06-20</td>\n",
       "      <td>TBP04 - Change Jar 2.0</td>\n",
       "      <td>2510.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2520.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>2015-06-28</td>\n",
       "      <td>TBP05 - The World's Strongest</td>\n",
       "      <td>2387.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2397.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    release_date                            title  downloads_x  downloads_y  \\\n",
       "283   2015-06-01        Episode #1 - Introduction       3160.0         38.0   \n",
       "282   2015-06-07       TBP02 - Holding Up the Sky       2546.0         14.0   \n",
       "281   2015-06-15  TBP03 - Bridging the Gender Gap       2391.0         11.0   \n",
       "280   2015-06-20           TBP04 - Change Jar 2.0       2510.0         10.0   \n",
       "279   2015-06-28    TBP05 - The World's Strongest       2387.0         10.0   \n",
       "\n",
       "     downloads                 show               color  \n",
       "283     3198.0  The Bitcoin Podcast  rgba(236,159,76,1)  \n",
       "282     2560.0  The Bitcoin Podcast  rgba(236,159,76,1)  \n",
       "281     2402.0  The Bitcoin Podcast  rgba(236,159,76,1)  \n",
       "280     2520.0  The Bitcoin Podcast  rgba(236,159,76,1)  \n",
       "279     2397.0  The Bitcoin Podcast  rgba(236,159,76,1)  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bos_eps = episodes[episodes.show == \"Buy or Sell, What the Hell\"]#.downloads.plot(kind='bar')\n",
    "tbp_eps = episodes[episodes.show == \"The Bitcoin Podcast\"]\n",
    "eth_eps = episodes[episodes.show == \"An Ethereum Podcast\"]\n",
    "tbp_eps.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
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\"yaxis\": {\"gridcolor\": \"#f2f2f2\"}, \"xaxis\": {\"gridcolor\": \"#f2f2f2\"}, \"plot_bgcolor\": \"#d7d8d8\", \"font\": {\"family\": \"Helvetica, sans-serif\", \"size\": 16, \"color\": \"#2e2e2e\"}, \"width\": 1200, \"legend\": {\"x\": 0.8, \"y\": 1}}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tbp_episodes = go.Bar(\n",
    "    name = \"The Bitcoin Podcast\",\n",
    "    x = tbp_eps['release_date'],\n",
    "    y = tbp_eps.downloads,\n",
    "    marker=dict(\n",
    "        color=tbp_eps.color,\n",
    "        line=dict(\n",
    "            color='#e8800f',\n",
    "            width=0,\n",
    "        )\n",
    "    ),\n",
    "    opacity=0.85,\n",
    ")\n",
    "\n",
    "bos_episodes = go.Bar(\n",
    "    name = \"Buy or Sell\",\n",
    "    x = bos_eps['release_date'],\n",
    "    y = bos_eps.downloads,\n",
    "    marker=dict(\n",
    "        color=bos_eps.color,\n",
    "        line=dict(\n",
    "            color='#e8800f',\n",
    "            width=0,\n",
    "        )\n",
    "    ),\n",
    "    opacity=0.85,\n",
    ")\n",
    "\n",
    "eth_episodes = go.Bar(\n",
    "    name = \"An Ethereum Podcast\",\n",
    "    x = eth_eps['release_date'],\n",
    "    y = eth_eps.downloads,\n",
    "    marker=dict(\n",
    "        color=eth_eps.color,\n",
    "        line=dict(\n",
    "            color='#e8800f',\n",
    "            width=0,\n",
    "        )\n",
    "    ),\n",
    "    opacity=0.85,\n",
    ")\n",
    "\n",
    "# barh_sc = go.Bar(\n",
    "#     name=\"SoundCloud\",\n",
    "#     x = sc_stats.playback_count,\n",
    "#     y = sc_stats.title,\n",
    "#     marker=dict(\n",
    "#         color=sc_stats.color,\n",
    "#         line=dict(\n",
    "#             color='#e8800f',\n",
    "#             width=0,\n",
    "#         )\n",
    "#     ),\n",
    "#     opacity=0.85,\n",
    "#     orientation = 'h'\n",
    "# )\n",
    "\n",
    "layout = go.Layout(\n",
    "#     barmode=\"stack\",\n",
    "    title='Downloads by Episode',# + update_string,\n",
    "#     margin=go.Margin(\n",
    "#         l=375,\n",
    "#         r=30,\n",
    "#         b=30,\n",
    "#         t=50,\n",
    "#         pad=4\n",
    "#     ),\n",
    "    yaxis = dict(\n",
    "#         title = 'Total downloads',\n",
    "        gridcolor='#f2f2f2',\n",
    "#         zerolinecolor='#969696',\n",
    "#         showline=True,\n",
    "    ),\n",
    "    xaxis = dict(\n",
    "#         zerolinecolor='#969696'\n",
    "        gridcolor='#f2f2f2',\n",
    "#         tickangle=45,\n",
    "    ),\n",
    "#     paper_bgcolor='rgba(242,242,242,0)',\n",
    "    plot_bgcolor='#d7d8d8',\n",
    "    font=dict(family='Helvetica, sans-serif', size=16, color='#2e2e2e'),\n",
    "    width=1200,\n",
    "    legend=dict(\n",
    "        x=0.8,\n",
    "        y=1\n",
    "    )\n",
    ")\n",
    "# fig = dict(data=[barh_episodes, barh_sc], layout=layout)\n",
    "fig = dict(data=[tbp_episodes, bos_episodes, eth_episodes], layout=layout)\n",
    "iplot_offline(fig)\n",
    "# iplot(fig, filename='TBP_plots/Downloads by Episode')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>release_date</th>\n",
       "      <th>title</th>\n",
       "      <th>downloads_x</th>\n",
       "      <th>downloads_y</th>\n",
       "      <th>downloads</th>\n",
       "      <th>show</th>\n",
       "      <th>color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2017-08-09</td>\n",
       "      <td>TBP145 - Hopes and Fears for Filecoin</td>\n",
       "      <td>6702.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>6868.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2017-08-13</td>\n",
       "      <td>TBP146 - The Rise and Rise of Charlie Shrem</td>\n",
       "      <td>8174.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>8319.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2017-08-16</td>\n",
       "      <td>TBP147 - History of Security</td>\n",
       "      <td>4893.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>5051.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2017-08-17</td>\n",
       "      <td>BlockChannel Episode 27: Po.et and We Didn't E...</td>\n",
       "      <td>4555.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>4720.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2017-08-17</td>\n",
       "      <td>BlockChannel Episode 28: Securing the Metavers...</td>\n",
       "      <td>4669.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>4837.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2017-08-20</td>\n",
       "      <td>TBP148 - Controversial Persona</td>\n",
       "      <td>5776.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>5950.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2017-08-27</td>\n",
       "      <td>TBP149 - The Rivetz Security Project</td>\n",
       "      <td>5337.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>5492.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2017-09-01</td>\n",
       "      <td>BlockChannel Episode 29: Making Sense of Cent.co</td>\n",
       "      <td>4910.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>5093.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2017-09-04</td>\n",
       "      <td>TBP150 - EGO with ETH</td>\n",
       "      <td>5236.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>5430.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2017-09-07</td>\n",
       "      <td>TBP151 - Crypto Boom Boom Room</td>\n",
       "      <td>4844.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5063.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2017-09-10</td>\n",
       "      <td>TBP152 - Pally on the Block</td>\n",
       "      <td>5554.0</td>\n",
       "      <td>217.0</td>\n",
       "      <td>5771.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2017-09-17</td>\n",
       "      <td>TBP153 - Bitcoin Sell Out</td>\n",
       "      <td>5593.0</td>\n",
       "      <td>232.0</td>\n",
       "      <td>5825.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2017-09-22</td>\n",
       "      <td>TBP154 - Bitcoin For The Bottom Billion Pt. 2</td>\n",
       "      <td>4367.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>4588.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2017-09-24</td>\n",
       "      <td>TBP155 - Crypto Swan Song</td>\n",
       "      <td>4312.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>4546.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2017-09-27</td>\n",
       "      <td>BlockChannel Episode 30: To Bee or Not to Bee</td>\n",
       "      <td>3721.0</td>\n",
       "      <td>244.0</td>\n",
       "      <td>3965.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2017-09-28</td>\n",
       "      <td>TBP156 - Combined Forces for Better Results</td>\n",
       "      <td>4581.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>4849.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2017-10-01</td>\n",
       "      <td>TBP157 - Modern Day Gold Rush Pt. II</td>\n",
       "      <td>4431.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>4690.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2017-10-05</td>\n",
       "      <td>TBP158 - The Credit Protocol</td>\n",
       "      <td>4090.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>4408.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2017-10-08</td>\n",
       "      <td>TBP159 - Diary of a Made Man</td>\n",
       "      <td>5421.0</td>\n",
       "      <td>417.0</td>\n",
       "      <td>5838.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-10-14</td>\n",
       "      <td>BlockChannel Episode 31: Settling the Score, w...</td>\n",
       "      <td>4135.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>4429.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2017-10-15</td>\n",
       "      <td>TBP160 - Bitcoin Beats</td>\n",
       "      <td>4405.0</td>\n",
       "      <td>314.0</td>\n",
       "      <td>4719.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2017-10-16</td>\n",
       "      <td>BlockChannel Episode 32: Greasing the Blockcha...</td>\n",
       "      <td>4305.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>4625.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2017-10-22</td>\n",
       "      <td>TBP161 - A Foundation for the Data Economy</td>\n",
       "      <td>5047.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>5397.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2017-10-26</td>\n",
       "      <td>TBP162 - Sweet Talk</td>\n",
       "      <td>4717.0</td>\n",
       "      <td>434.0</td>\n",
       "      <td>5151.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2017-10-27</td>\n",
       "      <td>BlockChannel Episode 33: Incentivizing Creator...</td>\n",
       "      <td>3922.0</td>\n",
       "      <td>351.0</td>\n",
       "      <td>4273.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2017-10-29</td>\n",
       "      <td>TBP163 - Savings and Savior</td>\n",
       "      <td>4410.0</td>\n",
       "      <td>373.0</td>\n",
       "      <td>4783.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2017-10-30</td>\n",
       "      <td>TBP164 - The Benefits of Familiarity</td>\n",
       "      <td>4948.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>5325.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-11-03</td>\n",
       "      <td>Devcon3: Recap Part 1</td>\n",
       "      <td>5290.0</td>\n",
       "      <td>473.0</td>\n",
       "      <td>5763.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2017-11-05</td>\n",
       "      <td>TBP165 - Praise for Cryptoassets</td>\n",
       "      <td>4732.0</td>\n",
       "      <td>549.0</td>\n",
       "      <td>5281.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2017-11-05</td>\n",
       "      <td>Devcon3: Recap Part 2</td>\n",
       "      <td>6088.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>6497.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-12-21</td>\n",
       "      <td>TBP173 - Surprising Insights</td>\n",
       "      <td>5827.0</td>\n",
       "      <td>1209.0</td>\n",
       "      <td>7036.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-12-23</td>\n",
       "      <td>TBP174 - Determining the Reliability of Sources</td>\n",
       "      <td>5673.0</td>\n",
       "      <td>1371.0</td>\n",
       "      <td>7044.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-12-31</td>\n",
       "      <td>TBP175 - Superconferencing</td>\n",
       "      <td>5143.0</td>\n",
       "      <td>2219.0</td>\n",
       "      <td>7362.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>TBP176 - Even More Marketing Discipline</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6389.0</td>\n",
       "      <td>6389.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>TBP177 - Internet of A New Generation</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6895.0</td>\n",
       "      <td>6895.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>2018-01-14</td>\n",
       "      <td>TBP178 - Paving the Road to Self-Sovereign Ide...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6562.0</td>\n",
       "      <td>6562.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>2018-01-16</td>\n",
       "      <td>BlockChannel Episode 36: Coinbase, Women, and ...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5768.0</td>\n",
       "      <td>5768.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>2018-01-21</td>\n",
       "      <td>TBP179 - Innovations and Healthcare</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6698.0</td>\n",
       "      <td>6698.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>2018-01-22</td>\n",
       "      <td>TBP180 - Witnesses, Victims and Participants</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6192.0</td>\n",
       "      <td>6192.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>2018-01-25</td>\n",
       "      <td>Crypto Until Infinity #1: Musicoin - More Powe...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5886.0</td>\n",
       "      <td>5886.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>2018-01-25</td>\n",
       "      <td>BlockChannel Episode 37: Smart Contracts Every...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5888.0</td>\n",
       "      <td>5888.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>2018-01-28</td>\n",
       "      <td>TBP181 - Disrupting the Antivirus Market</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6452.0</td>\n",
       "      <td>6452.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>2018-02-04</td>\n",
       "      <td>TBP182 - Facilitating Positive Change</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5977.0</td>\n",
       "      <td>5977.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>2018-02-08</td>\n",
       "      <td>TBP183 - Stampeding with the Big Blue Bull</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5636.0</td>\n",
       "      <td>5636.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>2018-02-08</td>\n",
       "      <td>Crypto Until Infinity #2: Music and Smart Cont...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5046.0</td>\n",
       "      <td>5046.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>2018-02-11</td>\n",
       "      <td>TBP184 - MyCrypto and the Current State of the...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7701.0</td>\n",
       "      <td>7701.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>2018-02-18</td>\n",
       "      <td>TBP185 - Blockchain Solutions &amp; Boosie Badazz</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6432.0</td>\n",
       "      <td>6432.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>2018-02-22</td>\n",
       "      <td>TBP186 - Generational Wealth and Uncle Sam's S...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5509.0</td>\n",
       "      <td>5509.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>2018-02-23</td>\n",
       "      <td>Crypto Until Infinity #3: Vegas Vibes</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5352.0</td>\n",
       "      <td>5352.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>2018-02-25</td>\n",
       "      <td>TBP187 - Vision of a Decentralized World</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5759.0</td>\n",
       "      <td>5759.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>2018-03-04</td>\n",
       "      <td>TBP188 - Hello Crypto Kitty</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4839.0</td>\n",
       "      <td>4839.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>2018-03-08</td>\n",
       "      <td>TBP189 - The Innovative Investor</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>4965.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>2018-03-09</td>\n",
       "      <td>Crypto Until Infinity #4: Another Side of Hip-...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4105.0</td>\n",
       "      <td>4105.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>2018-03-11</td>\n",
       "      <td>TBP190 - Welterweight Gold II</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4405.0</td>\n",
       "      <td>4405.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>2018-03-16</td>\n",
       "      <td>TBP Presents: Social Implementations of Blockc...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4022.0</td>\n",
       "      <td>4022.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>2018-03-17</td>\n",
       "      <td>TBP191 - Beards and Blockchains</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4402.0</td>\n",
       "      <td>4402.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>Crypto Until Infinity #5: Bipolar Markets</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3591.0</td>\n",
       "      <td>3591.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>2018-03-25</td>\n",
       "      <td>TBP192 - New Year and a New Exchange</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3956.0</td>\n",
       "      <td>3956.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>2018-03-29</td>\n",
       "      <td>TBP193 - Necessary Solutions</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>2018-04-01</td>\n",
       "      <td>TBP194 - Edge Security</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3142.0</td>\n",
       "      <td>3142.0</td>\n",
       "      <td>The Bitcoin Podcast</td>\n",
       "      <td>rgba(236,159,76,1)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    release_date                                              title  \\\n",
       "84    2017-08-09              TBP145 - Hopes and Fears for Filecoin   \n",
       "83    2017-08-13        TBP146 - The Rise and Rise of Charlie Shrem   \n",
       "81    2017-08-16                       TBP147 - History of Security   \n",
       "80    2017-08-17  BlockChannel Episode 27: Po.et and We Didn't E...   \n",
       "79    2017-08-17  BlockChannel Episode 28: Securing the Metavers...   \n",
       "78    2017-08-20                     TBP148 - Controversial Persona   \n",
       "75    2017-08-27               TBP149 - The Rivetz Security Project   \n",
       "71    2017-09-01   BlockChannel Episode 29: Making Sense of Cent.co   \n",
       "70    2017-09-04                              TBP150 - EGO with ETH   \n",
       "67    2017-09-07                     TBP151 - Crypto Boom Boom Room   \n",
       "65    2017-09-10                        TBP152 - Pally on the Block   \n",
       "62    2017-09-17                          TBP153 - Bitcoin Sell Out   \n",
       "59    2017-09-22      TBP154 - Bitcoin For The Bottom Billion Pt. 2   \n",
       "58    2017-09-24                          TBP155 - Crypto Swan Song   \n",
       "55    2017-09-27      BlockChannel Episode 30: To Bee or Not to Bee   \n",
       "54    2017-09-28        TBP156 - Combined Forces for Better Results   \n",
       "53    2017-10-01               TBP157 - Modern Day Gold Rush Pt. II   \n",
       "48    2017-10-05                       TBP158 - The Credit Protocol   \n",
       "46    2017-10-08                       TBP159 - Diary of a Made Man   \n",
       "45    2017-10-14  BlockChannel Episode 31: Settling the Score, w...   \n",
       "44    2017-10-15                             TBP160 - Bitcoin Beats   \n",
       "43    2017-10-16  BlockChannel Episode 32: Greasing the Blockcha...   \n",
       "39    2017-10-22         TBP161 - A Foundation for the Data Economy   \n",
       "37    2017-10-26                                TBP162 - Sweet Talk   \n",
       "36    2017-10-27  BlockChannel Episode 33: Incentivizing Creator...   \n",
       "34    2017-10-29                        TBP163 - Savings and Savior   \n",
       "33    2017-10-30               TBP164 - The Benefits of Familiarity   \n",
       "32    2017-11-03                              Devcon3: Recap Part 1   \n",
       "31    2017-11-05                   TBP165 - Praise for Cryptoassets   \n",
       "30    2017-11-05                              Devcon3: Recap Part 2   \n",
       "..           ...                                                ...   \n",
       "7     2017-12-21                       TBP173 - Surprising Insights   \n",
       "4     2017-12-23    TBP174 - Determining the Reliability of Sources   \n",
       "1     2017-12-31                         TBP175 - Superconferencing   \n",
       "293   2018-01-07            TBP176 - Even More Marketing Discipline   \n",
       "295   2018-01-10              TBP177 - Internet of A New Generation   \n",
       "298   2018-01-14  TBP178 - Paving the Road to Self-Sovereign Ide...   \n",
       "300   2018-01-16  BlockChannel Episode 36: Coinbase, Women, and ...   \n",
       "303   2018-01-21                TBP179 - Innovations and Healthcare   \n",
       "304   2018-01-22       TBP180 - Witnesses, Victims and Participants   \n",
       "306   2018-01-25  Crypto Until Infinity #1: Musicoin - More Powe...   \n",
       "307   2018-01-25  BlockChannel Episode 37: Smart Contracts Every...   \n",
       "308   2018-01-28           TBP181 - Disrupting the Antivirus Market   \n",
       "314   2018-02-04              TBP182 - Facilitating Positive Change   \n",
       "318   2018-02-08         TBP183 - Stampeding with the Big Blue Bull   \n",
       "319   2018-02-08  Crypto Until Infinity #2: Music and Smart Cont...   \n",
       "321   2018-02-11  TBP184 - MyCrypto and the Current State of the...   \n",
       "323   2018-02-18      TBP185 - Blockchain Solutions & Boosie Badazz   \n",
       "324   2018-02-22  TBP186 - Generational Wealth and Uncle Sam's S...   \n",
       "325   2018-02-23              Crypto Until Infinity #3: Vegas Vibes   \n",
       "326   2018-02-25           TBP187 - Vision of a Decentralized World   \n",
       "331   2018-03-04                        TBP188 - Hello Crypto Kitty   \n",
       "334   2018-03-08                   TBP189 - The Innovative Investor   \n",
       "335   2018-03-09  Crypto Until Infinity #4: Another Side of Hip-...   \n",
       "337   2018-03-11                      TBP190 - Welterweight Gold II   \n",
       "340   2018-03-16  TBP Presents: Social Implementations of Blockc...   \n",
       "343   2018-03-17                    TBP191 - Beards and Blockchains   \n",
       "348   2018-03-23          Crypto Until Infinity #5: Bipolar Markets   \n",
       "350   2018-03-25               TBP192 - New Year and a New Exchange   \n",
       "353   2018-03-29                       TBP193 - Necessary Solutions   \n",
       "354   2018-04-01                             TBP194 - Edge Security   \n",
       "\n",
       "     downloads_x  downloads_y  downloads                 show  \\\n",
       "84        6702.0        166.0     6868.0  The Bitcoin Podcast   \n",
       "83        8174.0        145.0     8319.0  The Bitcoin Podcast   \n",
       "81        4893.0        158.0     5051.0  The Bitcoin Podcast   \n",
       "80        4555.0        165.0     4720.0  The Bitcoin Podcast   \n",
       "79        4669.0        168.0     4837.0  The Bitcoin Podcast   \n",
       "78        5776.0        174.0     5950.0  The Bitcoin Podcast   \n",
       "75        5337.0        155.0     5492.0  The Bitcoin Podcast   \n",
       "71        4910.0        183.0     5093.0  The Bitcoin Podcast   \n",
       "70        5236.0        194.0     5430.0  The Bitcoin Podcast   \n",
       "67        4844.0        219.0     5063.0  The Bitcoin Podcast   \n",
       "65        5554.0        217.0     5771.0  The Bitcoin Podcast   \n",
       "62        5593.0        232.0     5825.0  The Bitcoin Podcast   \n",
       "59        4367.0        221.0     4588.0  The Bitcoin Podcast   \n",
       "58        4312.0        234.0     4546.0  The Bitcoin Podcast   \n",
       "55        3721.0        244.0     3965.0  The Bitcoin Podcast   \n",
       "54        4581.0        268.0     4849.0  The Bitcoin Podcast   \n",
       "53        4431.0        259.0     4690.0  The Bitcoin Podcast   \n",
       "48        4090.0        318.0     4408.0  The Bitcoin Podcast   \n",
       "46        5421.0        417.0     5838.0  The Bitcoin Podcast   \n",
       "45        4135.0        294.0     4429.0  The Bitcoin Podcast   \n",
       "44        4405.0        314.0     4719.0  The Bitcoin Podcast   \n",
       "43        4305.0        320.0     4625.0  The Bitcoin Podcast   \n",
       "39        5047.0        350.0     5397.0  The Bitcoin Podcast   \n",
       "37        4717.0        434.0     5151.0  The Bitcoin Podcast   \n",
       "36        3922.0        351.0     4273.0  The Bitcoin Podcast   \n",
       "34        4410.0        373.0     4783.0  The Bitcoin Podcast   \n",
       "33        4948.0        377.0     5325.0  The Bitcoin Podcast   \n",
       "32        5290.0        473.0     5763.0  The Bitcoin Podcast   \n",
       "31        4732.0        549.0     5281.0  The Bitcoin Podcast   \n",
       "30        6088.0        409.0     6497.0  The Bitcoin Podcast   \n",
       "..           ...          ...        ...                  ...   \n",
       "7         5827.0       1209.0     7036.0  The Bitcoin Podcast   \n",
       "4         5673.0       1371.0     7044.0  The Bitcoin Podcast   \n",
       "1         5143.0       2219.0     7362.0  The Bitcoin Podcast   \n",
       "293          0.0       6389.0     6389.0  The Bitcoin Podcast   \n",
       "295          0.0       6895.0     6895.0  The Bitcoin Podcast   \n",
       "298          0.0       6562.0     6562.0  The Bitcoin Podcast   \n",
       "300          0.0       5768.0     5768.0  The Bitcoin Podcast   \n",
       "303          0.0       6698.0     6698.0  The Bitcoin Podcast   \n",
       "304          0.0       6192.0     6192.0  The Bitcoin Podcast   \n",
       "306          0.0       5886.0     5886.0  The Bitcoin Podcast   \n",
       "307          0.0       5888.0     5888.0  The Bitcoin Podcast   \n",
       "308          0.0       6452.0     6452.0  The Bitcoin Podcast   \n",
       "314          0.0       5977.0     5977.0  The Bitcoin Podcast   \n",
       "318          0.0       5636.0     5636.0  The Bitcoin Podcast   \n",
       "319          0.0       5046.0     5046.0  The Bitcoin Podcast   \n",
       "321          0.0       7701.0     7701.0  The Bitcoin Podcast   \n",
       "323          0.0       6432.0     6432.0  The Bitcoin Podcast   \n",
       "324          0.0       5509.0     5509.0  The Bitcoin Podcast   \n",
       "325          0.0       5352.0     5352.0  The Bitcoin Podcast   \n",
       "326          0.0       5759.0     5759.0  The Bitcoin Podcast   \n",
       "331          0.0       4839.0     4839.0  The Bitcoin Podcast   \n",
       "334          0.0       4965.0     4965.0  The Bitcoin Podcast   \n",
       "335          0.0       4105.0     4105.0  The Bitcoin Podcast   \n",
       "337          0.0       4405.0     4405.0  The Bitcoin Podcast   \n",
       "340          0.0       4022.0     4022.0  The Bitcoin Podcast   \n",
       "343          0.0       4402.0     4402.0  The Bitcoin Podcast   \n",
       "348          0.0       3591.0     3591.0  The Bitcoin Podcast   \n",
       "350          0.0       3956.0     3956.0  The Bitcoin Podcast   \n",
       "353          0.0       3602.0     3602.0  The Bitcoin Podcast   \n",
       "354          0.0       3142.0     3142.0  The Bitcoin Podcast   \n",
       "\n",
       "                  color  \n",
       "84   rgba(236,159,76,1)  \n",
       "83   rgba(236,159,76,1)  \n",
       "81   rgba(236,159,76,1)  \n",
       "80   rgba(236,159,76,1)  \n",
       "79   rgba(236,159,76,1)  \n",
       "78   rgba(236,159,76,1)  \n",
       "75   rgba(236,159,76,1)  \n",
       "71   rgba(236,159,76,1)  \n",
       "70   rgba(236,159,76,1)  \n",
       "67   rgba(236,159,76,1)  \n",
       "65   rgba(236,159,76,1)  \n",
       "62   rgba(236,159,76,1)  \n",
       "59   rgba(236,159,76,1)  \n",
       "58   rgba(236,159,76,1)  \n",
       "55   rgba(236,159,76,1)  \n",
       "54   rgba(236,159,76,1)  \n",
       "53   rgba(236,159,76,1)  \n",
       "48   rgba(236,159,76,1)  \n",
       "46   rgba(236,159,76,1)  \n",
       "45   rgba(236,159,76,1)  \n",
       "44   rgba(236,159,76,1)  \n",
       "43   rgba(236,159,76,1)  \n",
       "39   rgba(236,159,76,1)  \n",
       "37   rgba(236,159,76,1)  \n",
       "36   rgba(236,159,76,1)  \n",
       "34   rgba(236,159,76,1)  \n",
       "33   rgba(236,159,76,1)  \n",
       "32   rgba(236,159,76,1)  \n",
       "31   rgba(236,159,76,1)  \n",
       "30   rgba(236,159,76,1)  \n",
       "..                  ...  \n",
       "7    rgba(236,159,76,1)  \n",
       "4    rgba(236,159,76,1)  \n",
       "1    rgba(236,159,76,1)  \n",
       "293  rgba(236,159,76,1)  \n",
       "295  rgba(236,159,76,1)  \n",
       "298  rgba(236,159,76,1)  \n",
       "300  rgba(236,159,76,1)  \n",
       "303  rgba(236,159,76,1)  \n",
       "304  rgba(236,159,76,1)  \n",
       "306  rgba(236,159,76,1)  \n",
       "307  rgba(236,159,76,1)  \n",
       "308  rgba(236,159,76,1)  \n",
       "314  rgba(236,159,76,1)  \n",
       "318  rgba(236,159,76,1)  \n",
       "319  rgba(236,159,76,1)  \n",
       "321  rgba(236,159,76,1)  \n",
       "323  rgba(236,159,76,1)  \n",
       "324  rgba(236,159,76,1)  \n",
       "325  rgba(236,159,76,1)  \n",
       "326  rgba(236,159,76,1)  \n",
       "331  rgba(236,159,76,1)  \n",
       "334  rgba(236,159,76,1)  \n",
       "335  rgba(236,159,76,1)  \n",
       "337  rgba(236,159,76,1)  \n",
       "340  rgba(236,159,76,1)  \n",
       "343  rgba(236,159,76,1)  \n",
       "348  rgba(236,159,76,1)  \n",
       "350  rgba(236,159,76,1)  \n",
       "353  rgba(236,159,76,1)  \n",
       "354  rgba(236,159,76,1)  \n",
       "\n",
       "[70 rows x 7 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tbp_eps[tbp_eps.release_date > pd.Timestamp(2017,8,6)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "line": {
          "color": "#e8800f"
         },
         "name": "TBP average",
         "text": [
          "TBP143 - Damned If You Do, Bored If You Don't",
          "TBP144 - Tomorrow's Electricity Today",
          "TBP145 - Hopes and Fears for Filecoin",
          "TBP146 - The Rise and Rise of Charlie Shrem",
          "TBP147 - History of Security",
          "BlockChannel Episode 27: Po.et and We Didn't Even Know It",
          "BlockChannel Episode 28: Securing the Metaverse, with Decentraland",
          "TBP148 - Controversial Persona",
          "TBP149 - The Rivetz Security Project",
          "BlockChannel Episode 29: Making Sense of Cent.co",
          "TBP150 - EGO with ETH",
          "TBP151 - Crypto Boom Boom Room",
          "TBP152 - Pally on the Block",
          "TBP153 - Bitcoin Sell Out",
          "TBP154 - Bitcoin For The Bottom Billion Pt. 2",
          "TBP155 - Crypto Swan Song",
          "BlockChannel Episode 30: To Bee or Not to Bee",
          "TBP156 - Combined Forces for Better Results",
          "TBP157 - Modern Day Gold Rush Pt. II",
          "TBP158 - The Credit Protocol",
          "TBP159 - Diary of a Made Man",
          "BlockChannel Episode 31: Settling the Score, with CoinScore",
          "TBP160 - Bitcoin Beats",
          "BlockChannel Episode 32: Greasing the Blockchain, with Spankchain",
          "TBP161 - A Foundation for the Data Economy",
          "TBP162 - Sweet Talk",
          "BlockChannel Episode 33: Incentivizing Creators Online, with Props",
          "TBP163 - Savings and Savior",
          "TBP164 - The Benefits of Familiarity",
          "Devcon3: Recap Part 1",
          "TBP165 - Praise for Cryptoassets",
          "Devcon3: Recap Part 2",
          "TBP166 - ATMs and ICOs",
          "TBP167 - The Broader Economy III",
          "BlockChannel Episode 34: Developers Developers Developers, with Zastrin.com",
          "TBP168 - Passion, Pain & Unicorn Slayin'",
          "TBP169 - Monetary Revolution",
          "TBP170 - A New Kind of Legal",
          "TBP171 - The Future of Giving",
          "Monero Monitor: Mimblewimble with Andrew Poelstra",
          "TBP172 - Life After Silicon Valley",
          "BlockChannel Episode 35: Deciphering What’s New, with NuCypher",
          "TBP173 - Surprising Insights",
          "TBP174 - Determining the Reliability of Sources",
          "TBP175 - Superconferencing",
          "TBP176 - Even More Marketing Discipline",
          "TBP177 - Internet of A New Generation",
          "TBP178 - Paving the Road to Self-Sovereign Identity",
          "BlockChannel Episode 36: Coinbase, Women, and Empowerment, with Kristen Stone",
          "TBP179 - Innovations and Healthcare",
          "TBP180 - Witnesses, Victims and Participants",
          "Crypto Until Infinity #1: Musicoin - More Power, More Money",
          "BlockChannel Episode 37: Smart Contracts Everywhere, with Ivy and Chain.com",
          "TBP181 - Disrupting the Antivirus Market",
          "TBP182 - Facilitating Positive Change",
          "TBP183 - Stampeding with the Big Blue Bull",
          "Crypto Until Infinity #2: Music and Smart Contracts",
          "TBP184 - MyCrypto and the Current State of the Network",
          "TBP185 - Blockchain Solutions & Boosie Badazz",
          "TBP186 - Generational Wealth and Uncle Sam's Surprise",
          "Crypto Until Infinity #3: Vegas Vibes",
          "TBP187 - Vision of a Decentralized World",
          "TBP188 - Hello Crypto Kitty",
          "TBP189 - The Innovative Investor",
          "Crypto Until Infinity #4: Another Side of Hip-Hop and Crypto",
          "TBP190 - Welterweight Gold II",
          "TBP Presents: Social Implementations of Blockchain Infrastructure ",
          "TBP191 - Beards and Blockchains",
          "Crypto Until Infinity #5: Bipolar Markets",
          "TBP192 - New Year and a New Exchange",
          "TBP193 - Necessary Solutions",
          "TBP194 - Edge Security"
         ],
         "type": "scatter",
         "x": [
          "2017-08-04",
          "2017-08-06",
          "2017-08-09",
          "2017-08-13",
          "2017-08-16",
          "2017-08-17",
          "2017-08-17",
          "2017-08-20",
          "2017-08-27",
          "2017-09-01",
          "2017-09-04",
          "2017-09-07",
          "2017-09-10",
          "2017-09-17",
          "2017-09-22",
          "2017-09-24",
          "2017-09-27",
          "2017-09-28",
          "2017-10-01",
          "2017-10-05",
          "2017-10-08",
          "2017-10-14",
          "2017-10-15",
          "2017-10-16",
          "2017-10-22",
          "2017-10-26",
          "2017-10-27",
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II\", \"TBP158 - The Credit Protocol\", \"TBP159 - Diary of a Made Man\", \"BlockChannel Episode 31: Settling the Score, with CoinScore\", \"TBP160 - Bitcoin Beats\", \"BlockChannel Episode 32: Greasing the Blockchain, with Spankchain\", \"TBP161 - A Foundation for the Data Economy\", \"TBP162 - Sweet Talk\", \"BlockChannel Episode 33: Incentivizing Creators Online, with Props\", \"TBP163 - Savings and Savior\", \"TBP164 - The Benefits of Familiarity\", \"Devcon3: Recap Part 1\", \"TBP165 - Praise for Cryptoassets\", \"Devcon3: Recap Part 2\", \"TBP166 - ATMs and ICOs\", \"TBP167 - The Broader Economy III\", \"BlockChannel Episode 34: Developers Developers Developers, with Zastrin.com\", \"TBP168 - Passion, Pain & Unicorn Slayin'\", \"TBP169 - Monetary Revolution\", \"TBP170 - A New Kind of Legal\", \"TBP171 - The Future of Giving\", \"Monero Monitor: Mimblewimble with Andrew Poelstra\", \"TBP172 - Life After Silicon Valley\", \"BlockChannel Episode 35: Deciphering What\\u2019s New, with NuCypher\", \"TBP173 - Surprising Insights\", \"TBP174 - Determining the Reliability of Sources\", \"TBP175 - Superconferencing\", \"TBP176 - Even More Marketing Discipline\", \"TBP177 - Internet of A New Generation\", \"TBP178 - Paving the Road to Self-Sovereign Identity\", \"BlockChannel Episode 36: Coinbase, Women, and Empowerment, with Kristen Stone\", \"TBP179 - Innovations and Healthcare\", \"TBP180 - Witnesses, Victims and Participants\", \"Crypto Until Infinity #1: Musicoin - More Power, More Money\", \"BlockChannel Episode 37: Smart Contracts Everywhere, with Ivy and Chain.com\", \"TBP181 - Disrupting the Antivirus Market\", \"TBP182 - Facilitating Positive Change\", \"TBP183 - Stampeding with the Big Blue Bull\", \"Crypto Until Infinity #2: Music and Smart Contracts\", \"TBP184 - MyCrypto and the Current State of the Network\", \"TBP185 - Blockchain Solutions & Boosie Badazz\", \"TBP186 - Generational Wealth and Uncle Sam's Surprise\", \"Crypto Until Infinity #3: Vegas Vibes\", \"TBP187 - Vision of a Decentralized World\", \"TBP188 - Hello Crypto Kitty\", \"TBP189 - The Innovative Investor\", \"Crypto Until Infinity #4: Another Side of Hip-Hop and Crypto\", \"TBP190 - Welterweight Gold II\", \"TBP Presents: Social Implementations of Blockchain Infrastructure \", \"TBP191 - Beards and Blockchains\", \"Crypto Until Infinity #5: Bipolar Markets\", \"TBP192 - New Year and a New Exchange\", \"TBP193 - Necessary Solutions\", \"TBP194 - Edge Security\"]}, {\"type\": \"scatter\", \"x\": [\"2017-08-22\", \"2017-09-04\", \"2017-10-02\", \"2017-10-27\", \"2017-12-09\", \"2018-01-25\", \"2018-02-01\", \"2018-02-02\", \"2018-02-07\", \"2018-02-09\", \"2018-02-14\", \"2018-02-27\", \"2018-02-28\", \"2018-03-07\", \"2018-03-09\", \"2018-03-14\", \"2018-03-16\", \"2018-03-20\", \"2018-03-28\", \"2018-04-03\"], \"y\": [6123.0, 5778.0, 5416.333333333333, 5478.75, 5821.6, 5789.333333333333, 5786.428571428572, 5827.0, 5785.0, 5805.2, 5904.454545454545, 5866.416666666667, 5781.461538461538, 5694.071428571428, 5635.266666666666, 5571.625, 5477.294117647059, 5406.833333333333, 5325.473684210527, 5192.75], \"name\": \"BoS average\", \"line\": {\"color\": \"rgb(210,20,4)\"}, \"text\": [\"Buy or Sell, What the Hell #1\", \"Buy or Sell, What the Hell #2\", \"Buy or Sell, What the Hell #3\", \"Buy or Sell, What the Hell #4\", \"Buy or Sell, What the Hell #5\", \"Buy or Sell, What the Hell #6\", \"Buy or Sell, What the Hell #7\", \"Buy or Sell, What the Hell #8\", \"Buy or Sell, What the Hell #9\", \"Buy or Sell, What the Hell #10\", \"Buy or Sell, What the Hell #11\", \"Buy or Sell, What the Hell #12\", \"Buy or Sell, What the Hell #13\", \"Buy or Sell, What the Hell #14: A Lawyer's Perspective\", \"Buy or Sell, What the Hell #15: Have a Plan, Have a Process\", \"Buy or Sell, What the Hell #16: Wishful Thinking\", \"Buy or Sell, What the Hell #17: Confidence is Key\", \"Buy or Sell, What the Hell #18: Joint Economics Reporting\", \"Buy or Sell, What the Hell #19: What's a DAICO?\", \"Buy or Sell, What the Hell #20: Decentralize all the Exchanges\"]}, {\"type\": \"scatter\", \"x\": [\"2017-09-08\", \"2017-09-19\", \"2017-09-27\", \"2017-10-04\", \"2017-10-20\", \"2017-11-30\", \"2017-12-05\", \"2017-12-10\", \"2017-12-19\", \"2017-12-26\", \"2018-01-18\", \"2018-01-31\", \"2018-02-28\", \"2018-03-21\"], \"y\": [6628.0, 5958.5, 5503.0, 5489.5, 5357.0, 5701.0, 5994.0, 6062.25, 6170.222222222223, 6317.8, 6415.909090909091, 6379.5, 6301.692307692308, 6156.214285714285, 5745.8, 5386.6875, 5069.823529411765, 4788.166666666667, 4536.1578947368425, 4309.35, 4104.142857142857, 3917.590909090909, 3747.2608695652175, 3591.125, 3447.48, 3314.8846153846152, 3192.1111111111113, 3078.1071428571427, 2971.9655172413795, 2872.9, 2780.2258064516127, 2693.34375, 2611.7272727272725, 2534.9117647058824, 2462.4857142857145, 2394.0833333333335, 2329.3783783783783, 2268.0789473684213, 2209.923076923077, 2154.675, 2102.121951219512, 2052.0714285714284, 2004.3488372093022, 1958.7954545454545, 1915.2666666666667, 1873.6304347826087, 1833.7659574468084, 1795.5625, 1758.9183673469388, 1723.74, 1689.9411764705883, 1657.4423076923076, 1626.1698113207547, 1596.0555555555557, 1567.0363636363636, 1539.0535714285713, 1512.0526315789473, 1485.9827586206898, 1460.7966101694915, 1436.45, 1412.9016393442623, 1390.1129032258063, 1368.047619047619, 1346.671875, 1325.9538461538461, 1305.8636363636363, 1286.3731343283582, 1267.4558823529412, 1249.0869565217392, 1231.2428571428572, 1213.9014084507041, 1197.0416666666667], \"name\": \"AEP average\", \"line\": {\"color\": \"rgb(105,107,165)\"}, \"text\": [\"An Ethereum Podcast: Episode #1\", \"An Ethereum Podcast: Episode #2\", \"An Ethereum Podcast: Episode #3\", \"An Ethereum Podcast: Episode #4\", \"An Ethereum Podcast: Episode #5\", \"An Ethereum Podcast: Episode #6\", \"An Ethereum Podcast: Episode #7\", \"An Ethereum Podcast: Episode #8\", \"An Ethereum Podcast: Episode #9\", \"An Ethereum Podcast: Episode #10\", \"An Ethereum Podcast: Episode #11\", \"An Ethereum Podcast: Episode #12\", \"An Ethereum Podcast: Episode #13\", \"An Ethereum Podcast: Episode #14\"]}], {\"title\": \"Average Downloads per Episode\", \"xaxis\": {\"title\": \"Episode number\", \"gridcolor\": \"#f2f2f2\", \"zeroline\": false}, \"yaxis\": {\"title\": \"Average downloads\", \"gridcolor\": \"#f2f2f2\", \"zeroline\": false}, \"paper_bgcolor\": \"rgba(242,242,242,0)\", \"plot_bgcolor\": \"#d7d8d8\", \"font\": {\"family\": \"Helvetica, sans-serif\", \"size\": 16, \"color\": \"#2e2e2e\"}, \"showlegend\": true}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
      ]
     },
     "metadata": {},
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   ],
   "source": [
    "tbp_eps = tbp_eps[tbp_eps.release_date > pd.Timestamp(2017,8,1)]\n",
    "averages = []\n",
    "for x in range(len(tbp_eps)):\n",
    "    average = tbp_eps.reset_index().loc[:x, 'downloads'].cumsum().values[-1] / (x+1)\n",
    "    averages.append(average)\n",
    "trace = go.Scatter(\n",
    "    x = tbp_eps.set_index('release_date').index,\n",
    "    y = averages,\n",
    "    name = \"TBP average\",\n",
    "    line = dict(\n",
    "        color=TBP_colors['dark_orange']\n",
    "    ),\n",
    "    text=tbp_eps.title\n",
    ")\n",
    "\n",
    "averages = []\n",
    "for x in range(len(bos_eps)):\n",
    "    average = bos_eps.reset_index().loc[:x, 'downloads'].cumsum().values[-1] / (x+1)\n",
    "    averages.append(average)\n",
    "trace_bos = go.Scatter(\n",
    "    x = bos_eps.set_index('release_date').index,\n",
    "    y = averages,\n",
    "    name = \"BoS average\",\n",
    "    line = dict(\n",
    "        color=TBP_colors['red']\n",
    "    ),\n",
    "    text=bos_eps.title\n",
    ")\n",
    "\n",
    "averages = []\n",
    "for x in range(len(tbp_eps)):\n",
    "    average = eth_eps.reset_index().loc[:x, 'downloads'].cumsum().values[-1] / (x+1)\n",
    "    averages.append(average)\n",
    "trace_eth = go.Scatter(\n",
    "    x = eth_eps.set_index('release_date').index,\n",
    "    y = averages,\n",
    "    name = \"AEP average\",\n",
    "    line = dict(\n",
    "        color=TBP_colors['purple']\n",
    "    ),\n",
    "    text=eth_eps.title\n",
    ")\n",
    "\n",
    "rolling = go.Scatter(\n",
    "    x = tbp_eps.set_index('release_date').index[4:],\n",
    "    y = tbp_eps.set_index('release_date')['downloads'].rolling(10).mean(),\n",
    "    name = 'Rolling Ave. (10 episodes)',\n",
    "    line = dict(\n",
    "        color=TBP_colors['orange']\n",
    "    ),\n",
    ")\n",
    "\n",
    "rolling_bos = go.Scatter(\n",
    "    x = bos_eps.set_index('release_date').index[4:],\n",
    "    y = bos_eps.set_index('release_date')['downloads'].rolling(10).mean(),\n",
    "    name = 'Rolling Ave. (10 episodes)',\n",
    "    line = dict(\n",
    "        color=TBP_colors['red']\n",
    "    ),\n",
    ")\n",
    "layout = {\n",
    "    'title': \"Average Downloads per Episode\",# + update_string,\n",
    "    'xaxis': {\n",
    "        'title': 'Episode number',\n",
    "        'gridcolor': '#f2f2f2',\n",
    "        'zeroline': False,\n",
    "    },\n",
    "    'yaxis': {\n",
    "        'title': 'Average downloads',\n",
    "        'gridcolor': '#f2f2f2',\n",
    "        'zeroline': False,\n",
    "    },\n",
    "    'paper_bgcolor': 'rgba(242,242,242,0)',\n",
    "    'plot_bgcolor': '#d7d8d8',\n",
    "    'font': dict(family='Helvetica, sans-serif', size=16, color='#2e2e2e'),\n",
    "    'showlegend':True,\n",
    "}\n",
    "fig = dict(data=[trace, trace_bos, trace_eth], layout=layout)\n",
    "iplot_offline(fig)\n",
    "#plot(fig, filename='TBP_plots/average-downloads')"
   ]
  },
  {
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   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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