crypto_sentiment.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "analyzer = SentimentIntensityAnalyzer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# News Headlines Sentiment\n",
    "\n",
    "Use the news api to pull the latest news articles for bitcoin and ethereum and create a DataFrame of sentiment scores for each coin. \n",
    "\n",
    "Use descriptive statistics to answer the following questions:\n",
    "1. Which coin had the highest mean positive score?\n",
    "2. Which coin had the highest negative score?\n",
    "3. Which coin had the highest positive score?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "analyzer = SentimentIntensityAnalyzer()\n",
    "from string import punctuation\n",
    "from nltk.corpus import reuters, stopwords\n",
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read your api key environment variable\n",
    "from newsapi import NewsApiClient\n",
    "api_key = os.getenv(\"NEWS_API_KEY\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a newsapi client\n",
    "newsapi = NewsApiClient(api_key=api_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total articles about Bitcoin: 3567\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'source': {'id': 'the-next-web', 'name': 'The Next Web'},\n",
       " 'author': 'Satoshi Nakaboto',\n",
       " 'title': 'Satoshi Nakaboto: ‘Visa approves launch of crypto debit card in Europe’',\n",
       " 'description': 'Our robot colleague Satoshi Nakaboto writes about Bitcoin every fucking day. Welcome to another edition of Bitcoin Today, where I, Satoshi Nakaboto, tell you what’s been going on with Bitcoin in the past 24 hours. As Locke used to say: Let’s add the milk of d…',\n",
       " 'url': 'https://thenextweb.com/hardfork/2020/05/26/satoshi-nakaboto-visa-approves-launch-of-crypto-debit-card-in-europe/',\n",
       " 'urlToImage': 'https://img-cdn.tnwcdn.com/image/hardfork?filter_last=1&fit=1280%2C640&url=https%3A%2F%2Fcdn0.tnwcdn.com%2Fwp-content%2Fblogs.dir%2F1%2Ffiles%2F2019%2F08%2Fbitcoin_today-header_bitcoin_today.jpg&signature=30221b6a68049cc6bc3b58f3ddb38864',\n",
       " 'publishedAt': '2020-05-26T10:03:18Z',\n",
       " 'content': 'Our robot colleague Satoshi Nakaboto writes about Bitcoin every fucking day.\\r\\nWelcome to another edition of Bitcoin Today, where I, Satoshi Nakaboto, tell you whats been going on with Bitcoin in the … [+3041 chars]'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fetch the Bitcoin news articles\n",
    "bitcoin_news_en = newsapi.get_everything(q=\"bitcoin AND Bitcoin\", language=\"en\", page_size=50, sort_by=\"relevancy\")\n",
    "# Print total articles\n",
    "print(f\"Total articles about Bitcoin: {bitcoin_news_en['totalResults']}\")\n",
    "# Show sample article\n",
    "bitcoin_news_en[\"articles\"][5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total articles about Etherum: 964\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'source': {'id': None, 'name': 'Slashdot.org'},\n",
       " 'author': 'EditorDavid',\n",
       " 'title': \"'FOSS Responders' Want to Help Open-Source Groups Survive\",\n",
       " 'description': '\"Thanks to the coronavirus, technology events have been canceled left and right,\" writes ZDNet. \"This, in turn, is damaging the finances of companies and groups that depend on these events.\"\\n\\nSome open-source groups, such as The Linux Foundation, can deal wit…',\n",
       " 'url': 'https://news.slashdot.org/story/20/05/23/2351224/foss-responders-want-to-help-open-source-groups-survive',\n",
       " 'urlToImage': 'https://a.fsdn.com/sd/topics/opensource_64.png',\n",
       " 'publishedAt': '2020-05-24T18:34:00Z',\n",
       " 'content': \"Some open-source groups, such as The Linux Foundation, can deal with it. Others aren't so fortunate. Some, such as Drupal Foundation, the Open Source Initiative (OSI), Open Source Matters (Joomla), a… [+1202 chars]\"}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fetch the Ethereum news articles\n",
    "ethereum_news_en = newsapi.get_everything(q=\"ethereum AND Ethereum\",language=\"en\",page_size=50,sort_by=\"relevancy\")\n",
    "# Print total articles\n",
    "print(f\"Total articles about Etherum: {ethereum_news_en['totalResults']}\")\n",
    "# Show sample article\n",
    "ethereum_news_en[\"articles\"][5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "      <th>Title Bitcoin</th>\n",
       "      <th>Text</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>God Help Us, the Winklevoss Twins Are Co-Produ...</td>\n",
       "      <td>the winklevoss twinsthe brothers mark zuckerbe...</td>\n",
       "      <td>2020-06-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.3464</td>\n",
       "      <td>0.134</td>\n",
       "      <td>0.819</td>\n",
       "      <td>0.046</td>\n",
       "      <td>How to Buy a Burner Phone</td>\n",
       "      <td>if youre planning to do some protesting and yo...</td>\n",
       "      <td>2020-06-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.2755</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.930</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Goldman Sachs lists 5 reasons why bitcoin is '...</td>\n",
       "      <td>reuters\\r\\n&lt;ul&gt;&lt;li&gt;goldman sachs gave five rea...</td>\n",
       "      <td>2020-05-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>'Get on the train': Famed investor Michael Nov...</td>\n",
       "      <td>&lt;ul&gt;&lt;li&gt;famed investor michael novogratz tweet...</td>\n",
       "      <td>2020-06-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.5070</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.090</td>\n",
       "      <td>Satoshi Nakaboto: ‘Bitcoin continues downtrend...</td>\n",
       "      <td>our robot colleague satoshi nakaboto writes ab...</td>\n",
       "      <td>2020-05-25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Compound  Negative  Neutral  Positive  \\\n",
       "0    0.0000     0.000    1.000     0.000   \n",
       "1   -0.3464     0.134    0.819     0.046   \n",
       "2   -0.2755     0.070    0.930     0.000   \n",
       "3    0.0000     0.000    1.000     0.000   \n",
       "4    0.5070     0.000    0.910     0.090   \n",
       "\n",
       "                                       Title Bitcoin  \\\n",
       "0  God Help Us, the Winklevoss Twins Are Co-Produ...   \n",
       "1                          How to Buy a Burner Phone   \n",
       "2  Goldman Sachs lists 5 reasons why bitcoin is '...   \n",
       "3  'Get on the train': Famed investor Michael Nov...   \n",
       "4  Satoshi Nakaboto: ‘Bitcoin continues downtrend...   \n",
       "\n",
       "                                                Text        Date  \n",
       "0  the winklevoss twinsthe brothers mark zuckerbe...  2020-06-09  \n",
       "1  if youre planning to do some protesting and yo...  2020-06-04  \n",
       "2  reuters\\r\\n<ul><li>goldman sachs gave five rea...  2020-05-28  \n",
       "3  <ul><li>famed investor michael novogratz tweet...  2020-06-02  \n",
       "4  our robot colleague satoshi nakaboto writes ab...  2020-05-25  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the Bitcoin sentiment scores DataFrame\n",
    "bitcoin_sentiments = []\n",
    "\n",
    "for article in bitcoin_news_en[\"articles\"]:\n",
    "    try:\n",
    "        text = article[\"content\"].lower()\n",
    "        title = article[\"title\"]\n",
    "        date = article[\"publishedAt\"][:10]\n",
    "        sentiment = analyzer.polarity_scores(text)\n",
    "        compound = sentiment[\"compound\"]\n",
    "        pos = sentiment[\"pos\"]\n",
    "        neu = sentiment[\"neu\"]\n",
    "        neg = sentiment[\"neg\"]\n",
    "        \n",
    "        bitcoin_sentiments.append({\"Text\": text, \"Date\": date, \"Compound\": compound, \"Positive\": pos, \"Negative\": neg, \"Neutral\": neu, \"Title Bitcoin\": title})\n",
    "        \n",
    "    except AttributeError:\n",
    "        pass\n",
    "    \n",
    "# Create DataFrame\n",
    "bitcoin_df = pd.DataFrame(bitcoin_sentiments)\n",
    "\n",
    "# Reorder DataFrame columns\n",
    "cols = [\"Compound\",\"Negative\",\"Neutral\",\"Positive\",\"Title Bitcoin\",\"Text\",\"Date\"]\n",
    "bitcoin_df = bitcoin_df[cols]\n",
    "#bitcoin_df.sort_values(by='Negative',ascending=False,inplace=True)\n",
    "bitcoin_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "      <th>Title Ethereum</th>\n",
       "      <th>Text</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Crypto Startup School: How to build projects a...</td>\n",
       "      <td>editor’s note:andreessen horowitzscrypto start...</td>\n",
       "      <td>2020-06-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.507</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.09</td>\n",
       "      <td>Satoshi Nakaboto: ‘Daily Ethereum network fees...</td>\n",
       "      <td>our robot colleague satoshi nakaboto writes ab...</td>\n",
       "      <td>2020-06-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Crypto Startup School: How to scale companies ...</td>\n",
       "      <td>editors note:andreessen horowitzs crypto start...</td>\n",
       "      <td>2020-05-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Decentralized identity management platform Mag...</td>\n",
       "      <td>for developers looking to quickly build identi...</td>\n",
       "      <td>2020-06-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Rewarding civic pride and boosting the local e...</td>\n",
       "      <td>akron, ohio, the hometown of lebron james and ...</td>\n",
       "      <td>2020-06-15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Compound  Negative  Neutral  Positive  \\\n",
       "0     0.000       0.0     1.00      0.00   \n",
       "1     0.507       0.0     0.91      0.09   \n",
       "2     0.000       0.0     1.00      0.00   \n",
       "3     0.000       0.0     1.00      0.00   \n",
       "4     0.000       0.0     1.00      0.00   \n",
       "\n",
       "                                      Title Ethereum  \\\n",
       "0  Crypto Startup School: How to build projects a...   \n",
       "1  Satoshi Nakaboto: ‘Daily Ethereum network fees...   \n",
       "2  Crypto Startup School: How to scale companies ...   \n",
       "3  Decentralized identity management platform Mag...   \n",
       "4  Rewarding civic pride and boosting the local e...   \n",
       "\n",
       "                                                Text        Date  \n",
       "0  editor’s note:andreessen horowitzscrypto start...  2020-06-17  \n",
       "1  our robot colleague satoshi nakaboto writes ab...  2020-06-08  \n",
       "2  editors note:andreessen horowitzs crypto start...  2020-05-20  \n",
       "3  for developers looking to quickly build identi...  2020-06-03  \n",
       "4  akron, ohio, the hometown of lebron james and ...  2020-06-15  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the ethereum sentiment scores DataFrame\n",
    "ethereum_sentiments = []\n",
    "\n",
    "for article in ethereum_news_en[\"articles\"]:\n",
    "    try:\n",
    "        text = article[\"content\"].lower()\n",
    "        title = article[\"title\"]\n",
    "        date = article[\"publishedAt\"][:10]\n",
    "        sentiment = analyzer.polarity_scores(text)\n",
    "        compound = sentiment[\"compound\"]\n",
    "        pos = sentiment[\"pos\"]\n",
    "        neu = sentiment[\"neu\"]\n",
    "        neg = sentiment[\"neg\"]\n",
    "        \n",
    "        ethereum_sentiments.append({\"Text\": text, \"Title Ehterum\": title, \"Date\": date, \"Compound\": compound, \"Positive\": pos,\"Negative\": neg, \"Neutral\": neu, \"Title Ethereum\": title})\n",
    "        \n",
    "    except AttributeError:\n",
    "        pass\n",
    "    \n",
    "# Create DataFrame\n",
    "ethereum_df = pd.DataFrame(ethereum_sentiments)\n",
    "\n",
    "# Reorder DataFrame columns\n",
    "cols = [\"Compound\",\"Negative\",\"Neutral\",\"Positive\",\"Title Ethereum\",\"Text\",\"Date\"]\n",
    "ethereum_df = ethereum_df[cols]\n",
    "#bitcoin_df.sort_values(by='Negative',ascending=False,inplace=True)\n",
    "\n",
    "ethereum_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>49.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>49.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.194718</td>\n",
       "      <td>0.031898</td>\n",
       "      <td>0.898367</td>\n",
       "      <td>0.069796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.389700</td>\n",
       "      <td>0.054795</td>\n",
       "      <td>0.064760</td>\n",
       "      <td>0.049596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.817600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.741000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.879000</td>\n",
       "      <td>0.046000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.383200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.910000</td>\n",
       "      <td>0.090000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.507000</td>\n",
       "      <td>0.068000</td>\n",
       "      <td>0.922000</td>\n",
       "      <td>0.090000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.817600</td>\n",
       "      <td>0.215000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.259000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Compound   Negative    Neutral   Positive\n",
       "count  49.000000  49.000000  49.000000  49.000000\n",
       "mean    0.194718   0.031898   0.898367   0.069796\n",
       "std     0.389700   0.054795   0.064760   0.049596\n",
       "min    -0.817600   0.000000   0.741000   0.000000\n",
       "25%     0.000000   0.000000   0.879000   0.046000\n",
       "50%     0.383200   0.000000   0.910000   0.090000\n",
       "75%     0.507000   0.068000   0.922000   0.090000\n",
       "max     0.817600   0.215000   1.000000   0.259000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Describe the Bitcoin Sentiment\n",
    "bitcoin_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "\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>Compound</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "      <td>47.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.153691</td>\n",
       "      <td>0.029298</td>\n",
       "      <td>0.905468</td>\n",
       "      <td>0.065191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.403944</td>\n",
       "      <td>0.055441</td>\n",
       "      <td>0.074684</td>\n",
       "      <td>0.063580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.807400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.746000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.855000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.151100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.910000</td>\n",
       "      <td>0.065000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.507000</td>\n",
       "      <td>0.046500</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.096500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.760700</td>\n",
       "      <td>0.223000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.254000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Compound   Negative    Neutral   Positive\n",
       "count  47.000000  47.000000  47.000000  47.000000\n",
       "mean    0.153691   0.029298   0.905468   0.065191\n",
       "std     0.403944   0.055441   0.074684   0.063580\n",
       "min    -0.807400   0.000000   0.746000   0.000000\n",
       "25%     0.000000   0.000000   0.855000   0.000000\n",
       "50%     0.151100   0.000000   0.910000   0.065000\n",
       "75%     0.507000   0.046500   1.000000   0.096500\n",
       "max     0.760700   0.223000   1.000000   0.254000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Describe the Ethereum Sentiment\n",
    "ethereum_df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Questions:\n",
    "\n",
    "Q: Which coin had the highest mean positive score?\n",
    "\n",
    "A: BITCOIN has the higest mean positive score\n",
    "\n",
    "Q: Which coin had the highest compound score?\n",
    "\n",
    "A: BITCOIN has the higest compound score. \n",
    "\n",
    "Q. Which coin had the highest positive score?\n",
    "\n",
    "A: BITCOIN has the higest positive score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tokenizer\n",
    "\n",
    "In this section, you will use NLTK and Python to tokenize the text for each coin. Be sure to:\n",
    "1. Lowercase each word\n",
    "2. Remove Punctuation\n",
    "3. Remove Stopwords"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.tokenize import word_tokenize, sent_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import WordNetLemmatizer, PorterStemmer\n",
    "from string import punctuation\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Expand the default stopwords list if necessary\n",
    "sw_addon = {',', 'how', 'what', 'https', 'damn','much','ha', 'btc' }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Complete the tokenizer function\n",
    "def tokenizer(text):\n",
    "    \"\"\"Tokenizes text.\"\"\"\n",
    "    \n",
    "    sw = set(stopwords.words('english'))\n",
    "    regex = re.compile(\"[^a-zA-Z ]\")\n",
    "    re_clean = regex.sub('', text)\n",
    "    words = word_tokenize(re_clean)\n",
    "    # Lemmatize Words into root words\n",
    "    lemmatizer = WordNetLemmatizer() \n",
    "    lem = [lemmatizer.lemmatize(word) for word in words]\n",
    "    #convert to lower and remove the stopwords \n",
    "    tokens = [word.lower() for word in lem if word.lower() not in sw.union(sw_addon)]\n",
    "    \n",
    "    return tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "      <th>Title Bitcoin</th>\n",
       "      <th>Text</th>\n",
       "      <th>Date</th>\n",
       "      <th>tokens_text</th>\n",
       "      <th>tokens_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>God Help Us, the Winklevoss Twins Are Co-Produ...</td>\n",
       "      <td>the winklevoss twinsthe brothers mark zuckerbe...</td>\n",
       "      <td>2020-06-09</td>\n",
       "      <td>[winklevoss, twinsthe, brother, mark, zuckerbe...</td>\n",
       "      <td>[god, help, us, winklevoss, twins, coproducing...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.3464</td>\n",
       "      <td>0.134</td>\n",
       "      <td>0.819</td>\n",
       "      <td>0.046</td>\n",
       "      <td>How to Buy a Burner Phone</td>\n",
       "      <td>if youre planning to do some protesting and yo...</td>\n",
       "      <td>2020-06-04</td>\n",
       "      <td>[youre, planning, protesting, dont, want, risk...</td>\n",
       "      <td>[buy, burner, phone]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.2755</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.930</td>\n",
       "      <td>0.000</td>\n",
       "      <td>Goldman Sachs lists 5 reasons why bitcoin is '...</td>\n",
       "      <td>reuters\\r\\n&lt;ul&gt;&lt;li&gt;goldman sachs gave five rea...</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>[reutersulligoldman, sachs, gave, five, reason...</td>\n",
       "      <td>[goldman, sachs, list, reason, bitcoin, asset,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>'Get on the train': Famed investor Michael Nov...</td>\n",
       "      <td>&lt;ul&gt;&lt;li&gt;famed investor michael novogratz tweet...</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>[ullifamed, investor, michael, novogratz, twee...</td>\n",
       "      <td>[get, train, famed, investor, michael, novogra...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.5070</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.090</td>\n",
       "      <td>Satoshi Nakaboto: ‘Bitcoin continues downtrend...</td>\n",
       "      <td>our robot colleague satoshi nakaboto writes ab...</td>\n",
       "      <td>2020-05-25</td>\n",
       "      <td>[robot, colleague, satoshi, nakaboto, writes, ...</td>\n",
       "      <td>[satoshi, nakaboto, bitcoin, continues, downtr...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Compound  Negative  Neutral  Positive  \\\n",
       "0    0.0000     0.000    1.000     0.000   \n",
       "1   -0.3464     0.134    0.819     0.046   \n",
       "2   -0.2755     0.070    0.930     0.000   \n",
       "3    0.0000     0.000    1.000     0.000   \n",
       "4    0.5070     0.000    0.910     0.090   \n",
       "\n",
       "                                       Title Bitcoin  \\\n",
       "0  God Help Us, the Winklevoss Twins Are Co-Produ...   \n",
       "1                          How to Buy a Burner Phone   \n",
       "2  Goldman Sachs lists 5 reasons why bitcoin is '...   \n",
       "3  'Get on the train': Famed investor Michael Nov...   \n",
       "4  Satoshi Nakaboto: ‘Bitcoin continues downtrend...   \n",
       "\n",
       "                                                Text        Date  \\\n",
       "0  the winklevoss twinsthe brothers mark zuckerbe...  2020-06-09   \n",
       "1  if youre planning to do some protesting and yo...  2020-06-04   \n",
       "2  reuters\\r\\n<ul><li>goldman sachs gave five rea...  2020-05-28   \n",
       "3  <ul><li>famed investor michael novogratz tweet...  2020-06-02   \n",
       "4  our robot colleague satoshi nakaboto writes ab...  2020-05-25   \n",
       "\n",
       "                                         tokens_text  \\\n",
       "0  [winklevoss, twinsthe, brother, mark, zuckerbe...   \n",
       "1  [youre, planning, protesting, dont, want, risk...   \n",
       "2  [reutersulligoldman, sachs, gave, five, reason...   \n",
       "3  [ullifamed, investor, michael, novogratz, twee...   \n",
       "4  [robot, colleague, satoshi, nakaboto, writes, ...   \n",
       "\n",
       "                                        tokens_title  \n",
       "0  [god, help, us, winklevoss, twins, coproducing...  \n",
       "1                               [buy, burner, phone]  \n",
       "2  [goldman, sachs, list, reason, bitcoin, asset,...  \n",
       "3  [get, train, famed, investor, michael, novogra...  \n",
       "4  [satoshi, nakaboto, bitcoin, continues, downtr...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new tokens column for bitcoin\n",
    "bitcoin_tokens = bitcoin_df.copy()\n",
    "\n",
    "tokenized = []\n",
    "for i in bitcoin_tokens['Text']:\n",
    "    tokenized_articles = tokenizer(i)\n",
    "    tokenized.append({'tokens':tokenized_articles})\n",
    "    \n",
    "tokens_df= pd.DataFrame(tokenized)\n",
    "bitcoin_tokens['tokens_text'] = tokens_df\n",
    "\n",
    "tokenized = []\n",
    "for i in bitcoin_tokens['Title Bitcoin']:\n",
    "    tokenized_articles = tokenizer(i)\n",
    "    tokenized.append({'tokens title':tokenized_articles})\n",
    "    \n",
    "tokens_df= pd.DataFrame(tokenized)\n",
    "bitcoin_tokens['tokens_title'] = tokens_df\n",
    "\n",
    "bitcoin_tokens.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Positive</th>\n",
       "      <th>Title Ethereum</th>\n",
       "      <th>Text</th>\n",
       "      <th>Date</th>\n",
       "      <th>tokens_text</th>\n",
       "      <th>tokens_title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Crypto Startup School: How to build projects a...</td>\n",
       "      <td>editor’s note:andreessen horowitzscrypto start...</td>\n",
       "      <td>2020-06-17</td>\n",
       "      <td>[editor, noteandreessen, horowitzscrypto, star...</td>\n",
       "      <td>[crypto, startup, school, build, project, keep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.507</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.09</td>\n",
       "      <td>Satoshi Nakaboto: ‘Daily Ethereum network fees...</td>\n",
       "      <td>our robot colleague satoshi nakaboto writes ab...</td>\n",
       "      <td>2020-06-08</td>\n",
       "      <td>[robot, colleague, satoshi, nakaboto, writes, ...</td>\n",
       "      <td>[satoshi, nakaboto, daily, ethereum, network, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Crypto Startup School: How to scale companies ...</td>\n",
       "      <td>editors note:andreessen horowitzs crypto start...</td>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>[editor, noteandreessen, horowitz, crypto, sta...</td>\n",
       "      <td>[crypto, startup, school, scale, company, usin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Decentralized identity management platform Mag...</td>\n",
       "      <td>for developers looking to quickly build identi...</td>\n",
       "      <td>2020-06-03</td>\n",
       "      <td>[developer, looking, quickly, build, identity,...</td>\n",
       "      <td>[decentralized, identity, management, platform...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Rewarding civic pride and boosting the local e...</td>\n",
       "      <td>akron, ohio, the hometown of lebron james and ...</td>\n",
       "      <td>2020-06-15</td>\n",
       "      <td>[akron, ohio, hometown, lebron, james, seat, u...</td>\n",
       "      <td>[rewarding, civic, pride, boosting, local, eco...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Compound  Negative  Neutral  Positive  \\\n",
       "0     0.000       0.0     1.00      0.00   \n",
       "1     0.507       0.0     0.91      0.09   \n",
       "2     0.000       0.0     1.00      0.00   \n",
       "3     0.000       0.0     1.00      0.00   \n",
       "4     0.000       0.0     1.00      0.00   \n",
       "\n",
       "                                      Title Ethereum  \\\n",
       "0  Crypto Startup School: How to build projects a...   \n",
       "1  Satoshi Nakaboto: ‘Daily Ethereum network fees...   \n",
       "2  Crypto Startup School: How to scale companies ...   \n",
       "3  Decentralized identity management platform Mag...   \n",
       "4  Rewarding civic pride and boosting the local e...   \n",
       "\n",
       "                                                Text        Date  \\\n",
       "0  editor’s note:andreessen horowitzscrypto start...  2020-06-17   \n",
       "1  our robot colleague satoshi nakaboto writes ab...  2020-06-08   \n",
       "2  editors note:andreessen horowitzs crypto start...  2020-05-20   \n",
       "3  for developers looking to quickly build identi...  2020-06-03   \n",
       "4  akron, ohio, the hometown of lebron james and ...  2020-06-15   \n",
       "\n",
       "                                         tokens_text  \\\n",
       "0  [editor, noteandreessen, horowitzscrypto, star...   \n",
       "1  [robot, colleague, satoshi, nakaboto, writes, ...   \n",
       "2  [editor, noteandreessen, horowitz, crypto, sta...   \n",
       "3  [developer, looking, quickly, build, identity,...   \n",
       "4  [akron, ohio, hometown, lebron, james, seat, u...   \n",
       "\n",
       "                                        tokens_title  \n",
       "0  [crypto, startup, school, build, project, keep...  \n",
       "1  [satoshi, nakaboto, daily, ethereum, network, ...  \n",
       "2  [crypto, startup, school, scale, company, usin...  \n",
       "3  [decentralized, identity, management, platform...  \n",
       "4  [rewarding, civic, pride, boosting, local, eco...  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new tokens column for ethereum\n",
    "ethereum_tokens = ethereum_df.copy()\n",
    "\n",
    "\n",
    "tokenized_eth = []\n",
    "for i in ethereum_tokens['Text']:\n",
    "    tokenized_articles = tokenizer(i)\n",
    "    tokenized_eth.append({'tokens_text':tokenized_articles})\n",
    "    \n",
    "tokens_df_eth = pd.DataFrame(tokenized_eth)\n",
    "ethereum_tokens['tokens_text'] = tokens_df_eth\n",
    "\n",
    "tokenized_eth = []\n",
    "for i in ethereum_tokens['Title Ethereum']:\n",
    "    tokenized_articles = tokenizer(i)\n",
    "    tokenized_eth.append({'tokens_title':tokenized_articles})\n",
    "\n",
    "    \n",
    "tokens_df_eth = pd.DataFrame(tokenized_eth)\n",
    "ethereum_tokens['tokens_title'] = tokens_df_eth\n",
    "\n",
    "ethereum_tokens.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NGrams and Frequency Analysis\n",
    "\n",
    "In this section you will look at the ngrams and word frequency for each coin. \n",
    "\n",
    "1. Use NLTK to produce the n-grams for N = 2. \n",
    "2. List the top 10 words for each coin. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "from nltk import ngrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_bitcoin_words = []\n",
    "for text in bitcoin_tokens['tokens_text']:\n",
    "    for word in text:\n",
    "        all_bitcoin_words.append(word)\n",
    "        \n",
    "        \n",
    "all_eth_words = []\n",
    "for text in ethereum_tokens['tokens_text']:\n",
    "    for word in text:\n",
    "        all_eth_words.append(word)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#bitcoin_sent = []\n",
    "#for sent in bitcoin_tokens['text']:\n",
    "   # sent_list = sent\n",
    "   # bitcoin_sent.append(sent_list)\n",
    "    \n",
    "#eth_sent = []\n",
    "#for sent in ethereum_tokens['text']:\n",
    "   # sent_list_eth = sent \n",
    "   # eth_sent.append(sent_list_eth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bigram_counter(corpus): \n",
    "    # Combine all articles in corpus into one large string\n",
    "    big_string = ' '.join(corpus)\n",
    "    processed = tokenizer(big_string)\n",
    "    bigrams = ngrams(processed, n=2)\n",
    "    top_10 = dict(Counter(bigrams).most_common(10))\n",
    "    return pd.DataFrame(list(top_10.items()), columns=['bigram', 'count'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "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>bigram</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [bigram, count]\n",
       "Index: []"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate the Bitcoin N-grams where N=2\n",
    "\n",
    "bigram_counter(bitcoin_sent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(('private', 'key'), 5),\n",
       " (('Ethereum', 'ETH'), 3),\n",
       " (('blockchain', 'bandit'), 2),\n",
       " (('last', 'year'), 2),\n",
       " (('weak', 'private'), 2),\n",
       " (('Elon', 'Musk'), 2),\n",
       " (('worth', 'Ethereum'), 2),\n",
       " (('JP', 'Morgan'), 2),\n",
       " (('President', 'Trump'), 1),\n",
       " (('Trump', 'tweeted'), 1),\n",
       " (('tweeted', 'insult'), 1),\n",
       " (('insult', 'Twitter'), 1),\n",
       " (('Twitter', 'morning'), 1),\n",
       " (('morning', 'time'), 1),\n",
       " (('time', 'Jack'), 1),\n",
       " (('Jack', 'took'), 1),\n",
       " (('took', 'conversation'), 1),\n",
       " (('conversation', 'platform'), 1),\n",
       " (('platform', 'White'), 1),\n",
       " (('White', 'House'), 1)]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate the Ethereum N-grams where N=2\n",
    "\n",
    "bigram_counter(eth_sent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the token_count function to generate the top 10 words from each coin\n",
    "def token_count(tokens, N=10):\n",
    "    \"\"\"Returns the top N tokens from the frequency count\"\"\"\n",
    "    return Counter(tokens).most_common(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('bitcoin', 71),\n",
       " ('char', 49),\n",
       " ('satoshi', 42),\n",
       " ('nakaboto', 40),\n",
       " ('today', 21),\n",
       " ('going', 21),\n",
       " ('robot', 20),\n",
       " ('colleague', 20),\n",
       " ('writes', 20),\n",
       " ('every', 20)]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the top 10 words for Bitcoin\n",
    "token_count(all_bitcoin_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('char', 47),\n",
       " ('bitcoin', 24),\n",
       " ('ethereum', 21),\n",
       " ('blockchain', 9),\n",
       " ('satoshi', 8),\n",
       " ('nakaboto', 8),\n",
       " ('crypto', 7),\n",
       " ('data', 7),\n",
       " ('cryptocurrency', 6),\n",
       " ('new', 6)]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the top 10 words for Ethereum\n",
    "token_count(all_eth_words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Word Clouds\n",
    "\n",
    "In this section, you will generate word clouds for each coin to summarize the news for each coin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.figsize'] = [20.0, 10.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate the Bitcoin word cloud\n",
    "def processed_text(corpus): \n",
    "    # Combine all articles in corpus into one large string\n",
    "    big_string = ' '.join(corpus)\n",
    "    return big_string\n",
    "\n",
    "bitcoin_words = processed_text(all_bitcoin_words)\n",
    "eth_words = processed_text(all_eth_words)\n",
    "\n",
    "\n",
    "wc = WordCloud(collocations=False).generate(bitcoin_words)\n",
    "fig = plt.figure()\n",
    "plt.imshow(wc)\n",
    "plt.title('Word Cloud - Bitcoin', fontsize=50, fontweight='bold')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate the Ethereum word cloud\n",
    "fig = plt.figure()\n",
    "wc = WordCloud().generate(eth_words)\n",
    "plt.imshow(wc)\n",
    "plt.title('Word Cloud - Ethereum', fontsize=50, fontweight='bold')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Named Entity Recognition\n",
    "\n",
    "In this section, you will build a named entity recognition model for both coins and visualize the tags using SpaCy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from spacy import displacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Optional - download a language model for SpaCy\n",
    "# !python -m spacy download en_core_web_sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the spaCy model\n",
    "nlp = spacy.load('en_core_web_sm')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bitcoin NER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'the winklevoss twinsthe brothers mark zuckerberg allegedly stole the idea for facebook fromare making a movie about themselves, deadline reported this week. if that doesnt seem masturbatory enough, r… [+2657 chars] if youre planning to do some protesting and you dont want to risk your expensive smartphone in the processor you simply want to keep yourself as anonymous as possible while youre outconsider buying a… [+5568 chars] reuters\\r\\n<ul><li>goldman sachs gave five reasons why it thinks bitcoin is \"not an asset class\" nor \"a suitable investment\" in a presentation wednesday morning.</li><li>goldman observed that the crypt… [+3412 chars] <ul><li>famed investor michael novogratz tweeted on monday that bitcoin will soon take out the $10,000 resistance level, telling his followers, \"get on the train.\"</li><li>novogratz said that turmoil… [+2757 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3004 chars] our robot colleague satoshi nakaboto writes about bitcoin every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in the … [+3041 chars] opinions expressed by entrepreneur contributors are their own.\\r\\ndespite recent price volatility\\xa0and global macroeconomic uncertainty, 2020 is a big year for bitcoin. although a large number of busine… [+6168 chars] bitcoin has always had the potential to become a world standard for money. even if the blockchain that powers bitcoin lacks the bandwidth to handle the required transaction volume, and even if the wo… [+9396 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3009 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+2953 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+2941 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3328 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3087 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+2897 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3098 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+2940 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3034 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3095 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3070 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3056 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3058 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3007 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3039 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3053 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3000 chars] in mid-may, youtube channel barely sociable, with nearly 400,000 subscribers, released a 40-minute video claiming that 49-year-old back is satoshi. the video has since raked up nearly 300,000 views. … [+945 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3072 chars] editors note:andreessen horowitzs crypto startup school brought together 45 participants from around the u.s. and overseas in a seven-week course to learn how to build crypto companies. andreessen ho… [+2503 chars] editors note: andreessen horowitzs crypto startup school brought together 45 participants from around the u.s. and overseas in a seven-week course to learn how to build crypto companies. andreessen h… [+2626 chars] its now clear that the coronavirus pandemic made the worlds most powerful tech companies even stronger, but what if bitcoin btc was a tech stock?\\r\\napple and microsoft retained their trillion-dollar m… [+1830 chars] <ul><li>an investor in cryptocurrency hedge funds saw nearly 99% of a $250,000 investment wiped out after his chosen fund collapsed during the market meltdown.</li><li>\"i don\\'t really know what happe… [+2671 chars] a chunk of bitcoin btc has just moved for the first time since it was mined way back in 2009, causing some to speculate that satoshi nakamoto has returned.\\r\\nthe shift was detected by twitter-based bl… [+1221 chars] new wave tech stocks like zoom and tesla have earned investors huge profits already this year, but when it comes to the worlds top actively managed\\xa0exchange traded funds (etfs)\\xa0\\xa0a diverse and balance… [+4244 chars] exchange traded funds (etfs) solve a critical problem for many investors: stock trading is both complicated and time consuming\\xa0 so why not let someone else do it?\\r\\nwell, only a handful of technology-… [+4073 chars] editor\\'s note: with so much market volatility, stay on top of daily news! get caught up in minutes with our speedy summary of today\\'s must-read news and expert opinions. sign up here! \\r\\n(kitco news)\\xa0… [+2635 chars] that doesn\\'t mean that the u.s. is going to pivot to a digital blockchain dollar, coindesk reports. rather, the national science foundation funded krnc because it\\'s interested in exploring new ways t… [+555 chars] as shutdowns around the world aimed at mitigating the spread of the novel coronavirus continues, the global economic picture is becoming increasingly bleak. here is how the money continues to flow in… [+9034 chars] thanks to bitcoin, cryptocurrency is no longer a foreign concept to many people. then again, even though it has entered mainstream consciousness, it doesn\\'t necessarily mean that the public is alread… [+1226 chars] the introduction of bitcoin in 2009 turned more research attention towards generalized blockchains, and privacy issues\\r\\nlead in turn to seeking methods to make blockchains more private.\\r\\nbut it took … [+21408 chars] following the death of the founder of canadian digital currency platform quadrigacx, investigators at canada’s biggest securities regulator dug into the mysterious case that had stranded more than $1… [+3694 chars] i read my friend nick bilton‘s book american kingpin over the last few weeks. it is the story of ross ulbricht (aka dread pirate roberts), the founder and owner of the silk road.\\r\\nit is a fascinating… [+1735 chars] named tycoon after references in the code, this ransomware has been active since december 2019 and looks to be the work of cyber criminals who are highly selective in their targeting. the malware als… [+1552 chars] robinhood users simply cant catch a break. first, a series of interruptions rocked the platform on some of the most volatile days in stock market history, for which the company offered only lacklustr… [+2044 chars] when it comes to vpn providers, very few of them actually offer a free trial of the service. expressvpn is one of the ones that does not, though that doesn\\'t mean you have to sign up for a risky long… [+1982 chars] following in the footsteps of psystar, a new company called \"opencore computer\" this week launched a commercial hackintosh computer called the \"velociraptor,\" which is a violation of apple\\'s end-user… [+2117 chars] opinions expressed by entrepreneur contributors are their own.\\r\\nas the coronavirus pandemic progresses, it seems as if there’s nothing but bad news\\xa0every hour — more cases, more tragedies\\xa0and more re… [+6170 chars] game from scratch reports a harrowing experience — an anonymous threat to pay bitcoin or have false claims made about their game dev tutorials to youtube — and a horrifying one to go with it: youtube… [+3575 chars] an it support bod who reportedly stole more than £30,000 in bitcoin, litecoin and ethereum has been jailed.\\r\\nmark andrews of st helens, northwest england, was sentenced to prison by liverpool crown c… [+2411 chars] for the past year, a site called privnotes.com has been impersonating privnote.com, a legitimate, free service that offers private, encrypted messages which self-destruct automatically after they are… [+5175 chars]'"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concatenate all of the bitcoin text together\n",
    "bitcoin_sent = []\n",
    "for sent in bitcoin_tokens['Text']:\n",
    "    sent_list = sent\n",
    "    bitcoin_sent.append(sent_list)\n",
    "    \n",
    "one_string_bitcoin = ' '.join(bitcoin_sent)\n",
    "one_string_bitcoin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the NER processor on all of the text\n",
    "bitcoin_doc = nlp(one_string_bitcoin)\n",
    "# Add a title to the document\n",
    "bitcoin_doc.user_data['title'] = 'Bitcoin NER'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><h2 style=\"margin: 0\">Bitcoin NER</h2>\n",
       "\n",
       "<div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">the winklevoss twinsthe brothers \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    mark zuckerberg\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " allegedly stole the idea for facebook fromare making a movie about themselves, deadline reported \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    this week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ". if that doesnt seem masturbatory enough, r… [\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +2657\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " chars] if youre planning to do some protesting and you dont want to risk your expensive smartphone in the processor you simply want to keep yourself as anonymous as possible while youre outconsider buying a… [+5568 chars] reuters\r",
       "</br>&lt;ul&gt;&lt;li&gt;\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    goldman sachs\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " gave \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    five\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " reasons why it thinks \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " is &quot;not an asset class&quot; nor &quot;a suitable investment&quot; in a presentation \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    wednesday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " morning.&lt;/li&gt;&lt;li&gt;\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    goldman\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " observed that the crypt… [+3412 chars] &lt;ul&gt;&lt;li&gt;famed investor \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    michael novogratz\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " tweeted on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    monday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " that \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " will soon take out the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    $10,000 resistance\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " level, telling his followers, &quot;get on the train.&quot;&lt;/li&gt;&lt;li&gt;novogratz said that turmoil… [+2757 chars] our robot colleague satoshi nakaboto writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3004 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " every fucking day.\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in the … [\n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +3041\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " chars] opinions expressed by entrepreneur contributors are their own.\r",
       "</br>despite recent price volatility and global macroeconomic uncertainty, \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2020\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " is \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    a big year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " for \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ". although a large number of busine… [\n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +6168\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " chars] \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " has always had the potential to become a world standard for money. even if the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " that powers \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " lacks the bandwidth to handle the required transaction volume, and even if the wo… [+9396 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [\n",
       "<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +3009\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PRODUCT</span>\n",
       "</mark>\n",
       " chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+2953 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+2941 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3328 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3087 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+2897 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3098 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+2940 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3034 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3095 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3070 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3056 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3058 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3007 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3039 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3053 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3000 chars] in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    mid-may\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", youtube channel barely sociable, with \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    nearly 400,000\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " subscribers, released a 40-minute video claiming that 49-year-old back is satoshi. the video has since raked up \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    nearly 300,000\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " views. … [+945 chars] our robot colleague satoshi nakaboto writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [\n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +3072\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " chars] editors note:\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andreessen\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " horowitzs \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    crypto startup school\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " brought together \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    45\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " participants from around the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    u.s.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " and overseas in a \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    seven-week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " course to learn how to build crypto companies. \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andreessen ho…\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " [+2503 chars] editors note: \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andreessen\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " horowitzs \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    crypto startup school\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " brought together \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    45\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " participants from around the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    u.s.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " and overseas in a \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    seven-week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " course to learn how to build crypto companies. andreessen h… [+2626 chars] its now clear that the coronavirus pandemic made the worlds most powerful tech companies even stronger, but what if \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc was a tech stock?\r",
       "</br>apple and \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    microsoft\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " retained their \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    trillion-dollar\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " m… [+1830 chars] &lt;ul&gt;&lt;li&gt;an investor in cryptocurrency hedge funds saw \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    nearly 99%\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERCENT</span>\n",
       "</mark>\n",
       " of a $\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    250,000\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " investment wiped out after his chosen fund collapsed during the market \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    meltdown.&lt;/li&gt;&lt;li&gt;&quot;i\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " don't really know what happe… [+2671 chars] a chunk of bitcoin btc has just moved for the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " time since it was mined way back in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2009\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", causing some to speculate that satoshi nakamoto has returned.\r",
       "</br>the shift was detected by twitter-based bl… [+1221 chars] new wave tech stocks like zoom and tesla have earned investors huge profits already \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    this year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", but when it comes to the worlds top actively managed exchange traded funds (etfs)  a diverse and balance… [+4244 chars] exchange traded funds (etfs) solve a critical problem for many investors: stock trading is both complicated and time consuming  so why not let someone else do it?\r",
       "</br>well, only a handful of technology-… [+4073 chars] editor's note: with so much market volatility, stay on top of \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    daily\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " news! get caught up in minutes with our speedy summary of \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "'s must-read news and expert opinions. sign up here! \r",
       "</br>(kitco news) … [+2635 chars] that doesn't mean that the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    u.s.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " is going to pivot to a digital blockchain dollar, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    coindesk\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " reports. rather, \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the national science foundation\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " funded \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    krnc\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " because it's interested in exploring new ways t… [+555 chars] as shutdowns around the world aimed at mitigating the spread of the novel coronavirus continues, the global economic picture is becoming increasingly bleak. here is how the money continues to flow in… [+9034 chars] thanks to \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", cryptocurrency is no longer a foreign concept to many people. then again, even though it has entered mainstream consciousness, it doesn't necessarily mean that the public is alread… [+1226 chars] the introduction of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2009\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " turned more research attention towards generalized blockchains, and privacy issues\r",
       "</br>lead in turn to seeking methods to make blockchains more private.\r",
       "</br>but it took … [+21408 chars] following the death of the founder of \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    canadian\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " digital currency platform quadrigacx, investigators at \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    canada\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "’s biggest securities regulator dug into the mysterious case that had stranded \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    more than $1\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       "… [+3694 chars] i read my friend \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    nick bilton‘s\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " book \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    american\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " kingpin over \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the last few weeks\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ". it is the story of ross ulbricht (aka dread pirate roberts), the founder and owner of the silk road.\r",
       "</br>it is a fascinating… [+1735 chars] named tycoon after references in the code, this ransomware has been active since \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    december 2019\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " and looks to be the work of cyber criminals who are highly selective in their targeting. the malware als… [+1552 chars] robinhood users simply cant catch a break. \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       ", a series of interruptions rocked the platform on some of \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the most volatile days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " in stock market history, for which the company offered only lacklustr… [+2044 chars] when it comes to vpn providers, very few of them actually offer a free trial of the service. expressvpn is one of the ones that does not, though that doesn't mean you have to sign up for a risky long… [+1982 chars] following in the footsteps of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    psystar\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", a new company called &quot;opencore computer&quot; \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    this week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " launched a commercial hackintosh computer called the &quot;velociraptor,&quot; which is a violation of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    apple\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "'s end-user… [+2117 chars] opinions expressed by entrepreneur contributors are their own.\r",
       "</br>as the coronavirus pandemic progresses, it seems as if there’s nothing but bad news every hour — more cases, more tragedies and more re… [+6170 chars] game from scratch reports a harrowing experience — an anonymous threat to pay \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " or have false claims made about their game dev tutorials to youtube — and a horrifying one to go with it: youtube… [+3575 chars] an it support bod who reportedly stole more than £30,000 in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", litecoin and ethereum has been jailed.\r",
       "</br>mark \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andrews\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    st helens\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    northwest england\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       ", was sentenced to prison by \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    liverpool crown c…\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " [\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +2411\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " chars] for \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the past year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", a site called \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    privnotes.com\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " has been impersonating privnote.com, a legitimate, free service that offers private, encrypted messages which self-destruct automatically after they are… [+5175 chars]</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Render the visualization\n",
    "displacy.render(bitcoin_doc, style='ent')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mark zuckerberg PERSON\n",
      "this week DATE\n",
      "+2657 ORG\n",
      "goldman sachs ORG\n",
      "five CARDINAL\n",
      "bitcoin PERSON\n",
      "wednesday DATE\n",
      "goldman ORG\n",
      "michael novogratz PERSON\n",
      "monday DATE\n",
      "bitcoin GPE\n",
      "$10,000 resistance MONEY\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "+3041 WORK_OF_ART\n",
      "2020 DATE\n",
      "a big year DATE\n",
      "bitcoin GPE\n",
      "+6168 WORK_OF_ART\n",
      "bitcoin GPE\n",
      "blockchain GPE\n",
      "bitcoin PERSON\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "+3009 PRODUCT\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "mid-may DATE\n",
      "nearly 400,000 CARDINAL\n",
      "nearly 300,000 CARDINAL\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "+3072 WORK_OF_ART\n",
      "andreessen ORG\n",
      "crypto startup school ORG\n",
      "45 CARDINAL\n",
      "u.s. GPE\n",
      "seven-week DATE\n",
      "andreessen ho… PERSON\n",
      "andreessen ORG\n",
      "crypto startup school ORG\n",
      "45 CARDINAL\n",
      "u.s. GPE\n",
      "seven-week DATE\n",
      "bitcoin GPE\n",
      "microsoft ORG\n",
      "trillion-dollar MONEY\n",
      "nearly 99% PERCENT\n",
      "250,000 MONEY\n",
      "meltdown.</li><li>\"i GPE\n",
      "first ORDINAL\n",
      "2009 DATE\n",
      "this year DATE\n",
      "daily DATE\n",
      "today DATE\n",
      "u.s. GPE\n",
      "coindesk PERSON\n",
      "the national science foundation ORG\n",
      "krnc PERSON\n",
      "bitcoin GPE\n",
      "bitcoin GPE\n",
      "2009 DATE\n",
      "canadian NORP\n",
      "canada GPE\n",
      "more than $1 MONEY\n",
      "nick bilton‘s PERSON\n",
      "american NORP\n",
      "the last few weeks DATE\n",
      "december 2019 DATE\n",
      "first ORDINAL\n",
      "the most volatile days DATE\n",
      "psystar GPE\n",
      "this week DATE\n",
      "apple ORG\n",
      "bitcoin GPE\n",
      "bitcoin GPE\n",
      "andrews PERSON\n",
      "st helens GPE\n",
      "northwest england LOC\n",
      "liverpool crown c… ORG\n",
      "+2411 ORG\n",
      "the past year DATE\n",
      "privnotes.com ORG\n"
     ]
    }
   ],
   "source": [
    "# List all Entities\n",
    "for ent in bitcoin_doc.ents:\n",
    "    print (ent, ent.label_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ethereum NER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'editor’s note:andreessen horowitzscrypto startup school brought together 45 participants from around the u.s. and overseas in a seven-week course to learn how to build crypto companies. andreessen ho… [+3009 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3095 chars] editors note:andreessen horowitzs crypto startup school brought together 45 participants from around the u.s. and overseas in a seven-week course to learn how to build crypto companies. andreessen ho… [+2503 chars] for developers looking to quickly build identity management into their platforms, the most readily available options don’t stray far from the internet’s biggest, most data-hungry platforms.\\r\\nmagic, a… [+2450 chars] akron, ohio, the hometown of lebron james and the seat of the us tire industry; the one hundred and twenty seventh largest city in the us; and the home of america’s first toy company is now the lates… [+3647 chars] some open-source groups, such as the linux foundation, can deal with it. others aren\\'t so fortunate. some, such as drupal foundation, the open source initiative (osi), open source matters (joomla), a… [+1202 chars] imagine sending $133 to a friend and being charged a $2.5 million fee. that seems to be the case for a cryptocurrency user who paid a $2.5 million transaction fee during a trade on wednesday morning … [+2684 chars] back in march, we put out our call for ideas to \"fix-the-internet\". 1500 of you showed up and well over a hundred projects are now underway. now we\\'re launching our v2: the mozilla builders incubator… [+469 chars] an it support bod who reportedly stole more than £30,000 in bitcoin, litecoin and ethereum has been jailed.\\r\\nmark andrews of st helens, northwest england, was sentenced to prison by liverpool crown c… [+2411 chars] intel announced crosstalk, a new side-channel attack that can leak data from cpu buffers. it’s the same story we’ve heard before. bits of internal cpu state can be inferred by other processes. this a… [+5744 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3087 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3070 chars] our robot colleague satoshi nakaboto writes about bitcoin btc every fucking day.\\r\\nwelcome to another edition of bitcoin today, where i, satoshi nakaboto, tell you whats been going on with bitcoin in … [+3007 chars] blockchain technology is cementing its position in the business marketplace to help you get more customers. gratefully, the first thing that blockchain will help with is better security. but it’s goi… [+9561 chars] bitcoin has always had the potential to become a world standard for money. even if the blockchain that powers bitcoin lacks the bandwidth to handle the required transaction volume, and even if the wo… [+9396 chars] as shutdowns around the world aimed at mitigating the spread of the novel coronavirus continues, the global economic picture is becoming increasingly bleak. here is how the money continues to flow in… [+9034 chars] about this page\\r\\nthis is a techmeme archive page.\\r\\nit shows how the site appeared at 1:25\\xa0am\\xa0et, june\\xa013,\\xa02020.\\r\\nthe most current version of the site as always is available at our home page.\\r\\nto view… [+67 chars] opinions expressed by entrepreneur contributors are their own.\\r\\ndespite recent price volatility\\xa0and global macroeconomic uncertainty, 2020 is a big year for bitcoin. although a large number of busine… [+6168 chars] federal reserve board chairman jerome h. powell provided a statement on may 28, 2020, regarding the suitability of ameribor as a replacement to libor. ameribor uses a permissioned version of ethereum… [+6230 chars] data breachcoincheck has fallen\\xa0victim to a data breach\\xa0after attackers accessed one of its domain name accounts and used it to impersonate the cryptocurrency exchange. the japanese firm said tuesday… [+2909 chars] trail partners ethereum and ethereum classic are soon to split ways, highlighted by the latters successful phoenix hard fork sunday night.\\r\\nexecuted at block 10,500,839 on may 31, the backwards-incom… [+4650 chars] poland - 2020/03/13: in this photo illustration an ethereum, cryptocurrency logo seen displayed on a ... [+] smartphone. stock market prices in the background as stock markets tumble all over the wor… [+2937 chars] photo taken in new york city, united states\\r\\ngetty\\r\\non jun. 10, an unknown crypto user sent $130 worth of ethereum (eth). such a transaction would normally be innocuous, but the user doled out 10,668… [+2505 chars] hackers who obtained personal data on users of canadian cryptocurrency exchange coinsquare say they plan to use the information to perform so-called sim swapping attacks, according to one of the hack… [+3753 chars] its costing more to use ethereum and that may be because more users are flocking to the platform than ever before, according to one key on-chain metric. analysts say the growth of both transactions a… [+5218 chars] the most popular way to use bitcoin off-chain is on ethereum, recent data indicates.\\xa0\\r\\nsince 2016, software engineers have worked to extend the oldest and largest cryptocurrency’s use cases through a… [+4965 chars] crypto assets have become a vivid example of the statement what goes up, must come down and time after time we are convinced of the validity of this phrase. overcoming the threshold could have opened… [+2372 chars] introduction\\r\\nthe u.s. patent and trademark office (uspto) has recently published that visa (v) has filed a patent application for a digital fiat currency. the application mentions ethereum (eth-usd)… [+8793 chars] the ethereum foundation followed up on its 2019 gift to the united nations childrens fund (unicef) this week with a second cryptocurrency donation.\\xa0\\r\\nunicef crypto portfolio manager cecilia chapiro s… [+5371 chars] a high severity vulnerability was found and patched in ethereum wallet argent, according to leading white-hat hackers openzeppelin.\\r\\ndisclosed friday, openzeppelin security researcher alice henshaw d… [+2400 chars] ethereum is potentially just days away from breaking out above a key level of resistance against its bitcoin trading pair.\\r\\nthe worlds second largest cryptocurrency has made a significant 22% gain ag… [+2358 chars] the blockchain industry desperately needs password solutions that arent such a royal pain in the neck.\\r\\nthats why the san francisco-based startup magic just raised a $4 million seed round from invest… [+4122 chars] new york congressional candidate jonathan herzog hosted a live youtube broadcast with ethereum creator vitalik buterin on monday, along with author and activist glen weyl.\\xa0\\r\\nherzog is a democrat who … [+5101 chars] with ethereum logging it’s busiest week on record and the number of bitcoin whales headed up, coindesk’s markets daily bitcoin news roundup is back!\\r\\nfor early access before our regular noon eastern … [+912 chars] the comp governance token is seeing massive gains (increasing more than 270% day over day, according to\\xa0coindesks first mover\\xa0team), as well as potential listings on coinbase pro and\\xa0coinflip, a cryp… [+8791 chars] if, in the compressed time of blockchain existence, the crypto winter of 2018-2019 was ethereums dark ages, then were now in its renaissance.\\xa0\\r\\nbut its an open question whether the blockchain platfor… [+14576 chars] the latest implementation of bitcoin (btc) on the ethereum blockchain quietly went live this week.\\r\\nthere are 1.24 renbtc live on the ethereum mainnet now, according to etherscan. three sources with … [+3212 chars] bitcoin and ether are soundly beating nearly all major global equities indices on the year. of the two, ether is handily beating bitcoin’s price performance when the market is moving higher.\\xa0\\r\\nthe se… [+4214 chars] consensys’ new regulatory compliance product will be at hand to analyze transactions in the growing decentralized finance (defi) space. \\r\\nthe ethereum venture studio said the newly-launched codefi co… [+2531 chars] ethereum development house consensys is being backed by heavy hitters like binance and huobi to test its new staking-as-a-service offering, designed to make it easy for institutions to earn income fr… [+6404 chars] osho jha is an investor, data scientist and tech company executive who enjoys finding and analyzing unique data sets for investing in both public and private markets.\\xa0\\r\\nwith the halving capturing the… [+6551 chars] keep network says a flawed code addition forced the shutdown of its bitcoin-backed ethereum token, tbtc, just two days after it launched.\\r\\non may 18, deposits of bitcoin into tbtc were paused for 10 … [+2903 chars] matic, a sidechain scaling solution for ethereum, began deploying its mainnet on sunday.\\r\\nthe india-based matic foundation announced via a blog post that it had brought 10 nodes online, the first vol… [+2723 chars] ethereum was created to carry out complex applications bitcoin supposedly couldnt handle. a new app brings the idea full circle.\\r\\npseudonymous developer fiatjaf has created etleneum, which he describ… [+6387 chars] reddit is anticipating big demand for its ethereum-based community points system only one month after rolling out the product.\\r\\nnow the social media site is looking for a scaling solution.\\r\\nposted in… [+2596 chars] top 3 benefits of using blockchain development the blockchain is going to be the most popularly used technology in recent times. the reason is it is straightforward. it can combine very complex and e… [+1148 chars] j. christopher giancarlo, former chairman of the commodity futures trading commission (cftc), at the ... [+] milken institute global conference in beverly hills. since leaving the cftc he\\'s become an… [+10417 chars]'"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concatenate all of the bitcoin text together\n",
    "eth_sent = []\n",
    "for sent in ethereum_tokens['Text']:\n",
    "    sent_list_eth = sent\n",
    "    eth_sent.append(sent_list_eth)\n",
    "    \n",
    "one_string_eth = \" \".join(eth_sent)\n",
    "one_string_eth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the NER processor on all of the text\n",
    "\n",
    "# Add a title to the document\n",
    "eth_doc = nlp(one_string_eth)\n",
    "eth_doc.user_data['title'] = 'Ethereum NER'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><h2 style=\"margin: 0\">Ethereum NER</h2>\n",
       "\n",
       "<div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">editor’s note:\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andreessen\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " horowitzscrypto startup school brought together \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    45\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " participants from around the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    u.s.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " and overseas in a \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    seven-week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " course to learn how to build crypto companies. \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andreessen ho…\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " [\n",
       "<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +3009\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PRODUCT</span>\n",
       "</mark>\n",
       " chars] our robot colleague satoshi nakaboto writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3095 chars] editors note:\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andreessen\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " horowitzs \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    crypto startup school\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " brought together \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    45\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " participants from around the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    u.s.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " and overseas in a \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    seven-week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " course to learn how to build crypto companies. \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andreessen ho…\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " [+2503 chars] for developers looking to quickly build identity management into their platforms, the most readily available options don’t stray far from the internet’s biggest, most data-hungry platforms.\r",
       "</br>magic, a… [+2450 chars] \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    akron\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ohio\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", the hometown of \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    lebron james\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " and the seat of the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    us\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " tire industry; \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the one hundred and twenty seventh\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " largest city in the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    us\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "; and the home of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    america\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "’s first toy company is now the lates… [+3647 chars] some open-source groups, such as \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the linux foundation\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       ", can deal with it. others aren't so fortunate. some, such as drupal foundation, the open source initiative (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    osi\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "), open source matters (joomla), a… [+1202 chars] imagine sending $\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    133\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " to a friend and being charged a \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    $2.5 million\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " fee. that seems to be the case for a cryptocurrency user who paid a \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    $2.5 million\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " transaction fee during a trade on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    wednesday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    morning\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " … [+2684 chars] back in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    march\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", we put out our call for ideas to &quot;fix-the-internet&quot;. \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1500\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " of you showed up and \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    well over a hundred\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " projects are now underway. now we're launching our v2: the mozilla builders incubator… [+469 chars] an it support bod who reportedly stole more than £30,000 in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", litecoin and ethereum has been jailed.\r",
       "</br>mark \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    andrews\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    st helens\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    northwest england\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
       "</mark>\n",
       ", was sentenced to prison by \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    liverpool crown c…\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " [\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +2411\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " chars] \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    intel\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " announced crosstalk, a new side-channel attack that can leak data from cpu buffers. it’s the same story we’ve heard before. \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bits\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " of internal cpu state can be inferred by other processes. this a… [+5744 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3087 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3070 chars] our robot colleague \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    satoshi nakaboto\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " writes about \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " btc \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    every fucking day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>welcome to another edition of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    today\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", where i, satoshi nakaboto, tell you whats been going on with \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " in … [+3007 chars] \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " technology is cementing its position in the business marketplace to help you get more customers. gratefully, the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " thing that \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " will help with is better security. but it’s \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    goi\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "… [+9561 chars] \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " has always had the potential to become a world standard for money. even if the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " that powers \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " lacks the bandwidth to handle the required transaction volume, and even if the wo… [+9396 chars] as shutdowns around the world aimed at mitigating the spread of the novel coronavirus continues, the global economic picture is becoming increasingly bleak. here is how the money continues to flow in… [+9034 chars] about this page\r",
       "</br>this is a techmeme archive page.\r",
       "</br>it shows how the site appeared at \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1:25\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       " am et, \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    june 13\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", 2020.\r",
       "</br>the most current version of the site as always is available at our home page.\r",
       "</br>to view… [+67 chars] opinions expressed by entrepreneur contributors are their own.\r",
       "</br>despite recent price volatility and global macroeconomic uncertainty, \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2020\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " is \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    a big year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " for \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ". although a large number of busine… [\n",
       "<mark class=\"entity\" style=\"background: #f0d0ff; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +6168\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">WORK_OF_ART</span>\n",
       "</mark>\n",
       " chars] \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    federal reserve board\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " chairman \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    jerome h. powell\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " provided a statement on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    may 28, 2020\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", regarding the suitability of ameribor as a replacement to libor. ameribor uses a permissioned version of ethereum… [+6230 chars] data breachcoincheck has fallen victim to a data breach after attackers accessed \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    one\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " of its domain name accounts and used it to impersonate the cryptocurrency exchange. the \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    japanese\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " firm said \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tuesday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       "… [+2909 chars] trail partners ethereum and ethereum classic are soon to split ways, highlighted by the latters successful phoenix hard fork \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    sunday night\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">TIME</span>\n",
       "</mark>\n",
       ".\r",
       "</br>executed at block \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    10,500,839\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    may 31\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", the backwards-incom… [+4650 chars] \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    poland\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " - 2020/03/13: in this photo illustration an ethereum, cryptocurrency logo seen displayed on a ... [+] smartphone. stock market prices in the background as stock markets tumble all over the wor… [+2937 chars] photo taken in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    new york city\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ", \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    united states\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "\r",
       "</br>getty\r",
       "</br>on jun. 10, an unknown crypto user sent $\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    130\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " worth of ethereum (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    eth\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "). such a transaction would normally be innocuous, but the user doled out \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    10,668\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       "… [+2505 chars] hackers who obtained personal data on users of \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    canadian\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " cryptocurrency exchange coinsquare say they plan to use the information to perform so-called sim swapping attacks, according to one of the hack… [\n",
       "<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +3753\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PRODUCT</span>\n",
       "</mark>\n",
       " chars] its costing more to use ethereum and that may be because more users are flocking to the platform than ever before, according to \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    one\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " key on-chain metric. analysts say the growth of both transactions a… [+5218 chars] the most popular way to use bitcoin off-chain is on ethereum, recent data indicates. \r",
       "</br>since \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2016\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", software engineers have worked to extend the oldest and largest cryptocurrency’s use cases through a… [+4965 chars] crypto assets have become a vivid example of the statement what goes up, must come down and time after time we are convinced of the validity of this phrase. overcoming the threshold could have opened… [\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +2372\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " chars] introduction\r",
       "</br>the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    u.s.\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " patent and trademark office (uspto) has recently published that visa (v) has filed a patent application for a \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    digital fiat\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " currency. the application mentions ethereum (eth-usd)… [+8793 chars] the ethereum foundation followed up on its \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    2019\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " gift to \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the united nations childrens fund\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " (unicef) \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    this week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " with a \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " cryptocurrency donation. \r",
       "</br>unicef crypto portfolio manager cecilia chapiro s… [+5371 chars] a high severity vulnerability was found and patched in ethereum wallet argent, according to leading white-hat hackers openzeppelin.\r",
       "</br>disclosed \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    friday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", openzeppelin security researcher \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    alice henshaw\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " d… [+2400 chars] ethereum is potentially \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    just days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " away from breaking out above a key level of resistance against its \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " trading pair.\r",
       "</br>the worlds \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    second\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " largest cryptocurrency has made a significant \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    22%\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERCENT</span>\n",
       "</mark>\n",
       " gain \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ag\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "… [+2358 chars] the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " industry desperately needs password solutions that arent such a royal pain in the neck.\r",
       "</br>thats why the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    san francisco\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "-based startup magic just raised a \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    $4 million\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
       "</mark>\n",
       " seed round from invest… [+4122 chars] \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    new york\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " congressional candidate \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    jonathan herzog\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " hosted a live youtube broadcast with ethereum creator \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    vitalik buterin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    monday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", along with author and activist \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    glen weyl\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ". \r",
       "</br>herzog is a \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    democrat\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       " who … [+5101 chars] with ethereum logging it’s busiest week on record and the number of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " whales headed up, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    coindesk\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       "’s markets \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    daily\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " news roundup is back!\r",
       "</br>for early access before our regular noon eastern … [+912 chars] the comp governance token is seeing massive gains (increasing \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    more than 270%\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERCENT</span>\n",
       "</mark>\n",
       " day \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    over day\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", according to coindesks first mover team), as well as potential listings on coinbase pro and coinflip, a cryp… [+8791 chars] if, in the compressed time of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " existence, the crypto \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    winter of 2018-2019\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " was \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    ethereums dark ages\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", then were now in its renaissance. \r",
       "</br>but its an open question whether the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " platfor… [+14576 chars] the latest implementation of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " (btc) on the ethereum blockchain quietly went live \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    this week\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>there are \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    1.24\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " renbtc live on the ethereum mainnet now, according to \n",
       "<mark class=\"entity\" style=\"background: #c887fb; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    etherscan\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">NORP</span>\n",
       "</mark>\n",
       ". \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    three\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " sources with … [\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +3212\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " chars] bitcoin and ether are soundly beating nearly all major global equities indices on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the year\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ". of the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    two\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       ", ether is handily beating \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "’s price performance when the market is moving higher. \r",
       "</br>the se… [+4214 chars] consensys’ new regulatory compliance product will be at hand to analyze transactions in the growing decentralized finance (defi) space. \r",
       "</br>the ethereum venture studio said the newly-launched codefi co… [+2531 chars] ethereum development house consensys is being backed by heavy hitters like binance and \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    huobi\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " to test its new staking-as-a-service offering, designed to make it easy for institutions to earn income fr… [+6404 chars] \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    osho jha\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       " is an investor, data scientist and \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    tech company\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " executive who enjoys finding and analyzing unique data sets for investing in both public and private markets. \r",
       "</br>with the halving capturing the… [+6551 chars] keep network says a flawed code addition forced the shutdown of its \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "-backed ethereum token, tbtc, \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    just two days\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " after it launched.\r",
       "</br>on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    may 18\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ", deposits of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    bitcoin\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " into tbtc were paused for \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    10\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " … [+2903 chars] matic, a sidechain scaling solution for ethereum, began deploying its mainnet on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    sunday\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    india\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       "-based \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    matic foundation\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " announced via a blog post that it had brought \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    10\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " nodes online, the \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    first\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
       "</mark>\n",
       " vol… [+2723 chars] ethereum was created to carry out complex applications bitcoin supposedly couldnt handle. a new \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    app\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " brings the idea full circle.\r",
       "</br>pseudonymous developer \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    fiatjaf\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " has created etleneum, which he describ… [+6387 chars] reddit is anticipating big demand for its ethereum-based community points system \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    only one month\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " after rolling out the product.\r",
       "</br>now the social media site is looking for a scaling solution.\r",
       "</br>posted in… [+2596 chars] top \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    3\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">CARDINAL</span>\n",
       "</mark>\n",
       " benefits of using blockchain development the \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    blockchain\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       " is going to be the most popularly used technology in recent times. the reason is it is straightforward. it can combine very complex and e… [+1148 chars] \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    j. christopher giancarlo\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
       "</mark>\n",
       ", former chairman of \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    the commodity futures trading commission\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    cftc\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       "), at the ... [+] milken institute global conference in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    beverly hills\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
       "</mark>\n",
       ". since leaving the \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    cftc\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " he's become an… [\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    +10417\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " chars]</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Render the visualization\n",
    "displacy.render(eth_doc, style='ent')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "andreessen ORG\n",
      "45 CARDINAL\n",
      "u.s. GPE\n",
      "seven-week DATE\n",
      "andreessen ho… PERSON\n",
      "+3009 PRODUCT\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "andreessen ORG\n",
      "crypto startup school ORG\n",
      "45 CARDINAL\n",
      "u.s. GPE\n",
      "seven-week DATE\n",
      "andreessen ho… PERSON\n",
      "akron ORG\n",
      "ohio GPE\n",
      "lebron james PERSON\n",
      "us GPE\n",
      "the one hundred and twenty seventh DATE\n",
      "us GPE\n",
      "america GPE\n",
      "the linux foundation ORG\n",
      "osi ORG\n",
      "133 MONEY\n",
      "$2.5 million MONEY\n",
      "$2.5 million MONEY\n",
      "wednesday DATE\n",
      "morning TIME\n",
      "march DATE\n",
      "1500 CARDINAL\n",
      "well over a hundred CARDINAL\n",
      "bitcoin GPE\n",
      "andrews PERSON\n",
      "st helens GPE\n",
      "northwest england LOC\n",
      "liverpool crown c… ORG\n",
      "+2411 ORG\n",
      "intel ORG\n",
      "bits PERSON\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "satoshi nakaboto PERSON\n",
      "bitcoin GPE\n",
      "every fucking day DATE\n",
      "bitcoin GPE\n",
      "today DATE\n",
      "bitcoin GPE\n",
      "blockchain GPE\n",
      "first ORDINAL\n",
      "blockchain GPE\n",
      "goi ORG\n",
      "bitcoin GPE\n",
      "blockchain GPE\n",
      "bitcoin PERSON\n",
      "1:25 TIME\n",
      "june 13 DATE\n",
      "2020 DATE\n",
      "a big year DATE\n",
      "bitcoin GPE\n",
      "+6168 WORK_OF_ART\n",
      "federal reserve board ORG\n",
      "jerome h. powell PERSON\n",
      "may 28, 2020 DATE\n",
      "one CARDINAL\n",
      "japanese NORP\n",
      "tuesday DATE\n",
      "sunday night TIME\n",
      "10,500,839 CARDINAL\n",
      "may 31 DATE\n",
      "poland GPE\n",
      "new york city GPE\n",
      "united states GPE\n",
      "130 MONEY\n",
      "eth ORG\n",
      "10,668 CARDINAL\n",
      "canadian NORP\n",
      "+3753 PRODUCT\n",
      "one CARDINAL\n",
      "2016 DATE\n",
      "+2372 ORG\n",
      "u.s. GPE\n",
      "digital fiat ORG\n",
      "2019 DATE\n",
      "the united nations childrens fund ORG\n",
      "this week DATE\n",
      "second ORDINAL\n",
      "friday DATE\n",
      "alice henshaw PERSON\n",
      "just days DATE\n",
      "bitcoin GPE\n",
      "second ORDINAL\n",
      "22% PERCENT\n",
      "ag ORG\n",
      "blockchain GPE\n",
      "san francisco GPE\n",
      "$4 million MONEY\n",
      "new york GPE\n",
      "jonathan herzog PERSON\n",
      "vitalik buterin PERSON\n",
      "monday DATE\n",
      "glen weyl PERSON\n",
      "democrat NORP\n",
      "bitcoin GPE\n",
      "coindesk PERSON\n",
      "daily DATE\n",
      "bitcoin GPE\n",
      "more than 270% PERCENT\n",
      "over day DATE\n",
      "blockchain GPE\n",
      "winter of 2018-2019 DATE\n",
      "ethereums dark ages PERSON\n",
      "blockchain GPE\n",
      "bitcoin GPE\n",
      "this week DATE\n",
      "1.24 CARDINAL\n",
      "etherscan NORP\n",
      "three CARDINAL\n",
      "+3212 ORG\n",
      "the year DATE\n",
      "two CARDINAL\n",
      "bitcoin GPE\n",
      "huobi GPE\n",
      "osho jha PERSON\n",
      "tech company ORG\n",
      "bitcoin GPE\n",
      "just two days DATE\n",
      "may 18 DATE\n",
      "bitcoin GPE\n",
      "10 CARDINAL\n",
      "sunday DATE\n",
      "india GPE\n",
      "matic foundation ORG\n",
      "10 CARDINAL\n",
      "first ORDINAL\n",
      "app ORG\n",
      "fiatjaf GPE\n",
      "only one month DATE\n",
      "3 CARDINAL\n",
      "blockchain GPE\n",
      "j. christopher giancarlo PERSON\n",
      "the commodity futures trading commission ORG\n",
      "cftc ORG\n",
      "beverly hills GPE\n",
      "cftc ORG\n",
      "+10417 ORG\n"
     ]
    }
   ],
   "source": [
    "# List all Entities\n",
    "for ent in eth_doc.ents:\n",
    "    print (ent, ent.label_)"
   ]
  }
 ],
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