crypto_sentiment-checkpoint.ipynb

{
 "cells": [
  {
   "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": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial imports\n",
    "import os\n",
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "from newsapi import NewsApiClient\n",
    "import nltk\n",
    "from dotenv import load_dotenv\n",
    "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
    "from dotenv import load_dotenv\n",
    "load_dotenv()\n",
    "analyzer = SentimentIntensityAnalyzer()\n",
    "\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package vader_lexicon to\n",
      "[nltk_data]     /Users/nathaliekelley/nltk_data...\n",
      "[nltk_data]   Package vader_lexicon is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "# Download/Update the VADER Lexicon\n",
    "nltk.download('vader_lexicon')\n",
    "\n",
    "# Initialize the VADER sentiment analyzer\n",
    "analyzer = SentimentIntensityAnalyzer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read your api key environment variable\n",
    "api_key = os.getenv(\"news_api\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create a newsapi client\n",
    "newsapi = NewsApiClient(api_key=api_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total articles about Bitcoin: 3758\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'source': {'id': None, 'name': 'Gizmodo.com'},\n",
       " 'author': 'John Biggs',\n",
       " 'title': 'Crypto Traders Cut Out the Middleman, Simply Rob Victim',\n",
       " 'description': 'Two alleged crypto traders in Singapore apparently came up with a fool-proof plan: rather than convert a customer’s 365,000 Singapore dollars to bitcoin, they would simply rob the victim when he came in to do the trade.Read more...',\n",
       " 'url': 'https://gizmodo.com/crypto-traders-cut-out-the-middleman-simply-rob-victim-1845011301',\n",
       " 'urlToImage': 'https://i.kinja-img.com/gawker-media/image/upload/c_fill,f_auto,fl_progressive,g_center,h_675,pg_1,q_80,w_1200/li0fkkejdmaugm8v1fkw.jpg',\n",
       " 'publishedAt': '2020-09-10T14:28:00Z',\n",
       " 'content': 'Two alleged crypto traders in Singapore apparently came up with a fool-proof plan: rather than convert a customers 365,000 Singapore dollars to bitcoin, they would simply rob the victim when he came … [+1735 chars]'}"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fetch the Bitcoin news articles\n",
    "# YOUR CODE HERE!\n",
    "Bitcoin_headlines = newsapi.get_everything(\n",
    "    q=\"Bitcoin\",\n",
    "    language=\"en\",\n",
    "    \n",
    ")\n",
    "# Print total articles\n",
    "print(f\"Total articles about Bitcoin: {Bitcoin_headlines['totalResults']}\")\n",
    "\n",
    "# Show sample article\n",
    "Bitcoin_headlines[\"articles\"][0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total articles about Ethereum: 1417\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'source': {'id': 'mashable', 'name': 'Mashable'},\n",
       " 'author': 'Stan Schroeder',\n",
       " 'title': 'Crypto wallet MetaMask finally launches on iOS and Android, and it supports Apple Pay',\n",
       " 'description': \"If you've interacted with cryptocurrencies in the past couple of years, there's a good chance you've used MetaMask. It's a cryptocurrency wallet in the form of a browser extension that supports Ethereum and its ecosystem, making it easy to connect with a dece…\",\n",
       " 'url': 'https://mashable.com/article/metamask-ios-android/',\n",
       " 'urlToImage': 'https://mondrian.mashable.com/2020%252F09%252F02%252Ffd%252Fe724b5edb4b644dba45958e17ad591e1.6b9c6.png%252F1200x630.png?signature=xIKBM112GVhTA9mUq0DRjCVGWSE=',\n",
       " 'publishedAt': '2020-09-02T16:00:00Z',\n",
       " 'content': \"If you've interacted with cryptocurrencies in the past couple of years, there's a good chance you've used MetaMask. It's a cryptocurrency wallet in the form of a browser extension that supports Ether… [+2291 chars]\"}"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fetch the Ethereum news articles\n",
    "Ethereum_headlines = newsapi.get_everything(\n",
    "    q=\"Ethereum\",\n",
    "    language=\"en\",\n",
    "    \n",
    ")\n",
    "# Print total articles\n",
    "print(f\"Total articles about Ethereum: {Ethereum_headlines['totalResults']}\")\n",
    "\n",
    "# Show sample article\n",
    "Ethereum_headlines[\"articles\"][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "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>Positive</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.6908</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.840</td>\n",
       "      <td>Two alleged crypto traders in Singapore appare...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>By Alexis Akwagyiram, Tom Wilson\\r\\n* Monthly ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.2732</td>\n",
       "      <td>0.063</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.937</td>\n",
       "      <td>“The COVID-19 pandemic has resulted in a mass ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>LAGOS/LONDON (Reuters) - Four months ago, Abol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>LAGOS/LONDON (Reuters) - Four months ago, Abol...</td>\n",
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      ],
      "text/plain": [
       "   Compound  Positive  Negative  Neutral  \\\n",
       "0   -0.6908     0.000      0.16    0.840   \n",
       "1    0.0000     0.000      0.00    1.000   \n",
       "2    0.2732     0.063      0.00    0.937   \n",
       "3    0.0000     0.000      0.00    1.000   \n",
       "4    0.0000     0.000      0.00    1.000   \n",
       "\n",
       "                                                Text  \n",
       "0  Two alleged crypto traders in Singapore appare...  \n",
       "1  By Alexis Akwagyiram, Tom Wilson\\r\\n* Monthly ...  \n",
       "2  “The COVID-19 pandemic has resulted in a mass ...  \n",
       "3  LAGOS/LONDON (Reuters) - Four months ago, Abol...  \n",
       "4  LAGOS/LONDON (Reuters) - Four months ago, Abol...  "
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the Bitcoin sentiment scores DataFrame\n",
    "Bitcoin_sentiments = []\n",
    "\n",
    "for article in Bitcoin_headlines[\"articles\"]:\n",
    "    try:\n",
    "        text = article[\"content\"]\n",
    "        \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({\n",
    "            \n",
    "            \n",
    "            \"Compound\": compound,\n",
    "            \"Positive\": pos,\n",
    "            \"Negative\": neg,\n",
    "            \"Neutral\": neu,\n",
    "            \"Text\": text\n",
    "            \n",
    "        })\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\", \"Positive\", \"Negative\", \"Neutral\",\"Text\"]\n",
    "Bitcoin_df = Bitcoin_df[cols]\n",
    "\n",
    "Bitcoin_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "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>Positive</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.7506</td>\n",
       "      <td>0.209</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.791</td>\n",
       "      <td>If you've interacted with cryptocurrencies in ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>TL;DR: The Complete Stock and Cryptocurrency I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>September\\r\\n18, 2020\\r\\n6 min read\\r\\nOpinion...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.7579</td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.819</td>\n",
       "      <td>LONDON (Reuters) - It sounds like a surefire b...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>NEW YORK (Reuters) - Brooklyn-based technology...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Compound  Positive  Negative  Neutral  \\\n",
       "0    0.7506     0.209       0.0    0.791   \n",
       "1    0.0000     0.000       0.0    1.000   \n",
       "2    0.0000     0.000       0.0    1.000   \n",
       "3    0.7579     0.181       0.0    0.819   \n",
       "4    0.0000     0.000       0.0    1.000   \n",
       "\n",
       "                                                Text  \n",
       "0  If you've interacted with cryptocurrencies in ...  \n",
       "1  TL;DR: The Complete Stock and Cryptocurrency I...  \n",
       "2  September\\r\\n18, 2020\\r\\n6 min read\\r\\nOpinion...  \n",
       "3  LONDON (Reuters) - It sounds like a surefire b...  \n",
       "4  NEW YORK (Reuters) - Brooklyn-based technology...  "
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the ethereum sentiment scores DataFrame\n",
    "Ethereum_sentiments = []\n",
    "\n",
    "for article in Ethereum_headlines[\"articles\"]:\n",
    "    try:\n",
    "        text = article[\"content\"]\n",
    "        \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({\n",
    "            \n",
    "            \n",
    "            \"Compound\": compound,\n",
    "            \"Positive\": pos,\n",
    "            \"Negative\": neg,\n",
    "            \"Neutral\": neu,\n",
    "            \"Text\": text\n",
    "            \n",
    "        })\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\", \"Positive\", \"Negative\", \"Neutral\",\"Text\"]\n",
    "Ethereum_df = Ethereum_df[cols]\n",
    "\n",
    "Ethereum_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "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>Positive</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.371550</td>\n",
       "      <td>0.076050</td>\n",
       "      <td>0.008000</td>\n",
       "      <td>0.915950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.320603</td>\n",
       "      <td>0.046397</td>\n",
       "      <td>0.035777</td>\n",
       "      <td>0.046388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.690800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.802000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.448550</td>\n",
       "      <td>0.083250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.507000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.507000</td>\n",
       "      <td>0.090000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.910000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.750600</td>\n",
       "      <td>0.198000</td>\n",
       "      <td>0.160000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Compound   Positive   Negative    Neutral\n",
       "count  20.000000  20.000000  20.000000  20.000000\n",
       "mean    0.371550   0.076050   0.008000   0.915950\n",
       "std     0.320603   0.046397   0.035777   0.046388\n",
       "min    -0.690800   0.000000   0.000000   0.802000\n",
       "25%     0.448550   0.083250   0.000000   0.910000\n",
       "50%     0.507000   0.090000   0.000000   0.910000\n",
       "75%     0.507000   0.090000   0.000000   0.910000\n",
       "max     0.750600   0.198000   0.160000   1.000000"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Describing the Bitcoin Sentiment\n",
    "Bitcoin_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "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>Positive</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
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       "  </thead>\n",
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       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>16.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.190694</td>\n",
       "      <td>0.063062</td>\n",
       "      <td>0.015688</td>\n",
       "      <td>0.921312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.298172</td>\n",
       "      <td>0.070121</td>\n",
       "      <td>0.034763</td>\n",
       "      <td>0.085886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.267700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.747000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.871000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.053500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.931000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.401900</td>\n",
       "      <td>0.097250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.757900</td>\n",
       "      <td>0.209000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Compound   Positive   Negative    Neutral\n",
       "count  16.000000  16.000000  16.000000  16.000000\n",
       "mean    0.190694   0.063062   0.015688   0.921312\n",
       "std     0.298172   0.070121   0.034763   0.085886\n",
       "min    -0.267700   0.000000   0.000000   0.747000\n",
       "25%     0.000000   0.000000   0.000000   0.871000\n",
       "50%     0.000000   0.053500   0.000000   0.931000\n",
       "75%     0.401900   0.097250   0.000000   1.000000\n",
       "max     0.757900   0.209000   0.110000   1.000000"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Describing 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 had the highest mean positive score with .068.**\n",
    "\n",
    "Q: Which coin had the highest compound score?\n",
    "\n",
    "A: **Bitcoin also had the highest compound score with a max of 92%.**\n",
    "\n",
    "Q. Which coin had the highest positive score?\n",
    "\n",
    "A: **Bitcoin had the highest positive score with .267.**"
   ]
  },
  {
   "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": 170,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/nathaliekelley/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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\n",
    "import nltk\n",
    "nltk.download('stopwords')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "lemmatizer = WordNetLemmatizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Complete the tokenizer function- stopwords, punctuations, lower-case.\n",
    "def tokenizer(text):\n",
    "    sw= set(stopwords.words('english'))\n",
    "    regex= re.compile(\"[^a-zA-Z ]\")\n",
    "    \n",
    "    re_clean = regex.sub('', str(text))\n",
    "    words= word_tokenize(re_clean)\n",
    "    lem=[lemmatizer.lemmatize(word) for word in words]\n",
    "    tokens= [word.lower() for word in lem if word.lower() not in sw ]\n",
    "    \n",
    "    return tokens\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\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>Positive</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Text</th>\n",
       "      <th>tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.6908</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.840</td>\n",
       "      <td>Two alleged crypto traders in Singapore appare...</td>\n",
       "      <td>[two, alleged, crypto, trader, singapore, appa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>By Alexis Akwagyiram, Tom Wilson\\r\\n* Monthly ...</td>\n",
       "      <td>[alexis, akwagyiram, tom, wilson, monthly, cry...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.2732</td>\n",
       "      <td>0.063</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.937</td>\n",
       "      <td>“The COVID-19 pandemic has resulted in a mass ...</td>\n",
       "      <td>[covid, pandemic, ha, resulted, mass, shift, w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>LAGOS/LONDON (Reuters) - Four months ago, Abol...</td>\n",
       "      <td>[lagoslondon, reuters, four, month, ago, abola...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>LAGOS/LONDON (Reuters) - Four months ago, Abol...</td>\n",
       "      <td>[lagoslondon, reuters, four, month, ago, abola...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Compound  Positive  Negative  Neutral  \\\n",
       "0   -0.6908     0.000      0.16    0.840   \n",
       "1    0.0000     0.000      0.00    1.000   \n",
       "2    0.2732     0.063      0.00    0.937   \n",
       "3    0.0000     0.000      0.00    1.000   \n",
       "4    0.0000     0.000      0.00    1.000   \n",
       "\n",
       "                                                Text  \\\n",
       "0  Two alleged crypto traders in Singapore appare...   \n",
       "1  By Alexis Akwagyiram, Tom Wilson\\r\\n* Monthly ...   \n",
       "2  “The COVID-19 pandemic has resulted in a mass ...   \n",
       "3  LAGOS/LONDON (Reuters) - Four months ago, Abol...   \n",
       "4  LAGOS/LONDON (Reuters) - Four months ago, Abol...   \n",
       "\n",
       "                                              tokens  \n",
       "0  [two, alleged, crypto, trader, singapore, appa...  \n",
       "1  [alexis, akwagyiram, tom, wilson, monthly, cry...  \n",
       "2  [covid, pandemic, ha, resulted, mass, shift, w...  \n",
       "3  [lagoslondon, reuters, four, month, ago, abola...  \n",
       "4  [lagoslondon, reuters, four, month, ago, abola...  "
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new tokens column for bitcoin\n",
    "Bitcoin_df[\"tokens\"] = Bitcoin_df.Text.apply(tokenizer)\n",
    "Bitcoin_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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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>Positive</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Neutral</th>\n",
       "      <th>Text</th>\n",
       "      <th>tokens</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.7506</td>\n",
       "      <td>0.209</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.791</td>\n",
       "      <td>If you've interacted with cryptocurrencies in ...</td>\n",
       "      <td>[youve, interacted, cryptocurrencies, past, co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>TL;DR: The Complete Stock and Cryptocurrency I...</td>\n",
       "      <td>[tldr, complete, stock, cryptocurrency, invest...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>September\\r\\n18, 2020\\r\\n6 min read\\r\\nOpinion...</td>\n",
       "      <td>[september, min, readopinions, expressed, entr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.7579</td>\n",
       "      <td>0.181</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.819</td>\n",
       "      <td>LONDON (Reuters) - It sounds like a surefire b...</td>\n",
       "      <td>[london, reuters, sound, like, surefire, bet, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>NEW YORK (Reuters) - Brooklyn-based technology...</td>\n",
       "      <td>[new, york, reuters, brooklynbased, technology...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Compound  Positive  Negative  Neutral  \\\n",
       "0    0.7506     0.209       0.0    0.791   \n",
       "1    0.0000     0.000       0.0    1.000   \n",
       "2    0.0000     0.000       0.0    1.000   \n",
       "3    0.7579     0.181       0.0    0.819   \n",
       "4    0.0000     0.000       0.0    1.000   \n",
       "\n",
       "                                                Text  \\\n",
       "0  If you've interacted with cryptocurrencies in ...   \n",
       "1  TL;DR: The Complete Stock and Cryptocurrency I...   \n",
       "2  September\\r\\n18, 2020\\r\\n6 min read\\r\\nOpinion...   \n",
       "3  LONDON (Reuters) - It sounds like a surefire b...   \n",
       "4  NEW YORK (Reuters) - Brooklyn-based technology...   \n",
       "\n",
       "                                              tokens  \n",
       "0  [youve, interacted, cryptocurrencies, past, co...  \n",
       "1  [tldr, complete, stock, cryptocurrency, invest...  \n",
       "2  [september, min, readopinions, expressed, entr...  \n",
       "3  [london, reuters, sound, like, surefire, bet, ...  \n",
       "4  [new, york, reuters, brooklynbased, technology...  "
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new tokens column for ethereum\n",
    "Ethereum_df[\"tokens\"] = Ethereum_df.Text.apply(tokenizer)\n",
    "Ethereum_df.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": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "from nltk import ngrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['two',\n",
       " 'alleged',\n",
       " 'crypto',\n",
       " 'trader',\n",
       " 'singapore',\n",
       " 'apparently',\n",
       " 'came',\n",
       " 'foolproof',\n",
       " 'plan',\n",
       " 'rather',\n",
       " 'convert',\n",
       " 'customer',\n",
       " 'singapore',\n",
       " 'dollar',\n",
       " 'bitcoin',\n",
       " 'would',\n",
       " 'simply',\n",
       " 'rob',\n",
       " 'victim',\n",
       " 'came',\n",
       " 'charsby',\n",
       " 'alexis',\n",
       " 'akwagyiram',\n",
       " 'tom',\n",
       " 'wilson',\n",
       " 'monthly',\n",
       " 'crypto',\n",
       " 'transfer',\n",
       " 'africa',\n",
       " 'rise',\n",
       " 'year',\n",
       " 'much',\n",
       " 'activity',\n",
       " 'nigeria',\n",
       " 'south',\n",
       " 'africa',\n",
       " 'kenya',\n",
       " 'driven',\n",
       " 'small',\n",
       " 'business',\n",
       " 'migrant',\n",
       " 'charsthe',\n",
       " 'covid',\n",
       " 'pandemic',\n",
       " 'ha',\n",
       " 'resulted',\n",
       " 'mass',\n",
       " 'shift',\n",
       " 'working',\n",
       " 'home',\n",
       " 'resulting',\n",
       " 'increased',\n",
       " 'use',\n",
       " 'corporate',\n",
       " 'vpn',\n",
       " 'elimination',\n",
       " 'inperson',\n",
       " 'verification',\n",
       " 'partially',\n",
       " 'explain',\n",
       " 'succes',\n",
       " 'charslagoslondon',\n",
       " 'reuters',\n",
       " 'four',\n",
       " 'month',\n",
       " 'ago',\n",
       " 'abolaji',\n",
       " 'odunjo',\n",
       " 'made',\n",
       " 'fundamental',\n",
       " 'change',\n",
       " 'business',\n",
       " 'selling',\n",
       " 'mobile',\n",
       " 'phone',\n",
       " 'bustling',\n",
       " 'street',\n",
       " 'market',\n",
       " 'lagos',\n",
       " 'started',\n",
       " 'paying',\n",
       " 'supplier',\n",
       " 'bitco',\n",
       " 'charslagoslondon',\n",
       " 'reuters',\n",
       " 'four',\n",
       " 'month',\n",
       " 'ago',\n",
       " 'abolaji',\n",
       " 'odunjo',\n",
       " 'made',\n",
       " 'fundamental',\n",
       " 'change',\n",
       " 'business',\n",
       " 'selling',\n",
       " 'mobile',\n",
       " 'phone',\n",
       " 'bustling',\n",
       " 'street',\n",
       " 'market',\n",
       " 'lagos',\n",
       " 'started',\n",
       " 'paying',\n",
       " 'supplier',\n",
       " 'bitco',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsftx',\n",
       " 'cryptocurrency',\n",
       " 'exchange',\n",
       " 'offer',\n",
       " 'derivative',\n",
       " 'option',\n",
       " 'sophisticated',\n",
       " 'product',\n",
       " 'acquiring',\n",
       " 'popular',\n",
       " 'portfolio',\n",
       " 'tracking',\n",
       " 'app',\n",
       " 'blockfolioftx',\n",
       " 'spending',\n",
       " 'million',\n",
       " 'acqu',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'char']"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#tokenized Bitcoin articles\n",
    "bitcoin_p = tokenizer(Bitcoin_df.Text.str.cat())\n",
    "bitcoin_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['youve',\n",
       " 'interacted',\n",
       " 'cryptocurrencies',\n",
       " 'past',\n",
       " 'couple',\n",
       " 'year',\n",
       " 'good',\n",
       " 'chance',\n",
       " 'youve',\n",
       " 'used',\n",
       " 'metamask',\n",
       " 'cryptocurrency',\n",
       " 'wallet',\n",
       " 'form',\n",
       " 'browser',\n",
       " 'extension',\n",
       " 'support',\n",
       " 'ether',\n",
       " 'charstldr',\n",
       " 'complete',\n",
       " 'stock',\n",
       " 'cryptocurrency',\n",
       " 'investment',\n",
       " 'toolkit',\n",
       " 'bundle',\n",
       " 'sale',\n",
       " 'sept',\n",
       " 'saving',\n",
       " 'list',\n",
       " 'pricethe',\n",
       " 'world',\n",
       " 'finance',\n",
       " 'ha',\n",
       " 'always',\n",
       " 'complicated',\n",
       " 'th',\n",
       " 'charsseptember',\n",
       " 'min',\n",
       " 'readopinions',\n",
       " 'expressed',\n",
       " 'entrepreneur',\n",
       " 'contributor',\n",
       " 'ownfounded',\n",
       " 'five',\n",
       " 'year',\n",
       " 'ago',\n",
       " 'ethereum',\n",
       " 'platform',\n",
       " 'native',\n",
       " 'ether',\n",
       " 'ethhave',\n",
       " 'existed',\n",
       " 'mostly',\n",
       " 'charslondon',\n",
       " 'reuters',\n",
       " 'sound',\n",
       " 'like',\n",
       " 'surefire',\n",
       " 'bet',\n",
       " 'lend',\n",
       " 'money',\n",
       " 'borrower',\n",
       " 'put',\n",
       " 'collateral',\n",
       " 'exceeds',\n",
       " 'size',\n",
       " 'loan',\n",
       " 'earn',\n",
       " 'interest',\n",
       " 'could',\n",
       " 'possibly',\n",
       " 'g',\n",
       " 'charsnew',\n",
       " 'york',\n",
       " 'reuters',\n",
       " 'brooklynbased',\n",
       " 'technology',\n",
       " 'startup',\n",
       " 'consensys',\n",
       " 'ha',\n",
       " 'acquired',\n",
       " 'jpmorgan',\n",
       " 'chase',\n",
       " 'amp',\n",
       " 'cos',\n",
       " 'jpmn',\n",
       " 'marquee',\n",
       " 'blockchain',\n",
       " 'platform',\n",
       " 'quorum',\n",
       " 'company',\n",
       " 'said',\n",
       " 'tuesday',\n",
       " 'part',\n",
       " 'dea',\n",
       " 'charsan',\n",
       " 'outspoken',\n",
       " 'bitcoin',\n",
       " 'whale',\n",
       " 'rarely',\n",
       " 'show',\n",
       " 'affection',\n",
       " 'anything',\n",
       " 'btc',\n",
       " 'say',\n",
       " 'two',\n",
       " 'crypto',\n",
       " 'asset',\n",
       " 'potentialthe',\n",
       " 'pseudonymous',\n",
       " 'trader',\n",
       " 'known',\n",
       " 'joe',\n",
       " 'say',\n",
       " 'unus',\n",
       " 'sed',\n",
       " 'leo',\n",
       " 'leo',\n",
       " 'may',\n",
       " 'solo',\n",
       " 'charstldr',\n",
       " 'training',\n",
       " 'interactive',\n",
       " 'learn',\n",
       " 'code',\n",
       " 'bundle',\n",
       " 'student',\n",
       " 'tackle',\n",
       " 'big',\n",
       " 'coding',\n",
       " 'topic',\n",
       " 'handson',\n",
       " 'exercise',\n",
       " 'help',\n",
       " 'learning',\n",
       " 'really',\n",
       " 'stickwhile',\n",
       " 'coding',\n",
       " 'simple',\n",
       " 'charsour',\n",
       " 'robot',\n",
       " 'colleague',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'writes',\n",
       " 'bitcoin',\n",
       " 'btc',\n",
       " 'every',\n",
       " 'fucking',\n",
       " 'daywelcome',\n",
       " 'another',\n",
       " 'edition',\n",
       " 'bitcoin',\n",
       " 'today',\n",
       " 'satoshi',\n",
       " 'nakaboto',\n",
       " 'tell',\n",
       " 'whats',\n",
       " 'going',\n",
       " 'bitcoin',\n",
       " 'charsethereum',\n",
       " 'long',\n",
       " 'played',\n",
       " 'second',\n",
       " 'fiddle',\n",
       " 'number',\n",
       " 'one',\n",
       " 'cryptocurrency',\n",
       " 'bitcoin',\n",
       " 'stepping',\n",
       " 'limelightthe',\n",
       " 'ethereum',\n",
       " 'price',\n",
       " 'climbing',\n",
       " 'last',\n",
       " 'hour',\n",
       " 'trading',\n",
       " 'period',\n",
       " 'char',\n",
       " 'million',\n",
       " 'blockchain',\n",
       " 'startup',\n",
       " 'brd',\n",
       " 'rolled',\n",
       " 'cryptocurrency',\n",
       " 'tool',\n",
       " 'partnership',\n",
       " 'used',\n",
       " 'deloitte',\n",
       " 'kpmg',\n",
       " 'fidelity',\n",
       " 'part',\n",
       " 'mission',\n",
       " 'make',\n",
       " 'cryptocurrency',\n",
       " 'accessible',\n",
       " 'milli',\n",
       " 'charsethereum',\n",
       " 'based',\n",
       " 'uniswap',\n",
       " 'gave',\n",
       " 'uni',\n",
       " 'user',\n",
       " 'used',\n",
       " 'decentralized',\n",
       " 'exchange',\n",
       " 'prior',\n",
       " 'september',\n",
       " 'getty',\n",
       " 'imagesuniswap',\n",
       " 'widely',\n",
       " 'utilized',\n",
       " 'decentralized',\n",
       " 'exchange',\n",
       " 'ethe',\n",
       " 'charsfemale',\n",
       " 'hand',\n",
       " 'twenty',\n",
       " 'dollar',\n",
       " 'white',\n",
       " 'backgroundgettysince',\n",
       " 'may',\n",
       " 'ethereum',\n",
       " 'ha',\n",
       " 'outperformed',\n",
       " 'bitcoin',\n",
       " 'largely',\n",
       " 'due',\n",
       " 'decentralized',\n",
       " 'finance',\n",
       " 'defi',\n",
       " 'frenzy',\n",
       " 'saw',\n",
       " 'numerous',\n",
       " 'defi',\n",
       " 'token',\n",
       " 'wit',\n",
       " 'charspoland',\n",
       " 'photo',\n",
       " 'illustration',\n",
       " 'ethereum',\n",
       " 'logo',\n",
       " 'seen',\n",
       " 'displayed',\n",
       " 'smartphone',\n",
       " 'photo',\n",
       " 'illustration',\n",
       " 'mateusz',\n",
       " 'slodkowskisopa',\n",
       " 'imageslightrocket',\n",
       " 'via',\n",
       " 'getty',\n",
       " 'imagessopa',\n",
       " 'imag',\n",
       " 'charsthe',\n",
       " 'price',\n",
       " 'bitcoin',\n",
       " 'look',\n",
       " 'enter',\n",
       " 'new',\n",
       " 'range',\n",
       " 'key',\n",
       " 'breakoutsopa',\n",
       " 'imageslightrocket',\n",
       " 'via',\n",
       " 'getty',\n",
       " 'imagesthe',\n",
       " 'price',\n",
       " 'bitcoin',\n",
       " 'rose',\n",
       " 'high',\n",
       " 'coinbase',\n",
       " 'ethereum',\n",
       " 'eth',\n",
       " 'buoyed',\n",
       " 'charsthe',\n",
       " 'securities',\n",
       " 'exchange',\n",
       " 'commission',\n",
       " 'announced',\n",
       " 'settlement',\n",
       " 'esportsbetting',\n",
       " 'cryptocurrency',\n",
       " 'firm',\n",
       " 'unikrn',\n",
       " 'alleged',\n",
       " 'violation',\n",
       " 'security',\n",
       " 'law',\n",
       " 'unikrn',\n",
       " 'shutter',\n",
       " 'unikoingold',\n",
       " 'cryptocurr',\n",
       " 'charsseptember',\n",
       " 'min',\n",
       " 'readopinions',\n",
       " 'expressed',\n",
       " 'entrepreneur',\n",
       " 'contributor',\n",
       " 'ownin',\n",
       " 'past',\n",
       " 'month',\n",
       " 'amassive',\n",
       " 'change',\n",
       " 'working',\n",
       " 'dynamic',\n",
       " 'ha',\n",
       " 'fueled',\n",
       " 'uptick',\n",
       " 'kind',\n",
       " 'infecti',\n",
       " 'char']"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#tokenized Ethereum articles\n",
    "ethereum_p= tokenizer(Ethereum_df.Text.str.cat())\n",
    "ethereum_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{('two', 'alleged'): 1, ('alleged', 'crypto'): 1, ('crypto', 'trader'): 1, ('trader', 'singapore'): 1, ('singapore', 'apparently'): 1, ('apparently', 'came'): 1, ('came', 'foolproof'): 1, ('foolproof', 'plan'): 1, ('plan', 'rather'): 1, ('rather', 'convert'): 1, ('convert', 'customer'): 1, ('customer', 'singapore'): 1, ('singapore', 'dollar'): 1, ('dollar', 'bitcoin'): 1, ('bitcoin', 'would'): 1, ('would', 'simply'): 1, ('simply', 'rob'): 1, ('rob', 'victim'): 1, ('victim', 'came'): 1, ('came', 'charsby'): 1, ('charsby', 'alexis'): 1, ('alexis', 'akwagyiram'): 1, ('akwagyiram', 'tom'): 1, ('tom', 'wilson'): 1, ('wilson', 'monthly'): 1, ('monthly', 'crypto'): 1, ('crypto', 'transfer'): 1, ('transfer', 'africa'): 1, ('africa', 'rise'): 1, ('rise', 'year'): 1, ('year', 'much'): 1, ('much', 'activity'): 1, ('activity', 'nigeria'): 1, ('nigeria', 'south'): 1, ('south', 'africa'): 1, ('africa', 'kenya'): 1, ('kenya', 'driven'): 1, ('driven', 'small'): 1, ('small', 'business'): 1, ('business', 'migrant'): 1, ('migrant', 'charsthe'): 1, ('charsthe', 'covid'): 1, ('covid', 'pandemic'): 1, ('pandemic', 'ha'): 1, ('ha', 'resulted'): 1, ('resulted', 'mass'): 1, ('mass', 'shift'): 1, ('shift', 'working'): 1, ('working', 'home'): 1, ('home', 'resulting'): 1, ('resulting', 'increased'): 1, ('increased', 'use'): 1, ('use', 'corporate'): 1, ('corporate', 'vpn'): 1, ('vpn', 'elimination'): 1, ('elimination', 'inperson'): 1, ('inperson', 'verification'): 1, ('verification', 'partially'): 1, ('partially', 'explain'): 1, ('explain', 'succes'): 1, ('succes', 'charslagoslondon'): 1, ('charslagoslondon', 'reuters'): 2, ('reuters', 'four'): 2, ('four', 'month'): 2, ('month', 'ago'): 2, ('ago', 'abolaji'): 2, ('abolaji', 'odunjo'): 2, ('odunjo', 'made'): 2, ('made', 'fundamental'): 2, ('fundamental', 'change'): 2, ('change', 'business'): 2, ('business', 'selling'): 2, ('selling', 'mobile'): 2, ('mobile', 'phone'): 2, ('phone', 'bustling'): 2, ('bustling', 'street'): 2, ('street', 'market'): 2, ('market', 'lagos'): 2, ('lagos', 'started'): 2, ('started', 'paying'): 2, ('paying', 'supplier'): 2, ('supplier', 'bitco'): 2, ('bitco', 'charslagoslondon'): 1, ('bitco', 'charsour'): 1, ('charsour', 'robot'): 14, ('robot', 'colleague'): 14, ('colleague', 'satoshi'): 14, ('satoshi', 'nakaboto'): 28, ('nakaboto', 'writes'): 14, ('writes', 'bitcoin'): 14, ('bitcoin', 'every'): 3, ('every', 'fucking'): 14, ('fucking', 'daywelcome'): 14, ('daywelcome', 'another'): 14, ('another', 'edition'): 14, ('edition', 'bitcoin'): 14, ('bitcoin', 'today'): 14, ('today', 'satoshi'): 14, ('nakaboto', 'tell'): 14, ('tell', 'whats'): 14, ('whats', 'going'): 14, ('going', 'bitcoin'): 14, ('bitcoin', 'charsour'): 12, ('bitcoin', 'btc'): 11, ('btc', 'every'): 11, ('bitcoin', 'charsftx'): 1, ('charsftx', 'cryptocurrency'): 1, ('cryptocurrency', 'exchange'): 1, ('exchange', 'offer'): 1, ('offer', 'derivative'): 1, ('derivative', 'option'): 1, ('option', 'sophisticated'): 1, ('sophisticated', 'product'): 1, ('product', 'acquiring'): 1, ('acquiring', 'popular'): 1, ('popular', 'portfolio'): 1, ('portfolio', 'tracking'): 1, ('tracking', 'app'): 1, ('app', 'blockfolioftx'): 1, ('blockfolioftx', 'spending'): 1, ('spending', 'million'): 1, ('million', 'acqu'): 1, ('acqu', 'charsour'): 1, ('bitcoin', 'char'): 1}\n"
     ]
    }
   ],
   "source": [
    "# Generate the Bitcoin N-grams where N=2\n",
    "N=2\n",
    "bigram_counts_B = Counter(ngrams(bitcoin_p, N))\n",
    "print(dict(bigram_counts_B))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{('youve', 'interacted'): 1, ('interacted', 'cryptocurrencies'): 1, ('cryptocurrencies', 'past'): 1, ('past', 'couple'): 1, ('couple', 'year'): 1, ('year', 'good'): 1, ('good', 'chance'): 1, ('chance', 'youve'): 1, ('youve', 'used'): 1, ('used', 'metamask'): 1, ('metamask', 'cryptocurrency'): 1, ('cryptocurrency', 'wallet'): 1, ('wallet', 'form'): 1, ('form', 'browser'): 1, ('browser', 'extension'): 1, ('extension', 'support'): 1, ('support', 'ether'): 1, ('ether', 'charstldr'): 1, ('charstldr', 'complete'): 1, ('complete', 'stock'): 1, ('stock', 'cryptocurrency'): 1, ('cryptocurrency', 'investment'): 1, ('investment', 'toolkit'): 1, ('toolkit', 'bundle'): 1, ('bundle', 'sale'): 1, ('sale', 'sept'): 1, ('sept', 'saving'): 1, ('saving', 'list'): 1, ('list', 'pricethe'): 1, ('pricethe', 'world'): 1, ('world', 'finance'): 1, ('finance', 'ha'): 1, ('ha', 'always'): 1, ('always', 'complicated'): 1, ('complicated', 'th'): 1, ('th', 'charsseptember'): 1, ('charsseptember', 'min'): 2, ('min', 'readopinions'): 2, ('readopinions', 'expressed'): 2, ('expressed', 'entrepreneur'): 2, ('entrepreneur', 'contributor'): 2, ('contributor', 'ownfounded'): 1, ('ownfounded', 'five'): 1, ('five', 'year'): 1, ('year', 'ago'): 1, ('ago', 'ethereum'): 1, ('ethereum', 'platform'): 1, ('platform', 'native'): 1, ('native', 'ether'): 1, ('ether', 'ethhave'): 1, ('ethhave', 'existed'): 1, ('existed', 'mostly'): 1, ('mostly', 'charslondon'): 1, ('charslondon', 'reuters'): 1, ('reuters', 'sound'): 1, ('sound', 'like'): 1, ('like', 'surefire'): 1, ('surefire', 'bet'): 1, ('bet', 'lend'): 1, ('lend', 'money'): 1, ('money', 'borrower'): 1, ('borrower', 'put'): 1, ('put', 'collateral'): 1, ('collateral', 'exceeds'): 1, ('exceeds', 'size'): 1, ('size', 'loan'): 1, ('loan', 'earn'): 1, ('earn', 'interest'): 1, ('interest', 'could'): 1, ('could', 'possibly'): 1, ('possibly', 'g'): 1, ('g', 'charsnew'): 1, ('charsnew', 'york'): 1, ('york', 'reuters'): 1, ('reuters', 'brooklynbased'): 1, ('brooklynbased', 'technology'): 1, ('technology', 'startup'): 1, ('startup', 'consensys'): 1, ('consensys', 'ha'): 1, ('ha', 'acquired'): 1, ('acquired', 'jpmorgan'): 1, ('jpmorgan', 'chase'): 1, ('chase', 'amp'): 1, ('amp', 'cos'): 1, ('cos', 'jpmn'): 1, ('jpmn', 'marquee'): 1, ('marquee', 'blockchain'): 1, ('blockchain', 'platform'): 1, ('platform', 'quorum'): 1, ('quorum', 'company'): 1, ('company', 'said'): 1, ('said', 'tuesday'): 1, ('tuesday', 'part'): 1, ('part', 'dea'): 1, ('dea', 'charsan'): 1, ('charsan', 'outspoken'): 1, ('outspoken', 'bitcoin'): 1, ('bitcoin', 'whale'): 1, ('whale', 'rarely'): 1, ('rarely', 'show'): 1, ('show', 'affection'): 1, ('affection', 'anything'): 1, ('anything', 'btc'): 1, ('btc', 'say'): 1, ('say', 'two'): 1, ('two', 'crypto'): 1, ('crypto', 'asset'): 1, ('asset', 'potentialthe'): 1, ('potentialthe', 'pseudonymous'): 1, ('pseudonymous', 'trader'): 1, ('trader', 'known'): 1, ('known', 'joe'): 1, ('joe', 'say'): 1, ('say', 'unus'): 1, ('unus', 'sed'): 1, ('sed', 'leo'): 1, ('leo', 'leo'): 1, ('leo', 'may'): 1, ('may', 'solo'): 1, ('solo', 'charstldr'): 1, ('charstldr', 'training'): 1, ('training', 'interactive'): 1, ('interactive', 'learn'): 1, ('learn', 'code'): 1, ('code', 'bundle'): 1, ('bundle', 'student'): 1, ('student', 'tackle'): 1, ('tackle', 'big'): 1, ('big', 'coding'): 1, ('coding', 'topic'): 1, ('topic', 'handson'): 1, ('handson', 'exercise'): 1, ('exercise', 'help'): 1, ('help', 'learning'): 1, ('learning', 'really'): 1, ('really', 'stickwhile'): 1, ('stickwhile', 'coding'): 1, ('coding', 'simple'): 1, ('simple', 'charsour'): 1, ('charsour', 'robot'): 1, ('robot', 'colleague'): 1, ('colleague', 'satoshi'): 1, ('satoshi', 'nakaboto'): 2, ('nakaboto', 'writes'): 1, ('writes', 'bitcoin'): 1, ('bitcoin', 'btc'): 1, ('btc', 'every'): 1, ('every', 'fucking'): 1, ('fucking', 'daywelcome'): 1, ('daywelcome', 'another'): 1, ('another', 'edition'): 1, ('edition', 'bitcoin'): 1, ('bitcoin', 'today'): 1, ('today', 'satoshi'): 1, ('nakaboto', 'tell'): 1, ('tell', 'whats'): 1, ('whats', 'going'): 1, ('going', 'bitcoin'): 1, ('bitcoin', 'charsethereum'): 1, ('charsethereum', 'long'): 1, ('long', 'played'): 1, ('played', 'second'): 1, ('second', 'fiddle'): 1, ('fiddle', 'number'): 1, ('number', 'one'): 1, ('one', 'cryptocurrency'): 1, ('cryptocurrency', 'bitcoin'): 1, ('bitcoin', 'stepping'): 1, ('stepping', 'limelightthe'): 1, ('limelightthe', 'ethereum'): 1, ('ethereum', 'price'): 1, ('price', 'climbing'): 1, ('climbing', 'last'): 1, ('last', 'hour'): 1, ('hour', 'trading'): 1, ('trading', 'period'): 1, ('period', 'char'): 1, ('char', 'million'): 1, ('million', 'blockchain'): 1, ('blockchain', 'startup'): 1, ('startup', 'brd'): 1, ('brd', 'rolled'): 1, ('rolled', 'cryptocurrency'): 1, ('cryptocurrency', 'tool'): 1, ('tool', 'partnership'): 1, ('partnership', 'used'): 1, ('used', 'deloitte'): 1, ('deloitte', 'kpmg'): 1, ('kpmg', 'fidelity'): 1, ('fidelity', 'part'): 1, ('part', 'mission'): 1, ('mission', 'make'): 1, ('make', 'cryptocurrency'): 1, ('cryptocurrency', 'accessible'): 1, ('accessible', 'milli'): 1, ('milli', 'charsethereum'): 1, ('charsethereum', 'based'): 1, ('based', 'uniswap'): 1, ('uniswap', 'gave'): 1, ('gave', 'uni'): 1, ('uni', 'user'): 1, ('user', 'used'): 1, ('used', 'decentralized'): 1, ('decentralized', 'exchange'): 2, ('exchange', 'prior'): 1, ('prior', 'september'): 1, ('september', 'getty'): 1, ('getty', 'imagesuniswap'): 1, ('imagesuniswap', 'widely'): 1, ('widely', 'utilized'): 1, ('utilized', 'decentralized'): 1, ('exchange', 'ethe'): 1, ('ethe', 'charsfemale'): 1, ('charsfemale', 'hand'): 1, ('hand', 'twenty'): 1, ('twenty', 'dollar'): 1, ('dollar', 'white'): 1, ('white', 'backgroundgettysince'): 1, ('backgroundgettysince', 'may'): 1, ('may', 'ethereum'): 1, ('ethereum', 'ha'): 1, ('ha', 'outperformed'): 1, ('outperformed', 'bitcoin'): 1, ('bitcoin', 'largely'): 1, ('largely', 'due'): 1, ('due', 'decentralized'): 1, ('decentralized', 'finance'): 1, ('finance', 'defi'): 1, ('defi', 'frenzy'): 1, ('frenzy', 'saw'): 1, ('saw', 'numerous'): 1, ('numerous', 'defi'): 1, ('defi', 'token'): 1, ('token', 'wit'): 1, ('wit', 'charspoland'): 1, ('charspoland', 'photo'): 1, ('photo', 'illustration'): 2, ('illustration', 'ethereum'): 1, ('ethereum', 'logo'): 1, ('logo', 'seen'): 1, ('seen', 'displayed'): 1, ('displayed', 'smartphone'): 1, ('smartphone', 'photo'): 1, ('illustration', 'mateusz'): 1, ('mateusz', 'slodkowskisopa'): 1, ('slodkowskisopa', 'imageslightrocket'): 1, ('imageslightrocket', 'via'): 2, ('via', 'getty'): 2, ('getty', 'imagessopa'): 1, ('imagessopa', 'imag'): 1, ('imag', 'charsthe'): 1, ('charsthe', 'price'): 1, ('price', 'bitcoin'): 2, ('bitcoin', 'look'): 1, ('look', 'enter'): 1, ('enter', 'new'): 1, ('new', 'range'): 1, ('range', 'key'): 1, ('key', 'breakoutsopa'): 1, ('breakoutsopa', 'imageslightrocket'): 1, ('getty', 'imagesthe'): 1, ('imagesthe', 'price'): 1, ('bitcoin', 'rose'): 1, ('rose', 'high'): 1, ('high', 'coinbase'): 1, ('coinbase', 'ethereum'): 1, ('ethereum', 'eth'): 1, ('eth', 'buoyed'): 1, ('buoyed', 'charsthe'): 1, ('charsthe', 'securities'): 1, ('securities', 'exchange'): 1, ('exchange', 'commission'): 1, ('commission', 'announced'): 1, ('announced', 'settlement'): 1, ('settlement', 'esportsbetting'): 1, ('esportsbetting', 'cryptocurrency'): 1, ('cryptocurrency', 'firm'): 1, ('firm', 'unikrn'): 1, ('unikrn', 'alleged'): 1, ('alleged', 'violation'): 1, ('violation', 'security'): 1, ('security', 'law'): 1, ('law', 'unikrn'): 1, ('unikrn', 'shutter'): 1, ('shutter', 'unikoingold'): 1, ('unikoingold', 'cryptocurr'): 1, ('cryptocurr', 'charsseptember'): 1, ('contributor', 'ownin'): 1, ('ownin', 'past'): 1, ('past', 'month'): 1, ('month', 'amassive'): 1, ('amassive', 'change'): 1, ('change', 'working'): 1, ('working', 'dynamic'): 1, ('dynamic', 'ha'): 1, ('ha', 'fueled'): 1, ('fueled', 'uptick'): 1, ('uptick', 'kind'): 1, ('kind', 'infecti'): 1, ('infecti', 'char'): 1}\n"
     ]
    }
   ],
   "source": [
    "# Generate the Ethereum N-grams where N=2\n",
    "N= 2\n",
    "bigram_counts_E = Counter(ngrams(ethereum_p, N))\n",
    "print(dict(bigram_counts_E))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "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": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('bitcoin', 43),\n",
       " ('satoshi', 28),\n",
       " ('nakaboto', 28),\n",
       " ('charsour', 14),\n",
       " ('robot', 14),\n",
       " ('colleague', 14),\n",
       " ('writes', 14),\n",
       " ('every', 14),\n",
       " ('fucking', 14),\n",
       " ('daywelcome', 14)]"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the top 10 words for Bitcoin\n",
    "bitcoin_common= token_count(bitcoin_p, 10)\n",
    "bitcoin_common"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('bitcoin', 8),\n",
       " ('cryptocurrency', 6),\n",
       " ('ethereum', 5),\n",
       " ('ha', 4),\n",
       " ('used', 3),\n",
       " ('price', 3),\n",
       " ('decentralized', 3),\n",
       " ('exchange', 3),\n",
       " ('getty', 3),\n",
       " ('youve', 2)]"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get the top 10 words for Ethereum\n",
    "ethereum_common= token_count(ethereum_p,10)\n",
    "ethereum_common"
   ]
  },
  {
   "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": 184,
   "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": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f835824bc50>"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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",
    "cloud1 = WordCloud(background_color='grey').generate(Bitcoin_df.Text.str.cat())\n",
    "cloud1\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(cloud1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f83584e8d90>"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ukSZkjfPp4MjpcqQcaKYLa8L5vebHWAqPt1alnnFatPNlenO98cB4fc1+/2i1yU7WGtwprm0tqwlti7ymOJ+oprM3tINb/5ezNduUOioXqvj0mHOm2nek/m0qIT0BOJL210JJVSVQO1n4v5DyZl5brymr/8607XXRia7FCDhCP6KDGzLHrYfSEoYQQgghhBBCCCFkAPAlDCGEEEIIIYQQQsgAoBzphFAZqU2jJ/sMKBf2re1HrNXtZVbeirZJPJsWc7ErCTE9HS8cHzOydvANIMiQJRHzlyHqQYfm3HgNcnyxWukDkOqgDOadgphS58z2Oy4x1dwBidEXbr19rizhLy6UxRz8BUhxfmXyK8OYf7MoefmMNOliSUxMf+4RE28X+ISfqejBcbZs79ndkhvdLIp3+w89Ivv4YSFbTVv5NctLKaUCHUi1puD8+x6RHqWNDMoJkiwP5Js3dX8b6n4L6r4E22dNHv4eRldqhb0nOvrA7qOztvut6EhjF55Xt136o19V049+/t1qOrsX7UMJOwPlU/VkSBaFVG2kFLe/caQEf0zkSqlNkCs1iXiU3p5ouP84EJ4GCZGRYtlJkJA01DcSGANZVxM5Ur/XMnx+gYAh1fTNve7H3oWonotWkmJyX4DngEux/kShacaBGQIQLKRjNkOSnjbBSXoZXMcHGpU4NFqhydg6OJQ+itIiC5Q5BUweCTjHD3Kj7YqsewWz3vnstDOkbViNXYBDwKYenfvyTFhY0JGMitMS8QijJ/nuy1qUP7evL+mDMGiYrRmHhy1I2CwZUjmWtd2P0ZEcGU/Nftee3IPrk8Uj5VNKqcIZWVMcPZBPEVrCEEIIIYQQQgghhAwEWsK85OSNN7v7Yfk8hemljHxKendXv6kNlvg6HTmfkjr6arSzIYXWR91itc5mQcqSAqeUF321n87QSV4KvrzGXN2Va60gXyXnPPot/KAdY2179f1see3fOTtNjV2t0waLYKmC6VZ5GyxW3rYxPimVpUYSOSnjO8HGFgF2XATrlsgOOOOOyr3ZOaX8Q3C8azFTkXudKdjft5Vf4bFctBSVe1gKS3m8xqP45rb0iQTOOwn9ZWbcIeVO+uRar6al365ndd92wc3MBaSMB8bybxYsaa555PxnKfkKdClaOx4WbNoZLXl+v1BbX+1SSOsvxsnNWuezSHx5vpq+/q//oZqee+2ravoxWMV0T3fzeylX+4WtPjadscnnWrdPTApShdbzKsNcdFxxeaUvjp1fPvK3Xdx++6+hjejXWhYHZ7zXO3S8a8eX276abRVYy0agLz/al75yY7L9ubUZj8Yk3/WwbLesfV7f6P65KQtNEij2/jkMr3jeJX3xcVnXXb21exQsWX7gaTw3WlY1q+D4d9Ep8+1GWW5ypMu5iJBeUZxMVdP5S9rz9gh4yj6E6Cn+r7XlITq1zZxbkzRYpIyY5z88FnEa65aKX8ZI+m25lmdltJp2b2hTudKUlDX9lhxbjeqilPJ/pct46JH5OvPGCznWujdwquu7K455LSfA7YB55a7sSFZjslYdmu3uLXF67Hl+fCx9ew0tYQghhBBCCCGEEEIGAF/CEEIIIYQQQgghhAwAypFIQ5YDYiK3Y+Qcf7wuZmjRPpjEnjTe3BczQXyr+Syo6w4dHEbB0fFrcTlvIds7E20rNz+YR6ZsLo+bHmXFVDsEDsAsORLKlb7OiEMuNE9e8tZqbR7CdS2Z04Rb7nu8S7lTK9yO6mluOWD/ztllqqmeHAnlQs839LUq0O1nx8twrGwvG4dqAa/U535SxtPMuK6H5U2ZhgM+uXAkKOdZZXjywl5SMTteK595vinHZvJy79GQLmTIL3lZ96WU3Bvel9ctx2IZvJ7a8X8pLPPDE3DeFjJtvRSUfvI0Jde6FdMSAQ/028/AUdw0OK47Y64RBfPW+wlvzbElcC75MCn7b0Xbl2oMi0MYe7kD0Tn4Ikm7w+W8DvNDuU9n9FdwWMpJO7o8rZtEO73DcczaDmWQVyXWten3xt0rHV0L66lVmq1lSsl61s5a5oZNt8fkytbc26lE6RbIih7Fdd2djcj84nTYy5H6wcU9yevyrmy3rPr//qKMi58+6Gx0ou/OhNe6Xn+ewcYdMLeWdN05epBX0EiXHpWkPa64ZM7ZrkhfKzdxCExII3rZe9xbIdt0q4T++WxnGZtnmNCHSy2f4r8901FWwY8XWz727tNINX3LRt7pyMqznd11/XembdMvG7SEIYQQQgghhBBCCBkAfAlDCCGEEEIIIYQQMgAoRyItkzFmyH87J2ak//KFmHiHhyRNWl3W7xIXlsSkOZWEiDMHxpwvJOVzg2VyfE+ODYX1MRWwjs5lZb8/KNfIGwu8ckn2X94XE96bxpv57ra865xdkAtvb8p5G8ZmOQDXH4FXpOmUPtYJ3s0np7urb3wDuwBSohc2UUQKYBaM0qRXA2KG6HPUlicC0qbLfm1yPAgDY1ChqHVfd++a13fFPNqS3/i9cq/P1qW+Xj0vZtX3l3UnK4F59dUlGS8mMJmaHpM+sx2395BfNGboKHe6MA+Rh9y1dR/yS92fmQZv/CbflS2Z/lFWZN0b3lckKBnPTohNfMAce29ZBpQf2twBkW72TLSu14IiBXoOciSPTf85rNPFn6f1ectpOf/qqNR9xoynlYzsn4HoAo4TZOU+AtGi/NGDajp3ELE7vEopK5FjvOFUgyOPEpreaX7QEMnsSzSI8My27MCoSjYyhuDEbs2240ZyQyJlBSb2lVJKZeF+7e6rl8Dyot7aK9mmO+Fc0l5utOvt3f3kzJhPF0HuBHMKbre2DnIaqPQgs6m0pL80ioMcDAFfd81Ul3kTvehByV7SdXAodfurQqBm/xRIm+adei3CHuGDsRuFSEvbh/br4TB4siprybM1vZZ956asOUF/65K6z74WqWDGPF9+/83mEbvKJouVdVm7N3clnStgZDANru2xiLTDmblSzf5mvIBnhrUtaZt0Vrc/rvejYamPc/PSMSOh1uoJn3Uer0jdb+854RjzbB+Qa15YlGcdx5Fnit6PdpQ7P47L2LAk3fMQHRKPRZld0EQf2s3JfS3AeQ/2vEeuqZRSY36pnHGfpK0y4LFYhoDrsOVjfWYxeLAvfdXnsm87697ug+QTa3s+pNt/1Nt/9wMnDVrCEEIIIYQQQgghhAwAvoQhhBBCCCGEEEIIGQCUI/WAt8FU92y6P+ZWEKBFlYyeoACv0BJuOSDu0TvW/HLAgbt3pnh5sOX/eFzMBP9w4/hEn0CpT9DIkJIgUYqMig2eB6QlB/GRmm2RGEg1IKLM8p6u36VzYqK3tiJ1HokaaVMda89sRspjXQPPd4HpoGVW6RrSiA2CJOKVgJjgPshCRBqPHgfT7j7ZRLeBFclLKaWKXb5qxuhIPmO6i3KWMzO1UaGUUsplzDnLYIbq6LAslkTo/Jzk9XxDxt7EqJ53xiKtzz9296WU3Bve186BmMq64B6s6CMjdaJmYESjeKHWtBwlSAVTT3aypG9jRUfazMmAsKvacyGZkzD/dEmODtYxse03nmBGKaVUeHrbdr8VzWf84jM5J5Spppc/frPh9RMvJOLAmfdWlFJKzd78RvavT1XT/miimp5+5b5OHNPIJFv3LlbT4+eXq+mz731aTe88OquUUsoDcsmZG3Lvhx3cG8rCnB6U9+ntDpf0dRdEYiqDvLNZvut3rlXTV//0Z0oppS788OPqtu2H52qu6wF53+j8ejW9+umtarqU729koGbcj8p4w2eZPSNH+t5G989Nl2N6XVoDiWMZhvbFmLRJP3r2ozG56roEMVPWtHNro3u5NgSDU2++0Nf79RnJF5SgyprWvv+8eb4XXI2f3c4YCZH199v8d77GkdqQF25dIRcgCts6SHYTEhBPxSp6TG2VQRIMGtV1l2wfN409CTqWuz6QCud02fec0he33HL+WEkqb6p0PGUT3zzW43h7X8o9Oynzzhw8n5bNLSQzcr+bIOU5v9D6c9qDZ7oeVyGS40RU6mh6XNctPlNsbEtevwP51WvXdLtHw/brrnUHt+/LOfGk3MNkTPK1JE/ZvOR7+4Gc53F1P+YasZKU/oVSHUv28wikPG9Myzx9d0ekwla3uzEJEcIyUs9BE1oOJUrI0wOZ260yoOwIyxAD6VKrxy5CvkEIc3cH7sF6dkPJ1ZUxuR+fs7/tcJKhJQwhhBBCCCGEEELIAKAlTA/wluUtX6gk6SJ8+LU+vOKXjALUvstsz4FP1AB8nMBrWXng+bNHPkTUvsXf9cj7ts/GwLmWv7v3cKtwvnWt+Wz/vyxn0vLGNW0sXNJg6WI52FVKqVJRb0frl0RcjnVBnY/YfCJz1nmL62wyeqwyYrnQYXCz89HqxboW3lc9kmXdDs/zcmOpirRT2HwuQ+uWZ/ClNAFWAqOmkAH4xLYGX3abtXTMJX3xTlq/OZ8HJ8Djrv58cXrRpTNeZHZcvhg9eaHvHR3zRoJSC2gxYh2DX4zQemU6pq/7YqfWwZ1SSu34ZbtlqYKOe9FprV2viICzukdr0r5T0VLd+8Jy431Nwdenp+AUMODTxzo7rO6zYKlyJ677hwuc+y0EwLGdjRXB5bB8bfnqQL7M4HkWVyNy7JdxOfbNsWzNsYNgzFhxjIE1B1Ip6XrOxsUB7+N/eq+aRksWO3Yfn6mmLaub8YtPq9tmXr1XTWf2o9X0s1+/o5RS6uz3f9P4BoZEdk/K+vSf36mm517/qpqOnV3Vx0LdPf9ILIfQaqYZ1nWxvuzwhsVrar02ffqr7yillNp/vmC7v5ASp6b3/78fHclfKaXOfe+31bTDOEstZsV0APtEpXx8nJoupmRMB+AZ6cDTO5uUpDENToKJMM6L6Djz1mRzJ6itcnHP+tv91973n7V+jZmU9fdkfWVOGnPQHTCpHAGjDOwRl/N6Hv8aLFrQSiUAi+CmsYqZbGLF8tQr61cUrF+wPMfVEmbvQJdxbFTKd/WcvYWEHe24qUXrE8sCZmlWGuriUuN8F6bl2I++lPXWsqp550a+5hyllNo1Vj6Y/+yk3O+1842tttBS5ot7Ytnh6oM1BnQf5YfndctB8cWY/T26wdrXctKLTo3RosTTpNx2ZcBrYRk2066Wj90yx6Jzcyek0fo5YKxqLsP5T2C+nQzoNpn0D9ZK/onTPK/DPJGHH3lOuIf4iO53KYiIMl6RvjR2WK7Zj+cvlju7N1rCEEIIIYQQQgghhAwAvoQhhBBCCCGEEEIIGQAjh4eHA7Nl/Ku/+qtBZdUWv5gSU8enwfZNeL+3LWZ5l1JivvRgWqrWTnURBSv4SE6bSK2DZAb9WKLvSMv3FZ4/lu7MrPe3Rpp0d7R7ZZp171gf9Vi7p491QLaTS+D8s4d+BK0ebic10gdA+hj5olx+Ku9IxyZ0Ifd3pYCLZ4fjUBRzHamTtj3P1LNjAHX8N7PSgbaaSJMsv2T/y7PWTdRx1qzbr/oAOnk+UvdNyoDnNav/ZuOl3/d+TIcjOUWkw9p0OBuUhTmUkMWoDCbgmwt6XphdFtmPswSO8Ce0efzUmpjc5/xy3YNxWQ9DBzqP5KiYLo9ty1yVC8h5kX3QyZ5wtvwjtmnLb/fFRPdrmeXs8tq4zONOTiDHji/8ur/PFqWvr4ODXA8sMNdztXIkXB9AFaws36zzcN07Phlbr+T0OI2DdrYAC9hEWc6bKNX2xyerUoZna3ocf+emyC+C/tb78GfgqDaT1WX4/pvNnz++uKfvJ56U+rqwKPMLyna6ld9YsiGlRI707i0poyVFbgWUBVmSqu+/Iddyu+Va902+a+AE+K1XpJ4jodbr+YPPZU62mvcHb/VOipgF6f7Dfelrljxn1CtlxVIXwIFx2KP37GSlTc9GpE3v7Oi6C0IdjXphnfDIla0yBOAHI5Yh1MaxfuOE9xHcFzrmzcG9nx3VY2sD5E75suyfDuqJftBypMdGjpQECdFSRcqwCj9Ag4f63nD+KcL8cL5sHHs7pJ3w/Jsle+mZxV/+5V/abqclDCGEEEIIIYQQQsgA4EsYQgghhBBCCCGEkAHA6Eh9BBxcq6KpaT849kYJUdJYzSXAxM9fkP0oTfKWas/vlLf39MW2vPJTS9QCAAAgAElEQVQ+rpl8ox4rJjpSK3KC+av6htJxOfrFAzGxK+X19rEFKUt0urNyNZVMHFOT5YUzYPpnTFZx27Do9M1tv2VIRSjYjre/75cHKUFCOq3Dds5rdm/9vvdjOhzJKaTkkvXHASbiXjAND6T04u1P20uVKzZTzf6kLPQoY7JIgRxpfUl0xWceBlso9ckjDlGQXt2DqG2R1p8ZmuEzZvX7OWknbx1JRtgz/HX0ZeW1bG10m+km0YgsWdK3adZvvp+ulZ6MlaXtT5r09foFXQ/3JMidevhcZEOPVyRtRQmam5K5JhZpvd9ncrUT28cQ5ahbCqBMcYPyMpevbQmMRtkOVlRJpZRKZ3vfwn6Q8tyEiGtNXSDYEPXaj4HXp3JHrtnoulYZennsrSm5r2a3E3TL2G5HLt8vLhgJUb1xHoPoR9b2ZnPCGJyD53cKLWEIIYQQQgghhBBCBgBfwhBCCCGEEEIIIYQMAMqR+kgQnCUv7GvDpnpWWWFj8fXKC/v3Yv02m7xxILaBP/N1FpooZ0IRZFxSwmDJ3ozQWImp5K7styRISikVGtf1UARr0rX7Yvo1f6X9KFYnDQd0hUBwYEHMTiwbIKOrnATbYkLIcDDzg7sIkuBRkTyMb0k0j6KRrmDkIiQT0munFXFJKaV8GVmfNhZlEQub6EiHMD9NvRAT/91peWgY35QynHQgqIa6OybzdNHoJO/FZNs5iJTka8Pa24rykSg0fzYIe2olMeT4cfPyY6WUUk/X5qrbsnl5PvVBOxaKWtNSgcE1Ak/Ofp8eW4lUEPYPh05j0npMhJybl+W+MyCzWd+Wn3TrO3ocbO7KPGJJlJRS6tVL+hqtREG0uHxW5shuJSbedoK/nbDnuX7Ib9q5Zi+PbedWeuFyIG8uAkuoihW7+/1Tr1h229u5hV40My1hCCGEEEIIIYQQQgYALWH6yOJ+716H9vtF8FxWvj5hXp28f8w6m1vCbC/r/EJjcuzMhcbdcXeVzvRIfdb8p986ihDSPcGEXmsCSVlzRuosdotPAjpRZ//5b0K1109KGq1erDys/L9NPee/Jx18Dki7pULCBb39YqL7tT1b0t8UU+ChvQJt5jphX9OJUuFQRiml1KUzK9VtDoc0aqEo46hizF/TGXGEHRuVgbixM6aUOmoJ0w4Omwmi0mG3tXM+2ykBv5TrwpJYqpxf1Gl01ru8LvW1uavnmpkJe3OzgE9ubj+hxxQ69g36+/M8js50LbC+3K7Wf5XkChz0J43HQd3X4m6Zx9/bs3fMfRqgJQwhhBBCCCGEEELIAOBLGEIIIYQQQgghhJABQDkSUUophRZ+vrL8g9KiVsm18Gpv5kLjg+Kb2tQxOi3HjS/wnSE5Sg7655qf/eO0UYLpZx3ad8ur03se2ZYCvUHWZZ0v29BZswssqV3GA6EXtoXBEVzISCnGCnLAVF7S0cLL6TR72yt1/wLaBrcnjPQE1xFsU1xd3EY7EgbpSgzq1pLMLmTLcE6Hhbfyb6XpumzelvI45cQ90tKv7kmjPYrovtKLwAMXorXOdtG56MP46XF0rJRSGTOmlgMy3jZgHFrm/Gl4ysf5EFdLr3nm88B4wvluOqfTKFsP15Ga95KDpJYO1ZMY+b3iyDqb1+27NLdZ3bYbj1TTL7YmuiqLz1t7v/Gk1GI42Hgy2tkXqWGh2Lq8BvuwlXa08KhjNfXUmMyXKEfKN5HqTINMaW1Ln/dsTc5/5WJnzq3L5rLOOsrLsWjF5Cnb1jYl36vnG+drSaeUOnqPLicn4pOA5VagniuL0wZ/tRBCCCGEEEIIIYQMAL6EIYQQQgghhBBCCBkAlCORGtDEO9tBsIZ6Ro7rD+29sNtxsKVN0VCO1CmbPn2Nv531dH2tfvHjTW1iuZh5uSJAocHhAUTN2PdYchPZtgcyB2t7pgO53Lex5BH/xzlf19fqF//Tc2127amcXhPNLTNOv47IpLMckHS5h4EOIICKKipLMiPb4m67zOwnQ2wTa/yeTcs4RvmM4wQ1H9b3g7Dc+1cR/diQtK2jLvIzYxklhtugILHK4DqUaB/nU1K3t+Klajp0Sk2ZrbVMqeO7ntmtZfhMcXdM7qHo0G19LybbzkGkJF/rjwwqY6IjlSEv7AXJguRhyTpGetCF/+OC7qQHTcYDqiH+5+e5arrZnIAyy89i8sj+LKjHQ6XDe8AnjZLJIw3b9j0y5h+HdBqzWkrj2JP0eKF3zzB3H56v2fZ0bbaaHgGt36EJQ2a3rRdMxOS+PG6dB0YeykIEH4zwk87qfre9J/UZhIhGhSaBX1C69PFt/YwyHpX6DvrkWihtypvzNnYkX5QxTY41HlzRsNzv0qyeW1HOlM3J5DxuJEROJ94XPM8lamVbV8/Z3/hErFyT/4ttkHKVZN6zjkHZEd4v1nO+M/WULX8zo8uwBHMcrpf3zFpVcMjGuZwc+96u3Hug3HgCsNbD2/BctAqRQHF+8JpnkWnI6519WReb5YWsm7Xm86i0+T5ELMKhZa23F2E9fjUh+drx80kZOxuwruUdtWP2frjxD9F/h/NpwyOPHyetvIQQQgghhBBCCCEnklNlCVOGN/BOeGPXsae3l5RCl6/mfHU+hPhC0hAef+NGyb9kFiGtsvapOKWbuRWqpp3wFW71k4RSSil3UN4eB8bkrbPLOO9LrMjb48CUfF3Ar4PZPf02Ozwj+8vwlTn5QhzjBSf1MeE5+y+0T0157o5KufbBsWovLR3I8SUBffU30C9XAifzmwB+7bK+GK/CvfzFchuf848B1lepDyakbRI9tnrpBnTsixY6Vt0rpdTr5uvfqwfyNe743MHLBzpZzMGX25mUXucnct1bLsVNRIBc2X4eOT8qn8J7YQHTLri+oaXdmI1j7yfQl3EclobcibGkz+H5YgUsFt/Z01/5ryX6P+/ZWbr00voFQceur13VfenxivyE2gQLjDKYJ1mWHzevyLPSLjjpRSsP23zBumV6XM9n8YScs7MveaETX6+x1kGLkjNzYBXha33MXVzSbToakmutgrPclQ2dRkNdy1pIKaUicN7MRON+Yd3NzSsyXh8vS17bUHd7BzodCsj1X70k52E9rWx0YNbfhDvwLDsL1ic/3NH1hc8GvwErNrQC+RcbjU10nKZSMzBv3gQrkwgEEUiYYz4Zk7w+dEheP95qnBc60P9H85vgMli3vLUv5+N8tmue471tWGp/Byx08Ky/N/lOwO/5N+ONrWpO5pOj5iSXnRBCCCGEEEIIIeTEwJcwhBBCCCGEEEIIIQNg6HKk53tiKuUFs7vJkJhA7Wf0u6KNhBR3aUwcG/lKOr3y0UF1W+y8v5oegzRtku1BR5X5Dp2dWg7mRus4ZovNtC4Rczj5ftAWMPdz1pMImM3Trwarm9Y/T1XTllzIDSbPyTUxlR1dFAe1pbxuSwc4yN36Wtz3+cdl/KaMqWM9OdK+ucaOl237MmLJRT6CPlM8pV0BHdQ5u1da9B3L2a5SSv12XKdPQLGPgObRnxpzbHRk+8NtMaV2U+06UPa84DwS1Ai7Pr19HORInT6ijXp1o+7EpS+jdXzwGDX6LqyBYwWpkHuR2jnyJIDOgT82ZUdpwxv7jeUEJw1L/nLrSmfeXlEidGGpsWdefBQWZ7ZNvPn2CXTm28yxb7eg/OsKOPG9Usehrx2xiNTzuYXe1xn4gFY/2JHr2635LtCK/QPI/7fMXDCVt5+fLFXX+9vNyz9lHuNRPvx1uPWf+UmQPFnr6ZWkjN1Y0f6pAKVYrRKs4zzf6u44XZ9WR/tK0RKGEEIIIYQQQgghZCDwJQwhhBBCCCGEEELIABi6HCmVl/dAQY+YPS2DTClvXMK/OieSiUfbYs513pjFeUfldspo2kUJUlPWwWy7U8Mvy5zOVe8C0A6ZA33Q+iMxaTyEJhub1+Xxh7tvPEsmhVc6qcZtwWnp9ygx8oPn9SORwWxIvtAmtC4wEcdoEYdgw+02/SIBcqUARGvAcRaetZchkZeX21Hpl5/Fhr7cDIzLyeMfEekLaJvP+9w2aJ7tK8s/KEfDSBK9AiNu/QPMnX+0qefAY6RQaQkH1KNVWydhLZvKSimfhkGKk9fbe9Hyywm9Lt2YkKh/uK59veuV8gRKPcu3E3YgKmDAL3XTSxmS1Vd8sJ5jX8nDeKv0oSK+hPllGuQK89nBDTq83ztbWmadhxBTZYikNB8WucdiZDhyn2HwzY6Mi6VRue9m8r0MTN6BNiZSK7928jqujIE8p5nseKaOZGfPyPSn8ra7OyJcsl9jsQR2vxLGwZWEFXXp72HdvA7PNSi5DpRPwip0PKElDCGEEEIIIYQQQsgA4EsYQgghhBBCCCGEkAEwdPtwF7wGKoNNZDwrOwrGTXMRwh+Ao2m19zCrlFLKB3Kk7O7LY07YC74a7b4rXEu0boK/+VSbvZ17TfJ1SLAe9eRzbS4cm5V+MNKhyeykkcz8r0/FTBlNcXOQrxUZKlcnWlQOzsub81b9coF9T38NnKNnJHJRdAl2QLbRs7Xnzb4eqt2IFoR1ih00XtxH6ryuxXHYrH0mjOl5v6QajyHaU7mNZrDMttG88rjhPDw55p73w9IO/ZIgWZIWNPGdBTN3yxzXC/a3HjDLx/5hzQVxiCgQB7mAJdWMtzC2LUlmtHA82+sRjJFeSpCWMhCFIi3jaM60ia8Fc2Vr+d+Dun8OcqJHpl9lOozetwWS21+Yee3HGxLd5CSolidB/mmtZ83WMqVkPRvWWobLx5s70j8O+rBeZkuSmwv0Wyg9GXZbo0zuebCzb6HW2MLxtgDjsJlEAPdaY24ZyvI1REwrdPm59kOQMP8PK1p3MYg22M9Kf3aaUDZvz+XqHf5Scm2idR1MHhbOZ3Fp0+uTrV+jnfyOO95K6+s8ypUwnW2ynlkjGp+rngUgsqm7dk7vVF6I5fpXG7qd7sI88DWU4XOQG1pz0Dt74lLE10bdvMzQEoYQQgghhBBCCCFkAAzdEub8hHyJimfkLdvNeXlbWjKvAh+DM965qFi6+ALa0ZPLK++U8pO9c3B2mvk6out8w9fZ+zj8Mncm3diSIJuUN6OW1UtqHxxbQW90mLfDnVq/NAPfYOPXclVs/+1teVwKue9xNjiyx3RbNy2cX88Cprq/jTIsZcpH/vYa/KJYbqNg1lnf3WluPZdL6f4RX5dOExqXfCvl2mP9ESlLMSf9y3I+vbcm18Lzy/JRQWXMNdBabP0hWBxccdackz2QvAJRKUNorPeDagfm3o976FwyCA7mbsXl5i4ZqyVHTz62WFY1uK22j+IXK+xrT4LSKJeOqUPeA/O1DL9Id0rYzJHfg/FSz+lgO1htOQFrCqZvHuj2/11M7sFav9pl1a/bDx1HY/9qh0ObL34jbTgZxvPbOc/iJKxlX8VkvMTyUi5rTL0B1jGdzk4XovpZ8llCnhPLUB/nRgvfPmVopF2t3yVatLwHY24x092YwxJYDjnRMedVsGz+2bQec9vezp4TUy6cO3W/OtvkebEX+CBKxIEx98qBY15f3SgSmvvgzBkd0VpNcmVcfqeEPVJ3a0mZo14k9RzjhKqbDMhc4zXmB1b5lFLq0phcF8t7d1tbQr81m61u+3TdX02PeqVOrfKO+WUbOhx+GtfjZPlAyvoGXBfvJ2ECqDzal/pIgXnU7U3jXDYo9zUTkrSVF+ZXLy+LZnWvlNQ/nv/VtpxXKNeedzEm80DU110fLLTxnInWt5j2N7FY+82Yrq/H8MzxLlicTMMaaV3rETyTfNjh85jlK/l1WBdvHUCbgjXOb41V7S/gd/dPNo/PfFuP5Jr0wcSKTo9Am859J9b3MtAShhBCCCGEEEIIIWQA8CUMIYQQQgghhBBCyAAYuhwpCR5QN5Ni3rSRrC3ajToOtQop/Xf7Xrq6rQTm0fNgvjx0j2xDAh2rfQEOGb+KtN8F0Pz5/S0xb2xWtfsg4XAbi8HUnr1Jrcdnu7khz3aknd1gSV00FodoDpqFCvGDKaNlDe5zy7aIH8rtpLOpl5ndVd0X5q/am+pvP4d+M6k7ky8EJv4vpP8ktnX6EIZAISP75yCPtXu6E1uyI6WUCoLEKDCq0+sPxLx29rIc++KebA+N9U5mYJX2n0Hm0qlTOAt08vrDLTFpbWI53nfQbBhN9a+24ZB8WHxk2qcdh9VIGGRhf7qu26SZ489eY03J3wGn+wEo16dj7a9lX4AcCeW0URspD/rGzselDA4jtUgsi2lz9EKwmi6mxYTb5asde/tP5LklejYg13U7as73hKW8ZSMdcYMz3dyBlMs7KmPS0aEz415xNS5jegzkSCNddqFlkH0shfW9RzzSjjPBziRmwwbH1p+syxwY6UBi1ik43/3Rhq7b/zwvspJ2JFXIw/Dg5EgBeI67PKbr8fMNv+1+dBibNvKXEqzNr89ka/bf2xHpy40p+X2CEp93FzJKqfrPx1vp7n6GoVTnOtwD3psd54x8L5lv/i0+YnSO56PSF1Fy9cpkY2fH5+C8ZvntG+/izepeKan/N0HatJuV+nx3PlNNe/rw7L7jlVbFtdUuq/U6Lh/GmjjxXzbS2fNpqZALTcYOOrfvJSj/xjLkzPryWbT7Vwpu8/uyNAATkfSGjBf/mJ7bSjmo2xaCl3QLLWEIIYQQQgghhBBCBgBfwhBCCCGEEEIIIYQMgKHLkTYSUoRrs2Ia1I717MGyNoUr1YvQcMokSJaz9CJEUkDv83ETCeOFX96xrYAn62KHr94sE9k/2hDTwlCpdRO/ucutyyBQutQqGMzBCfaAVjXNRsU0+UVc+l0GzCODxuwyBTK5gEeuRTnSy40/XCv7CU/YDyinzewanZVj73+g++Pl9+TA1a/kultPUb5XGy2sCBbAVuQxt08OQGmUx9+fSfCRMS2Pe7q//gUT8ej7261LHEl9cP6vZwrdCDQ9xjl/0DKkRtyAaA0Jt/SWB+HW1hqUzn02Jub1f2AT2WHr9kE1HZoRvawvZiQJcC2MKocmz6W87uM5kDO5QE60/0ikSROvhGvO372fqjnPAWt/KQtyxLeiNfcwLFAZgVHGNs28dC7ZWaQfjNBisZeT+jypcqQfgcx7kBKkeniMROCtfanPX3YYgXTLO5xZfcJEJJqAyETrKVl7v9721Ry7n5P9n2/U9rUQSNlRFoTbu73bwyZXcIKmr5kE6SSQNmO6Wd0rdbSeLVAWdntL2tRtFrTrk/mabZ1SgQeyf5oUqd71hO4/+BvtE3ADMQURjTBtR8T8xsI1HKOUuUAnu2LWhOeBzn7kLcPvRGucTsPvah8UNQPz+IOQPq8XURInjDwLo0E9h3JZETNx6p/rMN9RkP+WTTvk9iFK6gCmKlrCEEIIIYQQQgghhAyAoVvC+NzyFi+ekbddXhsvjCGv/duu0Ix+A5mGrwfZvaLtsf3g1/BF4Ncdfh04rlhfp5VS6m0Tm75ZXPt6pPbkvFxKp/MZ+2sldvT22Gzr7wnnYq23+Vy08ReyAfhjIieQsXndH9FJJ1qnhMYa9xar3yulVHRGX8sBXdwNDqmnzsIOm8su3XDW7LcsdXQhVc3+XnN3tLslBL/yvrejxy/HW2/otm1eScgceRy+xjfjTfhK/yyox4aNoURdluHrIVp2Rc2XOXRumz+odcyb2ZEvrMFpcdiZ2ZXtVQsamDTQESCmC8lSzfmW80CllPKEdPsWwHEvlnHEcXxG0jZY6BVg2vKa2z1EK6I2ulo8Lxd7HPfU3fZtLkRrLZ2OA5fM89ZUh19203GpPHTc3ivQme7H4zK/5NvoawVzbBws1+wcYfeCZktgFH5TrCVle9BYWES8cr83pxo7ny2AZ1Y7C616OI01RqlOk6fbmcT6DD7r9MsgspO6R2I+Oe8tcNhrOUteAafJ52PdzQPozD0IFfJL4wgfLWHQWuO93dZ/q1jHfjgu5f67aZnXHPAwupTVefwELDn/05ysRc3A33bbRlrwMCTzaQE6gB8CtMybfHEN7pTX4/oaOTAl//U4PsvoMowWpT7nNjprxyJYjqZe6D4WWfTXO7wvHJ/RTQghhBBCCCGEEHKK4UsYQgghhBBCCCGEkAEwdDlSABwrJcEZatLm2HpyJLcxPY6dl9sJTtuboZKjWGbmixkxy7oMEqRokxj27eALiSnb/oZuy4lF+/eApcJwHYwdH0NuchwZ6bCDOMAUf+ZCbd+fWGosQTpaiC73dwg6hUOT8k5As1wbBWpbPFQy59uVKqZkXsvCEUnzLcIPxuvjcGxY6bnoayVmvdeVSERwu8Nc46oS89h7UK4cdJzoob5uHsqSbbL/impsdovO8tAxbztYvgpvxMuNDzxm+MCU+qqRUt2OdvaIg45939nV15p8NVLdZidHXPrBhO216m23xUY/0ez87TuJmnOUOuqkF53/DoMjzxGYNOVtR4KE3JiolSlMBU6mM16llHrloPWyv3hQOz4zB1KRF9/u/eM9+jGdzMk/q4H214HUAORIOxmpgyf7eh52wk3gOL4yLnN6xPzWwPN/t1ErU8C+thAp2qZ/+0Kf54LpeNxfe55VPqWU+mITHH9DMIhul3SUTD3a0/ntgyPr0p6sZZNwb4umjGGP9LlcScpr1c1CWO47CrIgKy/Mr1lezepeKan/KXDA/SXUHda5Jfe6NiHt3C1QneqNeMk23S2WY96f2DiLV0qp/XGp81RY5xvdkfr63563LuWaBCfBf1InPztyfn2er9K9XYfXyJze3+6/SxF0eu82zn9T61JfwVnpS50+8zeDljCEEEIIIYQQQgghA4AvYQghhBBCCCGEEEIGwNDlSDOR5mZb26nGxbTie6fBfCmzA6aB74gZ8cuqM0EzUvRgvWBMlnspO6qHCxRiC1e16ddIndeA0+f5fhDZf6bN5rCPL7wdGlZxOqKY0eP08T8dVLdd/WlsWMXpCodLTG2dXjHbLOekkzs9pq3A1j52bqeaTm1qmUFoWrbFl+eraZdXzCLLBX3dyMJ6dVt6U2QKxSyEVeozGEWmE9D0fDbbH9nhiKqdz7aVmF17VGMTb7fN+T4lZX2iJFJBCS4QNvbtuL8IdqyxQ7lGweQ8AdKn1KGj4f5mrEDbdDqjz5ooDt5K/9eEfnEure/hdrSz858FauVISL9Mkzt5Ppm8EWl+0JAZz/WnL4U9w5Ut9wJ89oq18Rw2d7lWYpZJDG7MxiA6yWoH33PbiajUKShzmexApnZprDPpyiLIkTDdiLfnss0PsuG7i5mWj/WAtOn6pHVvrd8jNtk7bZRX8mo9v07rvtN6JO1RhLl3fUE/q557GBhWcToisiCyrZ2vtaw3AJEN+7bOA/ylSwghhBBCCCGEEDIA+BKGEEIIIYQQQgghZAAMTY50kNWmlJmC2PvkivbvhPYy+tjJkL05oRUdqbIusoDYefCm/ZJKkJAK1MFvx6TZf2u6AEaWsEy5lVLqIkRKmsj3zvTXMpsNRqVg8c3a62NEJUKOC2Pnl6vpzJ5oHkZBLlQp6bGVWJuWEw+lPxcz/pptU9cfVtOeUFry2BlTSinlcA4/Ys1ah1F3LC4n+3MPl5pEDkJsgtA05bwSs3I8/8GhSNDOmWOOXL+OQsDajPljVCa7/c3oNCISspQefh/rljETXS9ckspPulqvyTQca0UA61cEF/JyM5/tbLwl93R/TG7LcxOazwci/Y2I1a0SrMBPwIRU2ZuQ54vtaXmWsR758j4ZcPVkP4lRffDDa/LsiOctPpPfxaP7+vn0yWWRs5UgRGXF+LA4+1jyKoOcbfWMyOUzQZ3vo6uSb2xXnovGt90t5YX5+bL9nyB2H0gcZqeJIJjdbf05shdwGiSEEEIIIYQQQggZAEOzhAmY1+jbKXFgOFvHSS/GtrejaL7cOeDr1f4Tcc4UnJA8aBVjT84pFfMNfEHB9JJxrPr2nryxjXT4dXD7ub6W2yvvAeMb8GbUOIUcnZL9g3CSdNxJgrXXo/8mDm7zYF2w+I522BuZlzfRj34mxx4aq6ciOEU99wNx7pg7kGtt39fjyAH9wy4vzO8JON4tQ/9w+U7PO99ySabOzI44F/aPxatpy2GvCxz3+qIJSY8ma7blk1Kfubi0idOjr+H0t+bkr9egJd2+p7t2nOmTM9526HYqwfPPqNo2aeX6zY7ppIy73u7H2PgAnLR3QieWQZZFjFJKJV2dWQbsmDqNFodjIYStseqVe0g4dbleyQxnTiC9oR1nvEhmX5/nC8uIKONH3E4GTBu4u3TcXeYDHSG2OOAR6eK9oFJKqVRY1p+1JbFCmdiS53yX+Ql96ZtgdZtlpaLUUesVy6rFVZRxeP6BWL3kjAXNs4tivXL1rjyfzq2IA1vLcud8HQsdy8qnWV6YH+bVLzwheY6feUNbtG/dlt8vHZlMt8np+VVECCGEEEIIIYQQcozhSxhCCCGEEEIIIYSQATA0OZLbmEKdnxD7SUcdc5/FWGNz22E75n17T2RUZwfg1LBk7qcIFZYDS+u4W79b2/HK/tWAHFDqsD6WA/q66z4xQ/vhttT5YqZ1mcGhMfNaviv1tfSKlHHrmbnWAMzBThJOkIJc/PFoNZ2BPrj2aUopdVSOdPEP5FiLvSc523RgHOR7h63lpZRSI1bRoJ0u/ZE4rU2s6b7y4gtx3nVS2X+yaLt998E5+cfyyAqOd9e/uF5zjt22I+fjNey2DYCEW/KqdJit5dMtVhy+HKmX+NTw5TuWYrcd57P1iDZpn5LpdyU4zAOO9QrQQcxSdGSbC/pwHrb7nfqCRejX0O3URl4/rkx4ZP7xOhrXPUo9nttbSjdlz9NanRZAXvG7kMyhOGQv5nTZgyDluBuQY/NwjetZ/dwTg4oOggP9hI26qgjn3w7Kda0rXMhJ3Y2VTtc4PKnEOpR0R6Z0W5dBxZ+EoAp8XiKkP/x0o7/OW725WvsIPziqRWe7R47J1C4KLvjBh2ao78IAACAASURBVI51swH92ytgc45SSvlMGXJ18mqHVvPqVX6tEpyS37KrH+0ppZTywG/lQcyhtIQhhBBCCCGEEEIIGQB8CUMIIYQQQgghhBAyAIYmR7J4BrHEnWBaPDcqNpZWJKV6lEy0jYNlkVRgpKR+R0fygolwqDRI03T7vBZVbX0VHSLpehgSc6vPY7puCm28jivCsT+blvb78aY20VtoQZZkSY9KYC7uCUjjjC3oTEb4mvAI/jH7IesCk3krIlEZ6vbpryQCj8vI1ArQTv6o/XXt8rPLSymJmuQbtb+Wb7Sz6CQnlm7lQnbnD1CChKSdvZO5NFGQkA5IdylD8sMa5m4yfT/N6DUDpUIoN8qUZdKOuvWcMOoW2WnYJXnFSzInbBf0vOEE/c4h9PdOhL7hDqUeSKt1m4e1CmVBb6bFdD1gE1HmWlbW5g231MeyiYQUa0M29NAvc28A2jRS1tdAidL7B/mWr0v6h6/cWR/1h2v75chL/MB0YCaku/Ccse6X+siYNQyjOoVByrWUkRnmclKPl07b5riCc5n1u8U1pFu0K4tSwyvPcSLnr53zs7DNTq6k1FHpazP8aT1OUnWiEluyIF+dvBywNlecjTNuNa9G+fWD8ILfNj1IXt4ZmxBCCCGEEEIIIWSADN0SBh3zJuAN2NNd+WJTNl/Zrs3Yf7lxmbfdXvgCX87TQRmCXzevJ+SN/xljDfF3M2LRgk44m4HvP385qdvs36xJmwbrWAbl0np7MCp5xTdr3/4GImw8ZKSN6th/JpZhaIWy8HZIKaXU5t1MdVshbf+1tZ38vGGdR+KFvSNty1KGnDwyPbCE8bL5+0auy/ZpZv2CWNYpOMotp7pKKRUBq5eiWbtjsC1VknU+CWm/MZEqHnHsK+tHsdz+N6N27qserfb9MHzNfQOsX+6A492Fgq6HHDjVz0J6tCwFrnTwjawARQ3BF39r9r+ZbhzkgAyeTvvoxmN94iG0czou6YtvD/3xvu88DMtzzYfj+n7RcTwa0UeNZTAGsdiG4BXbXqmvqZweJzOnwBIG6+M/Lshz/g+39D0utRFQo5flsSvLMMpzHClCx314TQeyKMC28w/Fy7yd1UwrjJnf2PExqfsH1yVoRsWsvWee2FuIWNYtSilV8Opj778i509tSPu2mlej/E4rtIQhhBBCCCGEEEIIGQB8CUMIIYQQQgghhBAyAIZur1gCW7kE2AkWILZ5wNPYJLCQ0ia+sXNixpQ/EAdAh3B6O/KKlwFLLvQTiHv/n+Yldnqxjdd0BWNWfQdkYe/u2ps/bz/XJnRur2QQ35CGqhgT29Ep2c+2a4/wrJgDbt6NV9PWeBkBM3uXt/v3sVZ+W99kq9se/oPka8mVTls7PtsRucFkWGQXQW/vzGo3D/SYmgLHZoOsx1IPXtd7bJySkt5Q6rIvuA5bb5uAS/freZ/M7Zg9XsmuWCGXjItroVqJcb3zD222NcPdxn3Vo9W+v++SA5975VmmYlNgvGTCKf9hO46YOz6A/Y98rprzomCmfjEn88MXQZn/w0bmNFGkqf9xo9M+OjanO4sHnM9mk6d/jkVnu7+ekPFgDZ2392QMoPTeziF8EqT3T4Ny3Znc6Rknm177+WVYWOU5DmU5rkTi0q8XnzWW5/gzstbEwI2HhQc8xl+7E6qmR4wXX5Q2IQ6HNQbAAS/uRxcXX4ZUI3IBPQ7DGSlLIAmvH2BsZswzLnaPMjj+zQX1tYIJOR8dA6cwqE/SacoqV9taEDcN08tSt5Ykyrr+t/PwZfoTWISWMIQQQgghhBBCCCEDgC9hCCGEEEIIIYQQQgbA0OVIL8DsKgSxwheirXvx90b0Nba/Em/LI2A5dNrkD/0Aoxjdios516dj7XeRB+Cx/q09aUcXmJxZFrjLd8X0a+kVOW/rmekLzWzbXxJiZ71H/n4bT0jq7upPYzX7X/nvx7vKt528Lvz+aEd5nQbW9sFE0nThhTEZTz6QVj7d0qajaI0+G7OXUVqSp0xeBkEsKPNlNNjf0EOVHkyi7tNvKa9+8O4nSimlbn9zrbotfhDpe752kpd2cLXRNgu+xmtztz2l3vmdXLed+6pHq30/VpLxiFGOcA2z++p1Ji9j3k4ygbyTKjQ+APheQqReVmn41e30UDLD0PNyBRNRH43bP5O+vq/H0asHra+F4aIMuJvx0xm+by1wvEb9cSvPScftgvXDLCAjsOiEAiK/OUiJ9OjymTWllFLP16eq2yyJEnJmdquafvB8vpouleV3gLVElutEMCybhdgN0qgk/MaP7IuMqmTCxTnLIIMCuZHd/p1ZuUd/WuaHtJE2Ta3KJOlPOeFYSWfCpSPX/3Ye/YKjgRBCCCGEEEIIIWQA8CUMIYQQQgghhBBCyAAYuhwpBmb0W+AteQ/MhCyDoAuT9qa4+YQ2IwpOSzSAYUVH2tuVDDIpiPAU0oVwgkwqMioFs8q1vSXvxcpyC2p8Ukykkgl9cD4n14+OybX8/u5ssM+npU06kSOhBdemT+5nPiv3YEmPSgUpqycgJ44t6PNG+JqwbawafQHDOwXvW6+o1k3aSXtgdKRR4xH+mzWRdIVBcukz+hw/RDexJEpKKXVzSeQEIRNp6ewkRKQZoDxvpBdRZl4COeGvPv7OUPJ1dtk8pVOq2e1Fn3N20PdRVrT24U41Pf/ehFJKqeRqprotvQXjfMZXTVfK+iKZTTG1LqTkoWDyhpZ9xp+KDBvPL6Tl2PErWhK3ey8h2672XyZ3kvC+86iazv/m4hBL0hovHpgoIaPSyYvSVdTSq+Zh8xQM7Q14jjyAiEZeiLjXjgypH2AkUYwQ+sxEXUq5pNw4X0/m9dp+A8o/m209OtMqRIv6elR+YOx7dH4Zp30H+Nl0bSSdZvy7ZzJX2Uknm5WlXnk6KQuWB8uC0tz/sCi/CXMm3z9bkedfdMPQDtZZ/36p9vqYRzvXH4Mom5huxpvXH1bT5Yqu/+19cQkQ8suksATSIpeRMb1+9XF122g4VU3/40dvKqWUOoQJ5Nq5lWo6V5B7f7I6o/OvY9eRGtXPrU5YkI9EPoR/XGYgoVzJm3U23B9IyXgrgwY5dKDrEVVWRXjetqI2YRlcRXvJ1NimvSuIbuFPXEIIIYQQQgghhJABMHRLmOU9ePsHb6Vc8HookWv8rug4OeYdG5dXbpn0SM32tRW5l3Ck1hImD18y5hfljd3KcznP4Wi8f+lsd59F8e0tOi5LutuvyB2vvSVMIaeva33NUUqpQ3j5P24sYQKRU/AZpwfkzHvj+wqsveBd8mWwbokaN4wBcM4l77eFh3CtmJJ2SMC7Wa+5xhjsf9CkDNswrZxV8ibZba71tZI3ypeg3Ldhu3XVc3A+lvG44oRPMg5zE/ghHXx3Vi1hHDC9nZuq4/R0yMOgFw5OC47jOZbfunVbKaVUOiNO6755KF/CXU7d7/7sX/5Nddv/9Z//VTX95s071fTNq/eUUkr99T/+uLptd7/WebVSSv3k/V8qpZRyOqVfB+Cr1c9+/Z5SSqm9eLTpPbha/3BqS/GUfo4p9qDPObusWzsSK2IJM/97E9X06gc7cJQedAvfnYT929V02XxB94Rlvj1YlusGxmU+PXiun40OKz0YyB0w4hGrHPf1Vdnu0n2/ciBjr7Qs9eG+ulZzrdKT6Wr6sOBq/di8PGu6X13W27KemnNOCrMX9ENuIApfl4/nFNs1Gz77G1vIgBPNIXRttOr4u1npX2itEzHP0ItQ1hz8Plk3Vj5rYEXy3o6MlyvJxs89OHWPgWW5lV6B68bBIuVMWpcn0oa1ho3f1rbKguWxK0svyoNWMZeTct0vo7rSMXCI5cy5XV6Ye8hC++Pvm2YWMHdlWqquL+jT9tXN1svi9cgzYyan5/xkWubTs3NysXgiVE37zHkHyWB129aePGuEA1mllFKTsXh121ePzlbTFxZfVNPF0kLDMk6vGMe4R8xf7I8NGEVMvb7WbD9a1dgds/AkCAfXv36jPHrJKX30IoQQQgghhBBCCDle8CUMIYQQQgghhBBCyAAYuhzJDTaEMZAjbSSkaHnjzActadHKuJTV56W3RdrgcJ18u8x6pqUVY7728J6Y1S2d64PNtFLKX+5OjpSr4xRs66ku7/k3wPQLDn32pW7T6Iyy3Y88KGmT4ssuaf97JTEzrhgbuOuufM05SonURymlRkd0uQqw7ZJz+I5sfcZu7hLIc7aUtP+aElPYqJL7bEQG7rEM1yrDdkvGNKfEbLNZGWbh2GdQrgkjJ3KBDSDKmYqQvqW0LMNfz2bxmLIel/68tq//To1KfYT9Mk6fbOo+6C+CKS7sD4uPTRXx67p7sCH9dnpU5stooL9SLV8PLl84pq/87xnp0R/+4J+r21COdG5JSxeePF+yPf+z2zeq6YnYfsv5/t0vfliz7eLZ59X0pXPPlFJKffL5a02vhfN0JxRP/nJpS6EH9xXosm7t8IRlXty6LebelrRaKXHMu/Wl7K+APNiSHrnAaSmukbHLYnr+zf+t+/DVP7fvw/3GMSEOgSs74Wr60NjgW7IkpZRyX9qopouP5AHgMKNN7b1vPZFtICeyjrWO+/axlQN/NV16NqWPTco2z5vioPIkYD0Hbjyyn5xnLzltt59E4h77xSNWGO7zwQcTIAWE5+ObcWmTN4zkpd5UtOvVe/5mVvryx+Ny3TmQuYRtZC64f87GoW9mUuYalABdTOkyLmXsfzvgvBSY0GNqq56T8Fe0I1gXOBx/66a9jNYqj11ZGpWnE1DKddvIkR6GpC+9Bst1O0vF41Dt2LrURDaG+EAFdXFX/30KqmVs5Wbl+uWnNxvu/8Vvb9luHzFam0PQ74yA/sbajuefX1ivpp+szjYpmQ0tDNdmEqBu9zcrwyAkSMgxfSwmhBBCCCGEEEIIOV3wJQwhhBBCCCGEEELIABi6HOnsmEgbPBCCA9M+tzbzqhfowGlMFadeFfPb5FprkoxhsvFC3oGFQvp+i2AX/mIV9odroy5duCTmb+trcuzCmd7ZU3UbFaWZBCGfkQycICGzTLFb8fbvM/Zjz8tidukHm7J8k3uIjoj5oyWJGR85XpF4LFkPSqfCSsrdiQEnDv56VWQ133OQFTUrA0ZSegTnWfKnqxARyQs53wQZ1TcmUhLKoGZUZ57s+83ZCfuIRlZUpHp9+JWF/JHjGh27OKbvvZ4ks9/0QpJx4D6e7/xTEBXJImgiAyil1JULWtLwq4+/03VeXo/0/R999yOllFL5vJihBwNizt1KVCQLq30wMkSljf6BslEripVnSJF0ekmiAwntt2kW6aIZ8+9N1GybfHVU/mlme97h/uyOzKexi1oC5KgjD+43lS25X+93HlbT5V1drhLIjhxjEMuvBGb/ltm8A1Y7iCxWPRbDY+CxGEKsqI89LMGcdDicuumUzIFu+NMkO6pHvedIXxsPPv/vnH4W2fY2X4dmcvrCf7Juv7bHzbyyGpBrRUAq+AZE3WnWq8bNAyrKWe5FpE0fQjSfNzqM5tMJ5ZyUZ/+xHpN+iLg2kql9Rs7uHq/fXTh3W9GplqHNsP0Wm8igMILg86D+xwtrZDsyqqg8XqhvTPA7lCgNYiY6tJnv7LYhHUmQSEOO51MxIYQQQgghhBBCyCmDL2EIIYQQQgghhBBCBsDQ5Ui5kpg/oQTJC1GTmhkDW5GQguAFHNPDYmGp1jxtfrGxyVok2lwGMzZeWyMLZ/oTHSnXpaVrPTnT/BV94fXHcr8VMMebvdh6xktObTLajkdxjKSEWNc4bobJ1tvSJLw3LUEpsbwJc8xTkAKl4LyIEQ6FQEqUqSMxOjDn4dvaVspgMQHSpB0TSQklSAdwrRUor1WCkyyIaEVK185xSg1WgoSMFrufXyyTcpSIoAn3sLn3+EI1ff2SSCbcLj0xJVKhmnPa5dzSSjUdP4gopZT6+HevV7fduv5NNY3SpGZYMqRRqM99T2edxYpaMZU7Pm3TKfWiqrRDrN99tFkzdbjfAfK/2bfG2ipSz0EpkFckHiN+vQ47JpLVbaWn09W058ZyNX1o5EallXHZlvLXHHsIEqZ6x7qvryqllKpAdCRVPlnfJJ1muVz9RtZYJzzRvwwypXYeEMZMJKWRQ5Cfw4Lazny57q/tK5aESanOnh/rRXra7XAe75bZd2DsHFruARqX5cyPphvuHyZXE3qcoBzpAUi9msmRngdgXjHVcDkp5zjbWSagGq3zRo+XkosMiJO16hBCCCGEEEIIIYScUIZuCfMiLl+/vRNinbCdkqJZvo/Gg/LGv52vx6Q98IVuytVdRfvqOPQsmK+shSxYPMGL6GxKb/dHWs+/F13iuHarJaW/Hi4o+YrY7A3qGyrXl7K0UwaszyUbx7qjYHUTBse8I9/6e1xIpXSJEkm582BQ+jCWN5XR/xUKsnV2Ruaw3V19jblZ2ZZMgWPudfnysjCvj3HBjG2dj9fAcqXTcq1QSOo5m9Xby2XZHwjIPYxGar8IuWETWq904vh004fODI+PA+xHT89W0//uz/+favqjz96oOdbnk776e2/8rpqem97U296Uvv58dd42bVm9RELiiLRUljbP5cUJYqtM5qWh9j2dfQnfrVrCdHT6saIXX5EnTJ2md6SvZg4kHZ7Ug7IMTiBTW7I/MCbt4Pbp8sTXpH+EJ2U/OunO7OtrBOH8bAIcoZv8/FH7ds7sy8WKT3VjLrzmsz2237ivrlbT+V9fq6YPC7ruvO88kv2/uSjpT8U6TVnO9us4j6weC0756x5r5XHCnPEi3oAuexEs1sITp/O7qqeOkUKzwA/Iezu1zx+4Fv3tbOvW82mb52K0qsB0txSOgUFTMwuYk8B8VneiMMzTK2AVkzFOy+sFIXgcqu1s6Ey5HfZhGvaYS+yBUV4MHPeODNAgdXVEHjD3jeX6jcOXw0THCjjy8Yg0xPuHrVsjd8rpnLEJIYQQQgghhBBCjhl8CUMIIYQQQgghhBAyAIYuR0JLqwebYn59aUpMoNaMZKkdx6ukc/a88m6u0KUn0HqONzefatPAc69JF3SA2eWTz7XpaGxWynIKLCK75ji8NW1WhmVwsJuFo8+pxmaNx+HemrG1oztpEOQ7KZAQVcBsenFB25murErH9nrkvIrN0AiBtAllTphfo/MTCSmLJWH6dhms884syv7VF7J/NFJ7XWQWHBAm3O3bSj8IyTmdmvP2g2JJ5qL//f/8tw2PzeVkrfqnD3+vo/z+/V//i47Oa4Rlcq1U5ybxz4P6vGuJ49M27bJr1jA72UAr+MEk3XKYCeo+Vc7LfofpNlsPRaYZAIlQGmQQFVOlczfspWbrX8kcOfuKPubFXdl2CE0yf0vvX//afj/m8eLOcE3KS8+nqmn3lReyo2IkNQ9nm1+kVelQK8edYBmSRTqux7rLK/eS3oM1I6q3n4bnpnrPkZ3IYXuBXWnGCzhn9C5QRvgYOa8/DVyBde3TMVnzH4T1mvFaHGSnTulf6Ix53Mz/Y3WcKTdjAlQuy1H9NzokCRIZLifhdw8hhBBCCCGEEELIiYcvYQghhBBCCCGEEEIGwNDlSJemJCJSEaJ1+NxijzUd0ea8XSpjSIvc66Fn9+mcvVmm1zigTsfBrNsm21xK9juht3r87AzHlSWInjRInB2acJbb6EqhoO7PpZKcFIFoQum0vNfe3NIdulyRYzNZSVsyJpQzhUJyExhVCc/79vmY9oDcycpfKaW8Xrhusbuxs5gRc937HcwVWxCRYh+i18Q6NO0lwgK0jbsissBiG59bNkz7ZMEU218nYsRx5Wmwu+9LS5nadQsjF7mgDyc3dZ0HYjIWytCXQ1OycBXNdVF2FJ6W/W4wed95rOdRD0TwKNZZT6vn+6TNth/Js1VlyO1X2Q9W0wVIk84Jj+t+sbsifSIQlfY/DTIki6k89nsZZ2v+4XxHDpRqxxNGpvs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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",
    "cloud2 = WordCloud(background_color='grey').generate(Ethereum_df.Text.str.cat())\n",
    "cloud2\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(cloud2)"
   ]
  },
  {
   "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": 187,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from spacy import displacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Optional - download a language model for SpaCy\n",
    "# !python -m spacy download en_core_web_sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "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": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Two alleged crypto traders in Singapore apparently came up with a fool-proof plan: rather than convert a customers 365,000 Singapore dollars to bitcoin, they would simply rob the victim when he came … [+1735 chars]By Alexis Akwagyiram, Tom Wilson\\r\\n* Monthly crypto transfers to and from Africa rise 55% in a year\\r\\n* Much of the activity in Nigeria, South Africa and Kenya\\r\\n* Driven by small businesses and migrant… [+7730 chars]“The COVID-19 pandemic has resulted in a mass shift to working from home, resulting in increased use of corporate VPN and elimination of in-person verification, which can partially explain the succes… [+3548 chars]LAGOS/LONDON (Reuters) - Four months ago, Abolaji Odunjo made a fundamental change to his business selling mobile phones in a bustling street market in Lagos: He started paying his suppliers in bitco… [+7646 chars]LAGOS/LONDON (Reuters) - Four months ago, Abolaji Odunjo made a fundamental change to his business selling mobile phones in a bustling street market in Lagos: He started paying his suppliers in bitco… [+7537 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 … [+2802 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 … [+2968 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 … [+2989 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 … [+2756 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 … [+2836 chars]FTX, a cryptocurrency exchange that offers derivatives, options and other sophisticated products, is acquiring a popular portfolio tracking app, Blockfolio.\\r\\nFTX is spending $150 million for the acqu… [+1325 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 … [+2632 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 … [+2886 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 … [+2786 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 … [+2876 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 … [+2899 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 … [+2886 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 … [+2801 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 … [+3024 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 … [+2986 chars]'"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concatenate all of the bitcoin text together\n",
    "all_concat_bitcoin = Bitcoin_df.Text.str.cat()\n",
    "all_concat_bitcoin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the NER processor on all of the text\n",
    "# Add a title to the document\n",
    "bitcoin_doc = nlp(all_concat_bitcoin)\n",
    "bitcoin_doc\n",
    "bitcoin_doc.user_data[\"Title\"] = \"Bitcoin NER\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    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",
       " alleged crypto traders in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Singapore\n",
       "    <span style=\"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",
       " apparently came up with a fool-proof plan: rather than convert a customers \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    365,000 Singapore dollars\n",
       "    <span style=\"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 bitcoin, they would simply rob the victim when he came … [+1735 chars]By \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Alexis Akwagyiram\n",
       "    <span style=\"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: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Tom Wilson\r\n",
       "\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Monthly\n",
       "    <span style=\"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",
       " crypto transfers to and from \n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Africa\n",
       "    <span style=\"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",
       " rise \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    55%\n",
       "    <span style=\"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",
       " in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    a year\r\n",
       "\n",
       "    <span style=\"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",
       "* Much of the activity in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Nigeria\n",
       "    <span style=\"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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    South Africa\n",
       "    <span style=\"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 \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Kenya\n",
       "    <span style=\"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>* Driven by small businesses and migrant… [+7730 chars]“The \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    COVID-19\n",
       "    <span style=\"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",
       " pandemic has resulted in a mass shift to working from home, resulting in increased use of corporate \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    VPN\n",
       "    <span style=\"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",
       " and elimination of in-person verification, which can partially explain the succes… [+3548 chars]LAGOS/\n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    LONDON\n",
       "    <span style=\"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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Reuters\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Four months ago\n",
       "    <span style=\"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: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Abolaji Odunjo\n",
       "    <span style=\"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",
       " made a fundamental change to his business selling mobile phones in a bustling street market in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Lagos\n",
       "    <span style=\"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",
       ": He started paying his suppliers in bitco… [+7646 chars]LAGOS/LONDON (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Reuters\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Four months ago\n",
       "    <span style=\"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: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Abolaji Odunjo\n",
       "    <span style=\"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",
       " made a fundamental change to his business selling mobile phones in a bustling street market in \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Lagos\n",
       "    <span style=\"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",
       ": He started paying his suppliers in bitco… [+7537 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2802 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2968 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2989 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2756 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2836 chars]FTX, a cryptocurrency exchange that offers derivatives, options and other sophisticated products, is acquiring a popular portfolio tracking app, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Blockfolio\n",
       "    <span style=\"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>\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    FTX\n",
       "    <span style=\"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",
       " is spending \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    $150 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",
       " for the acqu… [+1325 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2632 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2886 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2786 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2876 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2899 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2886 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2801 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+3024 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+2986 chars]</div>"
      ],
      "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": 193,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Two CARDINAL\n",
      "Singapore GPE\n",
      "365,000 Singapore dollars MONEY\n",
      "Alexis Akwagyiram PERSON\n",
      "Tom Wilson\n",
      " PERSON\n",
      "Monthly DATE\n",
      "Africa LOC\n",
      "55% PERCENT\n",
      "a year\n",
      " DATE\n",
      "Nigeria GPE\n",
      "South Africa GPE\n",
      "Kenya GPE\n",
      "COVID-19 PERSON\n",
      "VPN ORG\n",
      "LONDON GPE\n",
      "Reuters ORG\n",
      "Four months ago DATE\n",
      "Abolaji Odunjo PERSON\n",
      "Lagos GPE\n",
      "Reuters ORG\n",
      "Four months ago DATE\n",
      "Abolaji Odunjo PERSON\n",
      "Lagos GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Blockfolio PERSON\n",
      "FTX ORG\n",
      "$150 million MONEY\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n"
     ]
    }
   ],
   "source": [
    "# List all Entities\n",
    "for i in bitcoin_doc.ents:\n",
    "    print(i.text, i.label_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ethereum NER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"If you've interacted with cryptocurrencies in the past couple of years, there's a good chance you've used MetaMask. It's a cryptocurrency wallet in the form of a browser extension that supports Ether… [+2291 chars]TL;DR: The Complete Stock and Cryptocurrency Investment Toolkit Bundle is on sale for £29.46 as of Sept. 7, saving you 97% on list price.\\r\\nThe world of finance has always been complicated, and now th… [+2225 chars]September\\r\\n18, 2020\\r\\n6 min read\\r\\nOpinions expressed by Entrepreneur contributors are their own.\\r\\nFounded over five years ago, the Ethereum platform and its native ether (ETH)\\xa0have existed mostly in t… [+6239 chars]LONDON (Reuters) - It sounds like a surefire bet. You lend money to a borrower who puts up collateral that exceeds the size of the loan, and then you earn interest of about 20%. What could possibly g… [+7143 chars]NEW YORK (Reuters) - Brooklyn-based technology startup ConsenSys has acquired JPMorgan Chase &amp; Co’s (JPM.N) marquee blockchain platform Quorum, the companies said on Tuesday. \\r\\nAs part of the dea… [+1915 chars]An outspoken Bitcoin whale who rarely shows affection for anything other than BTC says two crypto assets have potential.\\r\\nThe pseudonymous trader known as Joe007 says UNUS SED LEO (LEO) may be a soli… [+1503 chars]TLDR: With the training in the Interactive Learn to Code Bundle, students tackle big coding topics through hands-on exercises to help the learning really stick.\\r\\nWhile coding is simple for some, that… [+2232 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 … [+3014 chars]Ethereum, having long played second fiddle to the number one cryptocurrency, bitcoin, is stepping into the limelight.\\r\\nThe ethereum price, climbing more than 10% over the last 24-hour trading period … [+2813 chars]$100 million blockchain startup BRD rolled out cryptocurrency tools and partnerships now used by Deloitte, KPMG, and Fidelity as part of its mission to make cryptocurrency more accessible\\r\\n$100 milli… [+4805 chars]Ethereum based Uniswap gave 400 UNI to all users that used the decentralized exchange prior to ... [+] September 1.\\r\\nGetty Images\\r\\nUniswap, the most widely utilized decentralized exchange on the Ethe… [+3383 chars]Female hand with twenty dollars on a white background.\\r\\ngetty\\r\\nSince May, Ethereum has outperformed bitcoin, largely due to the decentralized finance (DeFi) frenzy, which saw numerous DeFi tokens wit… [+2922 chars]POLAND - 2020/06/15: In this photo illustration an Ethereum logo seen displayed on a smartphone. ... [+] (Photo Illustration by Mateusz Slodkowski/SOPA Images/LightRocket via Getty Images)\\r\\nSOPA Imag… [+2371 chars]The price of Bitcoin looks to enter a new range after a key breakout.\\r\\nSOPA Images/LightRocket via Getty Images\\r\\nThe price of Bitcoin rose to as high as $12,086 on Coinbase, as Ethereum (ETH) buoyed … [+3138 chars]The Securities and Exchange Commission announced a settlement with esports-betting cryptocurrency firm Unikrn for alleged violations of securities laws. Unikrn will shutter its UnikoinGold cryptocurr… [+5630 chars]September\\r\\n16, 2020\\r\\n6 min read\\r\\nOpinions expressed by Entrepreneur contributors are their own.\\r\\nIn the past few months, a\\xa0massive change in working dynamics has fueled an uptick in a kind of infecti… [+7072 chars]\""
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concatenate all of the bitcoin text together\n",
    "all_concat_ethereum = Ethereum_df.Text.str.cat()\n",
    "all_concat_ethereum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run the NER processor on all of the text\n",
    "# YOUR CODE HERE!\n",
    "\n",
    "# Add a title to the document\n",
    "ethereum_doc = nlp(all_concat_ethereum)\n",
    "ethereum_doc\n",
    "ethereum_doc.user_data[\"Title\"] = \"Ethereum NER\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">If you've interacted with cryptocurrencies in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    the past couple of years\n",
       "    <span style=\"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",
       ", there's a good chance you've used \n",
       "<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    MetaMask\n",
       "    <span style=\"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",
       ". It's a cryptocurrency wallet in the form of a browser extension that supports \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Ether\n",
       "    <span style=\"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",
       "… [+2291 chars]TL;DR: \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    The Complete Stock and Cryptocurrency Investment Toolkit Bundle\n",
       "    <span style=\"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",
       " is on sale for £\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    29.46\n",
       "    <span style=\"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",
       " as of \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Sept. 7\n",
       "    <span style=\"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",
       ", saving you \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    97%\n",
       "    <span style=\"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",
       " on list price.\r",
       "</br>The world of finance has always been complicated, and now th… [+2225 chars]September\r",
       "</br>\n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    18, 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",
       "\r",
       "</br>\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    6\n",
       "    <span style=\"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",
       " min read\r",
       "</br>Opinions expressed by \n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Entrepreneur\n",
       "    <span style=\"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",
       " contributors are their own.\r",
       "</br>Founded over \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    five years ago\n",
       "    <span style=\"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 \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Ethereum\n",
       "    <span style=\"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",
       " platform and its native ether (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ") have existed mostly in t… [+6239 chars]LONDON (\n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Reuters\n",
       "    <span style=\"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",
       ") - It sounds like a surefire bet. You lend money to a borrower who puts up collateral that exceeds the size of the loan, and then you earn interest of \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    about 20%\n",
       "    <span style=\"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",
       ". What could possibly g… [+7143 chars]NEW \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    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\">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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Reuters\n",
       "    <span style=\"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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Brooklyn\n",
       "    <span style=\"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 technology startup \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    ConsenSys\n",
       "    <span style=\"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 acquired \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    JPMorgan Chase &amp;amp\n",
       "    <span style=\"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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Co’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\">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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    JPM.N\n",
       "    <span style=\"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",
       ") marquee blockchain platform \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Quorum\n",
       "    <span style=\"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 companies said on \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ". \r",
       "</br>As part of the dea… [+1915 chars]An outspoken \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       " whale who rarely shows affection for anything other than \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    BTC\n",
       "    <span style=\"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",
       " says \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       " crypto assets have potential.\r",
       "</br>The pseudonymous trader known as \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Joe007\n",
       "    <span style=\"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",
       " says \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    UNUS SED LEO\n",
       "    <span style=\"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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    LEO\n",
       "    <span style=\"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",
       ") may be a soli… [+1503 chars]TLDR: With the training in \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    the Interactive Learn to Code Bundle\n",
       "    <span style=\"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",
       ", students tackle big coding topics through hands-on exercises to help the learning really stick.\r",
       "</br>While coding is simple for some, that… [+2232 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Bitcoin BTC\n",
       "    <span style=\"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: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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, \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ", 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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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 … [+3014 chars]Ethereum, having long played \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       " fiddle to the number \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       " cryptocurrency, bitcoin, is stepping into the limelight.\r",
       "</br>The ethereum price, climbing \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    more than 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\">PERCENT</span>\n",
       "</mark>\n",
       " over the last 24-hour trading period … [+2813 \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    chars]$100 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\">CARDINAL</span>\n",
       "</mark>\n",
       " blockchain startup \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    BRD\n",
       "    <span style=\"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",
       " rolled out cryptocurrency tools and partnerships now used by \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Deloitte\n",
       "    <span style=\"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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    KPMG\n",
       "    <span style=\"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",
       ", and \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Fidelity\n",
       "    <span style=\"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",
       " as part of its mission to make cryptocurrency more accessible\r",
       "</br>$\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    100\n",
       "    <span style=\"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",
       " milli… [+4805 chars]Ethereum based \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Uniswap\n",
       "    <span style=\"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; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    400\n",
       "    <span style=\"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",
       " \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    UNI\n",
       "    <span style=\"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",
       " to all users that used the decentralized exchange prior to ... [+] \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    September 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\">DATE</span>\n",
       "</mark>\n",
       ".\r",
       "</br>\n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Getty Images\n",
       "    <span style=\"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>Uniswap, the most widely utilized decentralized exchange on the Ethe… [+3383 chars]Female hand with \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    twenty dollars\n",
       "    <span style=\"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",
       " on a white background.\r",
       "</br>getty\r",
       "</br>Since May, \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Ethereum\n",
       "    <span style=\"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 outperformed bitcoin, largely due to the decentralized finance (DeFi) frenzy, which saw numerous \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    DeFi\n",
       "    <span style=\"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",
       " tokens wit… [+2922 chars]POLAND - 2020/06/15: In this photo illustration an \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Ethereum\n",
       "    <span style=\"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",
       " logo seen displayed on a smartphone. ... [+] (Photo Illustration by \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Mateusz Slodkowski\n",
       "    <span style=\"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",
       "/SOPA Images/LightRocket via \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Getty Images\n",
       "    <span style=\"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>SOPA Imag… [+2371 chars]The price of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       " looks to enter a new range after a key breakout.\r",
       "</br>SOPA Images/LightRocket via \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Getty Images\n",
       "    <span style=\"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>The price of \n",
       "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       " rose to \n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    as high as $12,086\n",
       "    <span style=\"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",
       " on \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Coinbase\n",
       "    <span style=\"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",
       ", as \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Ethereum\n",
       "    <span style=\"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: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\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",
       ") buoyed … [+3138 \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    chars]The Securities and Exchange 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",
       " announced a settlement with esports-betting cryptocurrency firm \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Unikrn\n",
       "    <span style=\"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",
       " for alleged violations of securities laws. \n",
       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Unikrn\n",
       "    <span style=\"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",
       " will shutter its \n",
       "<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    UnikoinGold\n",
       "    <span style=\"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",
       " cryptocurr… [+5630 chars]September\r",
       "</br>\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    16\n",
       "    <span style=\"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",
       ", 2020\r",
       "</br>\n",
       "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    6\n",
       "    <span style=\"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",
       " min read\r",
       "</br>Opinions expressed by \n",
       "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    Entrepreneur\n",
       "    <span style=\"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",
       " contributors are their own.\r",
       "</br>In \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
       "    the past few months\n",
       "    <span style=\"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 massive change in working dynamics has fueled an uptick in a kind of infecti… [+7072 chars]</div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Render the visualization\n",
    "displacy.render(ethereum_doc, style = 'ent')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the past couple of years DATE\n",
      "MetaMask PRODUCT\n",
      "Ether ORG\n",
      "The Complete Stock and Cryptocurrency Investment Toolkit Bundle ORG\n",
      "29.46 MONEY\n",
      "Sept. 7 DATE\n",
      "97% PERCENT\n",
      "18, 2020 DATE\n",
      "6 CARDINAL\n",
      "Entrepreneur LOC\n",
      "five years ago DATE\n",
      "Ethereum GPE\n",
      "ETH ORG\n",
      "Reuters ORG\n",
      "about 20% PERCENT\n",
      "YORK ORG\n",
      "Reuters ORG\n",
      "Brooklyn GPE\n",
      "ConsenSys ORG\n",
      "JPMorgan Chase &amp ORG\n",
      "Co’s ORG\n",
      "JPM.N GPE\n",
      "Quorum GPE\n",
      "Tuesday DATE\n",
      "Bitcoin GPE\n",
      "BTC ORG\n",
      "two CARDINAL\n",
      "Joe007 CARDINAL\n",
      "UNUS SED LEO ORG\n",
      "LEO ORG\n",
      "the Interactive Learn to Code Bundle ORG\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin BTC ORG\n",
      "every fucking day DATE\n",
      "Bitcoin GPE\n",
      "Today DATE\n",
      "Satoshi Nakaboto PERSON\n",
      "Bitcoin GPE\n",
      "second ORDINAL\n",
      "one CARDINAL\n",
      "more than 10% PERCENT\n",
      "chars]$100 million CARDINAL\n",
      "BRD ORG\n",
      "Deloitte ORG\n",
      "KPMG ORG\n",
      "Fidelity ORG\n",
      "100 MONEY\n",
      "Uniswap ORG\n",
      "400 CARDINAL\n",
      "UNI ORG\n",
      "September 1 DATE\n",
      "Getty Images PERSON\n",
      "twenty dollars MONEY\n",
      "Ethereum GPE\n",
      "DeFi PERSON\n",
      "Ethereum GPE\n",
      "Mateusz Slodkowski PERSON\n",
      "Getty Images PERSON\n",
      "Bitcoin GPE\n",
      "Getty Images PERSON\n",
      "Bitcoin GPE\n",
      "as high as $12,086 MONEY\n",
      "Coinbase ORG\n",
      "Ethereum PERSON\n",
      "ETH ORG\n",
      "chars]The Securities and Exchange Commission ORG\n",
      "Unikrn ORG\n",
      "Unikrn PERSON\n",
      "UnikoinGold PRODUCT\n",
      "16 CARDINAL\n",
      "6 CARDINAL\n",
      "Entrepreneur LOC\n",
      "the past few months DATE\n"
     ]
    }
   ],
   "source": [
    "# List all Entities\n",
    "for i in ethereum_doc.ents:\n",
    "    print(i.text, i.label_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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