EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/shun-lin/deep-synthetic-feature-engineering/blob/master/EDA_and_Synthetic_Feature_Engineering_Technique_1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "-raCWGsa-pF5"
   },
   "outputs": [],
   "source": [
    "#Import Packages and Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Enj5ogxmHzP5"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import featuretools as ft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 75,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/files.js": {
       "data": 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       "headers": [
        [
         "content-type",
         "application/javascript"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "id": "CXyiMn2JLqN8",
    "outputId": "3d72eb5c-3145-4086-82d4-2cf94f1950b9"
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "     <input type=\"file\" id=\"files-8e08c7d3-a9f5-44de-825c-f67534e35883\" name=\"files[]\" multiple disabled />\n",
       "     <output id=\"result-8e08c7d3-a9f5-44de-825c-f67534e35883\">\n",
       "      Upload widget is only available when the cell has been executed in the\n",
       "      current browser session. Please rerun this cell to enable.\n",
       "      </output>\n",
       "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving news_score.1csv.csv to news_score.1csv.csv\n"
     ]
    }
   ],
   "source": [
    "from google.colab import files\n",
    "uploaded = files.upload()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 482
    },
    "colab_type": "code",
    "id": "nyXvhSxiMHZh",
    "outputId": "9af4bbbe-a40a-4f04-e441-0f7dedcb3d0a"
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>contents</th>\n",
       "      <th>description</th>\n",
       "      <th>publisher</th>\n",
       "      <th>source_url</th>\n",
       "      <th>title</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>...</th>\n",
       "      <th>Volatility</th>\n",
       "      <th>SD</th>\n",
       "      <th>publisherLabel</th>\n",
       "      <th>Mark</th>\n",
       "      <th>publisher_L</th>\n",
       "      <th>author_L</th>\n",
       "      <th>score_sentiment</th>\n",
       "      <th>magnitude_sentiment</th>\n",
       "      <th>tfidf</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bitcoinist.net</td>\n",
       "      <td>real time prices vires numeris bitcoin ethereu...</td>\n",
       "      <td>israel finance ministry bank israel considerin...</td>\n",
       "      <td>Bitcoinist.com</td>\n",
       "      <td>http://bitcoinist.com/kosher-crypto-bitcoen-se...</td>\n",
       "      <td>Kosher Crypto BitCoen Is Setting a Course for ...</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>0:00:08</td>\n",
       "      <td>8547.864403</td>\n",
       "      <td>8562.224306</td>\n",
       "      <td>...</td>\n",
       "      <td>433909.3344</td>\n",
       "      <td>2087.647258</td>\n",
       "      <td>96.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.31545</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Michelle Fox</td>\n",
       "      <td>var postloadfunctions var foresee enabled var ...</td>\n",
       "      <td>bitcoin may still drop rally back year early b...</td>\n",
       "      <td>CNBC</td>\n",
       "      <td>https://www.cnbc.com/2018/02/01/bitcoin-near-b...</td>\n",
       "      <td>Bitcoin near bottom, will rally to $20,000 thi...</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>0:02:00</td>\n",
       "      <td>8547.864403</td>\n",
       "      <td>8562.224306</td>\n",
       "      <td>...</td>\n",
       "      <td>433909.3344</td>\n",
       "      <td>2087.647258</td>\n",
       "      <td>146.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.49858</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Scott Scanlon</td>\n",
       "      <td>core cryptocurrency networks miners people use...</td>\n",
       "      <td>core cryptocurrency networks miners people use...</td>\n",
       "      <td>Youbrandinc.com</td>\n",
       "      <td>https://www.youbrandinc.com/crytocurrency/brai...</td>\n",
       "      <td>Brain Genius Submerges His Bitcoin Mining Rig ...</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>0:03:08</td>\n",
       "      <td>8547.864403</td>\n",
       "      <td>8562.224306</td>\n",
       "      <td>...</td>\n",
       "      <td>433909.3344</td>\n",
       "      <td>2087.647258</td>\n",
       "      <td>1181.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.31795</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bruce Kleinman</td>\n",
       "      <td>demons digital gold part already done please r...</td>\n",
       "      <td>demons digital gold part</td>\n",
       "      <td>Hackernoon.com</td>\n",
       "      <td>https://hackernoon.com/remediation-wherefore-a...</td>\n",
       "      <td>Remediation, wherefore art thou?</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>0:18:34</td>\n",
       "      <td>8547.864403</td>\n",
       "      <td>8562.224306</td>\n",
       "      <td>...</td>\n",
       "      <td>433909.3344</td>\n",
       "      <td>2087.647258</td>\n",
       "      <td>452.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.97540</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jason Murphy</td>\n",
       "      <td>email password remember feb systems underpinni...</td>\n",
       "      <td>systems underpinning bitcoin truly revolutiona...</td>\n",
       "      <td>Crikey.com.au</td>\n",
       "      <td>https://www.crikey.com.au/2018/02/02/cryptotra...</td>\n",
       "      <td>Cryptotragedy: what if bitcoin’s greatest stre...</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>0:25:09</td>\n",
       "      <td>8547.864403</td>\n",
       "      <td>8562.224306</td>\n",
       "      <td>...</td>\n",
       "      <td>433909.3344</td>\n",
       "      <td>2087.647258</td>\n",
       "      <td>220.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.33696</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           author                                           contents  \\\n",
       "0  Bitcoinist.net  real time prices vires numeris bitcoin ethereu...   \n",
       "1    Michelle Fox  var postloadfunctions var foresee enabled var ...   \n",
       "2   Scott Scanlon  core cryptocurrency networks miners people use...   \n",
       "3  Bruce Kleinman  demons digital gold part already done please r...   \n",
       "4    Jason Murphy  email password remember feb systems underpinni...   \n",
       "\n",
       "                                         description        publisher  \\\n",
       "0  israel finance ministry bank israel considerin...   Bitcoinist.com   \n",
       "1  bitcoin may still drop rally back year early b...             CNBC   \n",
       "2  core cryptocurrency networks miners people use...  Youbrandinc.com   \n",
       "3                           demons digital gold part   Hackernoon.com   \n",
       "4  systems underpinning bitcoin truly revolutiona...    Crikey.com.au   \n",
       "\n",
       "                                          source_url  \\\n",
       "0  http://bitcoinist.com/kosher-crypto-bitcoen-se...   \n",
       "1  https://www.cnbc.com/2018/02/01/bitcoin-near-b...   \n",
       "2  https://www.youbrandinc.com/crytocurrency/brai...   \n",
       "3  https://hackernoon.com/remediation-wherefore-a...   \n",
       "4  https://www.crikey.com.au/2018/02/02/cryptotra...   \n",
       "\n",
       "                                               title    date     time  \\\n",
       "0  Kosher Crypto BitCoen Is Setting a Course for ...  2/2/18  0:00:08   \n",
       "1  Bitcoin near bottom, will rally to $20,000 thi...  2/2/18  0:02:00   \n",
       "2  Brain Genius Submerges His Bitcoin Mining Rig ...  2/2/18  0:03:08   \n",
       "3                   Remediation, wherefore art thou?  2/2/18  0:18:34   \n",
       "4  Cryptotragedy: what if bitcoin’s greatest stre...  2/2/18  0:25:09   \n",
       "\n",
       "          Open         High ...   Volatility           SD  publisherLabel  \\\n",
       "0  8547.864403  8562.224306 ...  433909.3344  2087.647258            96.0   \n",
       "1  8547.864403  8562.224306 ...  433909.3344  2087.647258           146.0   \n",
       "2  8547.864403  8562.224306 ...  433909.3344  2087.647258          1181.0   \n",
       "3  8547.864403  8562.224306 ...  433909.3344  2087.647258           452.0   \n",
       "4  8547.864403  8562.224306 ...  433909.3344  2087.647258           220.0   \n",
       "\n",
       "   Mark  publisher_L  author_L  score_sentiment  magnitude_sentiment    tfidf  \\\n",
       "0   0.0          3.0      -1.0              0.4                  0.4  0.31545   \n",
       "1   0.0          3.0       0.0              0.1                  0.1  0.49858   \n",
       "2   0.0         -1.0      -1.0              0.4                  0.4  0.31795   \n",
       "3   0.0          3.0       0.0              0.2                  0.2  0.97540   \n",
       "4   0.0          0.0       0.0              0.8                  0.8  0.33696   \n",
       "\n",
       "   ID  \n",
       "0   0  \n",
       "1   1  \n",
       "2   2  \n",
       "3   3  \n",
       "4   4  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import io\n",
    "#Fall 2018 Team 1 Data\n",
    "df = pd.read_csv(io.BytesIO(uploaded['news_score.1csv.csv']))\n",
    "df['ID'] = df.index\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 505
    },
    "colab_type": "code",
    "id": "PIW8tDhDLn6W",
    "outputId": "d02b77d5-18f3-474c-8e98-7ac80d69c732"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7054 entries, 0 to 7053\n",
      "Data columns (total 25 columns):\n",
      "author                 7054 non-null object\n",
      "contents               7054 non-null object\n",
      "description            7054 non-null object\n",
      "publisher              7054 non-null object\n",
      "source_url             7054 non-null object\n",
      "title                  7054 non-null object\n",
      "date                   7054 non-null object\n",
      "time                   7054 non-null object\n",
      "Open                   7054 non-null float64\n",
      "High                   7054 non-null float64\n",
      "Low                    7054 non-null float64\n",
      "Close                  7054 non-null float64\n",
      "Volume_(BTC)           7054 non-null float64\n",
      "Volume_(Currency)      7054 non-null float64\n",
      "Weighted_Price         7054 non-null float64\n",
      "Average                7054 non-null float64\n",
      "Volatility             7054 non-null float64\n",
      "SD                     7054 non-null float64\n",
      "publisherLabel         7054 non-null float64\n",
      "Mark                   7054 non-null float64\n",
      "publisher_L            7054 non-null float64\n",
      "author_L               7054 non-null float64\n",
      "score_sentiment        7054 non-null float64\n",
      "magnitude_sentiment    7054 non-null float64\n",
      "tfidf                  7054 non-null float64\n",
      "dtypes: float64(17), object(8)\n",
      "memory usage: 1.3+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 308
    },
    "colab_type": "code",
    "id": "Bu7lk7pLIJme",
    "outputId": "10b08c16-72dd-47d1-8661-48c8f48f60c7"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume_(BTC)</th>\n",
       "      <th>Volume_(Currency)</th>\n",
       "      <th>Weighted_Price</th>\n",
       "      <th>Average</th>\n",
       "      <th>Volatility</th>\n",
       "      <th>SD</th>\n",
       "      <th>publisherLabel</th>\n",
       "      <th>Mark</th>\n",
       "      <th>publisher_L</th>\n",
       "      <th>author_L</th>\n",
       "      <th>score_sentiment</th>\n",
       "      <th>magnitude_sentiment</th>\n",
       "      <th>tfidf</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "      <td>7054.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>8182.139135</td>\n",
       "      <td>8190.604925</td>\n",
       "      <td>8173.207231</td>\n",
       "      <td>8182.071572</td>\n",
       "      <td>25.751414</td>\n",
       "      <td>199728.969814</td>\n",
       "      <td>8181.904584</td>\n",
       "      <td>10701.182909</td>\n",
       "      <td>293362.833360</td>\n",
       "      <td>1411.442590</td>\n",
       "      <td>615.735753</td>\n",
       "      <td>-0.175787</td>\n",
       "      <td>1.412815</td>\n",
       "      <td>0.465126</td>\n",
       "      <td>0.053884</td>\n",
       "      <td>0.375801</td>\n",
       "      <td>0.407626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>682.239671</td>\n",
       "      <td>678.133716</td>\n",
       "      <td>686.505293</td>\n",
       "      <td>682.132607</td>\n",
       "      <td>16.902330</td>\n",
       "      <td>110347.430735</td>\n",
       "      <td>682.283876</td>\n",
       "      <td>894.026932</td>\n",
       "      <td>116731.998826</td>\n",
       "      <td>561.627091</td>\n",
       "      <td>378.364278</td>\n",
       "      <td>0.529577</td>\n",
       "      <td>1.579945</td>\n",
       "      <td>1.260539</td>\n",
       "      <td>0.481763</td>\n",
       "      <td>0.273717</td>\n",
       "      <td>0.186565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>6806.927451</td>\n",
       "      <td>6826.417535</td>\n",
       "      <td>6786.712438</td>\n",
       "      <td>6807.273597</td>\n",
       "      <td>9.265880</td>\n",
       "      <td>74305.946820</td>\n",
       "      <td>6806.651598</td>\n",
       "      <td>9786.788157</td>\n",
       "      <td>180619.004500</td>\n",
       "      <td>869.003591</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>-2.000000</td>\n",
       "      <td>0.157630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>7905.440896</td>\n",
       "      <td>7917.342931</td>\n",
       "      <td>7892.443951</td>\n",
       "      <td>7905.416028</td>\n",
       "      <td>13.935292</td>\n",
       "      <td>121295.129200</td>\n",
       "      <td>7904.972491</td>\n",
       "      <td>10090.346930</td>\n",
       "      <td>192710.683500</td>\n",
       "      <td>927.179708</td>\n",
       "      <td>202.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.300000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.281280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>8310.115639</td>\n",
       "      <td>8313.456646</td>\n",
       "      <td>8306.793611</td>\n",
       "      <td>8310.097187</td>\n",
       "      <td>18.984345</td>\n",
       "      <td>154043.483800</td>\n",
       "      <td>8310.129580</td>\n",
       "      <td>10130.017600</td>\n",
       "      <td>231620.464900</td>\n",
       "      <td>1114.384481</td>\n",
       "      <td>643.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.329700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8617.131229</td>\n",
       "      <td>8620.755771</td>\n",
       "      <td>8613.696326</td>\n",
       "      <td>8617.348722</td>\n",
       "      <td>35.615632</td>\n",
       "      <td>297975.902000</td>\n",
       "      <td>8617.210484</td>\n",
       "      <td>11592.976650</td>\n",
       "      <td>437801.267600</td>\n",
       "      <td>2106.372331</td>\n",
       "      <td>967.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.491838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9435.828417</td>\n",
       "      <td>9441.771257</td>\n",
       "      <td>9429.061993</td>\n",
       "      <td>9435.448514</td>\n",
       "      <td>63.421083</td>\n",
       "      <td>432929.362400</td>\n",
       "      <td>9435.411315</td>\n",
       "      <td>12603.493540</td>\n",
       "      <td>452638.412200</td>\n",
       "      <td>2177.757576</td>\n",
       "      <td>1186.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>1.633640</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open         High          Low        Close  Volume_(BTC)  \\\n",
       "count  7054.000000  7054.000000  7054.000000  7054.000000   7054.000000   \n",
       "mean   8182.139135  8190.604925  8173.207231  8182.071572     25.751414   \n",
       "std     682.239671   678.133716   686.505293   682.132607     16.902330   \n",
       "min    6806.927451  6826.417535  6786.712438  6807.273597      9.265880   \n",
       "25%    7905.440896  7917.342931  7892.443951  7905.416028     13.935292   \n",
       "50%    8310.115639  8313.456646  8306.793611  8310.097187     18.984345   \n",
       "75%    8617.131229  8620.755771  8613.696326  8617.348722     35.615632   \n",
       "max    9435.828417  9441.771257  9429.061993  9435.448514     63.421083   \n",
       "\n",
       "       Volume_(Currency)  Weighted_Price       Average     Volatility  \\\n",
       "count        7054.000000     7054.000000   7054.000000    7054.000000   \n",
       "mean       199728.969814     8181.904584  10701.182909  293362.833360   \n",
       "std        110347.430735      682.283876    894.026932  116731.998826   \n",
       "min         74305.946820     6806.651598   9786.788157  180619.004500   \n",
       "25%        121295.129200     7904.972491  10090.346930  192710.683500   \n",
       "50%        154043.483800     8310.129580  10130.017600  231620.464900   \n",
       "75%        297975.902000     8617.210484  11592.976650  437801.267600   \n",
       "max        432929.362400     9435.411315  12603.493540  452638.412200   \n",
       "\n",
       "                SD  publisherLabel         Mark  publisher_L     author_L  \\\n",
       "count  7054.000000     7054.000000  7054.000000  7054.000000  7054.000000   \n",
       "mean   1411.442590      615.735753    -0.175787     1.412815     0.465126   \n",
       "std     561.627091      378.364278     0.529577     1.579945     1.260539   \n",
       "min     869.003591        0.000000    -1.000000    -1.000000    -1.000000   \n",
       "25%     927.179708      202.000000     0.000000     0.000000    -1.000000   \n",
       "50%    1114.384481      643.000000     0.000000     2.000000     0.000000   \n",
       "75%    2106.372331      967.000000     0.000000     3.000000     1.000000   \n",
       "max    2177.757576     1186.000000     1.000000     3.000000     3.000000   \n",
       "\n",
       "       score_sentiment  magnitude_sentiment        tfidf  \n",
       "count      7054.000000          7054.000000  7054.000000  \n",
       "mean          0.053884             0.375801     0.407626  \n",
       "std           0.481763             0.273717     0.186565  \n",
       "min          -2.000000            -2.000000     0.157630  \n",
       "25%          -0.300000             0.200000     0.281280  \n",
       "50%           0.000000             0.300000     0.329700  \n",
       "75%           0.400000             0.600000     0.491838  \n",
       "max           0.900000             0.900000     1.633640  "
      ]
     },
     "execution_count": 14,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "XqpOkdmvIJpH"
   },
   "outputs": [],
   "source": [
    "#EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 396
    },
    "colab_type": "code",
    "id": "5Xuy-oIUMryo",
    "outputId": "0d10f742-5706-4c65-949d-28f6248331d8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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d0aJFC8ycORO//fYbEhMTsXfvXmzatAn9+/d/7u9JDxs2DIIgYOLEiTh//jyuXr2KsLAw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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['score_sentiment'], bins = np.arange(-2.1, 1, 0.2), color = 'blue', edgecolor = 'black', linewidth = 0.8)\n",
    "plt.title('Distribution of Score Sentiment', fontsize = 17)\n",
    "plt.xlabel('Score Sentiment')\n",
    "plt.ylabel('Frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 396
    },
    "colab_type": "code",
    "id": "NQgwVkNdMr1P",
    "outputId": "fa48308c-5be5-4408-d65f-36376f714804"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wX8OGDVGnTp2nfom6ffs23n77baxcubLc8aVXppdeg+Ho6IgLFy6gRYsWOusBUG4vjT5e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\nTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['magnitude_sentiment'], bins = np.arange(-2.1, 1, 0.2), color = 'pink', edgecolor = 'black', linewidth = 0.8)\n",
    "plt.title('Distribution of Magnitude Sentiment', fontsize = 17)\n",
    "plt.xlabel('Magnitude Sentiment')\n",
    "plt.ylabel('Frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 396
    },
    "colab_type": "code",
    "id": "ePA4trVAMr3q",
    "outputId": "a4add45a-8f5d-49ca-caa8-73514afeb39c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ywpUrVyp1xZ8/fx6dOnXS6az3qhQUFNR6tFadiRMn4u7du1i2bFmV72/duhULFizAhQsX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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['Close'] - df['Open'], bins = np.arange(-1.2, 0.4, 0.15), color = 'red', edgecolor = 'black', linewidth = 0.8)\n",
    "plt.title('Distribution of BTC Close-Minus-Open', fontsize = 17)\n",
    "plt.xlabel('Close Minus Open')\n",
    "plt.ylabel('Frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 396
    },
    "colab_type": "code",
    "id": "g80yxBCsMr6J",
    "outputId": "1130ecfc-33ba-427b-e5aa-51400235168a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Frequency')"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VR48e5eDBg4wZM+amPZz77ruPX3/9laSkJH755Zeb1tOpUyfq16/P5MmT2b17N6mpqWza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\nEQNSwIuIiBiQAl5ERMSA/g/AZpIvNJRoTwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['High'] - df['Low'], bins = np.arange(5, 40, 3), color = 'turquoise', edgecolor = 'black', linewidth = 0.8)\n",
    "plt.title('Distribution of BTC High-Minus-Low', fontsize = 17)\n",
    "plt.xlabel('High Minus Low')\n",
    "plt.ylabel('Frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dzC_tPgaMr9X"
   },
   "outputs": [],
   "source": [
    "#Apply DFS Techniques"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "l-3h7wwRMsBd"
   },
   "outputs": [],
   "source": [
    "es = ft.EntitySet(id = 'df')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 19310
    },
    "colab_type": "code",
    "id": "wCdKSRG5cjUA",
    "outputId": "44d6f05b-0e82-4cf4-e8ee-7ffa854a064d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cryptocurrency prices plunge as regulators clamp down\n",
      "'The Mother Of All Bubbles And Biggest Bubble in Human History Comes Down Crashing'\n",
      "Ripple's XRP tumbles to its lowest price in months\n",
      "OSC approves Canada’s first blockchain ETF\n",
      "Ethereum sinks to its lowest level of 2018\n",
      "Record highs, record heists: where is cryptocurrency heading?\n",
      "Blockchain: an explainer\n",
      "Japan's regulator urged Coincheck to fix flaws before $530 million cyber theft\n",
      "CRYPTO INSIDER: Bitcoin stages a comeback\n",
      "Bitcoin’s huge arbitrage play just vanished as Korea bubble pops\n",
      "Bitcoin train goes off the rails, plunging below $8,500\n",
      "Cryptocurrency tumble erases over $100bn from digital currency market\n",
      "Teen Arrested for Creating Malware That Steals Cryptocurrency Wallet Passwords\n",
      "Bitcoin leads cryptocurrency carnage, crashing below $8,000 for 1st time since November\n",
      "Cryptocurrency Traders Lose $115 Billion in 24 Hours as Bitcoin Bloodbath Continues\n",
      "Bitcoin price drops below $8,000 for first time since November 24\n",
      "Bitcoin Set for Worst Week Since 2013 as Crypto Sell-Off Intensifies\n",
      "Long Blockchain cancels plan to buy bitcoin mining equipment\n",
      "Insurers want to cash in on crypto chaos\n",
      "The iced tea company that said it would buy 1,000 bitcoin mining machines is backpedaling on its plans (LBCC)\n",
      "Espionage malware snoops for passwords, mines bitcoin on the side\n",
      "Toronto Councillor: City Should “Be Ahead of the Wave” of Blockchain Tech\n",
      "Here Are the Signs the Bitcoin Bubble Is About to Burst\n",
      "Japan Raids Hacked Crypto Exchange, Bitcoin Plunges Further\n",
      "Bitcoin, Ethereum, Bitcoin Cash, Ripple, Stellar, Litecoin, NEM, NEO, EOS: Price Analysis, February 2, 2018\n",
      "A brief history of bitcoin mining hardware\n",
      "Cryptocurrency Winners and Losers This Week\n",
      "Bitcoin loses more than half its value amid crypto crash\n",
      "Chinese Iron Tiger APT is back, a close look at the Operation PZChao\n",
      "Bitcoin is back above $9,000\n",
      "Blockchain Security Theory and the Cryptocurrency Boom, Part 1: Theory\n",
      "3 doomsday scenarios for bitcoin\n",
      "PSA: No India hasn’t banned Bitcoin — but it’s still talking tough on crypto\n",
      "6 cryptocurrencies that could become the next Bitcoin\n",
      "Cryptocurrency trade | Bitcoin trade\n",
      "Crypto Rich and Paranoid: Threats Prompt Radical Security in Bitcoin Land\n",
      "NIST Blockchain Report Examines the Tech Behind the “Hype”\n",
      "Bitcoin Bounces Back After Sharp Slide\n",
      "Bitcoin Newbies Are Getting Crushed\n",
      "JPMorgan Chase, Bank of America & Citi bar people from buying bitcoin with a credit card\n",
      "Cryptocurrency Markets Move Back Into Green After Substantial Selloff\n",
      "Teen Bitcoin Millionaire Erik Finman Dishes Investment Tips\n",
      "Ethereum Price Weekly Analysis – ETH/USD Facing Crucial Resistance\n",
      "Changing Tide? Crypto Is Spreading Up the Dublin Coast\n",
      "Bitcoin investors find tax demands are not virtual\n",
      "REPORT: Lloyds Bank bans 9 million credit card customers from buying bitcoin\n",
      "Bitcoin drops below $8,000 for the 2nd time in 3 days\n",
      "Lloyds Bank to ban credit card owners from buying Bitcoin: Telegraph\n",
      "Lloyds Bank to ban credit card owners from buying cryptocurrencies\n",
      "Lloyds Bank bans Bitcoin purchases on its credit cards\n",
      "This is the dark web advert a drug dealer used to sell fentanyl for bitcoin\n",
      "Bitcoin cash falls below $1,000 for first time since November\n",
      "Blockchain Explained: How It Works, Who Cares and What Its Future May Hold\n",
      "Bitcoin Drops Below $8K as Crypto Market Recovery Falters\n",
      "Bitcoin takes a beating with entire cryptocurrency market in decline\n",
      "Big banks crack down on bitcoin\n",
      "South Korea Just accused Kim Jong Un of thieving its bitcoin\n",
      "Bitcoin’s bear market is dragging other cryptocurrencies down with it\n",
      "UK bank bans bitcoin purchases via credit card\n",
      "Bitcoin puzzle worth $50,000 solved after nearly three years\n",
      "The One Promising Stock That Cryptocurrency Bulls Are Overlooking\n",
      "eSports Betting Cryptocurrency eGold from UltraPlay Sold out Within 24 Hours\n",
      "Bitcoin Battle: Weiss Responds to Industry Outrage about C+ Grade; Reveals Factors and Data Behind Rating\n",
      "Bitcoin conference hosts ‘networking party’ at strip club\n",
      "U.S. regulators to back more oversight of virtual...\n",
      "U.S. regulators to back more oversight of virtual currencies: testimony\n",
      "Buffett's BNSF railroad eyes blockchain for shipping freight\n",
      "Lingerie tycoon Michelle Mone and her billionaire boyfriend Doug Barrowman are doing a $75 million ICO\n",
      "China prepares fresh ICO rules, eyes overseas platforms: China Daily\n",
      "Cryptocurrency market cap down $500 billion in a month\n",
      "Just Add Blockchain\n",
      "3 Charts to Know: Bitcoin Plunges Below $7000\n",
      "Nithin Eapen (Arcadia Crypto Ventures): “[Crypto] is Not Classical Music, or Jazz, This is Punk Rock”\n",
      "Cryptocurrency exchange and homebuilder were big Colorado losers Monday, while a gold miner gained\n",
      "Say hello to Buttcoin and the community celebrating Bitcoin's fall\n",
      "SENS Antiaging Research foundation received large cryptocurrency donations\n",
      "Man Sues T-Mobile For Allegedly Failing To Stop Hackers From Stealing His Cryptocurrency\n",
      "CryptoKitties Bite Back… on Mobile!\n",
      "‘It doesn't die and it comes back stronger’: Bitcoin believers are digging in amid the crypto bloodbath\n",
      "North Korean hackers said possibly behind massive Coincheck heist\n",
      "Bitcoin Falls by 15% After Banks Ban Buying Cryptocurrencies With Credit Cards\n",
      "Litecoin Price Drops Below $145 Yet Gains on BTC\n",
      "CryptoWatch: Bitcoin plummets below $7,000, hits 2-month low\n",
      "T-Mobile hit with lawsuit for allegedly letting hackers port man’s phone number and take his cryptocurrency\n",
      "Blow for Bitcoin! Banks in UK & US ban crypto buying with credit cards\n",
      "Singapore says no strong case to ban cryptocurrency trading\n",
      "Fearing Bitcoin and Seeking to Capitalize on Higher Fees, VISA and Mastercard Reclassify Crypto Purchases as ‘Cash Advances’\n",
      "Asian markets plunge as Wall Street sees biggest decline since 2011\n",
      "Bitcoin bear run continues as US regulators set to call for increased oversight\n",
      "US regulators are trying to figure out what to do with cryptocurrency\n",
      "Buffett's BNSF Railroad Eyes Blockchain for Shipping Freight\n",
      "Ripple's XRP is the biggest loser of the cryptocurrency bloodbath\n",
      "Bitcoin falls more than 15 percent to a three-month low of $6,853.53 on 5 February\n",
      "VISA, Mastercard make it difficult to buy Bitcoin\n",
      "Rapidly spreading cryptomining botnet targets Android phones and smart TVs\n",
      "Where do we go now?\n",
      "Singapore Says No Strong Case To Ban Cryptocurrency Trading\n",
      "Bitcoin Cash Price Technical Analysis – BCH/USD Drops Below $850\n",
      "India to bar cryptocurrencies from its payments system: Finance ministry official\n",
      "Hidester VPN Announces Exciting News That a Wide-Range of Cryptocurrency Now Accepted as Payment Methods\n",
      "Bitcoin drops below $7,000 amid a slew of concerns\n",
      "Bitcoin Slumps Below $7,000 as Cryptos Hit by Risk-Asset Rout\n",
      "Bitcoin Continues to Slide, Falls Below $7,000\n",
      "Bitcon slump continues, hits low of US$6,190\n",
      "Morning Asian altcoin trading roundup\n",
      "Government to ban cryptocurrencies from its payments system\n",
      "What Makes a Cryptocurrency Valuable?\n",
      "Crypto update: Coin prices continue tumble, Singapore remains safe haven for trading\n",
      "Bitcoin Prices Live: Digital Coins Shed Two Third Value In One Month\n",
      "Bitcoin drops below $6,200 for first time in 3 months\n",
      "Ethereum Price Technical Analysis – ETH/USD Crushed Below $650\n",
      "A Tiny Canada Bank Is Building a Vault for Cryptocurrencies - Bloomberg\n",
      "GOLDMAN SACHS: Bitcoin and other cryptocurrencies tend to be locked together -- and that's a big problem\n",
      "Nvidia is going to have to prove it's not just a cryptocurrency company\n",
      "North Korea is a suspect in the world’s biggest cryptocurrency heist\n",
      "Bitcoin plunges 20% to $6,190; experts warn it may drop another 50%\n",
      "Australia’s Major Banks Confirm They Won’t Ban Buying Bitcoin\n",
      "How Does Blockchain Technology Work with IoT?\n",
      "U.S. Senate to spotlight virtual currencies as bitcoin...\n",
      "Compliance officers sweat as cryptocurrency trades go...\n",
      "Senate to spotlight virtual currencies as bitcoin plunges\n",
      "Compliance officers sweat as cryptocurrency trades go mainstream\n",
      "Bitcoin tumbles almost 20% as crypto backlash accelerates\n",
      "North Korean Hackers May Have Stolen $530 Million From a Japanese Cryptocurrency Exchange\n",
      "News in Numbers: Sensex continues to fall for fifth day on global rout, LTCG tax\n",
      "Hubilu Offers Students to Make Rental Payments in Bitcoin, Ethereum, Bitcoin Cas\n",
      "Retail partnership launches new online mall accepting only cryptocurrency\n",
      "Ripple Price Technical Analysis – XRP/USD Could Retest $0.5000\n",
      "Unicef recruits gamers to mine Ethereum in aid of Syrian children\n",
      "Michelle Mone is launching her own cryptocurrency to back tech startups\n",
      "Top 5 Cryptocurrencies that are not Bitcoins\n",
      "Bitcoin sinks 20% to below US$6,200\n",
      "US Senate To Spotlight Cryptocurrencies As Bitcoin Plunges\n",
      "Bitcoin drops by 20%, hits its lowest in three months\n",
      "Bitcoin’s Substantive & Technical Road to $100K\n",
      "Inside the Indian government’s months-long struggle to curb cryptocurrencies\n",
      "Bitcoin Miners Fried in Game of Chicken\n",
      "Valuable Online Resources for Cryptocurrency Newbies\n",
      "Visa and Mastercard Just Made Buying Crypto Much More Expensive\n",
      "Two UK investors eye $80 million in token sale for VC platform\n",
      "I-TEAM: Las Vegas strip club accepts cryptocurrency\n",
      "Bitcoin breaches US$6,000 as cryptocurrency exodus accelerates\n",
      "Corrected: India to bar cryptocurrencies from its payments system - finance ministry official\n",
      "All major cryptocurrencies are crashing again and bitcoin is nearing $6,000\n",
      "Israel stock market bullish on blockchain, cagey on cryptocurrency\n",
      "T-Mobile user gets separated from his bitcoins, sues for carrier negligence in a phone number heist\n",
      "Bitcoin Slides 23%, $33 Billion Wealth Of Cryptocurency Wiped Off\n",
      "Bitcoin breaches $6,000 as cryptocurrency exodus accelerates\n",
      "Bitcoin extends slide, falling below $7,000\n",
      "Bitcoin Bubble on Verge of Bursting? Twitter Panics as Price Dives Below $6,200\n",
      "Bitcoin continues its downhill slide, dropping below $7K - CNET\n",
      "JPMorgan and BofA halt Bitcoin purchases on credit cards\n",
      "Crypto #Scams: #Increasing in 2018, #Growing More #Personalized\n",
      "Lloyds ban on credit card Bitcoin purchases is the right move\n",
      "Stocktake: Yes, stock markets sometimes fall\n",
      "Bitcoin Miners Cutting Costs by Going Green\n",
      "Ethereum Classic Price Technical Analysis – ETC/USD Bearish Towards $10\n",
      "Warren Buffet’s Railway to Join Blockchain Alliance\n",
      "Bitcoin falls to lowest level since November\n",
      "Unicef asks gamers to mine Ethereum for charity\n",
      "Bitcoin miner sales at Huaqiangbei stagnate amid price slump\n",
      "Bitcoin Slumps to 12-Week Low Below $6K\n",
      "Bitcoin price latest: Cryptocurrency value plunges dramatically amid global financial market drop\n",
      "Those who have earned from Bitcoin will be taxed: CBDT chairman - Times of India\n",
      "Tether: How A Cryptocurrency You've Never Heard Of Could Tank The Price Of Bitcoin\n",
      "Central banks must act against \"Ponzi scheme\" cryptocurrencies - BIS head\n",
      "Havven Announces One of the Largest Airdrop Campaigns to Let Users Test out the First Decentralized Stablecoin\n",
      "Central banks must act against \"Ponzi scheme\"...\n",
      "Coinbase Confirms 4 Banks Blocking Bitcoin Purchases on Credit Cards - CoinDesk\n",
      "Central banker takes stab at bitcoin 'bubble'\n",
      "Bitcoin just dipped below $6,000\n",
      "Bitcoin ATM Installations Skyrocket Throughout Market Correction\n",
      "Over $550 billion of value wiped off cryptocurrencies since their record high just under a month ago\n",
      "MacUpdate hacked: Hackers infiltrate popular software site to distribute Mac cryptocurrency miners\n",
      "Bitcoin drops below $6,000 for first time in three months\n",
      "Do you need to buy bitcoin?\n",
      "Bitcoin is Dead! Again?\n",
      "South Korea’s Coinpia Struggles to Integrate KYC Verification\n",
      "6 hotel booking trends we're watching in 2018 | By Gautam Lulla\n",
      "Asian markets close sharply lower, KLCI skids 40pts\n",
      "Puregold Offers First Payment Gateway Using Cryptocurrency Supported by Gold\n",
      "Apple continues to dominate the tablet market as sales decline once again\n",
      "Central banker takes stab at bitcoin ‘bubble’\n",
      "Baroness Mone Steps Into the Game With Her Equi Cryptocurrency\n",
      "Bond translates traditional investing experience to cryptocurrency\n",
      "T-Mobile is Getting Sued for Not Stopping Cryptocurrency Theft\n",
      "Bitcoin Falls Below $6,000, Plummeting 70% From December High\n",
      "Cryptocurrencies Crash, Dollar Slides, Gold And Silver Slips\n",
      "ICO Tokens Are Already Changing Traditional Startups\n",
      "Bitcoin’s Volatility Triggers More Regulatory Attempts in the US\n",
      "College kids using Bitcoin to pay for ‘huge drug deals,’ prosecutor says\n",
      "Conservative peer stakes her name on a crypto offering, just as the market crashes\n",
      "Bitcoin price falls below $6,000 as banker signals crackdown\n",
      "India Preparing to Bring Cryptocurrencies Under Regulatory Framework - Official\n",
      "Digital transformation: from worker to gamer\n",
      "WSJ Wealth Adviser Briefing: Stocks’ Bad Day, Bitcoin’s Bad Day, Fund Report, Adviser Voice\n",
      "Bitcoin Believers Will Stay The Distance\n",
      "BIS Chief Sees 'Strong Case' for Cryptocurrency Intervention - Bloomberg\n",
      "Central banks must act against 'Ponzi scheme' cryptocurrencies - BIS head\n",
      "Bitcoin has halved in value since 2018 began, plunging below $6,000\n",
      "Identity In the Blockchain Era: How We Get There\n",
      "Got questions for cat-loving crypto experts? The CryptoKitties team is joining us on TNW Answers\n",
      "Cryptocurrency Bloodbath Continues But Markets May Be Oversold\n",
      "Op-Ed: When is a Crash a Crash?\n",
      "Ripple (XRP) is centralized with weak fundamentals states BitMEX Research team\n",
      "BIS general manager calls for central banks to act against 'parasitical' virtual currencies\n",
      "CFTC to Take 'Do No Harm' Approach on Crypto Regulation - CoinDesk\n",
      "Want to Buy Bitcoin With a Credit Card? You May Be In for a Surprise\n",
      "Patchy Bitcoin Oversight Poses Hazards for Investors, Regulators Say\n",
      "Trafficker arrested for selling drugs to college students using bitcoin, police say\n",
      "Bitcoin falls below $6,000\n",
      "Bancos no Reino Unido e EUA proíbem compra de criptomoedas com cartões de crédito\n",
      "Bitcoin falls below $6000 - BBC News\n",
      "Bitcoin Price Watch; Here’s How To Trade This Morning’s Levels\n",
      "Examining the Current Bitcoin Decline\n",
      "Coinbase Plans SegWit Release ‘In A Few Weeks’\n",
      "Here’s Why Bitcoin Purchases Using Credit Cards Are Getting More Expensive\n",
      "Over $550 billion wiped off cryptocurrencies since record high just under a month ago - CNBC\n",
      "Top 10 Points Made By the SEC and CFTC Congress Testimony On Cryptocurrencies\n",
      "The Art of Marketing Blockchain Technology\n",
      "Bitcoin has plunged since Jack Dorsey made it available to Square Cash users\n",
      "Fin24.com | UK bank bans bitcoin purchases via credit card\n",
      "Banki w USA i UK zablokowały karty kredytowe do kupowania Bitcoinów\n",
      "The best Bitcoin exchange\n",
      "Fin24.com | Bitcoin breaches $6 000 as cryptocurrency exodus accelerates\n",
      "'Dr Doom' Roubini says bitcoin 'nuts' will hold the cryptocurrency until it crashes to zero\n",
      "A Platform Paves New Way of Making Investments in Security Tokens\n",
      "Police release e-fits of men wanted over Bitcoin heist\n",
      "CryptoWatch: Bitcoin slumps to $6,300 as global equity rout casts a shadow\n",
      "Bitcoin dipped below $6,000 for the first time since November\n",
      "Cryptocurrency Market Drops to Lowest Value Since November\n",
      "The hunger for Bitcoins persists despite the rout in crypto currencies\n",
      "Bitcoin-based earnings subject to taxation, clarifies CBDT Chairman\n",
      "Credit Card Companies Blocking Bitcoin Purchases In The UK\n",
      "Major banking organization savages bitcoin as ‘a bubble, Ponzi scheme and an environmental disaster’\n",
      "CBDT head says gains from investments in cryptocurrencies such as Bitcoin are taxable\n",
      "Investors Pour Money Into Bitcoin As The Dow Drops, But Will The ‘Tether’ Break Anyway?\n",
      "RPT-Compliance officers sweat as cryptocurrency trades go mainstream - Reuters\n",
      "Baroness Michelle Mone launches cryptocurrency to 'encourage women to invest in tech'\n",
      "Bitcoin Miners Face Shakeout as Only Strongest Survive at $6,000\n",
      "Bitcoin just slid below $6,000\n",
      "The Senate Is Holding Bitcoin Hearings Today. What You Need to Know.\n",
      "ICO Security: Current Threats and Trends\n",
      "5 Brand-Name Companies Testing Ripple's Technology\n",
      "Bitcoin Briefly Dips Below $6,000 to 12-Week Low\n",
      "Those who have earned from Bitcoin will be taxed, clarifies CBDT chairman\n",
      "Bitcoin price: Ethereum, Ripple XRP and all other top 100 digital currencies tumble\n",
      "India announces determined plan to \"eliminate\" Bitcoin... cryptos tumble\n",
      "Bitcoin Bros Are Hurting. Be Kind.\n",
      "Bitcoin Dips Below $6000 as Cryptocurrency Exodus Accelerates - Bloomberg\n",
      "As it happened: The World’s Biggest Bitcoin Party on a Cruise\n",
      "Facebook's Bitcoin ad ban is being bypassed by dodgy advertisers\n",
      "Income tax dept issues notices to crypto currency investors: Chandra\n",
      "IT department issuing notices to cryptocurrency investors: CBDT chairman Sushil Chandra\n",
      "I-T Department Sends Tax Notices To Cryptocurrency Investors\n",
      "1 lakh Income Tax notices sent to Bitcoin investors\n",
      "Money & the Debate of Intrinsic Value\n",
      "Bitcoin slides below $6000; half its value lost in 2018 - Fox Business\n",
      "CBDT says profits earned from Bitcoin trading are taxable, sends out notices to crypto currency investors\n",
      "I-T dept issues notices to crypto currency investors: CBDT\n",
      "Lloyds Banking Group, Virgin Money Ban Cryptocurrency Purchases on Credit Cards\n",
      "Bitcoin briefly drops below $6000; over $550 billion wiped off cryptocurrency market in under one month\n",
      "Bitcoin miners face shakeout\n",
      "Snapchat, Wickr, Confide: How Ephemeral Messaging Threatens History\n",
      "Sanctions Showdown Looms for US and Cryptocurrency\n",
      "Tory peer Michelle Mone launches cryptocurrency business hours before cryptocurrency market collapse\n",
      "Bitcoin Slips Below $6,000 as Cryptocurrency Rout Deepens\n",
      "Bitcoin buyer 'loses $440,000' in matter of weeks\n",
      "Bitcoin's Crash Looks Spookily Familiar\n",
      "Bitcoin continues to tumble, briefly breaking below $6,000\n",
      "1 lakh I-T notices sent to Bitcoin investors: CBDT\n",
      "The SEC chairman is 'open' to the regulation of Bitcoin and other cryptocurrencies\n",
      "Top Banker Calls Bitcoin a 'Ponzi Scheme'\n",
      "US: SEC, CFTC Cryptocurrency Meeting Continues Existing Regulatory Narrative\n",
      "As Bitcoin Plunges, US Senate Again Focuses on Virtual Currencies\n",
      "After crazy rise 2017, Bitcoin loses half its value in 2018\n",
      "Blockchain Patents Filings on the Rise, Innovators Take the Lead\n",
      "Blockchain Innovations Create New Synergies\n",
      "Bitcoin's Price Has Nearly Unwound Its Futures Boost\n",
      "Bitcoin freeloads on institutions’ trust warns BIS\n",
      "Markets Right Now: Market slide coincides with bitcoin fall\n",
      "Early Uber investor Shervin Pishevar has been ranting for 21 hours in one tweet storm but it's unclear what the point is\n",
      "Bitcoin plunges below $6,000 alongside global stock markets, discrediting theory it would be a safe haven\n",
      "GOLDMAN SACHS: This is the main barrier stopping institutional investment in cryptocurrency\n",
      "I-T Dept issues notices to 100,000 cryptocurrency investors: CBDT chairman\n",
      "The best Bitcoin exchange of 2018 - TechRadar\n",
      "Toronto’s Bo Zou notes, access key to blockchain ‘banking’ world’s unbanked\n",
      "FUD Storm Continues as China Steps Up Pressure Against Cryptocurrencies\n",
      "Ripple’s XRP is the biggest loser of the cryptocurrency bloodbath\n",
      "Boasting about bitcoin profits ‘godsend for cybercriminals’\n",
      "Running Firefox, OnyX or Deeper on your Mac? You might be mining cryptocurrency for a hacker\n",
      "Are Large Mining Pools Bad For Cryptocurrencies?\n",
      "A deep look at Lightning and how it may mitigate Bitcoin's scaling problem by creating a new protocol level on top of Bitcoin to make payments faster, cheaper (Timothy B. Lee/Ars Technica)\n",
      "What happened to initial coin offerings in China?\n",
      "‘Secure and super private’: This tiny Canadian bank is building a vault for cryptocurrencies\n",
      "Economist Ken Rogoff: Cryptocurrencies will eventually be regulated and issued by the government\n",
      "AI Celebrity Porn, NSA Exploit, and Bitcoin Exchange – Paul’s Security Weekly #546\n",
      "The Cryptocurrency Crash Is Here, and This Is What's Most Interesting About It\n",
      "Tether: How a Cryptocurrency You’ve Never Heard of Could Tank the Price of Bitcoin\n",
      "Watch Live: SEC, CFTC Senate Testimony On Cryptocurrencies\n",
      "Gizmodo Report: Yale Dental Students, Staff Took Selfie With Severed Heads | Kotaku Dr Disrespect’s\n",
      "Will Equifax breach lead to any government punishment?\n",
      "Bitcoin Crash: Is It Time To Get Out?\n",
      "Bitcoin ‘a bubble, a Ponzi scheme and an environmental disaster’: Cryptocurrencies whipsaw as regulators look to crack down on digital coins\n",
      "Bitcoin Falls Below $6000, Plummeting 70% From December High\n",
      "The Stock Market Is a Lot Like Bitcoin - Bloomberg\n",
      "Coinbase Crypto Exchange To Roll Out Long-Awaited SegWit Upgrade In ‘Few Weeks’\n",
      "Why do Bitcoins have value?\n",
      "BitcoinKit – Bitcoin protocol toolkit for Swift\n",
      "Sweetbridge adds blockchain expert Don Tapscott to Advisory Group\n",
      "Cryptocurrency Speculation – the Good, Bad, and Questionable\n",
      "Maduro Proposes OPEC Cryptocurrency\n",
      "Bitcoin Slides Below $6,000, Then Pops, as Regulators Push Back\n",
      "Bitcoin Fails its Test in Selloff\n",
      "Bitcoin Continues Steady Decline, Dips Below $6,000\n",
      "3 Safe Stocks for Riding the Cryptocurrency Wave\n",
      "MacUpdate Hacked to Distribute Mac Cryptocurrency Miner\n",
      "1 lakh Income Tax notices sent to bitcoin investors\n",
      "PC gamers mine cryptocurrency to help save children in war-torn Syria\n",
      "India Asks Cryptocurrency Investors to Pay Taxes on Earning Or Else Face Action\n",
      "Bitcoin Price Continues Plunge As Congressional Hearings Loom\n",
      "REKT! Bitcoin Forks Lose Up To 99% Versus Highs, Bitcoin Holds At 69%\n",
      "T-Mobile Sued For Not Preventing Hackers From Stealing Cryptocurrency\n",
      "Bitcoin's cyberattack problem\n",
      "Tuesday Morning Briefing\n",
      "I-T notices to bitcoin investors\n",
      "UPDATE 1-U.S. Senate spotlights virtual currencies as bitcoin price swings\n",
      "BIS Chief Slams Bitcoin As Ponzi Scheme and Threat to Central Banks\n",
      "T-Mobile Sued for Crypto Loss on Port-Out Scam\n",
      "Bitcoin continues its downhill slide, dropping below $7K\n",
      "U.S. Senate spotlights virtual currencies as bitcoin...\n",
      "Crypto botnets causing mass disruption\n",
      "06/02/2018: Biggest Stories in the Cryptosphere\n",
      "Tether Tantrum and the Need for a 'Stablecoin’\n",
      "Cryptocurrency Market, Software ; Type - Bitcoin, Ethereum, Ripple, Litecoin, and Dashcoin - Global Industry Analysis, Size, Share, Growth, Trends and Forecast 2017 - 2025\n",
      "Aliant offers litecoin payments to merchants\n",
      "Steven Bannon is the human bitcoin – dramatically reduced in value, but still worth a fair chunk to the alt-right\n",
      "GOLDMAN SACHS: Bitcoin and other cryptocurrencies tend to be locked together — and that’s a big problem\n",
      "Bitcoin price in flux as Senate Committee goes LIVE\n",
      "Slog AM: UW Is Making (Brain) Waves, Something Smells at Hanford\n",
      "Fusion raises $50 million in under 24 hours to create a token ecosystem\n",
      "Bitcoin: Charting the life and times of a cryptocurrency\n",
      "Nvidia is going to have to prove it's not just a cryptocurrency company (NVDA)\n",
      "General Manager of BIS Wants To Prevent Crypto From Joining ‘Main Financial System’\n",
      "New Regulation for Crypto? US Senate Hearing Rekindles Debate\n",
      "Bitcoin rebounds from three-month low in volatile trade | Reuters\n",
      "Bitcoin rebounds from 3-month low in volatile trade to rise more than 7%\n",
      "Crypto Regrets: How Much You’ve Lost If You Invested at Bitcoin’s Peak\n",
      "Don't buy a graphics card right now unless you really have to\n",
      "Why Employers Can't Pay You in Cryptocurrency\n",
      "SEC, CFTC Warn of Fraud in Cryptocurrency Markets\n",
      "Investor David Sacks explains how his new company will change crypto trading\n",
      "Central banks must intervene on ‘Ponzi scheme’ cryptocurrency\n",
      "Market growth chart linear icon\n",
      "Organizers of a \"networking party\" at the North American Bitcoin Conference defend their decision to hold the event at a strip club, pointing out that, for most Bitcoin enthusiasts, this was probably their only chance to see a live human female naked [Obvious]\n",
      "Opinion: Valuation, liquidity price, and stability of cryptocurrencies [Economic Sciences]\n",
      "The ICO Explosion of 2017\n",
      "Bitcoin Price Crash\n",
      "Mexico’s Vicente Fox Invites the Blockchain Community to Join His “Yellow Revolution”\n",
      "SEC, CFTC Announcement Could Determine The Future Of Bitcoin, Ethereum\n",
      "Unicef raises funds for Syrian children using cryptocurrency\n",
      "North Korea Said To Orchestrate Largest Crypto Heist Of All Time\n",
      "After Bitcoin craze, Swedish investors succumb to reefer stock madness\n",
      "DigitalBits promises to solve crypto woes and deliver blockchain dream\n",
      "Bitcoin is a bubble and a Ponzi scheme according to this top banker\n",
      "How can I trade cryptocurrencies in Hawaii, a state where I can't get a wallet because of government regulations?\n",
      "CFTC to Take ‘Do No Harm’ Approach to Cryptocurrency Regulation\n",
      "Brave New World for Cryptocurrency Regulation: Expert Take\n",
      "Blockchain’s broken promises\n",
      "Expert Believes Bitcoin Price Crash Will Continue\n",
      "'$1,000 is Where Bitcoin is Going to Be in April or May' – Financial Analyst\n",
      "SEC Chair’s Written Testimony Hints at Moderation for Cryptocurrencies, but ICOs Be Warned\n",
      "How stock-market trading is becoming a lot like bitcoin trading\n",
      "Virgin Money Joins Wave Of Banks Banning Customers From Crypto Credit Card Purchases\n",
      "Bitcoin recovers from plunge to under US$6,000 but regulator crackdown may be inbound\n",
      "Icahn: Bitcoin, other cryptocurrencies are 'ridiculous' — 'I wouldn't touch that stuff'\n",
      "Canine Cryptocurrency Concepts - CryptoDoggies is Yet Another Take on Crypto Tokens (TrendHunter.com)\n",
      "Crypto carnage\n",
      "SEC Chair Testifies About Cryptocurrency Regulation Before Congress\n",
      "Carl Icahn: Bitcoin and other cryptocurrencies are 'ridic...\n",
      "As Bitcoin Crashes, Regulators Still Have No Clue What They're Doing\n",
      "UPDATE 3-U.S. regulators may ask Congress for virtual currency legislation\n",
      "DavorCoin: A Lending Platform Built On Blockchain Technology\n",
      "Economist Roubini: 'Crypto Crazies' Are 'Cyber Terrorists'\n",
      "CFTC to Take ‘Do No Harm’ Approach on Crypto Regulation\n",
      "Regulators push for 'coordinated' approach to bitcoin trading\n",
      "Reefer madness: After bitcoin craze, investors turn to marijuana\n",
      "U.S. regulators say they don’t have enough power over cryptocurrency exchanges\n",
      "Split From Paypal Will Enable eBay to Begin Accepting Bitcoin, Cryptocurrencies\n",
      "Crypto Market Sees Slight Rebound During SEC, CFTC Hearings\n",
      "The US government is trying to get coordinated in its efforts to regulate bitcoin\n",
      "Rises in Dow Jones Are as Crazy as Rises in Bitcoin - Author\n",
      "South Korea and Crypto Regulations, Explained\n",
      "SEC chairman Jay Clayton testimony on cryptocurrencies before senate committee\n",
      "eZuce and Emercoin Speed Up Adoption of Blockchain Phone and Video Services\n",
      "U.S. regulators say they don't have enough power over cryptocurrency exchanges\n",
      "The Chairman Of The CFTC Might Just Have Brought The Bitcoin Crash To An End\n",
      "SEC and CFTC Hearing: more legitimate ICOs or “if there was no Bitcoin, there would be no Blockchain”\n",
      "North Korea Might Be Behind The World’s Largest Crypto Heist\n",
      "Cryptocurrencies: I-T issues notices to those who did not declare profits\n",
      "Govt: 10 million notices sent to investors in cryptocurrencies\n",
      "New York Lawmaker Explores Crypto Use to Enhance Cybersecurity\n",
      "US policymakers ponder tougher rules for cryptocurrencies\n",
      "Apple to Open 2nd Data Center in China for Mainland iCloud Services\n",
      "MGT Capital Nears 100 Petahash Cryptocurrency Mining Milestone\n",
      "CFTC Chair: 'We're Used To' Volatile Assets Like Bitcoin\n",
      "Stratis: A Desirable Option For Those Who Love The Sidechains\n",
      "Bitcoin rebounds after dropping below US$6000\n",
      "Bitcoin rebounds after dipping below US$6000\n",
      "The great GPU crisis – why are graphics cards so expensive now, and just how bad is it?\n",
      "Cryptocurrency Volatility and 2 Interesting Bank Earnings\n",
      "There'd Be No DLT Without Bitcoin, Says CFTC Chief\n",
      "Is The Bitcoin Bubble Bursting, Or Is It A Market Correction?\n",
      "Former US Secret Service agent to plead guilty to theft of $820K in bitcoin\n",
      "Why Bitcoin Investment Trust Stock Jumped 17% on Tuesday\n",
      "The US senate just learned what bitcoiners mean by “hodl”\n",
      "T-Mobile Faces Federal Lawsuit After Hackers Steal User’s Cryptocurrencies\n",
      "Personalized Fake Porn Now For Sale On Reddit\n",
      "Litecoin Prediction To Reach $400\n",
      "Psst! Want to buy some bitcoin?\n",
      "An Introduction to Monero (XMR)\n",
      "Will Bitcoin go the way of MySpace and floppy disks?\n",
      "Bitcoin bounces back, briefly rises 12% above $7,700\n",
      "Stock Markets/CryptoCoins – Gambling, Ponzi Scheme Conspiracy, Or DeepState Control?\n",
      "Earnings Outlook: Nvidia earnings: Data-center, auto sales more a focus than cryptomining\n",
      "Bitcoin, Ethereum, and Other Cryptocurrencies Are Rebounding Along With the Stock Market\n",
      "$8K Again? Bitcoin Is Already Up $2K from Today's Low - CoinDesk\n",
      "Billionaire Investor Carl Icahn Says Bitcoin Is 'Ridiculous'\n",
      "Bitcoin bounces back from three-month low in volatile...\n",
      "Singapore Sees No Reason to Ban Cryptocurrency Trading\n",
      "Canadian Lender VersaBank Opens Cryptocurrency Safety Deposit Box\n",
      "Understanding The Latest Cryptocurrency Scam: Monero Gold\n",
      "Cryptocurrencies and Bitcoin: Should I Stay or Should I Go?\n",
      "Crypto-Hearing Post-Mortem: Bitcoin Gains On Regulators' \"Balanced, Not Dismissive\" Approach\n",
      "Bitcoin price rebounds to $8k, obeys no master\n",
      "The Bitcoin Subreddit During the Cryptocrash Is a Lot of Fun\n",
      "Bitcoin bounces back from three-month low in volatile trade | Reuters\n",
      "Harbor launches with $10M to make cryptocurrency legit for real estate\n",
      "SEC, CFTC Chiefs Testify Before Congress on Regulating Cryptocurrency\n",
      "Bitcoin Price Analysis: Bitcoin Bulls Find Respite Along Major Support Lines\n",
      "Bitcoin is bonkers right now. Here's why you shouldn't count it out.\n",
      "Dear bloggers, blagging is no way to make a living\n",
      "Crypto recovers following blowout, BTC back up from 6,000 low\n",
      "Win the Ultimate Home Office & $15,000 or 1 of 4 Cash/Bitcoin Prizes from SelfMadeMan\n",
      "What Is OKCoin?\n",
      "Man suing T-Mobile after losing $20K in cryptocurrency\n",
      "Bull Case? Crypto Reacts to Senate Hearing Remarks\n",
      "Overnight Regulation: EPA sued over water rule delay | House passes bill to ease ObamaCare calorie rule | Regulators talk bitcoin | Patient groups oppose FDA 'right to try' bill\n",
      "Lawmaker's bill would accept Bitcoin for financial transactions in Tennessee\n",
      "Lawsuits, hearings batter bitcoin sector as owners HODL (hold on for dear life!)\n",
      "Bitcoin’s alarming carbon footprint\n",
      "For its next trick, blockchain plans on making recorded music profitable again\n",
      "A startup raised $59 million in a token sale to usher in the next generation of crypto\n",
      "Crypto-charity? UNICEF urges gamers to mine Ethereum for Syrian children\n",
      "Man sues T-Mobile after thieves steal over $20,000 in cryptocurrency\n",
      "Cryptocurrencies are surging as stocks slump yet again\n",
      "Cryptocurrency market could hit $1 trillion this year with bitcoin surging to $50,000, experts say\n",
      "What Are Altcoins, and Why Do They Exist?\n",
      "Alleged Kelihos botmaster and spam king extradited to US\n",
      "Get ready for most cryptocurrencies to hit zero – Goldman Sachs\n",
      "Cryptocurrency Tax Software NODE40 Supports Coinbase Users Just in Time for Tax Season\n",
      "Blockchain's Developing Role in American Infrastructure\n",
      "Cyber Espionage Group Targets Asian Countries With Bitcoin Mining Malware\n",
      "Bitcoin Price and Crypto Markets Swing Back Into Action\n",
      "Bitcoin, other cryptocurrencies headed to zero: Goldman\n",
      "This crypto-millionaire bought a Lamborghini for $115 thanks to bitcoin\n",
      "\"Bitcoin Is the Alpha and the Omega\": CoinDesk Research Director\n",
      "Cryptocurrencies are rising despite the World Bank president calling the market a Ponzi scheme\n",
      "Cryptocurrencies Are Like Ponzi Schemes, World Bank Chief Says\n",
      "The ECB's Mersch says cryptocurrency investors 'believe they will find a greater fool to sell to before the inevitable crash'\n",
      "This state may allow people to pay their taxes with bitcoin\n",
      "Bitcoin cash is soaring\n",
      "The Ethereumization Of Wall Street Is Inevitable: Expert Take\n",
      "Bull Case Strengthens? Bitcoin Stays Bid Above $8K\n",
      "Litecoin Is Now a Surprise Favorite of Criminals Tired of Bitcoin\n",
      "Bitcoin better than gold & will be worth $340,000 - cryptocurrency billionaire Winklevoss\n",
      "ECB official backs bitcoin clampdown\n",
      "Riot Blockchain Participates in Coinsquare Private Placement; Coinsquare Receives CAD $430 Million Post-Money Valuation\n",
      "Anarchist hacker Amir Taaki says bitcoin’s boom means its on the verge of a collapse\n",
      "Brave New Coin Launches Global Classification Standard for Crypto Assets\n",
      "Is It Safe to Buy Used GPUs From Cryptocurrency Miners?\n",
      "RizePoint Unveils Quality Management Solution Powered by Blockchain\n",
      "Galaxy eSolutions, the Established and Profitable Refurbished Electronics Ecosystem Announces Token Sale to Create an Efficient and Trustworthy Marketplace\n",
      "Authorities: Fake ID probe nets $4.7M in bitcoin, gold bars\n",
      "John Oliver compares bitcoin to a $15,000 Beanie Baby: 'You're not investing, you're gambling'\n",
      "Bitcoin Price Technical Analysis for 03/12/2018 – Bulls Won’t Give Up!\n",
      "Gold-Standard Rules Sought by Billion-Euro Broker of Bitcoins\n",
      "An influential former bureaucrat thinks India just can’t regulate bitcoin\n",
      "Wall Street trading firm trueEx is set to launch a derivatives platform for cryptocurrency\n",
      "John Oliver and Keegan-Michael Key Remind Investors to Be Careful with Bitcoin\n",
      "Blockchain: A CEO’s Perspective On Distributed Ledger Technology!\n",
      "A California asset manager has a cryptocurrency fund that's up by 50% in 4 months\n",
      "Japan's Coincheck to start repaying customers Monday after digital money heist\n",
      "Litecoin (LTC) Chart Suggests Rally May Still Have Legs\n",
      "Effortless French: Mt. Gox and Bitcoin’s roller coaster ride\n",
      "Bitcoin should be regulated like gold – major crypto exchange\n",
      "John Oliver Attempts to Explain Bitcoin Using Beanie Babies, Keegan-Michael Key Rap (Video)\n",
      "John Oliver tells you everything you need to know about cryptocurrency and Bitcoin\n",
      "Bitcoin Price Will Hit $1 Million by 2020 Says John McAfee\n",
      "Watch John Oliver break down blockchain and bitcoin on ‘Last Week Tonight’\n",
      "Bitcoin Mining Turns Electricity Into Money\n",
      "Crypto investors are hopeful that Mt Gox's bitcoin sell-off will be halted until September\n",
      "Bitcoin not the answer to a cashless society\n",
      "Hacked Japan crypto exchange Coincheck refunds customers\n",
      "Bitcoin ATMs expand to Rhode Island\n",
      "Bitcoin & other cryptos tumble amid worries of new regulatory measures\n",
      "Japanese Electric Company Tests Bitcoin Lightning Network Payments For Car Charging\n",
      "Slovenia claims world's first blockchain monument\n",
      "How a sketchy cryptocurrency-mining app got into the Mac App Store\n",
      "Exclusive: G20 financial heads to urge crypto-asset monitoring to safeguard financial stability\n",
      "Bitcoin can’t provide the answer to a cashless society, top central bank policymakers say\n",
      "Push to police the 'dark side' of cryptocurrencies\n",
      "Etheralabs_io: Square Seeks BitLicense to Bring Bitcoin Buying to New York - Square is in the process of applying for a BitLicense in a bid to expand its Cash App's bitcoin option to New York residents. https://t.co/AMD6F40V8H\n",
      "Tackling blockchain in the accounting profession\n",
      "Aussies pay over $50K in Bitcoin to fake ATO tax debt scammers\n",
      "‘Central Bank Digital Currencies Could Destabilize the Global Economy’ Says Bank for International Settlements (BIS)\n",
      "Global cryptocurrency crackdown could slow digital currency sales\n",
      "RBC: Nvidia's crypto boost is facing a 'notable slowdown' -- but its stock could still surge\n",
      "Europe's Central Bank Touts Crypto As Underbanked Aid - CoinDesk\n",
      "Hashgraph wants to give you the benefits of blockchain without the limitations\n",
      "Unicorn Visions: Bitcoin's Startups Aren't Startups Anymore\n",
      "Reality Check: What is bitcoin and how do you get one?\n",
      "Winklevoss twins propose new crypto organization as IMF calls for crackdown\n",
      "Bitcoin App Empty State\n",
      "Bel Air Fine Art Adopts Aditus Pay as Crypto Payment Service Provider\n",
      "Google to Ban Ads for Cryptocurrencies\n",
      "Winnipeg man heating home and business with cryptocurrency miners\n",
      "Bitcoin Cash Price Technical Analysis – BCH/USD to Break Higher?\n",
      "Square seeks Bitlicense to provide bitcoin exchange service in New York\n",
      "Square Sets Sights on Bringing Bitcoin Service to New York\n",
      "Bitcoin Sinks As Google Moves To Ban All Crypto, ICO Ads In June\n",
      "Bitcoin Facts You Should Know\n",
      "Asian Altcoin Trading Roundup: Top Cryptocurrency is Binance Coin\n",
      "Bank for International Settlements warns of crypto invasion\n",
      "Bitcoin Price Technical Analysis for 03/14/2018 – Waiting for a Triangle Break\n",
      "Ethereum Price Technical Analysis – Can ETH/USD Move Higher?\n",
      "Eight new cyber threat samples emerging per second\n",
      "Google to ban cryptocurrency advertisements from June\n",
      "Commerce Coinpayments\n",
      "Most people think cryptocurrency will be accepted on buses by 2025\n",
      "Google to ban ads on cryptocurrencies, related products\n",
      "Coinbase granted licence from FCA as it ramps up UK presence\n",
      "Barclays strikes payment deal with cryptocurrency exchange Coinbase in the UK\n",
      "Crypto exchange Coinbase is a planning a London hiring spree\n",
      "Win 1 of 5 Prizes of Ether Cryptocurrency Worth $1,000 from Boost Juice\n",
      "Australians used bitcoin to pay AU$50k-worth of fake ATO tax debts in 2017\n",
      "StarShipSofa No 528 R. K. Nickel\n",
      "Google Will Ban All Cryptocurrency-Related Ads Starting June 2018\n",
      "Google bans all cryptocurrency advertising over concerns about illegal activities\n",
      "Binance’s #hacker bounty #program now #translated to 13 #different #languages\n",
      "Google to ban cryptocurrency, initial coin offering advertisements\n",
      "Ripple Price Technical Analysis – XRP/USD Extends Consolidation\n",
      "Munt\n",
      "G-20 financial heads to urge cryptocurrency monitoring to safeguard financial stability\n",
      "Circle Rolls Out Crypto Investment App in 46 US States\n",
      "How NBT and Weeve Are Solving the Scaling Issue of Ethereum\n",
      "Bitcoin Is Worthless, Bubble May Pop Soon, Allianz Global Says\n",
      "Hackers #could use your #computer to #mine for #cryptocurrency\n",
      "Cardano Price Technical Analysis – ADA/USD Could Test $0.25\n",
      "Google Is Banning All Cryptocurrency-Related Advertising From June 2018\n",
      "Google to Ban Cryptocurrency, ICO Ads from June - CoinDesk\n",
      "Ethereum Is Throwing Out the Crypto Governance Playbook - CoinDesk\n",
      "Google Bans Cryptocurrency Ads, But Bitcoin Not Affected\n",
      "Google follows Facebook clamping down on cryptocurrency ads\n",
      "Google Will Ban Online Ads for Cryptocurrencies and Initial Coin Offerings\n",
      "Google is banning all bitcoin, ICO, and cryptocurrency ads from June\n",
      "Bitcoin stumbles as Google plans to ban all cryptocurrency related ads\n",
      "Google to ban ads on cryptocurrencies and Initial Coin Offerings\n",
      "Now HDFC Bank Bans Cryptocurrency Trading; Says It’s For Customer Safety!\n",
      "Google Bans Cryptocurrency Advertising, And Bitcoin Continues To Drop\n",
      "Coinbase Gets a U.K. Money License and Reportedly a Bank Account\n",
      "HDFC, Citi Bank cards block purchasing of cryptocurrencies like bitcoins\n",
      "Google to ban cryptocurrency ads in June\n",
      "HDFC Bank bans Bitcoin buys citing RBI’s 6 warnings\n",
      "Google Clampdown on Cryptocurrency and ICO Advertising\n",
      "Google says it will ban cryptocurrency ads\n",
      "Google bans crypto-currency adverts starting in June\n",
      "ED to probe scam duping investors through Bitcoin Ponzi scheme\n",
      "Bull Weakness Leaves Bitcoin Facing Further Sell-Off - CoinDesk\n",
      "Bitcoin Convert\n",
      "Wed Mar 14 '18 Announcement from TriCry High Profit Crypto Arbitrage\n",
      "Google slaps a ban on cryptocurrency ads\n",
      "Microsoft Report Details Cryptocurrency Mining Malware Epidemic, 644,000 Unique PCs Affected Monthly\n",
      "These 3 companies prove that riding the cryptocurrency and blockchain wave is worth it\n",
      "Google to ban cryptocurrency, initial coin offering ads from June\n",
      "Block Height\n",
      "IMF Head Calls for More Bitcoin Oversight\n",
      "Now, bitcoin is used for foreign money transfers\n",
      "Google to ban adverts for cryptocurrency and ICOs\n",
      "Philippines Lawmaker Seeks Tougher Penalties for Crypto Crimes\n",
      "The Miami Aftermath, Golden Nudity And Ethereum London\n",
      "Google to Remove All Cryptocurrency Advertisements in July\n",
      "Ripple: If You Can Sue It, It’s Not Decentralized\n",
      "Microsoft: Windows Defender Protects Windows 10 Against Coin Miners\n",
      "HDFC Bank bans Bitcoin buys citing RBI's warnings: Traders not too worried\n",
      "Google will ban ads about ‘unregulated financial products’ such as cryptocurrencies\n",
      "Google to Ban Bitcoin, Other Cryptocurrencies Adverts\n",
      "Google Bans Cryptocurrency-Related Ads\n",
      "Blockchain's Brand New World Is Being Built By Refugees\n",
      "Interview with Zerocoin’s CEO – Adrian Casey. How Zeroedge.bet Will Impact the Gambling Industry?\n",
      "Coincheck Starts Refunding Customers’ NEM\n",
      "Google Up in Arms Against Cryptocurrencies\n",
      "Google will ban all cryptocurrency-related ads starting this June\n",
      "Google Bans Ads for Crypto-Currencies, Related Financial Services\n",
      "Show HN: Blockchain for software engineers\n",
      "Google bans bitcoin adverts in cryptocurrency crackdown\n",
      "Google to ban cryptocurrency and initial coin offerings ads from June\n",
      "Google Will Ban Cryptocurrency Ads, To The Chagrin Of Your Most Annoying Cousin\n",
      "After Facebook, Google to ban cryptocurrency ads\n",
      "Google to ban cryptocurrency, ICO adverts\n",
      "CryptoWatch: Bitcoin tumbles further as Google clamps down on crypto advertising\n",
      "Square stock rises as analyst points to strong merchant willingness to accept bitcoin as payment\n",
      "HDFC Bank bars customers from buying Bitcoin, crypto universe not unduly bothered by move\n",
      "Tech Breakthroughs Could Radically Change Oil Markets in 2018\n",
      "Cryptocurrency exchange Bitfinex is going to use special tools to crack down on market manipulation\n",
      "How to name a cryptocurrency\n",
      "Fighting 'bad ads,' Google targets cryptocurrency advertisements\n",
      "Attention, everyone! Here’s what you should do now to stand out in your marketplace\n",
      "Crypto crackdown: Google bans ads for unregulated currencies\n",
      "Google is pulling all cryptocurrency ads from across its networks\n",
      "Blockchain & Bitcoin Conference Tallinn on On March 22, 2018.\n",
      "Enterprise Blockchain Solutions Emerging in Cross-Industry Sectors\n",
      "Optimizing Investment Banking Costs, Banca Is Shaping Crypto Asset Management\n",
      "MyCryptoCheckout Review: Accept Cryptocurrency on WooCommerce or Easy Digital Downloads\n",
      "Cryptocurrency Mining on the Rise in Crypto-friendly Areas Supporting Large-scale Mining Operations\n",
      "Cryptocurrencies fall as Google announces ad ban\n",
      "Coinbase Receives E-Money License For Fiat Activities From UK, Its ‘Biggest Market’\n",
      "Stocks to open higher, Bitcoin plunges after Google bans crypto ads\n",
      "Blockchain bros are taking over SXSW 2018, because of course they are\n",
      "RBC: Nvidia's crypto boost is facing a 'notable slowdown' — but its stock could still surge (NVDA)\n",
      "Bitcoin, Ripple, Litecoin - Latest Charts Look Weak | Webinar\n",
      "Indonesian bitcoin investors set to outnumber stock participants\n",
      "Bitcoin Slide Continues Towards $8K\n",
      "Institutional Investors Balking At Anointing Cryptocurrency With Legitimacy\n",
      "Google to join Facebook in banning crypto ads\n",
      "Blockchain to Catalyze a Second-Wave API Economy\n",
      "The Mysterious Crypto Billionaires Taking Over Puerto Rico\n",
      "Are ‘Gig’ Workers the Guinea Pigs of a Crypto Economy\n",
      "Circle Opens Crypto Investment App To 46 US States, Leverages BitLicense To Enter New York\n",
      "The Basics of Cryptocurrency Mining, Explained in Plain English\n",
      "Google bans cryptocurrency advertising\n",
      "Google will purge cryptocurrency ads come June\n",
      "Square's emerging opportunities like bitcoin payments make stock 'like Amazon in its early days'\n",
      "Square's Merchants Are Willing to Accept Bitcoin, Survey Says\n",
      "What Is Whitecoin Cryptocurrency?\n",
      "Cryptocurrencies are 'a crock,' says Rep. Sherman at Senate hearing\n",
      "A Practical Introduction to Blockchain with Python\n",
      "Google Bans Crypto Currency Adverts\n",
      "OMNIVORE: Blockchain as a narrative\n",
      "'One of the Biggest' Coinhive Users Made $7.69 In 3 Months\n",
      "Ads for cryptocurrencies are no longer welcome on Google\n",
      "Pompeo-Tillerson switcheroo has cybersecurity ramifications\n",
      "Global Elitists: Bitcoin’s ‘Intrinsic Value Must Be Zero’, Bubble About To Burst\n",
      "Google AdWords announces ban on all cryptocurrency-related ads\n",
      "Florida State Employee Arrested for Allegedly Mining Crypto at Work - CoinDesk\n",
      "Bitcoin falls back below $9,000 after Google says it will ban cryptocurrency ads\n",
      "Florida man arrested after allegedly using Department of Citrus computers to mine bitcoin\n",
      "Google To Ban Bitcoin Advertisements Amid Cryptocurrency Crackdown\n",
      "One of the world's biggest investment firms thinks Bitcoin is worth zero\n",
      "The cowboy state goes crypto-crazy\n",
      "Google Bans Cryptocurrency Advertising, and Bitcoin Continues to Drop\n",
      "Coinbase Obtains a UK eMoney License and Partners with Barclays\n",
      "Introducing Cryptocurrency to L.A. Real Estate\n",
      "Google to ban cryptocurrency advertising from June\n",
      "My million dollar crypto-trading fuck-ups will make you cringe\n",
      "Cryptocurrency Ban: Why is Google Blocking Cryptocurrency, Initial Coin Offering Ads?\n",
      "Bitcoin Website\n",
      "Google Decides It’s Time To Save The Crypto Crowd From Itself\n",
      "Google to ban cryptocurrency, initial coin offering ads in crackdown on high-risk financial products\n",
      "Three Things You Need To Know Before Buying Bitcoins With An IRA\n",
      "Bitcoin Price Craters Under $9,000 After Google Bans Cryptocurrency Ads\n",
      "CRYPTO INSIDER: The golden age of ICOs is over\n",
      "Most Square merchants are happy to accept bitcoin, survey says - CNET\n",
      "Bitcoin’s intrinsic value ‘must be zero’: Allianz\n",
      "Google will ban all ads related to cryptocurrency\n",
      "Ethereum, Kali Linux, & Creepy Alexa – Application Security Weekly #8\n",
      "How Blockchain Will Change HR Forever\n",
      "Google to ban cryptocurrency and ICO ads from June 2018\n",
      "Bitcoin’s anarchy is a valuable feature, not a bug\n",
      "Google announces ban on cryptocurrency ads\n",
      "Cryptocurrency Hacks: How To Protect Your Bitcoin And Ethereum Investments\n",
      "Cryptojacking – Security And Theft [INFOGRAPHIC]\n",
      "Promoted: Unibright Unlocks New Possibilities for Blockchain Integration\n",
      "Coinbase gets a UK money licence and reportedly a bank account\n",
      "Bitcoin is worthless, says Allianz Global\n",
      "Blockchain 101: An introduction\n",
      "PlayTable combines blockchain and board games for peak nerdery\n",
      "Blok.Party unveils blockchain-based game console called PlayTable\n",
      "Financial Firms Provide Additional Investment Services Related to Cryptocurrency\n",
      "Blockchain-based PlayTable digitizes board game night\n",
      "UK-based Coinfloor to launch physically settled bitcoin...\n",
      "Slovenia inaugurates world's first bitcoin monument\n",
      "Crypto Advocates Push For Regulatory Guidance at Congressional Hearing\n",
      "Google to ban cryptocurrency and related advertisements\n",
      "Google's Ad Ban Leaves Twitter with a Crypto-Challenge\n",
      "Football and Blockchain: Possibilities for fan participation?\n",
      "Record surges in healthcare attacks, fileless malware, cryptocurrency mining\n",
      "Billionaire Alan Howard Makes a Bet on Cryptocurrencies - Bloomberg\n",
      "Bitcoin price tumbles at Google Ads ban\n",
      "Google Moves to Ban Ads for Bitcoin, Cryptocurrency\n",
      "Empowering the blockchain ecosystem through interoperable infrastructure\n",
      "Anthill 23: Bursting the Bitcoin bubble\n",
      "Square to Soar on Crypto Potential, Say Bulls\n",
      "Here's Why Bitcoin and Other Cryptocurrencies Are Down Today\n",
      "Google cracks down on cryptocurrency, ICO ads - CNET\n",
      "Google To Drop The Banhammer On Cryptocurrency Ads As Bitcoin Crashes Towards $8,000\n",
      "Google to ban ads for cryptocurrencies, initial coin offerings in broad crackdown\n",
      "Bitcoin exchange reaches deal with Barclays for UK...\n",
      "Bitcoin exchange reaches deal with Barclays for UK transactions\n",
      "Big Sister Watching: IMF’s Lagarde Warns of Crypto’s Dark Side\n",
      "Cryptocurrency and Blockchain In Coffee, Part 2: At Origin\n",
      "Everything You Need to Know About the Congressional Cryptocurrency Hearing\n",
      "Bitcoin Drops Ahead Of G-20 - Central Bankers Can No Longer Ignore Cryptos\n",
      "Google Bans Advertising Related To Cryptocurrency Products\n",
      "Square Cash Adds BTC Buy/Sell Option For Wyoming Customers, ‘Working On’ New York\n",
      "Cryptocurrency Exchange App | Days 14-16 UI/UX Design Challenge\n",
      "Cryptocurrency: Bitcoin is Dropping After Google’s Major Decision\n",
      "Are you a noob? Here’s a lesson in cryptocurrency vocabulary\n",
      "ED to probe ₹2,000-cr fraud via Bitcoin Ponzi scheme\n",
      "TradeStation Now Offers Free Real-Time Cryptocurrency Pricing\n",
      "Bitcoin Price Sheds $800 In Drop to 1-Month Low\n",
      "Venture firm funds the decentralized dream of cryptocurrency\n",
      "The head of the IMF wants to turn blockchain technology against itself\n",
      "Google banned crypto adds - and Bitcoin is tanking\n",
      "Billionaire Investor Alan Howard Makes \"Sizable Investment\" In Cryptocurrencies\n",
      "Google Is Set to Ban Cryptocurrency Advertisements\n",
      "Coinbase Introduces Cryptocurrency Tax Calculator\n",
      "Three Points John Oliver Should Make in His Next Cryptocurrency Segment\n",
      "Israel Securities Authority bans cryptocurrency companies from TASE indices\n",
      "Cybersecurity, AI And Blockchain To Take Center Stage At eMerge Americas 2018\n",
      "Cryptocurrency & Online Gaming – The Perfect Match\n",
      "Bitcoin Is Worthless and the Bubble Will Pop Soon, Says Global Investing Firm\n",
      "Bitcoin Drops as Google Bans Crypto Advertisements\n",
      "Google to ban Bitcoin and other cryptocurrency ads\n",
      "Google bans advertising related to cryptocurrencies\n",
      "Circle launches a Coinbase competitor in the U.S.\n",
      "Philippines: Senator Proposes Stricter Penalties For Crimes Involving Crypto\n",
      "Florida Government Employee Arrested for Mining Cryptocurrencies at Work\n",
      "Op Ed: FinCEN Policy Positions Offer Murky Guidance for ICOs\n",
      "Bitcoin And Digital Currencies Take Two More Hits\n",
      "Hedera Hashgraph and MZ unveil next-generation blockchain alternative\n",
      "The Future Is A Faster Bitcoin, Say Guys Who Made Faster Bitcoin\n",
      "Brazilian Officials Caught Using Bitcoin in $22 Million Scam\n",
      "Colorado Receives Largest-Ever Installation Of Bitcoin ATM Machines\n",
      "Square Stock Climbs, Even as Bitcoin Stumbles on Google and IMF Worries\n",
      "Bitcoin bubble 'just about to burst,' major money manager\n",
      "The SEC isn't sending Theranos CEO Elizabeth Holmes to jail for fraud — here are her possible punishments\n",
      "Cryptocurrencies tumble following Google’s advertising ban\n",
      "Will The Bitcoin Price Reach $1 Million By 2020?\n",
      "5 Creative Ways to Find Things to Write About\n",
      "SEC Targets Cryptocurrency Hedge Funds In Probe\n",
      "Larimar Goes Digital – Semi-Precious Gem Meets Stellar\n",
      "Indonesia’s Largest Crypto Exchange INDODAX to Overtake Country’s Stock Exchange\n",
      "Major South Korean Exchange Bithumb Partners With BitPay To Corner ‘$200 Bln’ Market\n",
      "Is GPU-Based Cryptocurrency Mining at Risk of Extinction?\n",
      "Bitcoin Sinks Toward $8K and Faces Further Sell-Off\n",
      "Google bans cryptocurrency advertising, bitcoin price...\n",
      "Bitcoin slumps as Google bans crypto ads\n",
      "Google Bans Cryptocurrency Ads\n",
      "The Next Bitcoin Will Never be Revealed - Google Bans Crypto Ads\n",
      "Reddit Has Been Quietly Banning Cryptocurrency Ads Since 2016\n",
      "Cryptojacking, IoT threats on the rise: What can businesses do?\n",
      "Google Bans Ads for Bitcoin and Other Cryptocurrencies\n",
      "UK Crypto Exchange to Launch Bitcoin Futures Contracts\n",
      "Congressional hearing on cryptocurrencies devolves into bitcoin bash fest\n",
      "Bitcoin: The New Stock Market Indicator?\n",
      "You Won't Get Rich By Listening to \"Experts\" Who Say Bitcoin Is Worth \"Zero\"--Forget It!\n",
      "Washington Post Adds Support for Brave Browser, Basic Attention Token\n",
      "Bitcoin rattled by Google's clampdown on ads\n",
      "Are Merchants Finally Ready to Accept Bitcoin at the Register?\n",
      "Digital asset trading faces 7% VAT levy\n",
      "CoiningPortfolio — The most versatile way to create a well-balanced cryptocurrency portfolio, and…\n",
      "CoiningSignals — The most intelligent tool for cryptocurrency investing.\n",
      "Bitcoin bloodbath heats up, are stocks next?\n",
      "John McAfee Resurfaces With a Bang as Adviser to Crypto Startup - Bloomberg\n",
      "Florida Department of Citrus Employee Allegedly Used Work Computers to Mine Cryptocurrency\n",
      "Stocks and crypto risk assets are trading together, says Wells Fargo\n",
      "Playboy will soon accept cryptocurrencies including bitcoin, ethereum, and a little-known coin that could change how porn is paid for online\n",
      "Cryptocurrency News March 14 – what if 100% brain?\n",
      "Australia Warns of Fake 'Tax Collectors' Demanding Bitcoin\n",
      "Google Follows Facebook in Banning Cryptocurrency Ads\n",
      "Google delivers a huge blow to the Bitcoin world: No more ads\n",
      "Want Your Salary in Cryptocurrency? It Could Happen Sooner Than You Think\n",
      "Bitcoin at one-month low, down 9% on the day\n",
      "Barclays to let Bitcoin exchange Coinbase open account\n",
      "Block Header (Cryptocurrency)\n",
      "Effects of Mt. Gox Trustee's $400 Mln Sale on Bitcoin Market\n",
      "A trading technology firm has built a Wall Street-grade platform for cryptocurrency\n",
      "Full Node\n",
      "Bitcoin's sharp decline is not indicative of the market: Wells Fargo Securities\n",
      "Master Node (Cryptocurrency)\n",
      "Most Square merchants are happy to accept bitcoin, survey says\n",
      "How to protect yourself from cryptomining\n",
      "Why one real estate agent accepted her commission in cryptocurrency\n",
      "ZeroEdge Pre-ICO Almost Complete – Last Chance to Get Massive Bonus\n",
      "An Open Letter To The Media RE Sound Premise Used to Support an Unsound Conclusion\n",
      "Will Twitter Be Next to Ban Crypto-Related Ads?\n",
      "Cómo blockchain puede incrementar la transparencia al interior del Estado\n",
      "Bitcoin rallies $1,000 after FSB letter to G-20 officials saying \"no systemic issues\"\n",
      "The technology Behind Bitcoin [Cryptography and Blockchain]\n",
      "Bitcoin bounces $700 in less than three hours, capping wild weekend that brought it below $7,400\n",
      "Bitcoin Soars $1000 Off The Lows After G-20 Rejects Crypto Crackdown\n",
      "What is bitcoin, how does it work and what affects its price?\n",
      "Bitcoin Price Watch: Coin Hits All-Time Low Following Twitter Announcement\n",
      "Report: Twitter set to be the latest company to ban crypto advertising\n",
      "Federal Trade Commission Files Lawsuit, Targets ‘Deceptive Cryptocurrency Schemes’\n",
      "IRS crackdown puts the fear of god into bitcoin investors\n",
      "This Week in Tech 658: The Matador Defense\n",
      "Litecoin Cash Price Down 35.3% Over Last Week (LCC)\n",
      "On G-20 Agenda, a Shared Desire to Calm Down Crypto: QuickTake\n",
      "Best Cryptocurrency WordPress Themes\n",
      "Initial coin offering investigation fueling Ethereum price plunge\n",
      "Steve Baron: Blockchain technology a game changer\n",
      "Bitcoin’s ‘death cross’ looms as strategist predicts 76 per cent drop to $US2800\n",
      "Demand For Bitcoin Hardware Wallets Rise in South Korea, as Users Develop Awareness\n",
      "Bitcoin Price Technical Analysis for 03/19/2018 – Early Bullish Signals\n",
      "Blockchain and the Law: The Rule of Code\n",
      "Asian Altcoin Trading Roundup: Top Cryptocurrency is Stellar Lumens\n",
      "Latham & Watkins Discusses SEC Charges Against BitFunder and the State of Digital Asset Trading\n",
      "Ravencoin – About To Take Flight?\n",
      "ICOs Iced: A 12-Month Freeze on US Token Trading Is Just Beginning - CoinDesk\n",
      "Here Is the Epic Future Blockchain Is Going to Create\n",
      "Beyond The Buzz: Blockchain’s Big Promise\n",
      "Ethereum Price Technical Analysis – Can ETH/USD Recover?\n",
      "Bitcoin Price Surges 10% as G20 Will Not Crackdown on Cryptocurrencies\n",
      "How To Do Unlinkable Bitcoin Transactions\n",
      "Cryptocurrency Mining | Bitcoin Mining | Swiss Cloud Mining\n",
      "A quantitive analysis of the impact of arbitrary blockchain content on Bitcoin\n",
      "How Bitcoin brought the 'Wild Wild West' to Iceland\n",
      "Bitcoin bounces $700 in less than three hours, capping wild weekend that brought it below $7400\n",
      "Ethereum dips to just $455, after highs of $1360 in January\n",
      "Bitcoin rises from six-week low as G20 weighs cryptocurrencies\n",
      "Ripple Price Technical Analysis – XRP/USD Breaks Key Resistance\n",
      "Bitcoin Prices Recover From a Six-Week Low Ahead of G-20 Cryptocurrency Talks\n",
      "Why PKI will secure the Internet of Things for years to come - Help Net Security\n",
      "Bitcoin may not last, but blockchain could be the real deal\n",
      "This Week in Bitcoin: Time to Build\n",
      "Bitcoin at 50,000 USD? (Jeremy Light)\n",
      "Mastercard Open to Cryptocurrency, But There’s a Catch\n",
      "Investing In Altcoins: What You Need to Know\n",
      "Hacker #Launches Public #Mineable #Blockchain #THOUGHT For ‘AI #Superhighway’\n",
      "Earn Bitcoins while using Google Chrome\n",
      "Bitcoin News Summary – Mar 19, 2018\n",
      "Cardano Price Technical Analysis – ADA/USD Facing Crucial Resistance\n",
      "Can Bitcoin Thrive Under China’s New Central Bank Chief?\n",
      "Two cryptocurrencies laws to be passed by the Thailand government\n",
      "Blockchain startups in India shift to overseas markets to raise ICOs\n",
      "How to Verify Your Bitfinex Account to Withdraw Money and Reduce Deposit Times\n",
      "DATA STORY: Bitcoin#39;s slide earlier this year wasn#39;t its steepest, it has been through more troubled waters\n",
      "Mt Gox Trustee Denies $400 Million Sale Caused Bitcoin Price Slump\n",
      "Twitter likely to ban cryptocurrency ads in two weeks: Report\n",
      "Bitcoin Price Rallies Amid Twitter Cryptocurrency Ban Rumors\n",
      "Twitter looks to ban Bitcoin adverts\n",
      "Never Mind The Bitcoins: Carney Tells G20 Cryptoassets ‘Pose No Risk’\n",
      "Blockchain Enters Opaque Territory With First Structured Note\n",
      "IBM Built a Computer the Size of a Grain of Salt. Here’s What It’s For\n",
      "How Bitcoin brought the ‘Wild Wild West’ to Iceland\n",
      "“Weekly what changed in crypto” by Alte.Capital — 12–19 March 2018\n",
      "Key Reversals Put Brakes on Declines in Bitcoin, Ethereum & Litecoin\n",
      "MasterCard Open To ‘Not Anonymous’, State-Issued Cryptocurrencies, All Others ‘Junk’\n",
      "Coinfloor to Launch Physically Settled Bitcoin Futures Next Month\n",
      "Bitcoin Returns Above $8K, But Sell-Off Risks Remain\n",
      "Ethereum Co-Founder: Saying Cryptocurrency is a Bursted Bubble is “Shortsighted”\n",
      "Bitcoin’s Rise and Fall Looks Just Like Dot-Com’s Boom and Bust…Kind of\n",
      "How to Enable Privacy on a Public Blockchain?\n",
      "Barriers to Innovation in the Land of the Rising Sun\n",
      "VersaBank Subsidiary VersaVault Signs MOUs with Cryptocurrency Exchange and Cryptocurrency Fund to Facilitate Discussions regarding Providing Custodial Services and to Piloting its Blockchain Based Vault\n",
      "How the world’s largest bitcoin miner is taking on AI’s most powerful players\n",
      "Four short links: 19 March 2018\n",
      "Blockchain and cryptocurrency: here are the banks that focus on hi-tech finance\n",
      "The Lightning Network Rookie Guide\n",
      "Top Visa Executive Attacks Bitcoin, Brags About His Wealth\n",
      "Bitcoin Price Jumps $1K After Carney Tells G20 Crypto Does Not ‘Pose Risk’\n",
      "Twitter Reportedly Planning to Ban Cryptocurrency Ads\n",
      "Mt. Gox, Coincheck, Binance and More: How Exchanges Are Learning to Deal With Cyberattacks\n",
      "Financial advisors agree with Buffett: Don’t waste your hard-earned cash on bitcoin\n",
      "AdRealm Co-Chairman, Brian Xie, Delivers Keynote Speech \"Auroville of Digital Adveritsing\" at 2018 Blockchain Conference in Seoul\n",
      "Gerard Adams Exposes Cryptocurrency Industry in Newly Released Film Documentary 'Decentralized Deception'\n",
      "Ripple (XRP) Bounce Back Should be Treated with Caution\n",
      "Twitter is likely to follow Google and Facebook's measure to ban ads on cryptocurrencies and ICOs: Report\n",
      "Crypto vs. Cash - How the Numbers Stack Up on Drugs, Guns, Murders\n",
      "G20 watchdog rejects crackdown on cryptocurrencies\n",
      "Criminals are racing to cash out their Bitcoin. Here's how they're doing it.\n",
      "5 Ways Casinos Are Changing With the Times\n",
      "Blockchain Venture Summit; A Chance to Meet and Communicate With Like-minded Individuals and Companies\n",
      "Ledger bitcoin wallets review\n",
      "Twitter jumps onto Bitcoin 'ban-wagon'\n",
      "Twitter may be clamping down on cryptocurrency ads\n",
      "New blockchain platform aims to shake up research citations\n",
      "Payza Partners with BlockCypher to Launch Dash Cryptocurrency Payments\n",
      "Companies are Offering a Wider Range of Cryptocurrency-related Products\n",
      "FTC cracking down on alleged cryptocurrency scams\n",
      "BTC, ETH Recover From Monthly Lows On Comments To G20 Members\n",
      "Bitcoin is rebounding after plummeting to new lows over the weekend\n",
      "Here’s What You Really Need to Know About Bitcoin\n",
      "Cryptocurrencies Are Plunging Again, but Something Is Very Different This Time Around\n",
      "Where Is Bitcoin And Other Cryptocurrencies Heading?\n",
      "CryptoWatch: Bitcoin rallies $1,000 after FSB letter to G-20 officials\n",
      "He got rich after discovering bitcoin in 2009. Now, he's inventing cryptocurrencies of his own worth billions.\n",
      "Twitter to ban crypto ads, as well\n",
      "Bitcoin Spikes After BoJ's Kuroda Praises Cryptocurrencies\n",
      "Bitcoin on trial as prolific trader faces money laundering charges\n",
      "Bitcoin: Cryptocurrency scammers sued by US Federal Trade Commission\n",
      "Adding Bitcoin Makes Robinhood Valuation Skyrocket\n",
      "Introducing Nako Mbelle as an Advisor at Kora – Kora Network – Medium\n",
      "What is cryptocurrency, how does it work and why do we use it?\n",
      "What is ethereum and how does it differ from Bitcoin?\n",
      "How can I buy bitcoin in the UK?\n",
      "Government Shuts Down Cryptocurrency Pyramid Scammers\n",
      "Here's Why Bitcoin, Ethereum, and Ripple Are All Rising on Monday\n",
      "Flash, Pwn2Own, & VMware – Paul’s Security Weekly #551\n",
      "The IRS Isn’t Making it Easy for Cryptocurrency Investors\n",
      "US Trade Regulator Launches Blockchain Working Group\n",
      "Cryptocurrency Bubble Burst Won’t Occur\n",
      "An Australian startup is launching its own bar and restaurant cryptocurrency\n",
      "Cryptocurrency News March 19 – it’s the freakin news\n",
      "Warning: The Hidden Government Threat to Bitcoin Investors\n",
      "Bitcoin For Dummies 2018 Guide Bitcoin Explained Simply for Dummies & Beginners\n",
      "A helicopter's engine failed while carrying Ivanka Trump and Jared Kushner\n",
      "There’s Now A Whiskey-Based Cryptocurrency Called ‘CaskCoin’ If You’re Still On The Blockchain Bandwagon\n",
      "Can Bitcoin Technology Improve Research Data Integrity? This Clemson Professor Thinks So\n",
      "Blockchain Implementation, ICO for Start-ups, Analytics of Cryptocurrencies: This and More at Blockchain & Bitcoin Conference Germany\n",
      "Colorado lawmakers propose using blockchain technology to protect state data\n",
      "Stellar Goes All In On Lightning with 2018 Launch Target - CoinDesk\n",
      "Bitcoin Returns to Above $8K, But Sell-Off Risks Remain\n",
      "After Facebook and Google, Twitter likely to ban cryptocurrency ads: Report\n",
      "CRYPTO INSIDER: A secretive Wall Street trading firm has been trading bitcoin\n",
      "Bitcoin is unfolding like the dotcom crash — just 15 times faster\n",
      "Peter Thiel: Need To Rethink Tariffs In Light Of Trade Deficit With China; SF Sucks, Bitcoin Rocks\n",
      "WATCH LIVE: Award-Winning Filmmaker and Culture Icon Alex Winter Discusses Significance of Bitcoin\n",
      "NVIDIA's Crypto-Mining Bonanza Is Ending: Analyst\n",
      "MGT Capital Divests Cybersecurity Operation - PR Newswire (press release)\n",
      "UK Government, Regulators to Examine Potential Risks from Cryptocurrencies\n",
      "Blockchain, from promise to payoff\n",
      "IBM’s salt-grain sized computer is ready for the blockchain\n",
      "Bitcoin Misery Index\n",
      "Want to Know the Status of Your Bitcoin Investments?\n",
      "Is your browser secretly mining cryptocurrencies?\n",
      "HashChain Technology Votes to Promote Dash Cryptocurrency Awareness Initiatives in Brazil, Venezuela and Africa\n",
      "The former US congressional intern behind Venezuela’s cryptocurrency\n",
      "19/03/2018: Biggest Stories in the Cryptosphere\n",
      "Tether Has Primary Reserve Bank In Puerto Rico, Says BitMEX\n",
      "G20 Urged To Adopt Common Regulations For Cryptocurrencies\n",
      "Trump slaps sanctions on Venezuela's 'bitcoin'\n",
      "Tezos\n",
      "How Nano and Telegram are Championing Ongoing Development\n",
      "Learn All about Blockchain with This $19 Training Bundle\n",
      "Maduro’s Mint of King Cnut\n",
      "Ovato to Revolutionize the Loyalty and Rewards Industry\n",
      "Trump Signs Executive Order Banning Venezuela's 'Petro' Cryptocurrency\n",
      "Bitcoin Bust Reminds Morgan Stanley of Nasdaq Crash, But Faster\n",
      "Why Have Ethereum Prices Fallen By Nearly $1,000 This Year?\n",
      "Bitcoin is leading to a huge upswing in money laundering, new research says\n",
      "#Pressrelease #1200roundtrips #AI #ArtificialIntelligenceAdvantage PR: Why Artificial Intelligence Is Making Day Trading Obsolete, Research Revealed by OpenBlock: Research over the last two years have shown that digital currencies… https://t.co/c15gBDs6hX\n",
      "UK Government Announces New Cryptocurrency Research Effort - CoinDesk\n",
      "G20 Bankers Reject Regulating Cryptocurrencies\n",
      "Trump Bans Venezuela’s Oil-Backed Cryptocurrency\n",
      "Twitter plans to ban cryptocurrency ads on its site - CNET\n",
      "Morgan Stanley: Bitcoin’s Price Story Is ‘Nasdaq 15 Times Faster’\n",
      "Affiliate Bitcoin Reviews\n",
      "Trump bans US use of Venezuelan cryptocurrencies\n",
      "17 Free Online Cryptocurrency Tracker Websites\n",
      "Financial Analyst: Bitcoin Mid-Term Target at $28000 Still in Play\n",
      "President Trump bans Venezuela's cryptocurrency\n",
      "Trump Today: Trump Today: President pushes death penalty for drug dealers\n",
      "CryptoWatch: The ‘smart money’ isn’t worried about the bitcoin selloff\n",
      "The Dot-Com Bubble Still Dwarfs the Cryptocurrency ‘Bubble’\n",
      "Trump bans use of Venezuelan cryptocurrency\n",
      "Bitcoin boom and bust a lot like the dot-com bubble — but on steroids, Morgan Stanley says\n",
      "Decentralized Exchanges on the Rise With Kyber and Binance Developments\n",
      "President Trump bans the use of Venezuelan cryptocurrencies - CNET\n",
      "U.S. bans use of Venezuela cryptocurrency, imposes new sanctions on senior officials\n",
      "Mixed Signals: China’s PBoC Doesn’t Recognize Digital Currencies Like Bitcoin, But Are They Looking to Create Their Own?\n",
      "IBM Creates World's Smallest Computer for Blockchain Technology\n",
      "(+) Bitcoin Transaction Volume is Down – Should You Be Worried?\n",
      "Bitcoin's blockchain: Potentially a hazardous waste dump of child abuse, malware, etc\n",
      "Ripple Lawsuit: What's at Stake for the Crypto Company?\n",
      "G20 leaders to hold fire on cryptocurrencies amid...\n",
      "Bitcoin, Ethereum, Bitcoin Cash, Ripple, Stellar, Litecoin, Cardano, NEO, EOS: Price Analysis, March 19\n",
      "Stellar Gears Up to Implement Lightning Network\n",
      "Trump sanctions Venezuelan cryptocurrency\n",
      "RPT-G20 leaders to hold fire on cryptocurrencies amid discord: sources\n",
      "Trump Takes Aim at Venezuela’s Cryptocurrency\n",
      "How to receive crypto payments in a secure way with Hierarchical Deterministic (HD) keys?\n",
      "Ethereum: what is it and what’s it worth?\n",
      "Ilumony founders launch NZ cryptocurrency investment platform\n",
      "Bitcoin moves above $8,400 after news that 'could have been worse' from G-20 regulators\n",
      "Introducing CaskCoin: The Cryptocurrency Backed by Whisky\n",
      "Bitcoin just had its best day in two months & here's why\n",
      "Trump Bans US Use of Venezuelan Cryptocurrency\n",
      "If you downloaded the Bitcoin blockchain, you may have downloaded child porn\n",
      "U.S. Bans Use of Venezuela's Cryptocurrency\n",
      "‘Crypto Hour’ Wants Bitcoin Miners To Switch Off March 24\n",
      "Bitcoin investors:\n",
      "Need help grasping cryptocurrency? John Oliver breaks it down\n",
      "Michael Taggart, President of Cryptonomex, Becomes Forbes Tech Council Author\n",
      "TLDR: The International moves to Canada; parking lots for shared bikes; regulators target bitcoin\n",
      "Bitcoin Price Prediction: The G20 Summit May Deliver a Positive Surprise for Cryptocurrencies\n",
      "Bitcoin's rough patch looks like the Nasdaq during the tech bubble -- except it's moving 15 times faster\n",
      "Developing Blockchain App In C++\n",
      "Trump Throws Cold Water on Venezuelan Cryptocurrency\n",
      "Over 16 Million Americans Now Own Cryptocurrency, Survey Finds\n",
      "Tough Tokens: Theranos Fraud Holds Harsh Lessons for Crypto\n",
      "TSMC feels the cryptomining mining chip crunch\n",
      "TREZOR Model T Review: The Art of HODLING Refined\n",
      "Bitcoin [BTC], Ripple [XRP], Litecoin [LTC] turn bullish – Sentiment Analysis – March 19\n",
      "Bitcoin Price Technical Analysis for 03/20/2018 – Next Hurdles to Clear\n",
      "Asian Altcoin Trading Roundup: Top Cryptocurrency is Qtum\n",
      "Bitcoin Cash Price Technical Analysis – BCH/USD Could Move Higher\n",
      "Bitcoin Following Nasdaq Path but 15 Times Faster\n",
      "When Is a Bitcoin Not a Bitcoin? When It's an Asset, Says G-20\n",
      "Swiss tread wary path through ‘Crypto Valley’\n",
      "Ethereum Price Technical Analysis – Can ETH/USD Break 100 SMA?\n",
      "The ‘smart money’ isn’t worried about the bitcoin selloff\n",
      "Fan Victor Fantasy Sports Plugin Now Supports Multiple Cryptocurrencies\n",
      "Bitcoins worth Rs 41 lakh stolen from woman’s e-wallet account\n",
      "Nearly All Zcash and Zclassic Transactions Are Not Private\n",
      "Bitcoin bust reminds Morgan Stanley of Nasdaq crash, but faster\n",
      "Canada's VersaBank Lands 2 Prospects to Use Its Crypto Vault\n",
      "Bitcoin moves above $8400 after news that ‘could have been worse’ from G-20 regulators\n",
      "Digi Black App\n",
      "When is a bitcoin not a bitcoin? When it’s an asset, says G-20\n",
      "When is a Bitcoin not a Bitcoin? When it’s an asset, says G20\n",
      "Ripple Price Technical Analysis – XRP/USD To Rise Further?\n",
      "From Asia to Africa, how countries are changing cryptocurrency rules\n",
      "[Upcoming Event] Global Blockchain Forum (April 2nd – 3rd, 2018)\n",
      "Nem Price Spikes on Binance Listing\n",
      "Everything you need to know about the complex relationship between Ripple Labs and cryptocurrency XRP\n",
      "New York Power Companies Can Now Charge Bitcoin Miners More\n",
      "HKEX working with ASX on blockchain\n",
      "How to Kill Bitcoin?\n",
      "London's Qadre is part of a blockchain group that just raised $65m\n",
      "Ethereum Classic Price Technical Analysis – ETC/USD Settles Above $17.50\n",
      "Gibraltar wants to rock to ICO beat\n",
      "Crypto Prices Gain; Bitcoin Price Story Is “Nasdaq 15 Times Faster,” MS Says\n",
      "12 Worst Cryptocurrencies to Avoid, According to Weiss Ratings\n",
      "How ERP is Incorporating Blockchain Technology\n",
      "What the world’s governments are saying about cryptocurrencies\n",
      "Swiss Authorities Indecisive on Zug’s Crypto Valley\n",
      "A New Generation of Games on Ethereum is Going to be Enabled by Loom Network\n",
      "Bitcoin's rough patch reminds Morgan Stanley of the Nasdaq during the tech bubble — except it's moving 15 times faster\n",
      "Bitcoin's rough patch looks like the Nasdaq during the tech bubble — except it's moving 15 times faster\n",
      "G20 seeks 'common response' on crypto-currency regulation\n",
      "New York Power Companies Can Charge Bitcoin Miners More\n",
      "Just How Secure Are Blockchain Elections?\n",
      "Cyber criminals laundering £142 bn each year using cryptocurrencies\n",
      "From Software To Nation\n",
      "Crypto Utopia in Puerto Rico?\n",
      "$9K Ahead? Bitcoin Looks North After Bull Breakout - CoinDesk\n",
      "Top 8 tips for launching a successful ICO\n",
      "IDG Contributor Network: United Nations blockchain pioneer prevents fraud of international aid payments\n",
      "Government Starts to Build New Links for Its Blockchain\n",
      "Norway ‘Delighted’ to Welcome New Bitfury Mining Datacenter\n",
      "Find out which cryptocurrency you are in this 78,3% accurate list\n",
      "What’s Driving The Shift To Cryptocurrency Mining Malware?\n",
      "Show HN: Pwned4android – Android lib to check passwords with haveibeenpwned.com\n",
      "Breaking the Ledger Crypto Wallet Security Model\n",
      "Now you can try Brave's publisher donation system on Chrome, too\n",
      "Get rich quick: ICO ghost writers offer initial coin offering ‘white papers’ for US$475\n",
      "Ripple's XRP Just Might Be the Next Big Crypto Futures Market - CoinDesk\n",
      "US Federal Trade Commission Creates Blockchain Working Group\n",
      "I see you're mining bitcoin. I'd like you to have a seat over there [Scary]\n",
      "Largest Bitcoin Mining Farm in UK Seeking Investors\n",
      "Bitcoin Price Swings Resemble Dotcom Crash: Morgan Stanley\n",
      "What To Know About Monero, The Black Market Cryptocurrency That's Going Mainstream\n",
      "Blockchain to the rescue?\n",
      "Protect Your Bitcoin With These 7 Secure Wallets\n",
      "Social Good Foundation Submits Token Ecosystem Patent, a Blockchain-based Technology, in Japan and US\n",
      "Are Cryptocurrency Miners Losing Money on Bitcoin?\n",
      "5 Ways Blockchain Technology Will Change the Way We Do Business\n",
      "Bitcoin Cash Is ‘Downright Scam’: Bitcoin Educator To Canadian Gov’t\n",
      "What Big Tech’s Ban Might Mean for Cryptocurrency Advertising\n",
      "Blockchain Tech Provider Bitfury Gains Government Approval For $35 Mln Norway Datacenter\n",
      "Danger! Bitcoin May Plunge in Turbo Mode, Exceeding Dot-Com Bubble Crash- Report\n",
      "COTI (Cryptocurrency)\n",
      "Reddit user says he owes the IRS $50,000 thanks to bitcoin — here's how to avoid a surprise tax bill\n",
      "Bitcoin, Ethereum and Ripple Are On The Rise\n",
      "Blocksquare aims to open up real estate sales with blockchain platform crowdsale\n",
      "WTB: Zenis Ransomware Encrypts Your Data & Deletes Your Backups\n",
      "Starting Your Cryptocurrency Blog? Here’s How to Do It\n",
      "Trump Bans Venezuelan Cryptocurrency Petro\n",
      "Cryptocurrency Exchange Coinbase and Barclays Team Up\n",
      "How the blockchain can be applied in healthcare\n",
      "Child abuse images hidden in Bitcoin blockchain\n",
      "The Best Bitcoin Wallet—Keep your BTC Safe and Secure\n",
      "German Researchers: Child Abuse Content Found On Bitcoin Blockchain, Users Must Be Protected\n",
      "Ethereum researcher explains why sharding is the only true blockchain scaling solution\n",
      "CryptoWatch: Prominent crypto bull declares ‘bear market’ for crypto ‘largely over’\n",
      "Bitcoin and Money Laundering on Trial California\n",
      "What the Founding Fathers' Money Problems Can Teach Us About Bitcoin\n",
      "Child abuse imagery found within bitcoin’s blockchain\n",
      "How the Bitcoin Bubble Is Mirroring the Dot-Com One, Only Happening 15 Times Faster\n",
      "Bitcoin Price Weakness Is Like Popping Of 2000 Tech Bubble, Only Far Worse\n",
      "CryptoWatch: Bitcoin holds steady as one analyst calls the end to alt-coin bear market\n",
      "The Cryptocurrency Bear Market Might Be Over\n",
      "Europe's markets regulator warns investment risk levels are still high\n",
      "Long Blockchain’s Latest Attempt to Rescue Itself\n",
      "New Survey Shows Around 26 Mln Americans Own - And 8 Percent Plan To Buy - Cryptocurrencies\n",
      "Hidden child abuse files found inside Bitcoin blockchain\n",
      "When is a bitcoin not a bitcoin? When it's an asset, says G-20\n",
      "Best VPNs to Unblock Cryptocurrency Exchanges in 2018\n",
      "Blockchain for Blockbusters: From Movies to VR Distribution Platforms, Media Is Embracing Decentralization\n",
      "Halong Dragonmint Saps Bitmain Mining Monopoly Days After Shipping\n",
      "$9K Ahead? Bitcoin Looks North After Bull Breakout\n",
      "Who is Garrett Camp, Uber Founder and Crypto Inventor?\n",
      "Downloader.Miner Trojan (svchost.exe)– What Is It + How to Remove\n",
      "Squeezing Venezuela to Promote Democracy\n",
      "Forget Cryptocurrencies, You're Better Off Buying These 3 Stocks\n",
      "Speaking Opportunities at Miami #Blockchain Event by @CloudEXPO | #Bitcoin #Ethereum #Crypto #Ripple\n",
      "Bitcoin (BTC) Chart - Bearish ’Death Cross’ May Soon Form\n",
      "What is Illicit Cryptomining?\n",
      "4 Ways Altcoin Exchanges Promote Fraud\n",
      "IDG Contributor Network: In ‘trustless’ payment systems, trust is still necessary\n",
      "Exclusive: Russia Secretly Helped Venezuela Launch a Cryptocurrency to Evade U.S. Sanctions\n",
      "Second Life Creator: High Fidelity’s HFC Is a Social Cryptocurrency for VR\n",
      "Child Abuse Imagery Found Within Bitcoin's Blockchain\n",
      "Canadian Bitcoin Entrepreneur Slams BCH As ‘Scam’ During Parliamentary Testimony\n",
      "Mark Carney: Cryptocurrencies Do Not Pose Serious Risks\n",
      "U.S bans new Venezuela’s national crypto-currency\n",
      "Cryptocurrency News March 20 – initial news offering\n",
      "Mark Zuckerberg faces amplifying calls to account for Cambridge Analytica scandal\n",
      "20/03/2018: Biggest Stories in the Cryptosphere\n",
      "The NSA Worked To 'Track Down' Bitcoin Users, Snowden Documents Reveal\n",
      "Cryptocurrencies need monitoring, not banning: Italy's Visco\n",
      "Crypto Markets Fluctuate After Rapid Rebound, But Decline Is Still Insignificant\n",
      "Bitcoin’s blockchain contains links to child pornography, possible illegal image\n",
      "G-20 Statement Is Win For US, Japan: Ignores Protectionism, Shrugs Off Crypto Fears\n",
      "Bitcoin's Bubble Is Bursting. How Low Will Prices Fall?\n",
      "Who Will Be The World's First Crypto Nation?\n",
      "CRYPTO INSIDER: Bitcoin is gunning for $9,000\n",
      "Don’t Read Too Much into the FSB’s Letter to the G20 on Bitcoin: Expert Take\n",
      "Andrew Keys Joins @CloudEXPO NY Faculty | @ConsenSysAndrew #FinTech #Blockchain #Bitcoin #Ethereum\n",
      "4 Ways Criminals Are Trying to Cash out Their Bitcoin\n",
      "Cyber-security and the blockchain: evolving technology for our safety\n",
      "Why cryptocurrencies aren’t going away\n",
      "Op Ed: The Many Faces of Sharding for Blockchain Scalability\n",
      "G20 agrees to \"monitor\" cryptocurrencies but no action yet\n",
      "Did Bitmain Cause a Spike in Monero’s Hashrate Last Year?\n",
      "Bitcoin's Blockchain Loaded with Child Pornography\n",
      "Crypto Collectible \"Crypto Racing League\" Partners with WAX Tokens and OPSkins Marketplace\n",
      "After Uber fatality, people ask how safe are driverless cars? - CNET\n",
      "Bitcoin bounces back above $8,800 after a 'very positive' G-20 cryptocurrency meeting\n",
      "Bitcoin Spikes After G-20 Expresses No Desire for Crypto Oversight\n",
      "Guns N’ Roses alum Matt Sorum rocks beyond blockchain to fight labels, YouTube\n",
      "Child Abuse Pics Found In Bitcoins Blockchain - NSA Tracks BTC Users\n",
      "Canada Is Gearing Up to Regulate Cryptocurrency\n",
      "FBI catches students selling drugs through New Zealand on dark web\n",
      "bitcoinlib 0.3.33a4\n",
      "26 Million Americans Own (And 8% Plan To Buy) Cryptos, New Survey Shows\n",
      "Maryland Bills Call for Study, Possible Regulation of Blockchain\n",
      "G20 ministers call for monitoring of cryptocurrencies\n",
      "Dollar, Bitcoin, & Bond Yields Pop As Stocks Get Zuckerberg'd Again\n",
      "This app allows users to buy and sell 20 cryptocurrencies worldwide\n",
      "Multisig vaults on Coinbase\n",
      "Who is to blame for bitcoin mania?\n",
      "A teen hacker exposed a hole in one of the crypto world’s most secure wallets\n",
      "A ‘simple but not easy’ strategy to improve portfolio performance, the bitcoin 'death cross', and a hot forestry stock\n",
      "Productive G-20 discussions help boost Bitcoin value\n",
      "Bitcoin’s Blockchain Contains “Hundreds of Links” to Child Pornography\n",
      "Paxful Protects the Vulnerable Unbanked from Being Scammed\n",
      "G20 Confirms There Is No Need to Regulate Cryptocurrencies as of Right Now\n",
      "Child abuse imagery ‘found within Bitcoin’s blockchain’\n",
      "CryptoKitties Raises $12 Million From Andreessen, Union Square - Bloomberg\n",
      "As cryptos make a comeback, bitcoin is still your best bet: Tom Lee\n",
      "Could Indecent Images on the Blockchain Spell the Demise of Bitcoin?\n",
      "Overnight Finance: Congress struggles to strike funding deal as deadline nears | Lawmakers torn on immigration, healthcare | FTC to probe Facebook: report\n",
      "CryptoKitties Wins $12 Million From Investors, Including Early Facebook Believer Andreessen Horowitz\n",
      "XDCE Token Goes Live on Exchanges like Bancor, KoinOK, Alphaex, Forkdelta & Etherflyer Opens 20% Above the Token Contribution Price\n",
      "Bitcoin is unfolding like the dot-com crash — just 15 tim...\n",
      "NSA has been tracking bitcoin users since 2013\n",
      "NSA Has Been Tracking Bitcoin Users Since 2013, New Snowden Documents Reveal\n",
      "Vancouver-based CryptoKitties secures $12 million in funding\n",
      "How To Prepare Your Business For The Age Of Stable Bitcoin\n",
      "‘Bitcoin is #1 priority’: NSA targeted cryptocurrency users globally, Snowden leaks show\n",
      "Information is 'the modern-day weapon' and we're constantly under attack: Shark Tank's Robert Herjavec\n",
      "Since 2013, NSA Worked to “Track Down” Bitcoin Users, Snowden Documents Reveal\n",
      "Bitcoin Price Breaks $9,000, Doesn’t Stay For Long\n",
      "Bitcoin's blockchain holds child pornography content – researchers\n",
      "JACK DORSEY: Bitcoin will become the world's 'single currency'\n",
      "Ex-England star Michael Owen to launch own cryptocurrency\n",
      "Bitcoin's Blockchain Could Be Illegal in 112 countries\n",
      "Bitcoin relief rally continues, but what’s driving it is up for debate\n",
      "Bitcoin’s blockchain is full of content that can land you in jail\n",
      "Digital wallets: Here's why more Americans won't buy cryptocurrencies\n",
      "The NSA Tried Tracking Bitcoin Users In 2013\n",
      "Bitcoin Miner Distributor BlokForge Opens First US Retail Location\n"
     ]
    }
   ],
   "source": [
    "z = dict()\n",
    "for x in df['title']:\n",
    "  if x in z:\n",
    "    z[x] += 1\n",
    "  else:\n",
    "    z[x] = 1\n",
    "for x in z:\n",
    "  if z[x] == 2:\n",
    "     print(x)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 66
    },
    "colab_type": "code",
    "id": "fKbnXEzUdp18",
    "outputId": "6d2ab92b-a928-4f21-a7c9-26bebd7ae647"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11     3.0\n",
       "194    3.0\n",
       "Name: publisher_L, dtype: float64"
      ]
     },
     "execution_count": 57,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['title'] == \"'The Mother Of All Bubbles And Biggest Bubble in Human History Comes Down Crashing'\"][\"publisher_L\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Dz6oPC2EMsAG"
   },
   "outputs": [],
   "source": [
    " es = es.entity_from_dataframe(entity_id = 'df', dataframe = df, \n",
    "                              index = 'ID', time_index = 'date')\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "colab_type": "code",
    "id": "YXLbm-agfSP4",
    "outputId": "ed02b35b-b047-464b-cff3-47f9db21d363"
   },
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th>title</th>\n",
       "      <th>date</th>\n",
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       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume_(BTC)</th>\n",
       "      <th>Volume_(Currency)</th>\n",
       "      <th>Weighted_Price</th>\n",
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       "      <th>0</th>\n",
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       "      <th>2</th>\n",
       "      <td>Brain Genius Submerges His Bitcoin Mining Rig ...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Remediation, wherefore art thou?</td>\n",
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       "      <th>4</th>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Wolf Of Wall Street Says Bitcoin Could Hit $50...</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>0:49:21</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>More bad news pushes bitcoin’s value below $9000</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>1:03:11</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Bitcoin drops below key $9,000 level on Coinbase</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>1:40:17</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Cryptocurrency prices plunge as regulators cla...</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>1:42:56</td>\n",
       "      <td>8547.864403</td>\n",
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       "      <td>8547.594042</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bitcoin price plunges as India announces ban o...</td>\n",
       "      <td>2/2/18</td>\n",
       "      <td>2:02:58</td>\n",
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      "text/plain": [
       "                                               title    date     time  \\\n",
       "0  Kosher Crypto BitCoen Is Setting a Course for ...  2/2/18  0:00:08   \n",
       "1  Bitcoin near bottom, will rally to $20,000 thi...  2/2/18  0:02:00   \n",
       "2  Brain Genius Submerges His Bitcoin Mining Rig ...  2/2/18  0:03:08   \n",
       "3                   Remediation, wherefore art thou?  2/2/18  0:18:34   \n",
       "4  Cryptotragedy: what if bitcoin’s greatest stre...  2/2/18  0:25:09   \n",
       "5  Wolf Of Wall Street Says Bitcoin Could Hit $50...  2/2/18  0:49:21   \n",
       "6   More bad news pushes bitcoin’s value below $9000  2/2/18  1:03:11   \n",
       "7   Bitcoin drops below key $9,000 level on Coinbase  2/2/18  1:40:17   \n",
       "8  Cryptocurrency prices plunge as regulators cla...  2/2/18  1:42:56   \n",
       "9  Bitcoin price plunges as India announces ban o...  2/2/18  2:02:58   \n",
       "\n",
       "          Open         High          Low        Close  Volume_(BTC)  \\\n",
       "0  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "1  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "2  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "3  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "4  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "5  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "6  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "7  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "8  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "9  8547.864403  8562.224306  8533.223049  8547.647486     35.615632   \n",
       "\n",
       "   Volume_(Currency)  Weighted_Price  \n",
       "0        300510.2071     8547.594042  \n",
       "1        300510.2071     8547.594042  \n",
       "2        300510.2071     8547.594042  \n",
       "3        300510.2071     8547.594042  \n",
       "4        300510.2071     8547.594042  \n",
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       "6        300510.2071     8547.594042  \n",
       "7        300510.2071     8547.594042  \n",
       "8        300510.2071     8547.594042  \n",
       "9        300510.2071     8547.594042  "
      ]
     },
     "execution_count": 48,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[0:10,5:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 316
    },
    "colab_type": "code",
    "id": "liGOhTEnIJsB",
    "outputId": "e8b3850f-f0e2-440f-cea8-489d77dd6514"
   },
   "outputs": [
    {
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       "      <td>Michelle Fox</td>\n",
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       "      <td>12</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Scott Scanlon</td>\n",
       "      <td>Youbrandinc.com</td>\n",
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       "      <td>8533.223049</td>\n",
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       "      <th>4</th>\n",
       "      <td>Jason Murphy</td>\n",
       "      <td>Crikey.com.au</td>\n",
       "      <td>8547.864403</td>\n",
       "      <td>8562.224306</td>\n",
       "      <td>8533.223049</td>\n",
       "      <td>8547.647486</td>\n",
       "      <td>35.615632</td>\n",
       "      <td>300510.2071</td>\n",
       "      <td>8547.594042</td>\n",
       "      <td>12603.49354</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>241</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1758</td>\n",
       "      <td>185</td>\n",
       "      <td>98</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            author        publisher         Open         High          Low  \\\n",
       "ID                                                                           \n",
       "0   Bitcoinist.net   Bitcoinist.com  8547.864403  8562.224306  8533.223049   \n",
       "1     Michelle Fox             CNBC  8547.864403  8562.224306  8533.223049   \n",
       "2    Scott Scanlon  Youbrandinc.com  8547.864403  8562.224306  8533.223049   \n",
       "3   Bruce Kleinman   Hackernoon.com  8547.864403  8562.224306  8533.223049   \n",
       "4     Jason Murphy    Crikey.com.au  8547.864403  8562.224306  8533.223049   \n",
       "\n",
       "          Close  Volume_(BTC)  Volume_(Currency)  Weighted_Price      Average  \\\n",
       "ID                                                                              \n",
       "0   8547.647486     35.615632        300510.2071     8547.594042  12603.49354   \n",
       "1   8547.647486     35.615632        300510.2071     8547.594042  12603.49354   \n",
       "2   8547.647486     35.615632        300510.2071     8547.594042  12603.49354   \n",
       "3   8547.647486     35.615632        300510.2071     8547.594042  12603.49354   \n",
       "4   8547.647486     35.615632        300510.2071     8547.594042  12603.49354   \n",
       "\n",
       "          ...          WEEKDAY(date)  WEEKDAY(time)  NUMWORDS(contents)  \\\n",
       "ID        ...                                                             \n",
       "0         ...                      4              3                 498   \n",
       "1         ...                      4              3                3346   \n",
       "2         ...                      4              3                 207   \n",
       "3         ...                      4              3                 979   \n",
       "4         ...                      4              3                 241   \n",
       "\n",
       "    NUMWORDS(description)  NUMWORDS(source_url)  NUMWORDS(title)  \\\n",
       "ID                                                                 \n",
       "0                      23                     1                9   \n",
       "1                      14                     1               12   \n",
       "2                      23                     1               13   \n",
       "3                       4                     1                4   \n",
       "4                      24                     1               11   \n",
       "\n",
       "    CHARACTERS(contents)  CHARACTERS(description)  CHARACTERS(source_url)  \\\n",
       "ID                                                                          \n",
       "0                   3923                      189                      66   \n",
       "1                  18333                       82                      98   \n",
       "2                   1467                      198                     110   \n",
       "3                   7290                       24                      66   \n",
       "4                   1758                      185                      98   \n",
       "\n",
       "    CHARACTERS(title)  \n",
       "ID                     \n",
       "0                  52  \n",
       "1                  76  \n",
       "2                  67  \n",
       "3                  32  \n",
       "4                  79  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features, feature_names = ft.dfs(entityset=es, target_entity='df',\n",
    "                                 max_depth = 2)\n",
    "\n",
    "features.head()"
   ]
  }
 ],
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