bitcoin.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "link=\"https://raw.githubusercontent.com/WidhyaOrg/datasets/master/bitcoin_dataset.csv\"\n",
    "df=pd.read_csv(link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>btc_market_price</th>\n",
       "      <th>btc_total_bitcoins</th>\n",
       "      <th>btc_market_cap</th>\n",
       "      <th>btc_trade_volume</th>\n",
       "      <th>btc_blocks_size</th>\n",
       "      <th>btc_avg_block_size</th>\n",
       "      <th>btc_n_orphaned_blocks</th>\n",
       "      <th>btc_n_transactions_per_block</th>\n",
       "      <th>btc_median_confirmation_time</th>\n",
       "      <th>...</th>\n",
       "      <th>btc_cost_per_transaction_percent</th>\n",
       "      <th>btc_cost_per_transaction</th>\n",
       "      <th>btc_n_unique_addresses</th>\n",
       "      <th>btc_n_transactions</th>\n",
       "      <th>btc_n_transactions_total</th>\n",
       "      <th>btc_n_transactions_excluding_popular</th>\n",
       "      <th>btc_n_transactions_excluding_chains_longer_than_100</th>\n",
       "      <th>btc_output_volume</th>\n",
       "      <th>btc_estimated_transaction_volume</th>\n",
       "      <th>btc_estimated_transaction_volume_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2/17/2010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2043200.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000235</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>31.781022</td>\n",
       "      <td>0.0</td>\n",
       "      <td>241</td>\n",
       "      <td>244</td>\n",
       "      <td>41240</td>\n",
       "      <td>244</td>\n",
       "      <td>244</td>\n",
       "      <td>65173.13</td>\n",
       "      <td>36500.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2/18/2010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2054650.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000241</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>154.463801</td>\n",
       "      <td>0.0</td>\n",
       "      <td>234</td>\n",
       "      <td>235</td>\n",
       "      <td>41475</td>\n",
       "      <td>235</td>\n",
       "      <td>235</td>\n",
       "      <td>18911.74</td>\n",
       "      <td>7413.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2/19/2010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2063600.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1278.516635</td>\n",
       "      <td>0.0</td>\n",
       "      <td>185</td>\n",
       "      <td>183</td>\n",
       "      <td>41658</td>\n",
       "      <td>183</td>\n",
       "      <td>183</td>\n",
       "      <td>9749.98</td>\n",
       "      <td>700.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2/20/2010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2074700.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000218</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>22186.687990</td>\n",
       "      <td>0.0</td>\n",
       "      <td>224</td>\n",
       "      <td>224</td>\n",
       "      <td>41882</td>\n",
       "      <td>224</td>\n",
       "      <td>224</td>\n",
       "      <td>11150.03</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2/21/2010</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2085400.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000234</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>689.179876</td>\n",
       "      <td>0.0</td>\n",
       "      <td>218</td>\n",
       "      <td>218</td>\n",
       "      <td>42100</td>\n",
       "      <td>218</td>\n",
       "      <td>218</td>\n",
       "      <td>12266.83</td>\n",
       "      <td>1553.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date  btc_market_price  btc_total_bitcoins  btc_market_cap  \\\n",
       "0  2/17/2010               0.0           2043200.0             0.0   \n",
       "1  2/18/2010               0.0           2054650.0             0.0   \n",
       "2  2/19/2010               0.0           2063600.0             0.0   \n",
       "3  2/20/2010               0.0           2074700.0             0.0   \n",
       "4  2/21/2010               0.0           2085400.0             0.0   \n",
       "\n",
       "   btc_trade_volume  btc_blocks_size  btc_avg_block_size  \\\n",
       "0               0.0              0.0            0.000235   \n",
       "1               0.0              0.0            0.000241   \n",
       "2               0.0              0.0            0.000228   \n",
       "3               0.0              0.0            0.000218   \n",
       "4               0.0              0.0            0.000234   \n",
       "\n",
       "   btc_n_orphaned_blocks  btc_n_transactions_per_block  \\\n",
       "0                      0                           1.0   \n",
       "1                      0                           1.0   \n",
       "2                      0                           1.0   \n",
       "3                      0                           1.0   \n",
       "4                      0                           1.0   \n",
       "\n",
       "   btc_median_confirmation_time  ...  btc_cost_per_transaction_percent  \\\n",
       "0                           0.0  ...                         31.781022   \n",
       "1                           0.0  ...                        154.463801   \n",
       "2                           0.0  ...                       1278.516635   \n",
       "3                           0.0  ...                      22186.687990   \n",
       "4                           0.0  ...                        689.179876   \n",
       "\n",
       "   btc_cost_per_transaction  btc_n_unique_addresses  btc_n_transactions  \\\n",
       "0                       0.0                     241                 244   \n",
       "1                       0.0                     234                 235   \n",
       "2                       0.0                     185                 183   \n",
       "3                       0.0                     224                 224   \n",
       "4                       0.0                     218                 218   \n",
       "\n",
       "   btc_n_transactions_total  btc_n_transactions_excluding_popular  \\\n",
       "0                     41240                                   244   \n",
       "1                     41475                                   235   \n",
       "2                     41658                                   183   \n",
       "3                     41882                                   224   \n",
       "4                     42100                                   218   \n",
       "\n",
       "   btc_n_transactions_excluding_chains_longer_than_100  btc_output_volume  \\\n",
       "0                                                244             65173.13   \n",
       "1                                                235             18911.74   \n",
       "2                                                183              9749.98   \n",
       "3                                                224             11150.03   \n",
       "4                                                218             12266.83   \n",
       "\n",
       "   btc_estimated_transaction_volume  btc_estimated_transaction_volume_usd  \n",
       "0                           36500.0                                   0.0  \n",
       "1                            7413.0                                   0.0  \n",
       "2                             700.0                                   0.0  \n",
       "3                              50.0                                   0.0  \n",
       "4                            1553.0                                   0.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>btc_market_price</th>\n",
       "      <th>btc_total_bitcoins</th>\n",
       "      <th>btc_market_cap</th>\n",
       "      <th>btc_trade_volume</th>\n",
       "      <th>btc_blocks_size</th>\n",
       "      <th>btc_avg_block_size</th>\n",
       "      <th>btc_n_orphaned_blocks</th>\n",
       "      <th>btc_n_transactions_per_block</th>\n",
       "      <th>btc_median_confirmation_time</th>\n",
       "      <th>...</th>\n",
       "      <th>btc_cost_per_transaction_percent</th>\n",
       "      <th>btc_cost_per_transaction</th>\n",
       "      <th>btc_n_unique_addresses</th>\n",
       "      <th>btc_n_transactions</th>\n",
       "      <th>btc_n_transactions_total</th>\n",
       "      <th>btc_n_transactions_excluding_popular</th>\n",
       "      <th>btc_n_transactions_excluding_chains_longer_than_100</th>\n",
       "      <th>btc_output_volume</th>\n",
       "      <th>btc_estimated_transaction_volume</th>\n",
       "      <th>btc_estimated_transaction_volume_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>12/3/2012</td>\n",
       "      <td>12.67901</td>\n",
       "      <td>10519400.0</td>\n",
       "      <td>133375577.8</td>\n",
       "      <td>444199.2084</td>\n",
       "      <td>3783.0</td>\n",
       "      <td>0.071442</td>\n",
       "      <td>0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>9.733333</td>\n",
       "      <td>...</td>\n",
       "      <td>1.918175</td>\n",
       "      <td>2.132124</td>\n",
       "      <td>23333</td>\n",
       "      <td>22407</td>\n",
       "      <td>9498294</td>\n",
       "      <td>10120</td>\n",
       "      <td>10521</td>\n",
       "      <td>1922115.722</td>\n",
       "      <td>196437.0</td>\n",
       "      <td>2490623.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>12/4/2012</td>\n",
       "      <td>12.96675</td>\n",
       "      <td>10522175.0</td>\n",
       "      <td>136438412.7</td>\n",
       "      <td>937013.7392</td>\n",
       "      <td>3795.0</td>\n",
       "      <td>0.116666</td>\n",
       "      <td>0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>17.100000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.283395</td>\n",
       "      <td>1.293901</td>\n",
       "      <td>26758</td>\n",
       "      <td>28050</td>\n",
       "      <td>9526344</td>\n",
       "      <td>12593</td>\n",
       "      <td>13239</td>\n",
       "      <td>2186081.698</td>\n",
       "      <td>218093.0</td>\n",
       "      <td>2827962.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>12/5/2012</td>\n",
       "      <td>13.50000</td>\n",
       "      <td>10525175.0</td>\n",
       "      <td>142089862.5</td>\n",
       "      <td>475714.7500</td>\n",
       "      <td>3811.0</td>\n",
       "      <td>0.135178</td>\n",
       "      <td>0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>16.583333</td>\n",
       "      <td>...</td>\n",
       "      <td>1.288037</td>\n",
       "      <td>1.231342</td>\n",
       "      <td>32849</td>\n",
       "      <td>33176</td>\n",
       "      <td>9559520</td>\n",
       "      <td>15540</td>\n",
       "      <td>16470</td>\n",
       "      <td>2965970.432</td>\n",
       "      <td>234931.0</td>\n",
       "      <td>3171569.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>12/6/2012</td>\n",
       "      <td>13.68880</td>\n",
       "      <td>10528750.0</td>\n",
       "      <td>144125953.0</td>\n",
       "      <td>718983.9167</td>\n",
       "      <td>3829.0</td>\n",
       "      <td>0.127314</td>\n",
       "      <td>0</td>\n",
       "      <td>250.0</td>\n",
       "      <td>11.600000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.646812</td>\n",
       "      <td>1.326895</td>\n",
       "      <td>29988</td>\n",
       "      <td>37201</td>\n",
       "      <td>9596721</td>\n",
       "      <td>13587</td>\n",
       "      <td>15280</td>\n",
       "      <td>3060984.558</td>\n",
       "      <td>218968.0</td>\n",
       "      <td>2997416.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>12/7/2012</td>\n",
       "      <td>13.68000</td>\n",
       "      <td>10531850.0</td>\n",
       "      <td>144075708.0</td>\n",
       "      <td>561787.1172</td>\n",
       "      <td>3843.0</td>\n",
       "      <td>0.119742</td>\n",
       "      <td>0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>12.600000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.447849</td>\n",
       "      <td>1.299906</td>\n",
       "      <td>29236</td>\n",
       "      <td>32887</td>\n",
       "      <td>9629608</td>\n",
       "      <td>13173</td>\n",
       "      <td>14078</td>\n",
       "      <td>2560250.210</td>\n",
       "      <td>215837.0</td>\n",
       "      <td>2952657.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date  btc_market_price  btc_total_bitcoins  btc_market_cap  \\\n",
       "1020  12/3/2012          12.67901          10519400.0     133375577.8   \n",
       "1021  12/4/2012          12.96675          10522175.0     136438412.7   \n",
       "1022  12/5/2012          13.50000          10525175.0     142089862.5   \n",
       "1023  12/6/2012          13.68880          10528750.0     144125953.0   \n",
       "1024  12/7/2012          13.68000          10531850.0     144075708.0   \n",
       "\n",
       "      btc_trade_volume  btc_blocks_size  btc_avg_block_size  \\\n",
       "1020       444199.2084           3783.0            0.071442   \n",
       "1021       937013.7392           3795.0            0.116666   \n",
       "1022       475714.7500           3811.0            0.135178   \n",
       "1023       718983.9167           3829.0            0.127314   \n",
       "1024       561787.1172           3843.0            0.119742   \n",
       "\n",
       "      btc_n_orphaned_blocks  btc_n_transactions_per_block  \\\n",
       "1020                      0                         235.0   \n",
       "1021                      0                         252.0   \n",
       "1022                      0                         270.0   \n",
       "1023                      0                         250.0   \n",
       "1024                      0                         273.0   \n",
       "\n",
       "      btc_median_confirmation_time  ...  btc_cost_per_transaction_percent  \\\n",
       "1020                      9.733333  ...                          1.918175   \n",
       "1021                     17.100000  ...                          1.283395   \n",
       "1022                     16.583333  ...                          1.288037   \n",
       "1023                     11.600000  ...                          1.646812   \n",
       "1024                     12.600000  ...                          1.447849   \n",
       "\n",
       "      btc_cost_per_transaction  btc_n_unique_addresses  btc_n_transactions  \\\n",
       "1020                  2.132124                   23333               22407   \n",
       "1021                  1.293901                   26758               28050   \n",
       "1022                  1.231342                   32849               33176   \n",
       "1023                  1.326895                   29988               37201   \n",
       "1024                  1.299906                   29236               32887   \n",
       "\n",
       "      btc_n_transactions_total  btc_n_transactions_excluding_popular  \\\n",
       "1020                   9498294                                 10120   \n",
       "1021                   9526344                                 12593   \n",
       "1022                   9559520                                 15540   \n",
       "1023                   9596721                                 13587   \n",
       "1024                   9629608                                 13173   \n",
       "\n",
       "      btc_n_transactions_excluding_chains_longer_than_100  btc_output_volume  \\\n",
       "1020                                              10521          1922115.722   \n",
       "1021                                              13239          2186081.698   \n",
       "1022                                              16470          2965970.432   \n",
       "1023                                              15280          3060984.558   \n",
       "1024                                              14078          2560250.210   \n",
       "\n",
       "      btc_estimated_transaction_volume  btc_estimated_transaction_volume_usd  \n",
       "1020                          196437.0                             2490623.0  \n",
       "1021                          218093.0                             2827962.0  \n",
       "1022                          234931.0                             3171569.0  \n",
       "1023                          218968.0                             2997416.0  \n",
       "1024                          215837.0                             2952657.0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[1020:1025]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btc_market_price</th>\n",
       "      <th>btc_total_bitcoins</th>\n",
       "      <th>btc_market_cap</th>\n",
       "      <th>btc_trade_volume</th>\n",
       "      <th>btc_blocks_size</th>\n",
       "      <th>btc_avg_block_size</th>\n",
       "      <th>btc_n_orphaned_blocks</th>\n",
       "      <th>btc_n_transactions_per_block</th>\n",
       "      <th>btc_median_confirmation_time</th>\n",
       "      <th>btc_hash_rate</th>\n",
       "      <th>...</th>\n",
       "      <th>btc_cost_per_transaction_percent</th>\n",
       "      <th>btc_cost_per_transaction</th>\n",
       "      <th>btc_n_unique_addresses</th>\n",
       "      <th>btc_n_transactions</th>\n",
       "      <th>btc_n_transactions_total</th>\n",
       "      <th>btc_n_transactions_excluding_popular</th>\n",
       "      <th>btc_n_transactions_excluding_chains_longer_than_100</th>\n",
       "      <th>btc_output_volume</th>\n",
       "      <th>btc_estimated_transaction_volume</th>\n",
       "      <th>btc_estimated_transaction_volume_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.879000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.885000e+03</td>\n",
       "      <td>2877.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2894.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>...</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>839.104218</td>\n",
       "      <td>1.151138e+07</td>\n",
       "      <td>1.344352e+10</td>\n",
       "      <td>7.398381e+07</td>\n",
       "      <td>35505.502848</td>\n",
       "      <td>0.350366</td>\n",
       "      <td>0.364074</td>\n",
       "      <td>671.673651</td>\n",
       "      <td>7.501113</td>\n",
       "      <td>1.244070e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>66.747821</td>\n",
       "      <td>14.639125</td>\n",
       "      <td>1.937861e+05</td>\n",
       "      <td>102081.138334</td>\n",
       "      <td>6.844558e+07</td>\n",
       "      <td>94348.852374</td>\n",
       "      <td>63140.320028</td>\n",
       "      <td>1.566216e+06</td>\n",
       "      <td>2.036475e+05</td>\n",
       "      <td>2.024338e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2304.972497</td>\n",
       "      <td>4.200024e+06</td>\n",
       "      <td>3.866841e+10</td>\n",
       "      <td>2.924228e+08</td>\n",
       "      <td>43618.633821</td>\n",
       "      <td>0.353168</td>\n",
       "      <td>0.842259</td>\n",
       "      <td>689.561322</td>\n",
       "      <td>4.974549</td>\n",
       "      <td>2.924141e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>1761.894646</td>\n",
       "      <td>20.536083</td>\n",
       "      <td>2.089146e+05</td>\n",
       "      <td>103896.929350</td>\n",
       "      <td>8.285341e+07</td>\n",
       "      <td>103966.111763</td>\n",
       "      <td>69687.052174</td>\n",
       "      <td>2.278910e+06</td>\n",
       "      <td>2.682781e+05</td>\n",
       "      <td>5.800513e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.043200e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.250000e-05</td>\n",
       "      <td>...</td>\n",
       "      <td>0.136531</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.100000e+02</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>4.124000e+04</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>6.150000e+03</td>\n",
       "      <td>7.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>6.653465</td>\n",
       "      <td>8.485300e+06</td>\n",
       "      <td>5.363081e+07</td>\n",
       "      <td>2.916456e+05</td>\n",
       "      <td>781.000000</td>\n",
       "      <td>0.024177</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>6.066667</td>\n",
       "      <td>1.160880e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.181945</td>\n",
       "      <td>4.156470</td>\n",
       "      <td>1.675475e+04</td>\n",
       "      <td>8025.250000</td>\n",
       "      <td>2.413376e+06</td>\n",
       "      <td>6813.500000</td>\n",
       "      <td>6765.500000</td>\n",
       "      <td>4.901712e+05</td>\n",
       "      <td>9.600325e+04</td>\n",
       "      <td>9.581680e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>235.130000</td>\n",
       "      <td>1.243115e+07</td>\n",
       "      <td>3.346869e+09</td>\n",
       "      <td>1.001414e+07</td>\n",
       "      <td>15183.000000</td>\n",
       "      <td>0.196022</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>375.000000</td>\n",
       "      <td>7.916667</td>\n",
       "      <td>2.176189e+04</td>\n",
       "      <td>...</td>\n",
       "      <td>2.493564</td>\n",
       "      <td>7.822430</td>\n",
       "      <td>1.304450e+05</td>\n",
       "      <td>62337.000000</td>\n",
       "      <td>3.255271e+07</td>\n",
       "      <td>53483.000000</td>\n",
       "      <td>35283.500000</td>\n",
       "      <td>1.105205e+06</td>\n",
       "      <td>1.784685e+05</td>\n",
       "      <td>3.742576e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>594.191164</td>\n",
       "      <td>1.520051e+07</td>\n",
       "      <td>8.075525e+09</td>\n",
       "      <td>2.834038e+07</td>\n",
       "      <td>58293.000000</td>\n",
       "      <td>0.676065</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1232.995223</td>\n",
       "      <td>10.208333</td>\n",
       "      <td>1.035363e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>5.915591</td>\n",
       "      <td>14.800589</td>\n",
       "      <td>3.603765e+05</td>\n",
       "      <td>190471.250000</td>\n",
       "      <td>1.080663e+08</td>\n",
       "      <td>185901.750000</td>\n",
       "      <td>113793.250000</td>\n",
       "      <td>2.031654e+06</td>\n",
       "      <td>2.588046e+05</td>\n",
       "      <td>1.312499e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>19498.683330</td>\n",
       "      <td>1.683769e+07</td>\n",
       "      <td>3.270000e+11</td>\n",
       "      <td>5.352016e+09</td>\n",
       "      <td>154444.590300</td>\n",
       "      <td>1.110327</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2722.625000</td>\n",
       "      <td>47.733333</td>\n",
       "      <td>2.160975e+07</td>\n",
       "      <td>...</td>\n",
       "      <td>88571.428570</td>\n",
       "      <td>161.686071</td>\n",
       "      <td>1.072861e+06</td>\n",
       "      <td>490644.000000</td>\n",
       "      <td>2.966888e+08</td>\n",
       "      <td>470650.000000</td>\n",
       "      <td>318896.000000</td>\n",
       "      <td>4.599222e+07</td>\n",
       "      <td>5.825066e+06</td>\n",
       "      <td>5.760245e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       btc_market_price  btc_total_bitcoins  btc_market_cap  btc_trade_volume  \\\n",
       "count       2906.000000        2.879000e+03    2.906000e+03      2.885000e+03   \n",
       "mean         839.104218        1.151138e+07    1.344352e+10      7.398381e+07   \n",
       "std         2304.972497        4.200024e+06    3.866841e+10      2.924228e+08   \n",
       "min            0.000000        2.043200e+06    0.000000e+00      0.000000e+00   \n",
       "25%            6.653465        8.485300e+06    5.363081e+07      2.916456e+05   \n",
       "50%          235.130000        1.243115e+07    3.346869e+09      1.001414e+07   \n",
       "75%          594.191164        1.520051e+07    8.075525e+09      2.834038e+07   \n",
       "max        19498.683330        1.683769e+07    3.270000e+11      5.352016e+09   \n",
       "\n",
       "       btc_blocks_size  btc_avg_block_size  btc_n_orphaned_blocks  \\\n",
       "count      2877.000000         2906.000000            2906.000000   \n",
       "mean      35505.502848            0.350366               0.364074   \n",
       "std       43618.633821            0.353168               0.842259   \n",
       "min           0.000000            0.000216               0.000000   \n",
       "25%         781.000000            0.024177               0.000000   \n",
       "50%       15183.000000            0.196022               0.000000   \n",
       "75%       58293.000000            0.676065               0.000000   \n",
       "max      154444.590300            1.110327               7.000000   \n",
       "\n",
       "       btc_n_transactions_per_block  btc_median_confirmation_time  \\\n",
       "count                   2906.000000                   2894.000000   \n",
       "mean                     671.673651                      7.501113   \n",
       "std                      689.561322                      4.974549   \n",
       "min                        1.000000                      0.000000   \n",
       "25%                       54.000000                      6.066667   \n",
       "50%                      375.000000                      7.916667   \n",
       "75%                     1232.995223                     10.208333   \n",
       "max                     2722.625000                     47.733333   \n",
       "\n",
       "       btc_hash_rate  ...  btc_cost_per_transaction_percent  \\\n",
       "count   2.906000e+03  ...                       2906.000000   \n",
       "mean    1.244070e+06  ...                         66.747821   \n",
       "std     2.924141e+06  ...                       1761.894646   \n",
       "min     2.250000e-05  ...                          0.136531   \n",
       "25%     1.160880e+01  ...                          1.181945   \n",
       "50%     2.176189e+04  ...                          2.493564   \n",
       "75%     1.035363e+06  ...                          5.915591   \n",
       "max     2.160975e+07  ...                      88571.428570   \n",
       "\n",
       "       btc_cost_per_transaction  btc_n_unique_addresses  btc_n_transactions  \\\n",
       "count               2906.000000            2.906000e+03         2906.000000   \n",
       "mean                  14.639125            1.937861e+05       102081.138334   \n",
       "std                   20.536083            2.089146e+05       103896.929350   \n",
       "min                    0.000000            1.100000e+02          118.000000   \n",
       "25%                    4.156470            1.675475e+04         8025.250000   \n",
       "50%                    7.822430            1.304450e+05        62337.000000   \n",
       "75%                   14.800589            3.603765e+05       190471.250000   \n",
       "max                  161.686071            1.072861e+06       490644.000000   \n",
       "\n",
       "       btc_n_transactions_total  btc_n_transactions_excluding_popular  \\\n",
       "count              2.906000e+03                           2906.000000   \n",
       "mean               6.844558e+07                          94348.852374   \n",
       "std                8.285341e+07                         103966.111763   \n",
       "min                4.124000e+04                            118.000000   \n",
       "25%                2.413376e+06                           6813.500000   \n",
       "50%                3.255271e+07                          53483.000000   \n",
       "75%                1.080663e+08                         185901.750000   \n",
       "max                2.966888e+08                         470650.000000   \n",
       "\n",
       "       btc_n_transactions_excluding_chains_longer_than_100  btc_output_volume  \\\n",
       "count                                        2906.000000         2.906000e+03   \n",
       "mean                                        63140.320028         1.566216e+06   \n",
       "std                                         69687.052174         2.278910e+06   \n",
       "min                                           118.000000         6.150000e+03   \n",
       "25%                                          6765.500000         4.901712e+05   \n",
       "50%                                         35283.500000         1.105205e+06   \n",
       "75%                                        113793.250000         2.031654e+06   \n",
       "max                                        318896.000000         4.599222e+07   \n",
       "\n",
       "       btc_estimated_transaction_volume  btc_estimated_transaction_volume_usd  \n",
       "count                      2.906000e+03                          2.906000e+03  \n",
       "mean                       2.036475e+05                          2.024338e+08  \n",
       "std                        2.682781e+05                          5.800513e+08  \n",
       "min                        7.000000e+00                          0.000000e+00  \n",
       "25%                        9.600325e+04                          9.581680e+05  \n",
       "50%                        1.784685e+05                          3.742576e+07  \n",
       "75%                        2.588046e+05                          1.312499e+08  \n",
       "max                        5.825066e+06                          5.760245e+09  \n",
       "\n",
       "[8 rows x 23 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1e776f07308>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(df['btc_market_cap'],df.btc_market_price)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e77594ab88>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "df1=df.drop('Date',axis=1)\n",
    "#df1.head()\n",
    "cor=df1.corr()\n",
    "sns.heatmap(cor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    btc_market_price  \\\n",
      "btc_market_price                                            1.000000   \n",
      "btc_total_bitcoins                                          0.392474   \n",
      "btc_market_cap                                              0.999783   \n",
      "btc_trade_volume                                            0.868813   \n",
      "btc_blocks_size                                             0.674507   \n",
      "btc_avg_block_size                                          0.544033   \n",
      "btc_n_orphaned_blocks                                      -0.076400   \n",
      "btc_n_transactions_per_block                                0.544125   \n",
      "btc_median_confirmation_time                                0.275250   \n",
      "btc_hash_rate                                               0.920876   \n",
      "btc_difficulty                                              0.916937   \n",
      "btc_miners_revenue                                          0.986732   \n",
      "btc_transaction_fees                                        0.806595   \n",
      "btc_cost_per_transaction_percent                           -0.013517   \n",
      "btc_cost_per_transaction                                    0.815507   \n",
      "btc_n_unique_addresses                                      0.663917   \n",
      "btc_n_transactions                                          0.569603   \n",
      "btc_n_transactions_total                                    0.680048   \n",
      "btc_n_transactions_excluding_popular                        0.558416   \n",
      "btc_n_transactions_excluding_chains_longer_than...          0.567281   \n",
      "btc_output_volume                                           0.111734   \n",
      "btc_estimated_transaction_volume                            0.050894   \n",
      "btc_estimated_transaction_volume_usd                        0.968308   \n",
      "\n",
      "                                                    btc_total_bitcoins  \\\n",
      "btc_market_price                                              0.392474   \n",
      "btc_total_bitcoins                                            1.000000   \n",
      "btc_market_cap                                                0.384568   \n",
      "btc_trade_volume                                              0.285815   \n",
      "btc_blocks_size                                               0.779705   \n",
      "btc_avg_block_size                                            0.851554   \n",
      "btc_n_orphaned_blocks                                         0.274925   \n",
      "btc_n_transactions_per_block                                  0.831414   \n",
      "btc_median_confirmation_time                                  0.668119   \n",
      "btc_hash_rate                                                 0.488668   \n",
      "btc_difficulty                                                0.497603   \n",
      "btc_miners_revenue                                            0.383108   \n",
      "btc_transaction_fees                                          0.472122   \n",
      "btc_cost_per_transaction_percent                             -0.079864   \n",
      "btc_cost_per_transaction                                      0.372758   \n",
      "btc_n_unique_addresses                                        0.820595   \n",
      "btc_n_transactions                                            0.832865   \n",
      "btc_n_transactions_total                                      0.782652   \n",
      "btc_n_transactions_excluding_popular                          0.814721   \n",
      "btc_n_transactions_excluding_chains_longer_than...            0.800405   \n",
      "btc_output_volume                                             0.290952   \n",
      "btc_estimated_transaction_volume                              0.211814   \n",
      "btc_estimated_transaction_volume_usd                          0.387920   \n",
      "\n",
      "                                                    btc_market_cap  \\\n",
      "btc_market_price                                          0.999783   \n",
      "btc_total_bitcoins                                        0.384568   \n",
      "btc_market_cap                                            1.000000   \n",
      "btc_trade_volume                                          0.869316   \n",
      "btc_blocks_size                                           0.672863   \n",
      "btc_avg_block_size                                        0.541310   \n",
      "btc_n_orphaned_blocks                                    -0.080742   \n",
      "btc_n_transactions_per_block                              0.541702   \n",
      "btc_median_confirmation_time                              0.271929   \n",
      "btc_hash_rate                                             0.922073   \n",
      "btc_difficulty                                            0.918065   \n",
      "btc_miners_revenue                                        0.985417   \n",
      "btc_transaction_fees                                      0.807109   \n",
      "btc_cost_per_transaction_percent                         -0.012923   \n",
      "btc_cost_per_transaction                                  0.805645   \n",
      "btc_n_unique_addresses                                    0.660720   \n",
      "btc_n_transactions                                        0.566857   \n",
      "btc_n_transactions_total                                  0.678081   \n",
      "btc_n_transactions_excluding_popular                      0.555674   \n",
      "btc_n_transactions_excluding_chains_longer_than...        0.564791   \n",
      "btc_output_volume                                         0.112410   \n",
      "btc_estimated_transaction_volume                          0.051356   \n",
      "btc_estimated_transaction_volume_usd                      0.968533   \n",
      "\n",
      "                                                    btc_trade_volume  \\\n",
      "btc_market_price                                            0.868813   \n",
      "btc_total_bitcoins                                          0.285815   \n",
      "btc_market_cap                                              0.869316   \n",
      "btc_trade_volume                                            1.000000   \n",
      "btc_blocks_size                                             0.521061   \n",
      "btc_avg_block_size                                          0.416060   \n",
      "btc_n_orphaned_blocks                                      -0.068798   \n",
      "btc_n_transactions_per_block                                0.430265   \n",
      "btc_median_confirmation_time                                0.216617   \n",
      "btc_hash_rate                                               0.758304   \n",
      "btc_difficulty                                              0.754650   \n",
      "btc_miners_revenue                                          0.875005   \n",
      "btc_transaction_fees                                        0.733812   \n",
      "btc_cost_per_transaction_percent                           -0.009456   \n",
      "btc_cost_per_transaction                                    0.691630   \n",
      "btc_n_unique_addresses                                      0.539430   \n",
      "btc_n_transactions                                          0.453644   \n",
      "btc_n_transactions_total                                    0.525484   \n",
      "btc_n_transactions_excluding_popular                        0.441964   \n",
      "btc_n_transactions_excluding_chains_longer_than...          0.449660   \n",
      "btc_output_volume                                           0.097722   \n",
      "btc_estimated_transaction_volume                            0.056079   \n",
      "btc_estimated_transaction_volume_usd                        0.896016   \n",
      "\n",
      "                                                    btc_blocks_size  \\\n",
      "btc_market_price                                           0.674507   \n",
      "btc_total_bitcoins                                         0.779705   \n",
      "btc_market_cap                                             0.672863   \n",
      "btc_trade_volume                                           0.521061   \n",
      "btc_blocks_size                                            1.000000   \n",
      "btc_avg_block_size                                         0.955978   \n",
      "btc_n_orphaned_blocks                                      0.050864   \n",
      "btc_n_transactions_per_block                               0.946702   \n",
      "btc_median_confirmation_time                               0.511763   \n",
      "btc_hash_rate                                              0.826119   \n",
      "btc_difficulty                                             0.841630   \n",
      "btc_miners_revenue                                         0.622620   \n",
      "btc_transaction_fees                                       0.745205   \n",
      "btc_cost_per_transaction_percent                          -0.030112   \n",
      "btc_cost_per_transaction                                   0.443102   \n",
      "btc_n_unique_addresses                                     0.966650   \n",
      "btc_n_transactions                                         0.950189   \n",
      "btc_n_transactions_total                                   0.999785   \n",
      "btc_n_transactions_excluding_popular                       0.951959   \n",
      "btc_n_transactions_excluding_chains_longer_than...         0.961206   \n",
      "btc_output_volume                                          0.251049   \n",
      "btc_estimated_transaction_volume                           0.152055   \n",
      "btc_estimated_transaction_volume_usd                       0.672394   \n",
      "\n",
      "                                                    btc_avg_block_size  \\\n",
      "btc_market_price                                              0.544033   \n",
      "btc_total_bitcoins                                            0.851554   \n",
      "btc_market_cap                                                0.541310   \n",
      "btc_trade_volume                                              0.416060   \n",
      "btc_blocks_size                                               0.955978   \n",
      "btc_avg_block_size                                            1.000000   \n",
      "btc_n_orphaned_blocks                                         0.147514   \n",
      "btc_n_transactions_per_block                                  0.977887   \n",
      "btc_median_confirmation_time                                  0.555426   \n",
      "btc_hash_rate                                                 0.687581   \n",
      "btc_difficulty                                                0.704751   \n",
      "btc_miners_revenue                                            0.505197   \n",
      "btc_transaction_fees                                          0.654309   \n",
      "btc_cost_per_transaction_percent                             -0.036717   \n",
      "btc_cost_per_transaction                                      0.335611   \n",
      "btc_n_unique_addresses                                        0.967663   \n",
      "btc_n_transactions                                            0.977940   \n",
      "btc_n_transactions_total                                      0.954478   \n",
      "btc_n_transactions_excluding_popular                          0.976108   \n",
      "btc_n_transactions_excluding_chains_longer_than...            0.969182   \n",
      "btc_output_volume                                             0.296547   \n",
      "btc_estimated_transaction_volume                              0.191663   \n",
      "btc_estimated_transaction_volume_usd                          0.553090   \n",
      "\n",
      "                                                    btc_n_orphaned_blocks  \\\n",
      "btc_market_price                                                -0.076400   \n",
      "btc_total_bitcoins                                               0.274925   \n",
      "btc_market_cap                                                  -0.080742   \n",
      "btc_trade_volume                                                -0.068798   \n",
      "btc_blocks_size                                                  0.050864   \n",
      "btc_avg_block_size                                               0.147514   \n",
      "btc_n_orphaned_blocks                                            1.000000   \n",
      "btc_n_transactions_per_block                                     0.114178   \n",
      "btc_median_confirmation_time                                     0.071636   \n",
      "btc_hash_rate                                                   -0.092103   \n",
      "btc_difficulty                                                  -0.092185   \n",
      "btc_miners_revenue                                              -0.052337   \n",
      "btc_transaction_fees                                            -0.095724   \n",
      "btc_cost_per_transaction_percent                                -0.015803   \n",
      "btc_cost_per_transaction                                         0.009497   \n",
      "btc_n_unique_addresses                                           0.122447   \n",
      "btc_n_transactions                                               0.108167   \n",
      "btc_n_transactions_total                                         0.054493   \n",
      "btc_n_transactions_excluding_popular                             0.115909   \n",
      "btc_n_transactions_excluding_chains_longer_than...               0.073792   \n",
      "btc_output_volume                                               -0.006275   \n",
      "btc_estimated_transaction_volume                                 0.018300   \n",
      "btc_estimated_transaction_volume_usd                            -0.080944   \n",
      "\n",
      "                                                    btc_n_transactions_per_block  \\\n",
      "btc_market_price                                                        0.544125   \n",
      "btc_total_bitcoins                                                      0.831414   \n",
      "btc_market_cap                                                          0.541702   \n",
      "btc_trade_volume                                                        0.430265   \n",
      "btc_blocks_size                                                         0.946702   \n",
      "btc_avg_block_size                                                      0.977887   \n",
      "btc_n_orphaned_blocks                                                   0.114178   \n",
      "btc_n_transactions_per_block                                            1.000000   \n",
      "btc_median_confirmation_time                                            0.560052   \n",
      "btc_hash_rate                                                           0.670598   \n",
      "btc_difficulty                                                          0.692416   \n",
      "btc_miners_revenue                                                      0.505025   \n",
      "btc_transaction_fees                                                    0.672839   \n",
      "btc_cost_per_transaction_percent                                       -0.036007   \n",
      "btc_cost_per_transaction                                                0.318210   \n",
      "btc_n_unique_addresses                                                  0.966663   \n",
      "btc_n_transactions                                                      0.980739   \n",
      "btc_n_transactions_total                                                0.945276   \n",
      "btc_n_transactions_excluding_popular                                    0.976423   \n",
      "btc_n_transactions_excluding_chains_longer_than...                      0.975156   \n",
      "btc_output_volume                                                       0.298024   \n",
      "btc_estimated_transaction_volume                                        0.188603   \n",
      "btc_estimated_transaction_volume_usd                                    0.563285   \n",
      "\n",
      "                                                    btc_median_confirmation_time  \\\n",
      "btc_market_price                                                        0.275250   \n",
      "btc_total_bitcoins                                                      0.668119   \n",
      "btc_market_cap                                                          0.271929   \n",
      "btc_trade_volume                                                        0.216617   \n",
      "btc_blocks_size                                                         0.511763   \n",
      "btc_avg_block_size                                                      0.555426   \n",
      "btc_n_orphaned_blocks                                                   0.071636   \n",
      "btc_n_transactions_per_block                                            0.560052   \n",
      "btc_median_confirmation_time                                            1.000000   \n",
      "btc_hash_rate                                                           0.346172   \n",
      "btc_difficulty                                                          0.368166   \n",
      "btc_miners_revenue                                                      0.248290   \n",
      "btc_transaction_fees                                                    0.416289   \n",
      "btc_cost_per_transaction_percent                                       -0.055222   \n",
      "btc_cost_per_transaction                                                0.178982   \n",
      "btc_n_unique_addresses                                                  0.514264   \n",
      "btc_n_transactions                                                      0.545911   \n",
      "btc_n_transactions_total                                                0.513363   \n",
      "btc_n_transactions_excluding_popular                                    0.510871   \n",
      "btc_n_transactions_excluding_chains_longer_than...                      0.535190   \n",
      "btc_output_volume                                                       0.308597   \n",
      "btc_estimated_transaction_volume                                        0.217121   \n",
      "btc_estimated_transaction_volume_usd                                    0.281442   \n",
      "\n",
      "                                                    btc_hash_rate  ...  \\\n",
      "btc_market_price                                         0.920876  ...   \n",
      "btc_total_bitcoins                                       0.488668  ...   \n",
      "btc_market_cap                                           0.922073  ...   \n",
      "btc_trade_volume                                         0.758304  ...   \n",
      "btc_blocks_size                                          0.826119  ...   \n",
      "btc_avg_block_size                                       0.687581  ...   \n",
      "btc_n_orphaned_blocks                                   -0.092103  ...   \n",
      "btc_n_transactions_per_block                             0.670598  ...   \n",
      "btc_median_confirmation_time                             0.346172  ...   \n",
      "btc_hash_rate                                            1.000000  ...   \n",
      "btc_difficulty                                           0.990243  ...   \n",
      "btc_miners_revenue                                       0.879517  ...   \n",
      "btc_transaction_fees                                     0.808587  ...   \n",
      "btc_cost_per_transaction_percent                        -0.015868  ...   \n",
      "btc_cost_per_transaction                                 0.695143  ...   \n",
      "btc_n_unique_addresses                                   0.769263  ...   \n",
      "btc_n_transactions                                       0.699357  ...   \n",
      "btc_n_transactions_total                                 0.829537  ...   \n",
      "btc_n_transactions_excluding_popular                     0.692128  ...   \n",
      "btc_n_transactions_excluding_chains_longer_than...       0.712023  ...   \n",
      "btc_output_volume                                        0.161671  ...   \n",
      "btc_estimated_transaction_volume                         0.081981  ...   \n",
      "btc_estimated_transaction_volume_usd                     0.887864  ...   \n",
      "\n",
      "                                                    btc_cost_per_transaction_percent  \\\n",
      "btc_market_price                                                           -0.013517   \n",
      "btc_total_bitcoins                                                         -0.079864   \n",
      "btc_market_cap                                                             -0.012923   \n",
      "btc_trade_volume                                                           -0.009456   \n",
      "btc_blocks_size                                                            -0.030112   \n",
      "btc_avg_block_size                                                         -0.036717   \n",
      "btc_n_orphaned_blocks                                                      -0.015803   \n",
      "btc_n_transactions_per_block                                               -0.036007   \n",
      "btc_median_confirmation_time                                               -0.055222   \n",
      "btc_hash_rate                                                              -0.015868   \n",
      "btc_difficulty                                                             -0.016129   \n",
      "btc_miners_revenue                                                         -0.014251   \n",
      "btc_transaction_fees                                                       -0.019066   \n",
      "btc_cost_per_transaction_percent                                            1.000000   \n",
      "btc_cost_per_transaction                                                   -0.025573   \n",
      "btc_n_unique_addresses                                                     -0.034307   \n",
      "btc_n_transactions                                                         -0.036311   \n",
      "btc_n_transactions_total                                                   -0.030633   \n",
      "btc_n_transactions_excluding_popular                                       -0.033570   \n",
      "btc_n_transactions_excluding_chains_longer_than...                         -0.033477   \n",
      "btc_output_volume                                                          -0.024984   \n",
      "btc_estimated_transaction_volume                                           -0.027676   \n",
      "btc_estimated_transaction_volume_usd                                       -0.013007   \n",
      "\n",
      "                                                    btc_cost_per_transaction  \\\n",
      "btc_market_price                                                    0.815507   \n",
      "btc_total_bitcoins                                                  0.372758   \n",
      "btc_market_cap                                                      0.805645   \n",
      "btc_trade_volume                                                    0.691630   \n",
      "btc_blocks_size                                                     0.443102   \n",
      "btc_avg_block_size                                                  0.335611   \n",
      "btc_n_orphaned_blocks                                               0.009497   \n",
      "btc_n_transactions_per_block                                        0.318210   \n",
      "btc_median_confirmation_time                                        0.178982   \n",
      "btc_hash_rate                                                       0.695143   \n",
      "btc_difficulty                                                      0.687195   \n",
      "btc_miners_revenue                                                  0.846861   \n",
      "btc_transaction_fees                                                0.589450   \n",
      "btc_cost_per_transaction_percent                                   -0.025573   \n",
      "btc_cost_per_transaction                                            1.000000   \n",
      "btc_n_unique_addresses                                              0.455411   \n",
      "btc_n_transactions                                                  0.347909   \n",
      "btc_n_transactions_total                                            0.457079   \n",
      "btc_n_transactions_excluding_popular                                0.341980   \n",
      "btc_n_transactions_excluding_chains_longer_than...                  0.341821   \n",
      "btc_output_volume                                                   0.007864   \n",
      "btc_estimated_transaction_volume                                   -0.017705   \n",
      "btc_estimated_transaction_volume_usd                                0.749755   \n",
      "\n",
      "                                                    btc_n_unique_addresses  \\\n",
      "btc_market_price                                                  0.663917   \n",
      "btc_total_bitcoins                                                0.820595   \n",
      "btc_market_cap                                                    0.660720   \n",
      "btc_trade_volume                                                  0.539430   \n",
      "btc_blocks_size                                                   0.966650   \n",
      "btc_avg_block_size                                                0.967663   \n",
      "btc_n_orphaned_blocks                                             0.122447   \n",
      "btc_n_transactions_per_block                                      0.966663   \n",
      "btc_median_confirmation_time                                      0.514264   \n",
      "btc_hash_rate                                                     0.769263   \n",
      "btc_difficulty                                                    0.774720   \n",
      "btc_miners_revenue                                                0.637500   \n",
      "btc_transaction_fees                                              0.734182   \n",
      "btc_cost_per_transaction_percent                                 -0.034307   \n",
      "btc_cost_per_transaction                                          0.455411   \n",
      "btc_n_unique_addresses                                            1.000000   \n",
      "btc_n_transactions                                                0.982476   \n",
      "btc_n_transactions_total                                          0.966566   \n",
      "btc_n_transactions_excluding_popular                              0.981633   \n",
      "btc_n_transactions_excluding_chains_longer_than...                0.973294   \n",
      "btc_output_volume                                                 0.285832   \n",
      "btc_estimated_transaction_volume                                  0.176977   \n",
      "btc_estimated_transaction_volume_usd                              0.680165   \n",
      "\n",
      "                                                    btc_n_transactions  \\\n",
      "btc_market_price                                              0.569603   \n",
      "btc_total_bitcoins                                            0.832865   \n",
      "btc_market_cap                                                0.566857   \n",
      "btc_trade_volume                                              0.453644   \n",
      "btc_blocks_size                                               0.950189   \n",
      "btc_avg_block_size                                            0.977940   \n",
      "btc_n_orphaned_blocks                                         0.108167   \n",
      "btc_n_transactions_per_block                                  0.980739   \n",
      "btc_median_confirmation_time                                  0.545911   \n",
      "btc_hash_rate                                                 0.699357   \n",
      "btc_difficulty                                                0.704288   \n",
      "btc_miners_revenue                                            0.540910   \n",
      "btc_transaction_fees                                          0.686602   \n",
      "btc_cost_per_transaction_percent                             -0.036311   \n",
      "btc_cost_per_transaction                                      0.347909   \n",
      "btc_n_unique_addresses                                        0.982476   \n",
      "btc_n_transactions                                            1.000000   \n",
      "btc_n_transactions_total                                      0.949288   \n",
      "btc_n_transactions_excluding_popular                          0.993104   \n",
      "btc_n_transactions_excluding_chains_longer_than...            0.989130   \n",
      "btc_output_volume                                             0.310919   \n",
      "btc_estimated_transaction_volume                              0.196424   \n",
      "btc_estimated_transaction_volume_usd                          0.592951   \n",
      "\n",
      "                                                    btc_n_transactions_total  \\\n",
      "btc_market_price                                                    0.680048   \n",
      "btc_total_bitcoins                                                  0.782652   \n",
      "btc_market_cap                                                      0.678081   \n",
      "btc_trade_volume                                                    0.525484   \n",
      "btc_blocks_size                                                     0.999785   \n",
      "btc_avg_block_size                                                  0.954478   \n",
      "btc_n_orphaned_blocks                                               0.054493   \n",
      "btc_n_transactions_per_block                                        0.945276   \n",
      "btc_median_confirmation_time                                        0.513363   \n",
      "btc_hash_rate                                                       0.829537   \n",
      "btc_difficulty                                                      0.845000   \n",
      "btc_miners_revenue                                                  0.628991   \n",
      "btc_transaction_fees                                                0.750664   \n",
      "btc_cost_per_transaction_percent                                   -0.030633   \n",
      "btc_cost_per_transaction                                            0.457079   \n",
      "btc_n_unique_addresses                                              0.966566   \n",
      "btc_n_transactions                                                  0.949288   \n",
      "btc_n_transactions_total                                            1.000000   \n",
      "btc_n_transactions_excluding_popular                                0.950284   \n",
      "btc_n_transactions_excluding_chains_longer_than...                  0.960248   \n",
      "btc_output_volume                                                   0.250692   \n",
      "btc_estimated_transaction_volume                                    0.153575   \n",
      "btc_estimated_transaction_volume_usd                                0.677116   \n",
      "\n",
      "                                                    btc_n_transactions_excluding_popular  \\\n",
      "btc_market_price                                                                0.558416   \n",
      "btc_total_bitcoins                                                              0.814721   \n",
      "btc_market_cap                                                                  0.555674   \n",
      "btc_trade_volume                                                                0.441964   \n",
      "btc_blocks_size                                                                 0.951959   \n",
      "btc_avg_block_size                                                              0.976108   \n",
      "btc_n_orphaned_blocks                                                           0.115909   \n",
      "btc_n_transactions_per_block                                                    0.976423   \n",
      "btc_median_confirmation_time                                                    0.510871   \n",
      "btc_hash_rate                                                                   0.692128   \n",
      "btc_difficulty                                                                  0.697864   \n",
      "btc_miners_revenue                                                              0.529269   \n",
      "btc_transaction_fees                                                            0.672196   \n",
      "btc_cost_per_transaction_percent                                               -0.033570   \n",
      "btc_cost_per_transaction                                                        0.341980   \n",
      "btc_n_unique_addresses                                                          0.981633   \n",
      "btc_n_transactions                                                              0.993104   \n",
      "btc_n_transactions_total                                                        0.950284   \n",
      "btc_n_transactions_excluding_popular                                            1.000000   \n",
      "btc_n_transactions_excluding_chains_longer_than...                              0.987174   \n",
      "btc_output_volume                                                               0.295304   \n",
      "btc_estimated_transaction_volume                                                0.189311   \n",
      "btc_estimated_transaction_volume_usd                                            0.581216   \n",
      "\n",
      "                                                    btc_n_transactions_excluding_chains_longer_than_100  \\\n",
      "btc_market_price                                                                             0.567281     \n",
      "btc_total_bitcoins                                                                           0.800405     \n",
      "btc_market_cap                                                                               0.564791     \n",
      "btc_trade_volume                                                                             0.449660     \n",
      "btc_blocks_size                                                                              0.961206     \n",
      "btc_avg_block_size                                                                           0.969182     \n",
      "btc_n_orphaned_blocks                                                                        0.073792     \n",
      "btc_n_transactions_per_block                                                                 0.975156     \n",
      "btc_median_confirmation_time                                                                 0.535190     \n",
      "btc_hash_rate                                                                                0.712023     \n",
      "btc_difficulty                                                                               0.721135     \n",
      "btc_miners_revenue                                                                           0.527986     \n",
      "btc_transaction_fees                                                                         0.692976     \n",
      "btc_cost_per_transaction_percent                                                            -0.033477     \n",
      "btc_cost_per_transaction                                                                     0.341821     \n",
      "btc_n_unique_addresses                                                                       0.973294     \n",
      "btc_n_transactions                                                                           0.989130     \n",
      "btc_n_transactions_total                                                                     0.960248     \n",
      "btc_n_transactions_excluding_popular                                                         0.987174     \n",
      "btc_n_transactions_excluding_chains_longer_than...                                           1.000000     \n",
      "btc_output_volume                                                                            0.281456     \n",
      "btc_estimated_transaction_volume                                                             0.185757     \n",
      "btc_estimated_transaction_volume_usd                                                         0.588318     \n",
      "\n",
      "                                                    btc_output_volume  \\\n",
      "btc_market_price                                             0.111734   \n",
      "btc_total_bitcoins                                           0.290952   \n",
      "btc_market_cap                                               0.112410   \n",
      "btc_trade_volume                                             0.097722   \n",
      "btc_blocks_size                                              0.251049   \n",
      "btc_avg_block_size                                           0.296547   \n",
      "btc_n_orphaned_blocks                                       -0.006275   \n",
      "btc_n_transactions_per_block                                 0.298024   \n",
      "btc_median_confirmation_time                                 0.308597   \n",
      "btc_hash_rate                                                0.161671   \n",
      "btc_difficulty                                               0.161505   \n",
      "btc_miners_revenue                                           0.103344   \n",
      "btc_transaction_fees                                         0.182745   \n",
      "btc_cost_per_transaction_percent                            -0.024984   \n",
      "btc_cost_per_transaction                                     0.007864   \n",
      "btc_n_unique_addresses                                       0.285832   \n",
      "btc_n_transactions                                           0.310919   \n",
      "btc_n_transactions_total                                     0.250692   \n",
      "btc_n_transactions_excluding_popular                         0.295304   \n",
      "btc_n_transactions_excluding_chains_longer_than...           0.281456   \n",
      "btc_output_volume                                            1.000000   \n",
      "btc_estimated_transaction_volume                             0.272328   \n",
      "btc_estimated_transaction_volume_usd                         0.139596   \n",
      "\n",
      "                                                    btc_estimated_transaction_volume  \\\n",
      "btc_market_price                                                            0.050894   \n",
      "btc_total_bitcoins                                                          0.211814   \n",
      "btc_market_cap                                                              0.051356   \n",
      "btc_trade_volume                                                            0.056079   \n",
      "btc_blocks_size                                                             0.152055   \n",
      "btc_avg_block_size                                                          0.191663   \n",
      "btc_n_orphaned_blocks                                                       0.018300   \n",
      "btc_n_transactions_per_block                                                0.188603   \n",
      "btc_median_confirmation_time                                                0.217121   \n",
      "btc_hash_rate                                                               0.081981   \n",
      "btc_difficulty                                                              0.080909   \n",
      "btc_miners_revenue                                                          0.047411   \n",
      "btc_transaction_fees                                                        0.107300   \n",
      "btc_cost_per_transaction_percent                                           -0.027676   \n",
      "btc_cost_per_transaction                                                   -0.017705   \n",
      "btc_n_unique_addresses                                                      0.176977   \n",
      "btc_n_transactions                                                          0.196424   \n",
      "btc_n_transactions_total                                                    0.153575   \n",
      "btc_n_transactions_excluding_popular                                        0.189311   \n",
      "btc_n_transactions_excluding_chains_longer_than...                          0.185757   \n",
      "btc_output_volume                                                           0.272328   \n",
      "btc_estimated_transaction_volume                                            1.000000   \n",
      "btc_estimated_transaction_volume_usd                                        0.086823   \n",
      "\n",
      "                                                    btc_estimated_transaction_volume_usd  \n",
      "btc_market_price                                                                0.968308  \n",
      "btc_total_bitcoins                                                              0.387920  \n",
      "btc_market_cap                                                                  0.968533  \n",
      "btc_trade_volume                                                                0.896016  \n",
      "btc_blocks_size                                                                 0.672394  \n",
      "btc_avg_block_size                                                              0.553090  \n",
      "btc_n_orphaned_blocks                                                          -0.080944  \n",
      "btc_n_transactions_per_block                                                    0.563285  \n",
      "btc_median_confirmation_time                                                    0.281442  \n",
      "btc_hash_rate                                                                   0.887864  \n",
      "btc_difficulty                                                                  0.880120  \n",
      "btc_miners_revenue                                                              0.959096  \n",
      "btc_transaction_fees                                                            0.818912  \n",
      "btc_cost_per_transaction_percent                                               -0.013007  \n",
      "btc_cost_per_transaction                                                        0.749755  \n",
      "btc_n_unique_addresses                                                          0.680165  \n",
      "btc_n_transactions                                                              0.592951  \n",
      "btc_n_transactions_total                                                        0.677116  \n",
      "btc_n_transactions_excluding_popular                                            0.581216  \n",
      "btc_n_transactions_excluding_chains_longer_than...                              0.588318  \n",
      "btc_output_volume                                                               0.139596  \n",
      "btc_estimated_transaction_volume                                                0.086823  \n",
      "btc_estimated_transaction_volume_usd                                            1.000000  \n",
      "\n",
      "[23 rows x 23 columns]\n"
     ]
    }
   ],
   "source": [
    "print(cor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "x=df1.drop('btc_market_price',axis=1)\n",
    "y=df.btc_market_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "btc_total_bitcoins                                     27\n",
      "btc_market_cap                                          0\n",
      "btc_trade_volume                                       21\n",
      "btc_blocks_size                                        29\n",
      "btc_avg_block_size                                      0\n",
      "btc_n_orphaned_blocks                                   0\n",
      "btc_n_transactions_per_block                            0\n",
      "btc_median_confirmation_time                           12\n",
      "btc_hash_rate                                           0\n",
      "btc_difficulty                                         16\n",
      "btc_miners_revenue                                      0\n",
      "btc_transaction_fees                                   10\n",
      "btc_cost_per_transaction_percent                        0\n",
      "btc_cost_per_transaction                                0\n",
      "btc_n_unique_addresses                                  0\n",
      "btc_n_transactions                                      0\n",
      "btc_n_transactions_total                                0\n",
      "btc_n_transactions_excluding_popular                    0\n",
      "btc_n_transactions_excluding_chains_longer_than_100     0\n",
      "btc_output_volume                                       0\n",
      "btc_estimated_transaction_volume                        0\n",
      "btc_estimated_transaction_volume_usd                    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(x.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False    2879\n",
      "True       27\n",
      "Name: btc_total_bitcoins, dtype: int64\n",
      "False    2885\n",
      "True       21\n",
      "Name: btc_trade_volume, dtype: int64\n",
      "False    2877\n",
      "True       29\n",
      "Name: btc_blocks_size, dtype: int64\n",
      "False    2894\n",
      "True       12\n",
      "Name: btc_median_confirmation_time, dtype: int64\n",
      "False    2890\n",
      "True       16\n",
      "Name: btc_difficulty, dtype: int64\n",
      "False    2896\n",
      "True       10\n",
      "Name: btc_transaction_fees, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(x['btc_total_bitcoins'].isnull().value_counts())\n",
    "print(x['btc_trade_volume'].isnull().value_counts())\n",
    "print(x['btc_blocks_size'].isnull().value_counts())\n",
    "print(x['btc_median_confirmation_time'].isnull().value_counts())\n",
    "print(x['btc_difficulty'].isnull().value_counts())\n",
    "print(x['btc_transaction_fees'].isnull().value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btc_total_bitcoins</th>\n",
       "      <th>btc_market_cap</th>\n",
       "      <th>btc_trade_volume</th>\n",
       "      <th>btc_blocks_size</th>\n",
       "      <th>btc_avg_block_size</th>\n",
       "      <th>btc_n_orphaned_blocks</th>\n",
       "      <th>btc_n_transactions_per_block</th>\n",
       "      <th>btc_median_confirmation_time</th>\n",
       "      <th>btc_hash_rate</th>\n",
       "      <th>btc_difficulty</th>\n",
       "      <th>...</th>\n",
       "      <th>btc_cost_per_transaction_percent</th>\n",
       "      <th>btc_cost_per_transaction</th>\n",
       "      <th>btc_n_unique_addresses</th>\n",
       "      <th>btc_n_transactions</th>\n",
       "      <th>btc_n_transactions_total</th>\n",
       "      <th>btc_n_transactions_excluding_popular</th>\n",
       "      <th>btc_n_transactions_excluding_chains_longer_than_100</th>\n",
       "      <th>btc_output_volume</th>\n",
       "      <th>btc_estimated_transaction_volume</th>\n",
       "      <th>btc_estimated_transaction_volume_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>...</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2906.000000</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "      <td>2.906000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.151138e+07</td>\n",
       "      <td>1.344352e+10</td>\n",
       "      <td>7.398381e+07</td>\n",
       "      <td>35505.502848</td>\n",
       "      <td>0.350366</td>\n",
       "      <td>0.364074</td>\n",
       "      <td>671.673651</td>\n",
       "      <td>7.501113</td>\n",
       "      <td>1.244070e+06</td>\n",
       "      <td>1.606360e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>66.747821</td>\n",
       "      <td>14.639125</td>\n",
       "      <td>1.937861e+05</td>\n",
       "      <td>102081.138334</td>\n",
       "      <td>6.844558e+07</td>\n",
       "      <td>94348.852374</td>\n",
       "      <td>63140.320028</td>\n",
       "      <td>1.566216e+06</td>\n",
       "      <td>2.036475e+05</td>\n",
       "      <td>2.024338e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.180461e+06</td>\n",
       "      <td>3.866841e+10</td>\n",
       "      <td>2.913639e+08</td>\n",
       "      <td>43400.369940</td>\n",
       "      <td>0.353168</td>\n",
       "      <td>0.842259</td>\n",
       "      <td>689.561322</td>\n",
       "      <td>4.964264</td>\n",
       "      <td>2.924141e+06</td>\n",
       "      <td>3.714886e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>1761.894646</td>\n",
       "      <td>20.536083</td>\n",
       "      <td>2.089146e+05</td>\n",
       "      <td>103896.929350</td>\n",
       "      <td>8.285341e+07</td>\n",
       "      <td>103966.111763</td>\n",
       "      <td>69687.052174</td>\n",
       "      <td>2.278910e+06</td>\n",
       "      <td>2.682781e+05</td>\n",
       "      <td>5.800513e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.043200e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.250000e-05</td>\n",
       "      <td>2.527738e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.136531</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.100000e+02</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>4.124000e+04</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>6.150000e+03</td>\n",
       "      <td>7.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8.536962e+06</td>\n",
       "      <td>5.363081e+07</td>\n",
       "      <td>2.968431e+05</td>\n",
       "      <td>801.500000</td>\n",
       "      <td>0.024177</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>6.066667</td>\n",
       "      <td>1.160880e+01</td>\n",
       "      <td>1.591075e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.181945</td>\n",
       "      <td>4.156470</td>\n",
       "      <td>1.675475e+04</td>\n",
       "      <td>8025.250000</td>\n",
       "      <td>2.413376e+06</td>\n",
       "      <td>6813.500000</td>\n",
       "      <td>6765.500000</td>\n",
       "      <td>4.901712e+05</td>\n",
       "      <td>9.600325e+04</td>\n",
       "      <td>9.581680e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.237281e+07</td>\n",
       "      <td>3.346869e+09</td>\n",
       "      <td>1.024046e+07</td>\n",
       "      <td>15782.500000</td>\n",
       "      <td>0.196022</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>375.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>2.176189e+04</td>\n",
       "      <td>2.621404e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2.493564</td>\n",
       "      <td>7.822430</td>\n",
       "      <td>1.304450e+05</td>\n",
       "      <td>62337.000000</td>\n",
       "      <td>3.255271e+07</td>\n",
       "      <td>53483.000000</td>\n",
       "      <td>35283.500000</td>\n",
       "      <td>1.105205e+06</td>\n",
       "      <td>1.784685e+05</td>\n",
       "      <td>3.742576e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.517080e+07</td>\n",
       "      <td>8.075525e+09</td>\n",
       "      <td>2.932135e+07</td>\n",
       "      <td>57426.500000</td>\n",
       "      <td>0.676065</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1232.995223</td>\n",
       "      <td>10.150000</td>\n",
       "      <td>1.035363e+06</td>\n",
       "      <td>1.200000e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>5.915591</td>\n",
       "      <td>14.800589</td>\n",
       "      <td>3.603765e+05</td>\n",
       "      <td>190471.250000</td>\n",
       "      <td>1.080663e+08</td>\n",
       "      <td>185901.750000</td>\n",
       "      <td>113793.250000</td>\n",
       "      <td>2.031654e+06</td>\n",
       "      <td>2.588046e+05</td>\n",
       "      <td>1.312499e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.683769e+07</td>\n",
       "      <td>3.270000e+11</td>\n",
       "      <td>5.352016e+09</td>\n",
       "      <td>154444.590300</td>\n",
       "      <td>1.110327</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2722.625000</td>\n",
       "      <td>47.733333</td>\n",
       "      <td>2.160975e+07</td>\n",
       "      <td>2.600000e+12</td>\n",
       "      <td>...</td>\n",
       "      <td>88571.428570</td>\n",
       "      <td>161.686071</td>\n",
       "      <td>1.072861e+06</td>\n",
       "      <td>490644.000000</td>\n",
       "      <td>2.966888e+08</td>\n",
       "      <td>470650.000000</td>\n",
       "      <td>318896.000000</td>\n",
       "      <td>4.599222e+07</td>\n",
       "      <td>5.825066e+06</td>\n",
       "      <td>5.760245e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       btc_total_bitcoins  btc_market_cap  btc_trade_volume  btc_blocks_size  \\\n",
       "count        2.906000e+03    2.906000e+03      2.906000e+03      2906.000000   \n",
       "mean         1.151138e+07    1.344352e+10      7.398381e+07     35505.502848   \n",
       "std          4.180461e+06    3.866841e+10      2.913639e+08     43400.369940   \n",
       "min          2.043200e+06    0.000000e+00      0.000000e+00         0.000000   \n",
       "25%          8.536962e+06    5.363081e+07      2.968431e+05       801.500000   \n",
       "50%          1.237281e+07    3.346869e+09      1.024046e+07     15782.500000   \n",
       "75%          1.517080e+07    8.075525e+09      2.932135e+07     57426.500000   \n",
       "max          1.683769e+07    3.270000e+11      5.352016e+09    154444.590300   \n",
       "\n",
       "       btc_avg_block_size  btc_n_orphaned_blocks  \\\n",
       "count         2906.000000            2906.000000   \n",
       "mean             0.350366               0.364074   \n",
       "std              0.353168               0.842259   \n",
       "min              0.000216               0.000000   \n",
       "25%              0.024177               0.000000   \n",
       "50%              0.196022               0.000000   \n",
       "75%              0.676065               0.000000   \n",
       "max              1.110327               7.000000   \n",
       "\n",
       "       btc_n_transactions_per_block  btc_median_confirmation_time  \\\n",
       "count                   2906.000000                   2906.000000   \n",
       "mean                     671.673651                      7.501113   \n",
       "std                      689.561322                      4.964264   \n",
       "min                        1.000000                      0.000000   \n",
       "25%                       54.000000                      6.066667   \n",
       "50%                      375.000000                      7.900000   \n",
       "75%                     1232.995223                     10.150000   \n",
       "max                     2722.625000                     47.733333   \n",
       "\n",
       "       btc_hash_rate  btc_difficulty  ...  btc_cost_per_transaction_percent  \\\n",
       "count   2.906000e+03    2.906000e+03  ...                       2906.000000   \n",
       "mean    1.244070e+06    1.606360e+11  ...                         66.747821   \n",
       "std     2.924141e+06    3.714886e+11  ...                       1761.894646   \n",
       "min     2.250000e-05    2.527738e+00  ...                          0.136531   \n",
       "25%     1.160880e+01    1.591075e+06  ...                          1.181945   \n",
       "50%     2.176189e+04    2.621404e+09  ...                          2.493564   \n",
       "75%     1.035363e+06    1.200000e+11  ...                          5.915591   \n",
       "max     2.160975e+07    2.600000e+12  ...                      88571.428570   \n",
       "\n",
       "       btc_cost_per_transaction  btc_n_unique_addresses  btc_n_transactions  \\\n",
       "count               2906.000000            2.906000e+03         2906.000000   \n",
       "mean                  14.639125            1.937861e+05       102081.138334   \n",
       "std                   20.536083            2.089146e+05       103896.929350   \n",
       "min                    0.000000            1.100000e+02          118.000000   \n",
       "25%                    4.156470            1.675475e+04         8025.250000   \n",
       "50%                    7.822430            1.304450e+05        62337.000000   \n",
       "75%                   14.800589            3.603765e+05       190471.250000   \n",
       "max                  161.686071            1.072861e+06       490644.000000   \n",
       "\n",
       "       btc_n_transactions_total  btc_n_transactions_excluding_popular  \\\n",
       "count              2.906000e+03                           2906.000000   \n",
       "mean               6.844558e+07                          94348.852374   \n",
       "std                8.285341e+07                         103966.111763   \n",
       "min                4.124000e+04                            118.000000   \n",
       "25%                2.413376e+06                           6813.500000   \n",
       "50%                3.255271e+07                          53483.000000   \n",
       "75%                1.080663e+08                         185901.750000   \n",
       "max                2.966888e+08                         470650.000000   \n",
       "\n",
       "       btc_n_transactions_excluding_chains_longer_than_100  btc_output_volume  \\\n",
       "count                                        2906.000000         2.906000e+03   \n",
       "mean                                        63140.320028         1.566216e+06   \n",
       "std                                         69687.052174         2.278910e+06   \n",
       "min                                           118.000000         6.150000e+03   \n",
       "25%                                          6765.500000         4.901712e+05   \n",
       "50%                                         35283.500000         1.105205e+06   \n",
       "75%                                        113793.250000         2.031654e+06   \n",
       "max                                        318896.000000         4.599222e+07   \n",
       "\n",
       "       btc_estimated_transaction_volume  btc_estimated_transaction_volume_usd  \n",
       "count                      2.906000e+03                          2.906000e+03  \n",
       "mean                       2.036475e+05                          2.024338e+08  \n",
       "std                        2.682781e+05                          5.800513e+08  \n",
       "min                        7.000000e+00                          0.000000e+00  \n",
       "25%                        9.600325e+04                          9.581680e+05  \n",
       "50%                        1.784685e+05                          3.742576e+07  \n",
       "75%                        2.588046e+05                          1.312499e+08  \n",
       "max                        5.825066e+06                          5.760245e+09  \n",
       "\n",
       "[8 rows x 22 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x['btc_total_bitcoins'].fillna(np.mean(x['btc_total_bitcoins']),inplace=True)\n",
    "x['btc_trade_volume'].fillna(np.mean(x['btc_trade_volume']),inplace=True)\n",
    "x['btc_blocks_size'].fillna(np.mean(x['btc_blocks_size']),inplace=True)\n",
    "x['btc_median_confirmation_time'].fillna(np.mean(x['btc_median_confirmation_time']),inplace=True)\n",
    "x['btc_difficulty'].fillna(np.mean(x['btc_difficulty']),inplace=True)\n",
    "x['btc_transaction_fees'].fillna(np.mean(x['btc_transaction_fees']),inplace=True)\n",
    "x.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btc_total_bitcoins</th>\n",
       "      <th>btc_market_cap</th>\n",
       "      <th>btc_trade_volume</th>\n",
       "      <th>btc_blocks_size</th>\n",
       "      <th>btc_avg_block_size</th>\n",
       "      <th>btc_n_orphaned_blocks</th>\n",
       "      <th>btc_n_transactions_per_block</th>\n",
       "      <th>btc_median_confirmation_time</th>\n",
       "      <th>btc_hash_rate</th>\n",
       "      <th>btc_difficulty</th>\n",
       "      <th>...</th>\n",
       "      <th>btc_cost_per_transaction_percent</th>\n",
       "      <th>btc_cost_per_transaction</th>\n",
       "      <th>btc_n_unique_addresses</th>\n",
       "      <th>btc_n_transactions</th>\n",
       "      <th>btc_n_transactions_total</th>\n",
       "      <th>btc_n_transactions_excluding_popular</th>\n",
       "      <th>btc_n_transactions_excluding_chains_longer_than_100</th>\n",
       "      <th>btc_output_volume</th>\n",
       "      <th>btc_estimated_transaction_volume</th>\n",
       "      <th>btc_estimated_transaction_volume_usd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>...</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2179.000000</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2.179000e+03</td>\n",
       "      <td>2.179000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.153824e+07</td>\n",
       "      <td>1.377791e+10</td>\n",
       "      <td>7.576547e+07</td>\n",
       "      <td>35857.557423</td>\n",
       "      <td>0.352161</td>\n",
       "      <td>0.368059</td>\n",
       "      <td>675.567504</td>\n",
       "      <td>7.531026</td>\n",
       "      <td>1.275822e+06</td>\n",
       "      <td>1.638347e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>62.048648</td>\n",
       "      <td>14.587409</td>\n",
       "      <td>1.953876e+05</td>\n",
       "      <td>102908.230381</td>\n",
       "      <td>6.914588e+07</td>\n",
       "      <td>95082.859110</td>\n",
       "      <td>63760.541533</td>\n",
       "      <td>1.551790e+06</td>\n",
       "      <td>2.065453e+05</td>\n",
       "      <td>2.073988e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.186206e+06</td>\n",
       "      <td>3.963951e+10</td>\n",
       "      <td>3.026516e+08</td>\n",
       "      <td>43637.191246</td>\n",
       "      <td>0.352631</td>\n",
       "      <td>0.861059</td>\n",
       "      <td>688.640828</td>\n",
       "      <td>4.970250</td>\n",
       "      <td>2.990394e+06</td>\n",
       "      <td>3.765718e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>1903.873710</td>\n",
       "      <td>20.743296</td>\n",
       "      <td>2.107506e+05</td>\n",
       "      <td>104396.731959</td>\n",
       "      <td>8.328361e+07</td>\n",
       "      <td>104492.267552</td>\n",
       "      <td>70232.290313</td>\n",
       "      <td>2.086670e+06</td>\n",
       "      <td>2.850853e+05</td>\n",
       "      <td>5.932903e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.043200e+06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000219</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.250000e-05</td>\n",
       "      <td>2.527738e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.136531</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.100000e+02</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>4.124000e+04</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>6.150000e+03</td>\n",
       "      <td>7.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8.561150e+06</td>\n",
       "      <td>5.446519e+07</td>\n",
       "      <td>3.003411e+05</td>\n",
       "      <td>796.500000</td>\n",
       "      <td>0.024116</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54.000000</td>\n",
       "      <td>6.116667</td>\n",
       "      <td>1.162140e+01</td>\n",
       "      <td>1.583178e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>1.179699</td>\n",
       "      <td>4.111421</td>\n",
       "      <td>1.681150e+04</td>\n",
       "      <td>8027.500000</td>\n",
       "      <td>2.434813e+06</td>\n",
       "      <td>6670.500000</td>\n",
       "      <td>6754.500000</td>\n",
       "      <td>4.987773e+05</td>\n",
       "      <td>9.689850e+04</td>\n",
       "      <td>9.614710e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.240962e+07</td>\n",
       "      <td>3.347967e+09</td>\n",
       "      <td>1.034081e+07</td>\n",
       "      <td>16031.000000</td>\n",
       "      <td>0.196190</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>381.000000</td>\n",
       "      <td>7.916667</td>\n",
       "      <td>2.582494e+04</td>\n",
       "      <td>3.129573e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>2.417412</td>\n",
       "      <td>7.812963</td>\n",
       "      <td>1.305860e+05</td>\n",
       "      <td>62884.000000</td>\n",
       "      <td>3.309721e+07</td>\n",
       "      <td>53514.000000</td>\n",
       "      <td>35259.000000</td>\n",
       "      <td>1.135727e+06</td>\n",
       "      <td>1.798610e+05</td>\n",
       "      <td>3.839976e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.523525e+07</td>\n",
       "      <td>8.073455e+09</td>\n",
       "      <td>2.954675e+07</td>\n",
       "      <td>59221.500000</td>\n",
       "      <td>0.677687</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1239.765958</td>\n",
       "      <td>10.241667</td>\n",
       "      <td>1.097174e+06</td>\n",
       "      <td>1.580000e+11</td>\n",
       "      <td>...</td>\n",
       "      <td>5.915013</td>\n",
       "      <td>14.262716</td>\n",
       "      <td>3.640280e+05</td>\n",
       "      <td>191590.500000</td>\n",
       "      <td>1.114721e+08</td>\n",
       "      <td>187342.000000</td>\n",
       "      <td>114909.500000</td>\n",
       "      <td>2.035149e+06</td>\n",
       "      <td>2.582013e+05</td>\n",
       "      <td>1.324870e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.683622e+07</td>\n",
       "      <td>3.270000e+11</td>\n",
       "      <td>5.352016e+09</td>\n",
       "      <td>154322.579000</td>\n",
       "      <td>1.110327</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>2722.625000</td>\n",
       "      <td>47.733333</td>\n",
       "      <td>2.160975e+07</td>\n",
       "      <td>2.600000e+12</td>\n",
       "      <td>...</td>\n",
       "      <td>88571.428570</td>\n",
       "      <td>161.686071</td>\n",
       "      <td>1.072861e+06</td>\n",
       "      <td>490644.000000</td>\n",
       "      <td>2.964845e+08</td>\n",
       "      <td>470650.000000</td>\n",
       "      <td>318896.000000</td>\n",
       "      <td>4.599222e+07</td>\n",
       "      <td>5.825066e+06</td>\n",
       "      <td>5.615762e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       btc_total_bitcoins  btc_market_cap  btc_trade_volume  btc_blocks_size  \\\n",
       "count        2.179000e+03    2.179000e+03      2.179000e+03      2179.000000   \n",
       "mean         1.153824e+07    1.377791e+10      7.576547e+07     35857.557423   \n",
       "std          4.186206e+06    3.963951e+10      3.026516e+08     43637.191246   \n",
       "min          2.043200e+06    0.000000e+00      0.000000e+00         0.000000   \n",
       "25%          8.561150e+06    5.446519e+07      3.003411e+05       796.500000   \n",
       "50%          1.240962e+07    3.347967e+09      1.034081e+07     16031.000000   \n",
       "75%          1.523525e+07    8.073455e+09      2.954675e+07     59221.500000   \n",
       "max          1.683622e+07    3.270000e+11      5.352016e+09    154322.579000   \n",
       "\n",
       "       btc_avg_block_size  btc_n_orphaned_blocks  \\\n",
       "count         2179.000000            2179.000000   \n",
       "mean             0.352161               0.368059   \n",
       "std              0.352631               0.861059   \n",
       "min              0.000219               0.000000   \n",
       "25%              0.024116               0.000000   \n",
       "50%              0.196190               0.000000   \n",
       "75%              0.677687               0.000000   \n",
       "max              1.110327               7.000000   \n",
       "\n",
       "       btc_n_transactions_per_block  btc_median_confirmation_time  \\\n",
       "count                   2179.000000                   2179.000000   \n",
       "mean                     675.567504                      7.531026   \n",
       "std                      688.640828                      4.970250   \n",
       "min                        1.000000                      0.000000   \n",
       "25%                       54.000000                      6.116667   \n",
       "50%                      381.000000                      7.916667   \n",
       "75%                     1239.765958                     10.241667   \n",
       "max                     2722.625000                     47.733333   \n",
       "\n",
       "       btc_hash_rate  btc_difficulty  ...  btc_cost_per_transaction_percent  \\\n",
       "count   2.179000e+03    2.179000e+03  ...                       2179.000000   \n",
       "mean    1.275822e+06    1.638347e+11  ...                         62.048648   \n",
       "std     2.990394e+06    3.765718e+11  ...                       1903.873710   \n",
       "min     2.250000e-05    2.527738e+00  ...                          0.136531   \n",
       "25%     1.162140e+01    1.583178e+06  ...                          1.179699   \n",
       "50%     2.582494e+04    3.129573e+09  ...                          2.417412   \n",
       "75%     1.097174e+06    1.580000e+11  ...                          5.915013   \n",
       "max     2.160975e+07    2.600000e+12  ...                      88571.428570   \n",
       "\n",
       "       btc_cost_per_transaction  btc_n_unique_addresses  btc_n_transactions  \\\n",
       "count               2179.000000            2.179000e+03         2179.000000   \n",
       "mean                  14.587409            1.953876e+05       102908.230381   \n",
       "std                   20.743296            2.107506e+05       104396.731959   \n",
       "min                    0.000000            1.100000e+02          118.000000   \n",
       "25%                    4.111421            1.681150e+04         8027.500000   \n",
       "50%                    7.812963            1.305860e+05        62884.000000   \n",
       "75%                   14.262716            3.640280e+05       191590.500000   \n",
       "max                  161.686071            1.072861e+06       490644.000000   \n",
       "\n",
       "       btc_n_transactions_total  btc_n_transactions_excluding_popular  \\\n",
       "count              2.179000e+03                           2179.000000   \n",
       "mean               6.914588e+07                          95082.859110   \n",
       "std                8.328361e+07                         104492.267552   \n",
       "min                4.124000e+04                            118.000000   \n",
       "25%                2.434813e+06                           6670.500000   \n",
       "50%                3.309721e+07                          53514.000000   \n",
       "75%                1.114721e+08                         187342.000000   \n",
       "max                2.964845e+08                         470650.000000   \n",
       "\n",
       "       btc_n_transactions_excluding_chains_longer_than_100  btc_output_volume  \\\n",
       "count                                        2179.000000         2.179000e+03   \n",
       "mean                                        63760.541533         1.551790e+06   \n",
       "std                                         70232.290313         2.086670e+06   \n",
       "min                                           118.000000         6.150000e+03   \n",
       "25%                                          6754.500000         4.987773e+05   \n",
       "50%                                         35259.000000         1.135727e+06   \n",
       "75%                                        114909.500000         2.035149e+06   \n",
       "max                                        318896.000000         4.599222e+07   \n",
       "\n",
       "       btc_estimated_transaction_volume  btc_estimated_transaction_volume_usd  \n",
       "count                      2.179000e+03                          2.179000e+03  \n",
       "mean                       2.065453e+05                          2.073988e+08  \n",
       "std                        2.850853e+05                          5.932903e+08  \n",
       "min                        7.000000e+00                          0.000000e+00  \n",
       "25%                        9.689850e+04                          9.614710e+05  \n",
       "50%                        1.798610e+05                          3.839976e+07  \n",
       "75%                        2.582013e+05                          1.324870e+08  \n",
       "max                        5.825066e+06                          5.615762e+09  \n",
       "\n",
       "[8 rows x 22 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_x,test_x,train_y,test_y=train_test_split(x,y,random_state=1)\n",
    "train_x.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "386.9745042664673"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lreg=LinearRegression()\n",
    "lreg.fit(train_x,train_y)\n",
    "pred=lreg.predict(test_x)\n",
    "np.mean((pred-test_y)**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}