crypto_clustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering Cryptocurrencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial imports\n",
    "import pandas as pd\n",
    "import hvplot.pandas\n",
    "from path import Path\n",
    "import plotly.express as px\n",
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading & Filtering Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CoinName</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>IsTrading</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42 Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>365Coin</td>\n",
       "      <td>X11</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2300000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>404Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>SixEleven</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>611000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>808</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>BitcoinPlus</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoS</td>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DVTC</th>\n",
       "      <td>DivotyCoin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>False</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>2.149121e+07</td>\n",
       "      <td>100000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GIOT</th>\n",
       "      <td>Giotto Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>False</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPSC</th>\n",
       "      <td>OpenSourceCoin</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>False</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PUNK</th>\n",
       "      <td>SteamPunk</td>\n",
       "      <td>PoS</td>\n",
       "      <td>False</td>\n",
       "      <td>PoS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1252 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            CoinName Algorithm  IsTrading ProofType  TotalCoinsMined  \\\n",
       "42           42 Coin    Scrypt       True   PoW/PoS     4.199995e+01   \n",
       "365          365Coin       X11       True   PoW/PoS              NaN   \n",
       "404          404Coin    Scrypt       True   PoW/PoS     1.055185e+09   \n",
       "611        SixEleven   SHA-256       True       PoW              NaN   \n",
       "808              808   SHA-256       True   PoW/PoS     0.000000e+00   \n",
       "...              ...       ...        ...       ...              ...   \n",
       "XBC      BitcoinPlus    Scrypt       True       PoS     1.283270e+05   \n",
       "DVTC      DivotyCoin    Scrypt      False   PoW/PoS     2.149121e+07   \n",
       "GIOT     Giotto Coin    Scrypt      False   PoW/PoS              NaN   \n",
       "OPSC  OpenSourceCoin   SHA-256      False   PoW/PoS              NaN   \n",
       "PUNK       SteamPunk       PoS      False       PoS              NaN   \n",
       "\n",
       "     TotalCoinSupply  \n",
       "42                42  \n",
       "365       2300000000  \n",
       "404        532000000  \n",
       "611           611000  \n",
       "808                0  \n",
       "...              ...  \n",
       "XBC          1000000  \n",
       "DVTC       100000000  \n",
       "GIOT       233100000  \n",
       "OPSC        21000000  \n",
       "PUNK        40000000  \n",
       "\n",
       "[1252 rows x 6 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading data\n",
    "file_path = \"resources/crypto_data.csv\"\n",
    "df_crypto = pd.read_csv(file_path, index_col=0)\n",
    "df_crypto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CoinName</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>IsTrading</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42 Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>365Coin</td>\n",
       "      <td>X11</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2300000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>404Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>SixEleven</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>611000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>808</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SERO</th>\n",
       "      <td>Super Zero</td>\n",
       "      <td>Ethash</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UOS</th>\n",
       "      <td>UOS</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>DPoI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>Beldex</td>\n",
       "      <td>CryptoNight</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>9.802226e+08</td>\n",
       "      <td>1400222610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>Horizen</td>\n",
       "      <td>Equihash</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>7.296538e+06</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>BitcoinPlus</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoS</td>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1144 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CoinName    Algorithm  IsTrading ProofType  TotalCoinsMined  \\\n",
       "42        42 Coin       Scrypt       True   PoW/PoS     4.199995e+01   \n",
       "365       365Coin          X11       True   PoW/PoS              NaN   \n",
       "404       404Coin       Scrypt       True   PoW/PoS     1.055185e+09   \n",
       "611     SixEleven      SHA-256       True       PoW              NaN   \n",
       "808           808      SHA-256       True   PoW/PoS     0.000000e+00   \n",
       "...           ...          ...        ...       ...              ...   \n",
       "SERO   Super Zero       Ethash       True       PoW              NaN   \n",
       "UOS           UOS      SHA-256       True      DPoI              NaN   \n",
       "BDX        Beldex  CryptoNight       True       PoW     9.802226e+08   \n",
       "ZEN       Horizen     Equihash       True       PoW     7.296538e+06   \n",
       "XBC   BitcoinPlus       Scrypt       True       PoS     1.283270e+05   \n",
       "\n",
       "     TotalCoinSupply  \n",
       "42                42  \n",
       "365       2300000000  \n",
       "404        532000000  \n",
       "611           611000  \n",
       "808                0  \n",
       "...              ...  \n",
       "SERO      1000000000  \n",
       "UOS       1000000000  \n",
       "BDX       1400222610  \n",
       "ZEN         21000000  \n",
       "XBC          1000000  \n",
       "\n",
       "[1144 rows x 6 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep all the cryptocurrencies that are being traded.\n",
    "df_crypto.drop(df_crypto[df_crypto['IsTrading'] == False].index, inplace=True)\n",
    "df_crypto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep all the cryptocurrencies that have a working algorithm \n",
    "df_crypto.Algorithm.isnull().unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CoinName</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>IsTrading</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42 Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>365Coin</td>\n",
       "      <td>X11</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2300000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>404Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>SixEleven</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>611000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>808</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SERO</th>\n",
       "      <td>Super Zero</td>\n",
       "      <td>Ethash</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UOS</th>\n",
       "      <td>UOS</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>True</td>\n",
       "      <td>DPoI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>Beldex</td>\n",
       "      <td>CryptoNight</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>9.802226e+08</td>\n",
       "      <td>1400222610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>Horizen</td>\n",
       "      <td>Equihash</td>\n",
       "      <td>True</td>\n",
       "      <td>PoW</td>\n",
       "      <td>7.296538e+06</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>BitcoinPlus</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>True</td>\n",
       "      <td>PoS</td>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1144 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CoinName    Algorithm  IsTrading ProofType  TotalCoinsMined  \\\n",
       "42        42 Coin       Scrypt       True   PoW/PoS     4.199995e+01   \n",
       "365       365Coin          X11       True   PoW/PoS              NaN   \n",
       "404       404Coin       Scrypt       True   PoW/PoS     1.055185e+09   \n",
       "611     SixEleven      SHA-256       True       PoW              NaN   \n",
       "808           808      SHA-256       True   PoW/PoS     0.000000e+00   \n",
       "...           ...          ...        ...       ...              ...   \n",
       "SERO   Super Zero       Ethash       True       PoW              NaN   \n",
       "UOS           UOS      SHA-256       True      DPoI              NaN   \n",
       "BDX        Beldex  CryptoNight       True       PoW     9.802226e+08   \n",
       "ZEN       Horizen     Equihash       True       PoW     7.296538e+06   \n",
       "XBC   BitcoinPlus       Scrypt       True       PoS     1.283270e+05   \n",
       "\n",
       "     TotalCoinSupply  \n",
       "42                42  \n",
       "365       2300000000  \n",
       "404        532000000  \n",
       "611           611000  \n",
       "808                0  \n",
       "...              ...  \n",
       "SERO      1000000000  \n",
       "UOS       1000000000  \n",
       "BDX       1400222610  \n",
       "ZEN         21000000  \n",
       "XBC          1000000  \n",
       "\n",
       "[1144 rows x 6 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check df for changes\n",
    "df_crypto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>CoinName</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42 Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>365Coin</td>\n",
       "      <td>X11</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2300000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>404Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>SixEleven</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>PoW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>611000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>808</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SERO</th>\n",
       "      <td>Super Zero</td>\n",
       "      <td>Ethash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UOS</th>\n",
       "      <td>UOS</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>DPoI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>Beldex</td>\n",
       "      <td>CryptoNight</td>\n",
       "      <td>PoW</td>\n",
       "      <td>9.802226e+08</td>\n",
       "      <td>1400222610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>Horizen</td>\n",
       "      <td>Equihash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>7.296538e+06</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>BitcoinPlus</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoS</td>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1144 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CoinName    Algorithm ProofType  TotalCoinsMined TotalCoinSupply\n",
       "42        42 Coin       Scrypt   PoW/PoS     4.199995e+01              42\n",
       "365       365Coin          X11   PoW/PoS              NaN      2300000000\n",
       "404       404Coin       Scrypt   PoW/PoS     1.055185e+09       532000000\n",
       "611     SixEleven      SHA-256       PoW              NaN          611000\n",
       "808           808      SHA-256   PoW/PoS     0.000000e+00               0\n",
       "...           ...          ...       ...              ...             ...\n",
       "SERO   Super Zero       Ethash       PoW              NaN      1000000000\n",
       "UOS           UOS      SHA-256      DPoI              NaN      1000000000\n",
       "BDX        Beldex  CryptoNight       PoW     9.802226e+08      1400222610\n",
       "ZEN       Horizen     Equihash       PoW     7.296538e+06        21000000\n",
       "XBC   BitcoinPlus       Scrypt       PoS     1.283270e+05         1000000\n",
       "\n",
       "[1144 rows x 5 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Delete the IsTrading Column\n",
    "df_crypto.drop(columns=[\"IsTrading\"], inplace=True)\n",
    "df_crypto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Column CoinName has 0 null values\n",
      "Column Algorithm has 0 null values\n",
      "Column ProofType has 0 null values\n",
      "Column TotalCoinsMined has 459 null values\n",
      "Column TotalCoinSupply has 0 null values\n"
     ]
    }
   ],
   "source": [
    "#Find null values\n",
    "for column in df_crypto.columns:\n",
    "    print(f\"Column {column} has {df_crypto[column].isnull().sum()} null values\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>CoinName</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42 Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>404Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>808</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>EliteCoin</td>\n",
       "      <td>X13</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>2.927942e+10</td>\n",
       "      <td>314159265359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.792718e+07</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEPH</th>\n",
       "      <td>ZEPHYR</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>DPoS</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>2000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAP</th>\n",
       "      <td>Gapcoin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.493105e+07</td>\n",
       "      <td>250000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>Beldex</td>\n",
       "      <td>CryptoNight</td>\n",
       "      <td>PoW</td>\n",
       "      <td>9.802226e+08</td>\n",
       "      <td>1400222610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>Horizen</td>\n",
       "      <td>Equihash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>7.296538e+06</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>BitcoinPlus</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoS</td>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>685 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CoinName    Algorithm ProofType  TotalCoinsMined TotalCoinSupply\n",
       "42        42 Coin       Scrypt   PoW/PoS     4.199995e+01              42\n",
       "404       404Coin       Scrypt   PoW/PoS     1.055185e+09       532000000\n",
       "808           808      SHA-256   PoW/PoS     0.000000e+00               0\n",
       "1337    EliteCoin          X13   PoW/PoS     2.927942e+10    314159265359\n",
       "BTC       Bitcoin      SHA-256       PoW     1.792718e+07        21000000\n",
       "...           ...          ...       ...              ...             ...\n",
       "ZEPH       ZEPHYR      SHA-256      DPoS     2.000000e+09      2000000000\n",
       "GAP       Gapcoin       Scrypt   PoW/PoS     1.493105e+07       250000000\n",
       "BDX        Beldex  CryptoNight       PoW     9.802226e+08      1400222610\n",
       "ZEN       Horizen     Equihash       PoW     7.296538e+06        21000000\n",
       "XBC   BitcoinPlus       Scrypt       PoS     1.283270e+05         1000000\n",
       "\n",
       "[685 rows x 5 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove rows that have at least 1 null value.\n",
    "df_crypto = df_crypto.dropna()\n",
    "df_crypto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>CoinName</th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42 Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>404Coin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>EliteCoin</td>\n",
       "      <td>X13</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>2.927942e+10</td>\n",
       "      <td>314159265359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.792718e+07</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>Ethereum</td>\n",
       "      <td>Ethash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.076842e+08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEPH</th>\n",
       "      <td>ZEPHYR</td>\n",
       "      <td>SHA-256</td>\n",
       "      <td>DPoS</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>2000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAP</th>\n",
       "      <td>Gapcoin</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.493105e+07</td>\n",
       "      <td>250000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>Beldex</td>\n",
       "      <td>CryptoNight</td>\n",
       "      <td>PoW</td>\n",
       "      <td>9.802226e+08</td>\n",
       "      <td>1400222610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>Horizen</td>\n",
       "      <td>Equihash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>7.296538e+06</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>BitcoinPlus</td>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoS</td>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>532 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CoinName    Algorithm ProofType  TotalCoinsMined TotalCoinSupply\n",
       "42        42 Coin       Scrypt   PoW/PoS     4.199995e+01              42\n",
       "404       404Coin       Scrypt   PoW/PoS     1.055185e+09       532000000\n",
       "1337    EliteCoin          X13   PoW/PoS     2.927942e+10    314159265359\n",
       "BTC       Bitcoin      SHA-256       PoW     1.792718e+07        21000000\n",
       "ETH      Ethereum       Ethash       PoW     1.076842e+08               0\n",
       "...           ...          ...       ...              ...             ...\n",
       "ZEPH       ZEPHYR      SHA-256      DPoS     2.000000e+09      2000000000\n",
       "GAP       Gapcoin       Scrypt   PoW/PoS     1.493105e+07       250000000\n",
       "BDX        Beldex  CryptoNight       PoW     9.802226e+08      1400222610\n",
       "ZEN       Horizen     Equihash       PoW     7.296538e+06        21000000\n",
       "XBC   BitcoinPlus       Scrypt       PoS     1.283270e+05         1000000\n",
       "\n",
       "[532 rows x 5 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep the rows where coins are mined.\n",
    "df_crypto = df_crypto[df_crypto['TotalCoinsMined'] > 0]\n",
    "df_crypto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CoinName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42 Coin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>404Coin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>EliteCoin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>Bitcoin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>Ethereum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEPH</th>\n",
       "      <td>ZEPHYR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAP</th>\n",
       "      <td>Gapcoin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>Beldex</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>Horizen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>BitcoinPlus</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>532 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CoinName\n",
       "42        42 Coin\n",
       "404       404Coin\n",
       "1337    EliteCoin\n",
       "BTC       Bitcoin\n",
       "ETH      Ethereum\n",
       "...           ...\n",
       "ZEPH       ZEPHYR\n",
       "GAP       Gapcoin\n",
       "BDX        Beldex\n",
       "ZEN       Horizen\n",
       "XBC   BitcoinPlus\n",
       "\n",
       "[532 rows x 1 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new DataFrame that holds only the cryptocurrencies names.\n",
    "coins_df = df_crypto[['CoinName']].copy()\n",
    "coins_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>X13</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>2.927942e+10</td>\n",
       "      <td>314159265359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>SHA-256</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.792718e+07</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>Ethash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.076842e+08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEPH</th>\n",
       "      <td>SHA-256</td>\n",
       "      <td>DPoS</td>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>2000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAP</th>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.493105e+07</td>\n",
       "      <td>250000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>CryptoNight</td>\n",
       "      <td>PoW</td>\n",
       "      <td>9.802226e+08</td>\n",
       "      <td>1400222610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>Equihash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>7.296538e+06</td>\n",
       "      <td>21000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoS</td>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>532 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Algorithm ProofType  TotalCoinsMined TotalCoinSupply\n",
       "42         Scrypt   PoW/PoS     4.199995e+01              42\n",
       "404        Scrypt   PoW/PoS     1.055185e+09       532000000\n",
       "1337          X13   PoW/PoS     2.927942e+10    314159265359\n",
       "BTC       SHA-256       PoW     1.792718e+07        21000000\n",
       "ETH        Ethash       PoW     1.076842e+08               0\n",
       "...           ...       ...              ...             ...\n",
       "ZEPH      SHA-256      DPoS     2.000000e+09      2000000000\n",
       "GAP        Scrypt   PoW/PoS     1.493105e+07       250000000\n",
       "BDX   CryptoNight       PoW     9.802226e+08      1400222610\n",
       "ZEN      Equihash       PoW     7.296538e+06        21000000\n",
       "XBC        Scrypt       PoS     1.283270e+05         1000000\n",
       "\n",
       "[532 rows x 4 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping the 'CoinName' column in the crypto_df since it's not going to be used on the clustering algorithm. \n",
    "crypto_df = df_crypto.drop(columns=[\"CoinName\"])\n",
    "crypto_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "      <th>Algorithm_1GB AES Pattern Search</th>\n",
       "      <th>Algorithm_536</th>\n",
       "      <th>Algorithm_Argon2d</th>\n",
       "      <th>Algorithm_BLAKE256</th>\n",
       "      <th>Algorithm_Blake</th>\n",
       "      <th>Algorithm_Blake2S</th>\n",
       "      <th>Algorithm_Blake2b</th>\n",
       "      <th>Algorithm_C11</th>\n",
       "      <th>...</th>\n",
       "      <th>ProofType_PoW/PoS</th>\n",
       "      <th>ProofType_PoW/PoS</th>\n",
       "      <th>ProofType_PoW/PoW</th>\n",
       "      <th>ProofType_PoW/nPoS</th>\n",
       "      <th>ProofType_Pos</th>\n",
       "      <th>ProofType_Proof of Authority</th>\n",
       "      <th>ProofType_Proof of Trust</th>\n",
       "      <th>ProofType_TPoS</th>\n",
       "      <th>ProofType_Zero-Knowledge Proof</th>\n",
       "      <th>ProofType_dPoW/PoW</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>2.927942e+10</td>\n",
       "      <td>314159265359</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>1.792718e+07</td>\n",
       "      <td>21000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>1.076842e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEPH</th>\n",
       "      <td>2.000000e+09</td>\n",
       "      <td>2000000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAP</th>\n",
       "      <td>1.493105e+07</td>\n",
       "      <td>250000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>9.802226e+08</td>\n",
       "      <td>1400222610</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>7.296538e+06</td>\n",
       "      <td>21000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>1.283270e+05</td>\n",
       "      <td>1000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>532 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      TotalCoinsMined TotalCoinSupply  Algorithm_1GB AES Pattern Search  \\\n",
       "42       4.199995e+01              42                                 0   \n",
       "404      1.055185e+09       532000000                                 0   \n",
       "1337     2.927942e+10    314159265359                                 0   \n",
       "BTC      1.792718e+07        21000000                                 0   \n",
       "ETH      1.076842e+08               0                                 0   \n",
       "...               ...             ...                               ...   \n",
       "ZEPH     2.000000e+09      2000000000                                 0   \n",
       "GAP      1.493105e+07       250000000                                 0   \n",
       "BDX      9.802226e+08      1400222610                                 0   \n",
       "ZEN      7.296538e+06        21000000                                 0   \n",
       "XBC      1.283270e+05         1000000                                 0   \n",
       "\n",
       "      Algorithm_536  Algorithm_Argon2d  Algorithm_BLAKE256  Algorithm_Blake  \\\n",
       "42                0                  0                   0                0   \n",
       "404               0                  0                   0                0   \n",
       "1337              0                  0                   0                0   \n",
       "BTC               0                  0                   0                0   \n",
       "ETH               0                  0                   0                0   \n",
       "...             ...                ...                 ...              ...   \n",
       "ZEPH              0                  0                   0                0   \n",
       "GAP               0                  0                   0                0   \n",
       "BDX               0                  0                   0                0   \n",
       "ZEN               0                  0                   0                0   \n",
       "XBC               0                  0                   0                0   \n",
       "\n",
       "      Algorithm_Blake2S  Algorithm_Blake2b  Algorithm_C11  ...  \\\n",
       "42                    0                  0              0  ...   \n",
       "404                   0                  0              0  ...   \n",
       "1337                  0                  0              0  ...   \n",
       "BTC                   0                  0              0  ...   \n",
       "ETH                   0                  0              0  ...   \n",
       "...                 ...                ...            ...  ...   \n",
       "ZEPH                  0                  0              0  ...   \n",
       "GAP                   0                  0              0  ...   \n",
       "BDX                   0                  0              0  ...   \n",
       "ZEN                   0                  0              0  ...   \n",
       "XBC                   0                  0              0  ...   \n",
       "\n",
       "      ProofType_PoW/PoS  ProofType_PoW/PoS   ProofType_PoW/PoW  \\\n",
       "42                    1                   0                  0   \n",
       "404                   1                   0                  0   \n",
       "1337                  1                   0                  0   \n",
       "BTC                   0                   0                  0   \n",
       "ETH                   0                   0                  0   \n",
       "...                 ...                 ...                ...   \n",
       "ZEPH                  0                   0                  0   \n",
       "GAP                   1                   0                  0   \n",
       "BDX                   0                   0                  0   \n",
       "ZEN                   0                   0                  0   \n",
       "XBC                   0                   0                  0   \n",
       "\n",
       "      ProofType_PoW/nPoS  ProofType_Pos  ProofType_Proof of Authority  \\\n",
       "42                     0              0                             0   \n",
       "404                    0              0                             0   \n",
       "1337                   0              0                             0   \n",
       "BTC                    0              0                             0   \n",
       "ETH                    0              0                             0   \n",
       "...                  ...            ...                           ...   \n",
       "ZEPH                   0              0                             0   \n",
       "GAP                    0              0                             0   \n",
       "BDX                    0              0                             0   \n",
       "ZEN                    0              0                             0   \n",
       "XBC                    0              0                             0   \n",
       "\n",
       "      ProofType_Proof of Trust  ProofType_TPoS  \\\n",
       "42                           0               0   \n",
       "404                          0               0   \n",
       "1337                         0               0   \n",
       "BTC                          0               0   \n",
       "ETH                          0               0   \n",
       "...                        ...             ...   \n",
       "ZEPH                         0               0   \n",
       "GAP                          0               0   \n",
       "BDX                          0               0   \n",
       "ZEN                          0               0   \n",
       "XBC                          0               0   \n",
       "\n",
       "      ProofType_Zero-Knowledge Proof  ProofType_dPoW/PoW  \n",
       "42                                 0                   0  \n",
       "404                                0                   0  \n",
       "1337                               0                   0  \n",
       "BTC                                0                   0  \n",
       "ETH                                0                   0  \n",
       "...                              ...                 ...  \n",
       "ZEPH                               0                   0  \n",
       "GAP                                0                   0  \n",
       "BDX                                0                   0  \n",
       "ZEN                                0                   0  \n",
       "XBC                                0                   0  \n",
       "\n",
       "[532 rows x 98 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using get_dummies() to create variables for text features (it's our big X :) )\n",
    "X = pd.get_dummies(crypto_df, columns=[\"Algorithm\", \"ProofType\"])\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.11710817, -0.1528703 , -0.0433963 , ..., -0.0433963 ,\n",
       "        -0.0433963 , -0.0433963 ],\n",
       "       [-0.09396955, -0.145009  , -0.0433963 , ..., -0.0433963 ,\n",
       "        -0.0433963 , -0.0433963 ],\n",
       "       [ 0.52494561,  4.48942416, -0.0433963 , ..., -0.0433963 ,\n",
       "        -0.0433963 , -0.0433963 ],\n",
       "       ...,\n",
       "       [-0.09561336, -0.13217937, -0.0433963 , ..., -0.0433963 ,\n",
       "        -0.0433963 , -0.0433963 ],\n",
       "       [-0.11694817, -0.15255998, -0.0433963 , ..., -0.0433963 ,\n",
       "        -0.0433963 , -0.0433963 ],\n",
       "       [-0.11710536, -0.15285552, -0.0433963 , ..., -0.0433963 ,\n",
       "        -0.0433963 , -0.0433963 ]])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standardizing the data with StandardScaler().\n",
    "X = StandardScaler().fit_transform(X)\n",
    "X"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reducing Data Dimensions Using PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using PCA to reduce dimension to three principal components.\n",
    "pca = PCA(n_components=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.342098</td>\n",
       "      <td>1.011463</td>\n",
       "      <td>-0.526102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>-0.325522</td>\n",
       "      <td>1.011624</td>\n",
       "      <td>-0.526408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>2.277819</td>\n",
       "      <td>1.630420</td>\n",
       "      <td>-0.667084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>-0.150282</td>\n",
       "      <td>-1.255625</td>\n",
       "      <td>0.149907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>-0.145202</td>\n",
       "      <td>-2.005200</td>\n",
       "      <td>0.393955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEPH</th>\n",
       "      <td>2.536301</td>\n",
       "      <td>0.785842</td>\n",
       "      <td>0.200913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAP</th>\n",
       "      <td>-0.340157</td>\n",
       "      <td>1.011352</td>\n",
       "      <td>-0.526135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>0.317604</td>\n",
       "      <td>-2.270951</td>\n",
       "      <td>0.370045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>-0.171208</td>\n",
       "      <td>-2.135012</td>\n",
       "      <td>0.384133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>-0.284839</td>\n",
       "      <td>0.853075</td>\n",
       "      <td>-0.213080</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>532 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           PC1       PC2       PC3\n",
       "42   -0.342098  1.011463 -0.526102\n",
       "404  -0.325522  1.011624 -0.526408\n",
       "1337  2.277819  1.630420 -0.667084\n",
       "BTC  -0.150282 -1.255625  0.149907\n",
       "ETH  -0.145202 -2.005200  0.393955\n",
       "...        ...       ...       ...\n",
       "ZEPH  2.536301  0.785842  0.200913\n",
       "GAP  -0.340157  1.011352 -0.526135\n",
       "BDX   0.317604 -2.270951  0.370045\n",
       "ZEN  -0.171208 -2.135012  0.384133\n",
       "XBC  -0.284839  0.853075 -0.213080\n",
       "\n",
       "[532 rows x 3 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a DataFrame with the three principal components.\n",
    "X_pca = pca.fit_transform(X)\n",
    "pcs_df = pd.DataFrame(data=X_pca, columns=[\"PC1\", \"PC2\", \"PC3\"], index=crypto_df.index)\n",
    "pcs_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustering Crytocurrencies Using K-Means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n",
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n"
     ]
    },
    {
     "data": {},
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     "output_type": "display_data"
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      "text/plain": [
       ":Curve   [k]   (inertia)"
      ]
     },
     "execution_count": 49,
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       "id": "1509"
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   ],
   "source": [
    "# Find the best value for K\n",
    "inertia = []\n",
    "k = list(range(1, 11))\n",
    "\n",
    "# Calculate the inertia for the range of K values\n",
    "for i in k:\n",
    "    km = KMeans(n_clusters=i, random_state=0)\n",
    "    km.fit(pcs_df)\n",
    "    inertia.append(km.inertia_)\n",
    "\n",
    "# Create the elbow curve\n",
    "elbow_data = {\"k\": k, \"inertia\": inertia}\n",
    "df_elbow = pd.DataFrame(elbow_data)\n",
    "df_elbow.hvplot.line(x=\"k\", y=\"inertia\", xticks=k, title=\"Elbow Curve\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Running K-Means with `k=4` (4 is the elbow!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\squir\\anaconda3\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1332: UserWarning:\n",
      "\n",
      "KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=3.\n",
      "\n"
     ]
    },
    {
     "data": {
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       "       1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1,\n",
       "       1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1,\n",
       "       1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0,\n",
       "       1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0,\n",
       "       0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1,\n",
       "       0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1,\n",
       "       1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0,\n",
       "       0, 0, 0, 1, 3, 3, 0, 0, 0, 1, 3, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1,\n",
       "       0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0,\n",
       "       1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1,\n",
       "       0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 3, 0, 1, 0, 0, 1, 1,\n",
       "       0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0,\n",
       "       1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1,\n",
       "       1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 2, 1, 1,\n",
       "       1, 0, 0, 1])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initialize the K-Means model.\n",
    "model = KMeans(n_clusters=4, random_state=0)\n",
    "\n",
    "# Fit the model\n",
    "model.fit(pcs_df)\n",
    "\n",
    "# Predict clusters\n",
    "model.predict(pcs_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(532, 9)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>ProofType</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>TotalCoinSupply</th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>CoinName</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>4.199995e+01</td>\n",
       "      <td>42</td>\n",
       "      <td>-0.342098</td>\n",
       "      <td>1.011463</td>\n",
       "      <td>-0.526102</td>\n",
       "      <td>42 Coin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>1.055185e+09</td>\n",
       "      <td>532000000</td>\n",
       "      <td>-0.325522</td>\n",
       "      <td>1.011624</td>\n",
       "      <td>-0.526408</td>\n",
       "      <td>404Coin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>X13</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>2.927942e+10</td>\n",
       "      <td>314159265359</td>\n",
       "      <td>2.277819</td>\n",
       "      <td>1.630420</td>\n",
       "      <td>-0.667084</td>\n",
       "      <td>EliteCoin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>SHA-256</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.792718e+07</td>\n",
       "      <td>21000000</td>\n",
       "      <td>-0.150282</td>\n",
       "      <td>-1.255625</td>\n",
       "      <td>0.149907</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>Ethash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.076842e+08</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.145202</td>\n",
       "      <td>-2.005200</td>\n",
       "      <td>0.393955</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LTC</th>\n",
       "      <td>Scrypt</td>\n",
       "      <td>PoW</td>\n",
       "      <td>6.303924e+07</td>\n",
       "      <td>84000000</td>\n",
       "      <td>-0.169749</td>\n",
       "      <td>-1.106261</td>\n",
       "      <td>0.026725</td>\n",
       "      <td>Litecoin</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DASH</th>\n",
       "      <td>X11</td>\n",
       "      <td>PoW/PoS</td>\n",
       "      <td>9.031294e+06</td>\n",
       "      <td>22000000</td>\n",
       "      <td>-0.395572</td>\n",
       "      <td>1.183543</td>\n",
       "      <td>-0.514563</td>\n",
       "      <td>Dash</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XMR</th>\n",
       "      <td>CryptoNight-V7</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.720114e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.140434</td>\n",
       "      <td>-2.157577</td>\n",
       "      <td>0.351708</td>\n",
       "      <td>Monero</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETC</th>\n",
       "      <td>Ethash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>1.133597e+08</td>\n",
       "      <td>210000000</td>\n",
       "      <td>-0.143655</td>\n",
       "      <td>-2.005295</td>\n",
       "      <td>0.393930</td>\n",
       "      <td>Ethereum Classic</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEC</th>\n",
       "      <td>Equihash</td>\n",
       "      <td>PoW</td>\n",
       "      <td>7.383056e+06</td>\n",
       "      <td>21000000</td>\n",
       "      <td>-0.171207</td>\n",
       "      <td>-2.135012</td>\n",
       "      <td>0.384133</td>\n",
       "      <td>ZCash</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Algorithm ProofType  TotalCoinsMined TotalCoinSupply       PC1  \\\n",
       "42            Scrypt   PoW/PoS     4.199995e+01              42 -0.342098   \n",
       "404           Scrypt   PoW/PoS     1.055185e+09       532000000 -0.325522   \n",
       "1337             X13   PoW/PoS     2.927942e+10    314159265359  2.277819   \n",
       "BTC          SHA-256       PoW     1.792718e+07        21000000 -0.150282   \n",
       "ETH           Ethash       PoW     1.076842e+08               0 -0.145202   \n",
       "LTC           Scrypt       PoW     6.303924e+07        84000000 -0.169749   \n",
       "DASH             X11   PoW/PoS     9.031294e+06        22000000 -0.395572   \n",
       "XMR   CryptoNight-V7       PoW     1.720114e+07               0 -0.140434   \n",
       "ETC           Ethash       PoW     1.133597e+08       210000000 -0.143655   \n",
       "ZEC         Equihash       PoW     7.383056e+06        21000000 -0.171207   \n",
       "\n",
       "           PC2       PC3          CoinName  Class  \n",
       "42    1.011463 -0.526102           42 Coin      1  \n",
       "404   1.011624 -0.526408           404Coin      1  \n",
       "1337  1.630420 -0.667084         EliteCoin      1  \n",
       "BTC  -1.255625  0.149907           Bitcoin      0  \n",
       "ETH  -2.005200  0.393955          Ethereum      0  \n",
       "LTC  -1.106261  0.026725          Litecoin      0  \n",
       "DASH  1.183543 -0.514563              Dash      1  \n",
       "XMR  -2.157577  0.351708            Monero      0  \n",
       "ETC  -2.005295  0.393930  Ethereum Classic      0  \n",
       "ZEC  -2.135012  0.384133             ZCash      0  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a new DataFrame that includes predicted clusters and cryptocurrencies features!\n",
    "# Concatentating the crypto_df and pcs_df DataFrames on the same columns.\n",
    "clustered_df = pd.concat([crypto_df, pcs_df], axis=1)\n",
    "\n",
    "# Adding a new column, \"CoinName\" to the clustered_df DataFrame that holds the names of the cryptocurrencies. \n",
    "clustered_df = clustered_df.assign(CoinName = coins_df)\n",
    "\n",
    "# Adding a new column, \"Class\" to the clustered_df DataFrame that holds the predictions.\n",
    "clustered_df = clustered_df.assign(Class=model.predict(pcs_df))\n",
    "\n",
    "# Print the shape of the clustered_df\n",
    "print(clustered_df.shape)\n",
    "clustered_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D-Scatter Clusters of Cryptocurrencies Analysis Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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     "metadata": {},
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   ],
   "source": [
    "# Creating a 3D-Scatter with the PCA data and the clusters\n",
    "fig = px.scatter_3d(clustered_df, x=\"PC1\", y=\"PC2\", z=\"PC3\", color=\"Class\", symbol=\"Class\", hover_name=\"CoinName\", hover_data=[\"Algorithm\"])\n",
    "fig.update_layout(legend=dict(x=0,y=1))\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
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Application\",\"version\":\"2.4.1\"}};\n",
       "    var render_items = [{\"docid\":\"a6703146-4044-4373-a9a5-ae2b5a25ad30\",\"root_ids\":[\"1618\"],\"roots\":{\"1618\":\"763168eb-9110-4d2b-9efe-8511c4f840a6\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":Table   [CoinName,Algorithm,ProofType,TotalCoinSupply,TotalCoinsMined,Class]"
      ]
     },
     "execution_count": 53,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1618"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a table with tradable cryptocurrencies.\n",
    "clustered_df.hvplot.table(columns=[\"CoinName\", \"Algorithm\", \"ProofType\", \"TotalCoinSupply\", \"TotalCoinsMined\", \"Class\"], sortable=True, selectable=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are\n",
      "532\n",
      "tradable cryptocurrencies\n"
     ]
    }
   ],
   "source": [
    "# Printing the total number of tradable cryptocurrencies... kind of in a sentence... lol.\n",
    "print(\"There are\")\n",
    "print(clustered_df.CoinName.count())\n",
    "print(\"tradable cryptocurrencies\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[4.20000000e-11 0.00000000e+00]\n",
      " [5.32000000e-04 1.06585544e-03]\n",
      " [3.14159265e-01 2.95755135e-02]\n",
      " ...\n",
      " [1.40022261e-03 9.90135079e-04]\n",
      " [2.10000000e-05 7.37028150e-06]\n",
      " [1.00000000e-06 1.29582282e-07]]\n"
     ]
    }
   ],
   "source": [
    "# Scaling data to create the scatter plot with tradable cryptocurrencies.\n",
    "scaled =MinMaxScaler().fit_transform(clustered_df[[\"TotalCoinSupply\",\"TotalCoinsMined\"]])\n",
    "print(scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "        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>TotalCoinSupply</th>\n",
       "      <th>TotalCoinsMined</th>\n",
       "      <th>CoinName</th>\n",
       "      <th>Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4.200000e-11</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>42 Coin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>5.320000e-04</td>\n",
       "      <td>1.065855e-03</td>\n",
       "      <td>404Coin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>3.141593e-01</td>\n",
       "      <td>2.957551e-02</td>\n",
       "      <td>EliteCoin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>2.100000e-05</td>\n",
       "      <td>1.810842e-05</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.087731e-04</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEPH</th>\n",
       "      <td>2.000000e-03</td>\n",
       "      <td>2.020225e-03</td>\n",
       "      <td>ZEPHYR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GAP</th>\n",
       "      <td>2.500000e-04</td>\n",
       "      <td>1.508199e-05</td>\n",
       "      <td>Gapcoin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BDX</th>\n",
       "      <td>1.400223e-03</td>\n",
       "      <td>9.901351e-04</td>\n",
       "      <td>Beldex</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEN</th>\n",
       "      <td>2.100000e-05</td>\n",
       "      <td>7.370282e-06</td>\n",
       "      <td>Horizen</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XBC</th>\n",
       "      <td>1.000000e-06</td>\n",
       "      <td>1.295823e-07</td>\n",
       "      <td>BitcoinPlus</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>532 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      TotalCoinSupply  TotalCoinsMined     CoinName  Class\n",
       "42       4.200000e-11     0.000000e+00      42 Coin      1\n",
       "404      5.320000e-04     1.065855e-03      404Coin      1\n",
       "1337     3.141593e-01     2.957551e-02    EliteCoin      1\n",
       "BTC      2.100000e-05     1.810842e-05      Bitcoin      0\n",
       "ETH      0.000000e+00     1.087731e-04     Ethereum      0\n",
       "...               ...              ...          ...    ...\n",
       "ZEPH     2.000000e-03     2.020225e-03       ZEPHYR      1\n",
       "GAP      2.500000e-04     1.508199e-05      Gapcoin      1\n",
       "BDX      1.400223e-03     9.901351e-04       Beldex      0\n",
       "ZEN      2.100000e-05     7.370282e-06      Horizen      0\n",
       "XBC      1.000000e-06     1.295823e-07  BitcoinPlus      1\n",
       "\n",
       "[532 rows x 4 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a new DataFrame that has scaled data with the clustered_df index.\n",
    "new_df = pd.DataFrame(data = scaled,columns = [\"TotalCoinSupply\",\"TotalCoinsMined\"], index = clustered_df.index)\n",
    "\n",
    "# Adding the \"CoinName\" column from the clustered_df DataFrame to the new DataFrame.\n",
    "new_df = pd.concat([new_df,clustered_df['CoinName']],axis =1)\n",
    "\n",
    "# Adding the \"Class\" column from the clustered_df DataFrame to the new DataFrame. \n",
    "plot_df = pd.concat([new_df,clustered_df[\"Class\"]],axis =1)\n",
    "plot_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
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Clash\",\"Beldex\",\"Horizen\"],\"TotalCoinSupply\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[242]},\"TotalCoinsMined\":{\"__ndarray__\":\"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Application\",\"version\":\"2.4.1\"}};\n",
       "    var render_items = [{\"docid\":\"c6d722c7-e61b-44d0-9e5d-de67796f0af9\",\"root_ids\":[\"1669\"],\"roots\":{\"1669\":\"e240b9e0-ca77-4cc8-91c3-ded7e8eef64b\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":NdOverlay   [Class]\n",
       "   :Scatter   [TotalCoinsMined]   (TotalCoinSupply,CoinName)"
      ]
     },
     "execution_count": 57,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1669"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying a hvplot.scatter plot using x=\"TotalCoinsMined\" and y=\"TotalCoinSupply\".\n",
    "plot_df.hvplot.scatter(x=\"TotalCoinsMined\", y=\"TotalCoinSupply\", by=\"Class\", hover_cols = [\"CoinName\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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