crypto_clustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering Crypto"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial imports\n",
    "import pandas as pd\n",
    "import hvplot.pandas\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\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Deliverable 1: Preprocessing the Data for PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the crypto_data.csv dataset.\n",
    "crypto_df = pd.read_csv('crypto_data.csv', index_col=0)\n",
    "crypto_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <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",
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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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep all the cryptocurrencies that are being traded.\n",
    "crypto_df = crypto_df[crypto_df['IsTrading'] == True]\n",
    "crypto_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep all the cryptocurrencies that have a working algorithm.\n",
    "crypto_df['Algorithm'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "      <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",
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       "    <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",
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       "      <th>...</th>\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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crypto_df = crypto_df[crypto_df['Algorithm'].notnull()]\n",
    "crypto_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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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": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove the \"IsTrading\" column. \n",
    "crypto_df = crypto_df.drop('IsTrading', axis=1)\n",
    "crypto_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove rows that have at least 1 null value.\n",
    "crypto_df = crypto_df.dropna()\n",
    "crypto_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\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>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": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep the rows where coins are mined.\n",
    "crypto_df = crypto_df[crypto_df['TotalCoinsMined'] > 1]\n",
    "crypto_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</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": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new DataFrame that holds only the cryptocurrencies names.\n",
    "crypto_names_df = pd.DataFrame(crypto_df['CoinName'])\n",
    "crypto_names_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop the 'CoinName' column since it's not going to be used on the clustering algorithm.\n",
    "crypto_df = crypto_df.drop('CoinName', axis=1)\n",
    "crypto_df"
   ]
  },
  {
   "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>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": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use get_dummies() to create variables for text features.\n",
    "X = pd.get_dummies(crypto_df, columns=['Algorithm','ProofType'])\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standardize the data with StandardScaler().\n",
    "X_scaled = StandardScaler().fit_transform(X)\n",
    "X_scaled"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Deliverable 2: Reducing Data Dimensions Using PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.33156692,  1.07215304, -0.53431383],\n",
       "       [-0.31492778,  1.07237736, -0.53462262],\n",
       "       [ 2.29808369,  1.62988842, -0.59264251],\n",
       "       ...,\n",
       "       [ 0.32482003, -2.33829469,  0.33201505],\n",
       "       [-0.15901144, -1.90855663,  0.38100486],\n",
       "       [-0.29105571,  0.87772769, -0.28370824]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using PCA to reduce dimension to three principal components.\n",
    "pca = PCA(n_components=3)\n",
    "\n",
    "crypto_pca = pca.fit_transform(X_scaled)\n",
    "crypto_pca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PC 1</th>\n",
       "      <th>PC 2</th>\n",
       "      <th>PC 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.331567</td>\n",
       "      <td>1.072153</td>\n",
       "      <td>-0.534314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>-0.314928</td>\n",
       "      <td>1.072377</td>\n",
       "      <td>-0.534623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>2.298084</td>\n",
       "      <td>1.629888</td>\n",
       "      <td>-0.592643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>-0.146025</td>\n",
       "      <td>-1.392539</td>\n",
       "      <td>0.185341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>-0.156197</td>\n",
       "      <td>-2.021820</td>\n",
       "      <td>0.329032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LTC</th>\n",
       "      <td>-0.163300</td>\n",
       "      <td>-1.089101</td>\n",
       "      <td>-0.047789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DASH</th>\n",
       "      <td>-0.392307</td>\n",
       "      <td>1.199946</td>\n",
       "      <td>-0.453460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XMR</th>\n",
       "      <td>-0.133704</td>\n",
       "      <td>-2.300000</td>\n",
       "      <td>0.334835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETC</th>\n",
       "      <td>-0.154642</td>\n",
       "      <td>-2.021915</td>\n",
       "      <td>0.329006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEC</th>\n",
       "      <td>-0.159010</td>\n",
       "      <td>-1.908557</td>\n",
       "      <td>0.381005</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          PC 1      PC 2      PC 3\n",
       "42   -0.331567  1.072153 -0.534314\n",
       "404  -0.314928  1.072377 -0.534623\n",
       "1337  2.298084  1.629888 -0.592643\n",
       "BTC  -0.146025 -1.392539  0.185341\n",
       "ETH  -0.156197 -2.021820  0.329032\n",
       "LTC  -0.163300 -1.089101 -0.047789\n",
       "DASH -0.392307  1.199946 -0.453460\n",
       "XMR  -0.133704 -2.300000  0.334835\n",
       "ETC  -0.154642 -2.021915  0.329006\n",
       "ZEC  -0.159010 -1.908557  0.381005"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a DataFrame with the three principal components.\n",
    "pca_df = pd.DataFrame(data=crypto_pca, columns=['PC 1','PC 2','PC 3'], index=X.index)\n",
    "pca_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Deliverable 3: Clustering Crytocurrencies Using K-Means\n",
    "\n",
    "#### Finding the Best Value for `k` Using the Elbow Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Snair1\\Anaconda3\\envs\\PythonData\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1037: UserWarning: 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",
      "  \"KMeans is known to have a memory leak on Windows \"\n"
     ]
    }
   ],
   "source": [
    "inertia = []\n",
    "k = list(range(1,11))\n",
    "\n",
    "for i in k:\n",
    "    km = KMeans(n_clusters=i, random_state=0)\n",
    "    km.fit(pca_df)\n",
    "    inertia.append(km.inertia_)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (1059857153.py, line 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"C:\\Users\\Snair1\\AppData\\Local\\Temp\\ipykernel_19016\\1059857153.py\"\u001b[1;36m, line \u001b[1;32m2\u001b[0m\n\u001b[1;33m    elbow_data = {'k' : k, 'inertia' : inertia)\u001b[0m\n\u001b[1;37m                                              ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "# Create an elbow curve to find the best value for K.\n",
    "elbow_data = {'k' : k, 'inertia' : inertia)\n",
    "elbow_df = pd.DataFrame(elbow_data)\n",
    "elbow_df.hvplot.line(x='k', y='inertia', title='Elbow Curve\", xticks=k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Running K-Means with `k=4`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Initialize the K-Means model.\n",
    "model = KMeans(n_clusters=4, random_state=1)\n",
    "\n",
    "# Fit the model\n",
    "model.fit(pca_df)\n",
    "\n",
    "# Predict clusters\n",
    "predictions = model.predict(pca_df)\n",
    "predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(532, 9)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</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>PC 1</th>\n",
       "      <th>PC 2</th>\n",
       "      <th>PC 3</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>-0.331567</td>\n",
       "      <td>1.072153</td>\n",
       "      <td>-0.534314</td>\n",
       "      <td>42 Coin</td>\n",
       "      <td>0</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>-0.314928</td>\n",
       "      <td>1.072377</td>\n",
       "      <td>-0.534623</td>\n",
       "      <td>404Coin</td>\n",
       "      <td>0</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>2.298084</td>\n",
       "      <td>1.629888</td>\n",
       "      <td>-0.592643</td>\n",
       "      <td>EliteCoin</td>\n",
       "      <td>0</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>-0.146025</td>\n",
       "      <td>-1.392539</td>\n",
       "      <td>0.185341</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>1</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>-0.156197</td>\n",
       "      <td>-2.021820</td>\n",
       "      <td>0.329032</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>1</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>-0.163300</td>\n",
       "      <td>-1.089101</td>\n",
       "      <td>-0.047789</td>\n",
       "      <td>Litecoin</td>\n",
       "      <td>1</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>-0.392307</td>\n",
       "      <td>1.199946</td>\n",
       "      <td>-0.453460</td>\n",
       "      <td>Dash</td>\n",
       "      <td>0</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>-0.133704</td>\n",
       "      <td>-2.300000</td>\n",
       "      <td>0.334835</td>\n",
       "      <td>Monero</td>\n",
       "      <td>1</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>-0.154642</td>\n",
       "      <td>-2.021915</td>\n",
       "      <td>0.329006</td>\n",
       "      <td>Ethereum Classic</td>\n",
       "      <td>1</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>-0.159010</td>\n",
       "      <td>-1.908557</td>\n",
       "      <td>0.381005</td>\n",
       "      <td>ZCash</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Algorithm ProofType  TotalCoinsMined TotalCoinSupply      PC 1  \\\n",
       "42            Scrypt   PoW/PoS     4.199995e+01              42 -0.331567   \n",
       "404           Scrypt   PoW/PoS     1.055185e+09       532000000 -0.314928   \n",
       "1337             X13   PoW/PoS     2.927942e+10    314159265359  2.298084   \n",
       "BTC          SHA-256       PoW     1.792718e+07        21000000 -0.146025   \n",
       "ETH           Ethash       PoW     1.076842e+08               0 -0.156197   \n",
       "LTC           Scrypt       PoW     6.303924e+07        84000000 -0.163300   \n",
       "DASH             X11   PoW/PoS     9.031294e+06        22000000 -0.392307   \n",
       "XMR   CryptoNight-V7       PoW     1.720114e+07               0 -0.133704   \n",
       "ETC           Ethash       PoW     1.133597e+08       210000000 -0.154642   \n",
       "ZEC         Equihash       PoW     7.383056e+06        21000000 -0.159010   \n",
       "\n",
       "          PC 2      PC 3          CoinName  Class  \n",
       "42    1.072153 -0.534314           42 Coin      0  \n",
       "404   1.072377 -0.534623           404Coin      0  \n",
       "1337  1.629888 -0.592643         EliteCoin      0  \n",
       "BTC  -1.392539  0.185341           Bitcoin      1  \n",
       "ETH  -2.021820  0.329032          Ethereum      1  \n",
       "LTC  -1.089101 -0.047789          Litecoin      1  \n",
       "DASH  1.199946 -0.453460              Dash      0  \n",
       "XMR  -2.300000  0.334835            Monero      1  \n",
       "ETC  -2.021915  0.329006  Ethereum Classic      1  \n",
       "ZEC  -1.908557  0.381005             ZCash      1  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new DataFrame including predicted clusters and cryptocurrencies features.\n",
    "# Concatentate the crypto_df and pcs_df DataFrames on the same columns.\n",
    "clustered_df = pd.concat([crypto_df,pca_df], axis= 1, join=\"inner\")\n",
    "\n",
    "#  Add a new column, \"CoinName\" to the clustered_df DataFrame that holds the names of the cryptocurrencies. \n",
    "clustered_df = pd.concat([clustered_df,crypto_names_df], axis= 1, join=\"inner\")\n",
    "\n",
    "#  Add a new column, \"Class\" to the clustered_df DataFrame that holds the predictions.\n",
    "clustered_df[\"Class\"] = model.labels_\n",
    "\n",
    "# Print the shape of the clustered_df\n",
    "print(clustered_df.shape)\n",
    "clustered_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Deliverable 4: Visualizing Cryptocurrencies Results\n",
    "\n",
    "#### 3D-Scatter with Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
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           "Scrypt"
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           "X13"
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           "X11"
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           "SHA-512"
          ],
          [
           "SHA-256"
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           "X15"
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           "Groestl"
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           "X11"
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    "# Creating a 3D-Scatter with the PCA data and the clusters\n",
    "fig = px.scatter_3d(\n",
    "    clustered_df,\n",
    "    x='PC 1',\n",
    "    y='PC 2',\n",
    "    z='PC 3',\n",
    "    color='Class',\n",
    "    symbol='Class',\n",
    "    hover_name= 'CoinName',\n",
    "    hover_data= ['Algorithm'],\n",
    "    width=800,\n",
    ")\n",
    "fig.update_layout(legend=dict(x=0, y=1))\n",
    "fig.show()\n"
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  {
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   "execution_count": 22,
   "metadata": {},
   "outputs": [
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     "metadata": {},
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Application\",\"version\":\"2.4.3\"}};\n",
       "    var render_items = [{\"docid\":\"7681ad7b-bdf1-4488-b44b-c243fa74ee3b\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"27a6a370-3a82-4601-8a04-9a0c991906b2\"}}];\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": 22,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a table with tradable cryptocurrencies.\n",
    "clustered_df.hvplot.table(\n",
    "    columns=['CoinName', 'Algorithm', 'ProofType','TotalCoinSupply','TotalCoinsMined', 'Class'],\n",
    "    sortable=True, \n",
    "    selectable=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 532  tradable cryptocurrencies.\n"
     ]
    }
   ],
   "source": [
    "# Print the total number of tradable cryptocurrencies.\n",
    "print(f'There are {len(clustered_df)}  tradable cryptocurrencies.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[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]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Scaling data to create the scatter plot with tradable cryptocurrencies.\n",
    "clustered_scaled = MinMaxScaler().fit_transform(clustered_df[['TotalCoinSupply', 'TotalCoinsMined']])\n",
    "clustered_scaled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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>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>0.000000</td>\n",
       "      <td>42 Coin</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>5.320000e-04</td>\n",
       "      <td>0.001066</td>\n",
       "      <td>404Coin</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>3.141593e-01</td>\n",
       "      <td>0.029576</td>\n",
       "      <td>EliteCoin</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BTC</th>\n",
       "      <td>2.100000e-05</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETH</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000109</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LTC</th>\n",
       "      <td>8.400000e-05</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>Litecoin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DASH</th>\n",
       "      <td>2.200000e-05</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>Dash</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XMR</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>Monero</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ETC</th>\n",
       "      <td>2.100000e-04</td>\n",
       "      <td>0.000115</td>\n",
       "      <td>Ethereum Classic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZEC</th>\n",
       "      <td>2.100000e-05</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>ZCash</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      TotalCoinSupply  TotalCoinsMined          CoinName  Class\n",
       "42       4.200000e-11         0.000000           42 Coin      0\n",
       "404      5.320000e-04         0.001066           404Coin      0\n",
       "1337     3.141593e-01         0.029576         EliteCoin      0\n",
       "BTC      2.100000e-05         0.000018           Bitcoin      1\n",
       "ETH      0.000000e+00         0.000109          Ethereum      1\n",
       "LTC      8.400000e-05         0.000064          Litecoin      1\n",
       "DASH     2.200000e-05         0.000009              Dash      0\n",
       "XMR      0.000000e+00         0.000017            Monero      1\n",
       "ETC      2.100000e-04         0.000115  Ethereum Classic      1\n",
       "ZEC      2.100000e-05         0.000007             ZCash      1"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a new DataFrame that has the scaled data with the clustered_df DataFrame index.\n",
    "plot_df = pd.DataFrame(\n",
    "    data=clustered_scaled, columns=[\"TotalCoinSupply\", \"TotalCoinsMined\"], index=clustered_df.index.copy()\n",
    ")\n",
    "\n",
    "# Add the \"CoinName\" column from the clustered_df DataFrame to the new DataFrame.\n",
    "plot_df['CoinName'] = clustered_df['CoinName']\n",
    "\n",
    "# Add the \"Class\" column from the clustered_df DataFrame to the new DataFrame. \n",
    "plot_df['Class'] = clustered_df['Class']\n",
    "\n",
    "\n",
    "plot_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
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Network\",\"Acute Angle Cloud\",\"Waves\"],\"TotalCoinSupply\":{\"__ndarray__\":\"lPYGX5hMdT+8eapDboZLP4RaKOGWizA//Knx0k1iUD8sQxzr4jYaPw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[5]},\"TotalCoinsMined\":{\"__ndarray__\":\"j1gNkdpTXT+QpMXySiFFP5wZJXiPEis/ekNDBbiMUD/7RX5gv3oaPw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[5]}},\"selected\":{\"id\":\"1165\"},\"selection_policy\":{\"id\":\"1185\"}},\"id\":\"1164\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"below\":[{\"id\":\"1070\"}],\"center\":[{\"id\":\"1073\"},{\"id\":\"1077\"}],\"height\":300,\"left\":[{\"id\":\"1074\"}],\"margin\":[5,5,5,5],\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"min_border_top\":10,\"renderers\":[{\"id\":\"1103\"},{\"id\":\"1124\"},{\"id\":\"1146\"},{\"id\":\"1170\"}],\"right\":[{\"id\":\"1115\"}],\"sizing_mode\":\"fixed\",\"title\":{\"id\":\"1062\"},\"toolbar\":{\"id\":\"1084\"},\"width\":700,\"x_range\":{\"id\":\"1055\"},\"x_scale\":{\"id\":\"1066\"},\"y_range\":{\"id\":\"1056\"},\"y_scale\":{\"id\":\"1068\"}},\"id\":\"1061\",\"subtype\":\"Figure\",\"type\":\"Plot\"}],\"root_ids\":[\"1053\"]},\"title\":\"Bokeh 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       "    var render_items = [{\"docid\":\"7ea065fd-60db-43b0-8ec4-483fe3fc0ff0\",\"root_ids\":[\"1053\"],\"roots\":{\"1053\":\"ffec0a46-96ad-4d76-bf16-a5f481e752ef\"}}];\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": 26,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1053"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a hvplot.scatter plot using x=\"TotalCoinsMined\" and y=\"TotalCoinSupply\".\n",
    "plot_df.hvplot.scatter(\n",
    "    x=\"TotalCoinsMined\", \n",
    "    y=\"TotalCoinSupply\",\n",
    "    by=\"Class\",\n",
    "    hover_cols=\"CoinName\"\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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