03 - Visualizing Crypto Prices with MPL Finance/03 - Visualizing Crypto Prices with MPL Finance.ipynb

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    "# Visualizing Bitcoin prices with MatPlotLib Finance\n",
    "\n",
    "> *by Sebastian Einar Røkholt, April 26th 2021*\n",
    "\n",
    "---\n",
    "\n",
    "I recently discovered an interesting addition to the Python `matplotlib` library named [MPL Finance](https://github.com/matplotlib/mplfinance/tree/master/doc). Since I've wanted to get more familiar with Pandas timeseries data for a while, I decided to learn how to use `mplfinance` by visualizing some pricing data from the three largest cryptocurrencies (in terms of market cap) as of today. The three datasets were retrieved from [Yahoo Finance](https://finance.yahoo.com):\n",
    "1. [Bitcoin prices](https://finance.yahoo.com/quote/BTC-USD/history?period1=1483228800&period2=1619395200&interval=1d&filter=history&frequency=1d&includeAdjustedClose=true)\n",
    "2. [Ethereum prices](https://finance.yahoo.com/quote/ETH-USD/history?period1=1483228800&period2=1619395200&interval=1d&filter=history&frequency=1d&includeAdjustedClose=true)\n",
    "3. [Binance Coin ](https://finance.yahoo.com/quote/BNB-USD/history?period1=1500940800&period2=1619395200&interval=1d&filter=history&frequency=1d&includeAdjustedClose=true)"
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   "source": [
    "# Install dependencies\n",
    "# import sys\n",
    "# !{sys.executable} -m pip install mplfinance  # <-- run at least once\n",
    "\n",
    "# import packages\n",
    "import pandas as pd\n",
    "import mplfinance as mpf"
   ]
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     "text": [
      "\n",
      "Shape of BTC-USD data: (57, 6)\n",
      "BTC-USD first 5 rows:\n"
     ]
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       "      <th>Open</th>\n",
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       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
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       "    <tr>\n",
       "      <th>2021-03-01</th>\n",
       "      <td>45159.503906</td>\n",
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       "      <th>2021-03-03</th>\n",
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       "      <th>2021-03-04</th>\n",
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       "      <td>47656.929688</td>\n",
       "      <td>48561.167969</td>\n",
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       "      <td>5.234382e+10</td>\n",
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       "      <th>2021-03-05</th>\n",
       "      <td>48527.031250</td>\n",
       "      <td>49396.429688</td>\n",
       "      <td>46542.515625</td>\n",
       "      <td>48927.304688</td>\n",
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      "text/plain": [
       "                    Open          High           Low         Close  \\\n",
       "Date                                                                 \n",
       "2021-03-01  45159.503906  49784.015625  45115.093750  49631.242188   \n",
       "2021-03-02  49612.105469  50127.511719  47228.843750  48378.988281   \n",
       "2021-03-03  48415.816406  52535.136719  48274.320313  50538.242188   \n",
       "2021-03-04  50522.304688  51735.089844  47656.929688  48561.167969   \n",
       "2021-03-05  48527.031250  49396.429688  46542.515625  48927.304688   \n",
       "\n",
       "               Adj Close        Volume  \n",
       "Date                                    \n",
       "2021-03-01  49631.242188  5.389130e+10  \n",
       "2021-03-02  48378.988281  4.753090e+10  \n",
       "2021-03-03  50538.242188  5.322081e+10  \n",
       "2021-03-04  48561.167969  5.234382e+10  \n",
       "2021-03-05  48927.304688  4.862593e+10  "
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     "text": [
      "\n",
      "Shape of ETH-USD data: (57, 6)\n",
      "ETH-USD first 5 rows:\n"
     ]
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       "      <th>2021-03-01</th>\n",
       "      <td>1417.151123</td>\n",
       "      <td>1567.694580</td>\n",
       "      <td>1416.416138</td>\n",
       "      <td>1564.707642</td>\n",
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       "      <th>2021-03-02</th>\n",
       "      <td>1564.063477</td>\n",
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       "      <td>1461.325439</td>\n",
       "      <td>1492.608765</td>\n",
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       "      <td>2.252367e+10</td>\n",
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       "      <th>2021-03-03</th>\n",
       "      <td>1491.451172</td>\n",
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       "      <td>1481.905762</td>\n",
       "      <td>1575.853149</td>\n",
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       "      <th>2021-03-04</th>\n",
       "      <td>1574.623779</td>\n",
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       "      <td>1511.103394</td>\n",
       "      <td>1541.914307</td>\n",
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       "      <td>2.290612e+10</td>\n",
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       "      <th>2021-03-05</th>\n",
       "      <td>1541.541748</td>\n",
       "      <td>1547.878174</td>\n",
       "      <td>1450.891357</td>\n",
       "      <td>1533.275024</td>\n",
       "      <td>1533.275024</td>\n",
       "      <td>2.106715e+10</td>\n",
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       "                   Open         High          Low        Close    Adj Close  \\\n",
       "Date                                                                          \n",
       "2021-03-01  1417.151123  1567.694580  1416.416138  1564.707642  1564.707642   \n",
       "2021-03-02  1564.063477  1597.610107  1461.325439  1492.608765  1492.608765   \n",
       "2021-03-03  1491.451172  1650.360596  1481.905762  1575.853149  1575.853149   \n",
       "2021-03-04  1574.623779  1622.953857  1511.103394  1541.914307  1541.914307   \n",
       "2021-03-05  1541.541748  1547.878174  1450.891357  1533.275024  1533.275024   \n",
       "\n",
       "                  Volume  \n",
       "Date                      \n",
       "2021-03-01  2.403284e+10  \n",
       "2021-03-02  2.252367e+10  \n",
       "2021-03-03  2.267478e+10  \n",
       "2021-03-04  2.290612e+10  \n",
       "2021-03-05  2.106715e+10  "
      ]
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     "text": [
      "\n",
      "Shape of BNB-USD data: (57, 6)\n",
      "BNB-USD first 5 rows:\n"
     ]
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       "      <th>2021-03-01</th>\n",
       "      <td>209.951309</td>\n",
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       "      <td>254.629929</td>\n",
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       "      <td>5.008257e+09</td>\n",
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       "      <th>2021-03-02</th>\n",
       "      <td>254.953354</td>\n",
       "      <td>264.169312</td>\n",
       "      <td>228.641647</td>\n",
       "      <td>239.522537</td>\n",
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       "      <th>2021-03-03</th>\n",
       "      <td>239.688980</td>\n",
       "      <td>254.253632</td>\n",
       "      <td>236.908752</td>\n",
       "      <td>241.091370</td>\n",
       "      <td>241.091370</td>\n",
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       "      <th>2021-03-04</th>\n",
       "      <td>241.045486</td>\n",
       "      <td>249.465607</td>\n",
       "      <td>226.084946</td>\n",
       "      <td>229.945068</td>\n",
       "      <td>229.945068</td>\n",
       "      <td>5.580340e+09</td>\n",
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       "      <th>2021-03-05</th>\n",
       "      <td>229.835297</td>\n",
       "      <td>230.366638</td>\n",
       "      <td>216.272614</td>\n",
       "      <td>226.372559</td>\n",
       "      <td>226.372559</td>\n",
       "      <td>4.969643e+09</td>\n",
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       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2021-03-01  209.951309  259.491058  209.951309  254.629929  254.629929   \n",
       "2021-03-02  254.953354  264.169312  228.641647  239.522537  239.522537   \n",
       "2021-03-03  239.688980  254.253632  236.908752  241.091370  241.091370   \n",
       "2021-03-04  241.045486  249.465607  226.084946  229.945068  229.945068   \n",
       "2021-03-05  229.835297  230.366638  216.272614  226.372559  226.372559   \n",
       "\n",
       "                  Volume  \n",
       "Date                      \n",
       "2021-03-01  5.008257e+09  \n",
       "2021-03-02  5.882263e+09  \n",
       "2021-03-03  5.827707e+09  \n",
       "2021-03-04  5.580340e+09  \n",
       "2021-03-05  4.969643e+09  "
      ]
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   ],
   "source": [
    "# Loading the Bitcoin dataset\n",
    "btc = pd.read_csv('BTC-USD-20170101-20210426.csv', index_col='Date', parse_dates=True)\n",
    "# Selecting a subset of the data to visualize\n",
    "btc = btc[\"2021-03-01\": \"2021-04-26\"]\n",
    "# Giving the dataset a 'name' attribute for labelling purposes\n",
    "btc.name = 'BTC-USD'\n",
    "\n",
    "# Loading the Ethereum dataset\n",
    "eth = pd.read_csv('ETH-USD-20170101-20210426.csv', index_col='Date',parse_dates=True)\n",
    "eth = eth[\"2021-03-01\": \"2021-04-26\"]\n",
    "eth.name = 'ETH-USD'\n",
    "\n",
    "# Loading the Binance Coin dataset\n",
    "bnb = pd.read_csv('BNB-USD-20170725-20210426.csv',index_col='Date',parse_dates=True)\n",
    "bnb = bnb[\"2021-03-01\": \"2021-04-26\"]\n",
    "bnb.name = 'BNB-USD'\n",
    "\n",
    "for coin_data in [btc, eth, bnb]:\n",
    "    print(f'\\nShape of {coin_data.name} data: {coin_data.shape}')\n",
    "    print(f\"{coin_data.name} first 5 rows:\")\n",
    "    display(coin_data.head())"
   ]
  },
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   "execution_count": 3,
   "id": "powered-entrance",
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    {
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     "output_type": "stream",
     "text": [
      "BTC-USD \n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 57 entries, 2021-03-01 to 2021-04-26\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Open    57 non-null     float64\n",
      " 1   High    57 non-null     float64\n",
      " 2   Low     57 non-null     float64\n",
      " 3   Close   57 non-null     float64\n",
      " 4   Volume  57 non-null     float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 2.7 KB\n",
      "None \n",
      "\n",
      "ETH-USD \n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 57 entries, 2021-03-01 to 2021-04-26\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Open    57 non-null     float64\n",
      " 1   High    57 non-null     float64\n",
      " 2   Low     57 non-null     float64\n",
      " 3   Close   57 non-null     float64\n",
      " 4   Volume  57 non-null     float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 2.7 KB\n",
      "None \n",
      "\n",
      "BNB-USD \n",
      "\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 57 entries, 2021-03-01 to 2021-04-26\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Open    57 non-null     float64\n",
      " 1   High    57 non-null     float64\n",
      " 2   Low     57 non-null     float64\n",
      " 3   Close   57 non-null     float64\n",
      " 4   Volume  57 non-null     float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 2.7 KB\n",
      "None \n",
      "\n"
     ]
    }
   ],
   "source": [
    "for coin_data in [btc, eth, bnb]:\n",
    "    # Drop \"Adj Close\" as it contains the same data as for \"Close\"\n",
    "    coin_data.drop(\"Adj Close\", axis=1, inplace=True)\n",
    "\n",
    "    # Get basic information about null values and dtypes\n",
    "    print(coin_data.name, '\\n')\n",
    "    print(coin_data.info(), \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "exclusive-french",
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\n",
      "text/plain": [
       "<Mpf_Figure size 2000x1200 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Customizing the plot style\n",
    "mc = mpf.make_marketcolors(up='green',down='darkred', volume='in')\n",
    "custom_style_dark  = mpf.make_mpf_style(marketcolors=mc, gridstyle='--', gridaxis='horizontal',\n",
    "                                    mavcolors=['darkgoldenrod'])\n",
    "\n",
    "# Creating a new figure, setting the plot style\n",
    "fig = mpf.figure(figsize=(20, 12),style=custom_style_dark)\n",
    "\n",
    "# Creating three subplots for price data\n",
    "ax1 = fig.add_subplot(2, 3, 1)\n",
    "ax2 = fig.add_subplot(2, 3, 2)\n",
    "ax3 = fig.add_subplot(2, 3, 3)\n",
    "\n",
    "# Creating three lower subplots for volume data\n",
    "av1 = fig.add_subplot(5, 3, 10, sharex=ax1, title=\"BTC: Volume Traded\")\n",
    "av2 = fig.add_subplot(5, 3, 11, sharex=ax1, title=\"ETH: Volume Traded\")\n",
    "av3 = fig.add_subplot(5, 3, 12, sharex=ax3, title=\"BNB: Volume Traded\")\n",
    "\n",
    "# Plotting the three datasets as candle charts with a line showing moving average over 5 days and volume below\n",
    "for coin_data, price_axis, volume_axis in zip([btc, eth, bnb], [ax1, ax2, ax3], [av1, av2, av3]):\n",
    "    mpf.plot(coin_data, type='candle', ax=price_axis, volume=volume_axis, mav=(5), \n",
    "             axtitle=f\"Price of {coin_data.name} 2021/03/01 - 2021/04/26\", \n",
    "             tight_layout=True, scale_width_adjustment=dict(volume=0.7, candle=1, lines=0.6), \n",
    "             ylabel='Price in USD\\n')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}