CryptocurrencyMarketAnalysis.ipynb

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   "source": [
    "# 1. Bitcoin and Cryptocurrencies: Full dataset, filtering and reproducibility\n",
    "\n",
    "Since the launce of Bitcoin in 2008, hundreds of similar projects based on the blockchain technology have emerged. We call these crptocurrencies (also coins or cryptos in the internet slang). Some are extremely valuable nowadays, and others may have the potential to become extremely valuable in the future. In fact, on the 6th of December of 2017, Bitcoin has a market capitalization above $200 billion.\n",
    "\n",
    "The astonishing increase of Bitcoin market capitalization in 2017.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "866384e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing pandas and other required libraries\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg' \n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dc5e9efb",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>24h_volume_usd</th>\n",
       "      <th>available_supply</th>\n",
       "      <th>id</th>\n",
       "      <th>last_updated</th>\n",
       "      <th>market_cap_usd</th>\n",
       "      <th>max_supply</th>\n",
       "      <th>name</th>\n",
       "      <th>percent_change_1h</th>\n",
       "      <th>percent_change_24h</th>\n",
       "      <th>percent_change_7d</th>\n",
       "      <th>price_btc</th>\n",
       "      <th>price_usd</th>\n",
       "      <th>rank</th>\n",
       "      <th>symbol</th>\n",
       "      <th>total_supply</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>9.007640e+09</td>\n",
       "      <td>1.672352e+07</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>1512549554</td>\n",
       "      <td>2.130493e+11</td>\n",
       "      <td>2.100000e+07</td>\n",
       "      <td>Bitcoin</td>\n",
       "      <td>0.12</td>\n",
       "      <td>7.33</td>\n",
       "      <td>17.45</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>12739.500000</td>\n",
       "      <td>1</td>\n",
       "      <td>BTC</td>\n",
       "      <td>1.672352e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1.551330e+09</td>\n",
       "      <td>9.616537e+07</td>\n",
       "      <td>ethereum</td>\n",
       "      <td>1512549553</td>\n",
       "      <td>4.352945e+10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ethereum</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>-3.93</td>\n",
       "      <td>-7.33</td>\n",
       "      <td>3.617670e-02</td>\n",
       "      <td>452.652000</td>\n",
       "      <td>2</td>\n",
       "      <td>ETH</td>\n",
       "      <td>9.616537e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1.111350e+09</td>\n",
       "      <td>1.684044e+07</td>\n",
       "      <td>bitcoin-cash</td>\n",
       "      <td>1512549578</td>\n",
       "      <td>2.529585e+10</td>\n",
       "      <td>2.100000e+07</td>\n",
       "      <td>Bitcoin Cash</td>\n",
       "      <td>1.65</td>\n",
       "      <td>-5.51</td>\n",
       "      <td>-4.75</td>\n",
       "      <td>1.200500e-01</td>\n",
       "      <td>1502.090000</td>\n",
       "      <td>3</td>\n",
       "      <td>BCH</td>\n",
       "      <td>1.684044e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2.936090e+09</td>\n",
       "      <td>2.779530e+09</td>\n",
       "      <td>iota</td>\n",
       "      <td>1512549571</td>\n",
       "      <td>1.475225e+10</td>\n",
       "      <td>2.779530e+09</td>\n",
       "      <td>IOTA</td>\n",
       "      <td>-2.38</td>\n",
       "      <td>83.35</td>\n",
       "      <td>255.82</td>\n",
       "      <td>4.241800e-04</td>\n",
       "      <td>5.307460</td>\n",
       "      <td>4</td>\n",
       "      <td>MIOTA</td>\n",
       "      <td>2.779530e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2.315050e+08</td>\n",
       "      <td>3.873915e+10</td>\n",
       "      <td>ripple</td>\n",
       "      <td>1512549541</td>\n",
       "      <td>9.365343e+09</td>\n",
       "      <td>1.000000e+11</td>\n",
       "      <td>Ripple</td>\n",
       "      <td>0.56</td>\n",
       "      <td>-3.70</td>\n",
       "      <td>-14.79</td>\n",
       "      <td>1.932000e-05</td>\n",
       "      <td>0.241754</td>\n",
       "      <td>5</td>\n",
       "      <td>XRP</td>\n",
       "      <td>9.999309e+10</td>\n",
       "    </tr>\n",
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       "      <th>1321</th>\n",
       "      <td>1321</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>turbocoin</td>\n",
       "      <td>1512368664</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TurboCoin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.12</td>\n",
       "      <td>1.000000e-08</td>\n",
       "      <td>0.000114</td>\n",
       "      <td>1322</td>\n",
       "      <td>TURBO</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1322</th>\n",
       "      <td>1322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>birds</td>\n",
       "      <td>1512535772</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Birds</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.62</td>\n",
       "      <td>-42.10</td>\n",
       "      <td>1.000000e-08</td>\n",
       "      <td>0.000122</td>\n",
       "      <td>1323</td>\n",
       "      <td>BIRDS</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1323</th>\n",
       "      <td>1323</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bitcoincashscrypt</td>\n",
       "      <td>1512548078</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>BitcoinCashScrypt</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>-37.39</td>\n",
       "      <td>-27.69</td>\n",
       "      <td>5.000000e-07</td>\n",
       "      <td>0.006202</td>\n",
       "      <td>1324</td>\n",
       "      <td>BCCS</td>\n",
       "      <td>2.502380e+06</td>\n",
       "    </tr>\n",
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       "      <th>1324</th>\n",
       "      <td>1324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>swisscoin</td>\n",
       "      <td>1512540278</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Swisscoin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.39</td>\n",
       "      <td>-22.84</td>\n",
       "      <td>1.000000e-08</td>\n",
       "      <td>0.000123</td>\n",
       "      <td>1325</td>\n",
       "      <td>SIC</td>\n",
       "      <td>1.020000e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>1325</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>faceblock</td>\n",
       "      <td>1512435283</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Faceblock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.83</td>\n",
       "      <td>1.400000e-07</td>\n",
       "      <td>0.001654</td>\n",
       "      <td>1326</td>\n",
       "      <td>FBL</td>\n",
       "      <td>1.000000e+07</td>\n",
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       "      Unnamed: 0  24h_volume_usd  available_supply                 id  \\\n",
       "0              0    9.007640e+09      1.672352e+07            bitcoin   \n",
       "1              1    1.551330e+09      9.616537e+07           ethereum   \n",
       "2              2    1.111350e+09      1.684044e+07       bitcoin-cash   \n",
       "3              3    2.936090e+09      2.779530e+09               iota   \n",
       "4              4    2.315050e+08      3.873915e+10             ripple   \n",
       "...          ...             ...               ...                ...   \n",
       "1321        1321             NaN               NaN          turbocoin   \n",
       "1322        1322             NaN               NaN              birds   \n",
       "1323        1323             NaN               NaN  bitcoincashscrypt   \n",
       "1324        1324             NaN               NaN          swisscoin   \n",
       "1325        1325             NaN               NaN          faceblock   \n",
       "\n",
       "      last_updated  market_cap_usd    max_supply               name  \\\n",
       "0       1512549554    2.130493e+11  2.100000e+07            Bitcoin   \n",
       "1       1512549553    4.352945e+10           NaN           Ethereum   \n",
       "2       1512549578    2.529585e+10  2.100000e+07       Bitcoin Cash   \n",
       "3       1512549571    1.475225e+10  2.779530e+09               IOTA   \n",
       "4       1512549541    9.365343e+09  1.000000e+11             Ripple   \n",
       "...            ...             ...           ...                ...   \n",
       "1321    1512368664             NaN           NaN          TurboCoin   \n",
       "1322    1512535772             NaN           NaN              Birds   \n",
       "1323    1512548078             NaN           NaN  BitcoinCashScrypt   \n",
       "1324    1512540278             NaN           NaN          Swisscoin   \n",
       "1325    1512435283             NaN           NaN          Faceblock   \n",
       "\n",
       "      percent_change_1h  percent_change_24h  percent_change_7d     price_btc  \\\n",
       "0                  0.12                7.33              17.45  1.000000e+00   \n",
       "1                 -0.18               -3.93              -7.33  3.617670e-02   \n",
       "2                  1.65               -5.51              -4.75  1.200500e-01   \n",
       "3                 -2.38               83.35             255.82  4.241800e-04   \n",
       "4                  0.56               -3.70             -14.79  1.932000e-05   \n",
       "...                 ...                 ...                ...           ...   \n",
       "1321                NaN                 NaN               8.12  1.000000e-08   \n",
       "1322                NaN               10.62             -42.10  1.000000e-08   \n",
       "1323              -0.37              -37.39             -27.69  5.000000e-07   \n",
       "1324                NaN                4.39             -22.84  1.000000e-08   \n",
       "1325                NaN                 NaN              -6.83  1.400000e-07   \n",
       "\n",
       "         price_usd  rank symbol  total_supply  \n",
       "0     12739.500000     1    BTC  1.672352e+07  \n",
       "1       452.652000     2    ETH  9.616537e+07  \n",
       "2      1502.090000     3    BCH  1.684044e+07  \n",
       "3         5.307460     4  MIOTA  2.779530e+09  \n",
       "4         0.241754     5    XRP  9.999309e+10  \n",
       "...            ...   ...    ...           ...  \n",
       "1321      0.000114  1322  TURBO           NaN  \n",
       "1322      0.000122  1323  BIRDS           NaN  \n",
       "1323      0.006202  1324   BCCS  2.502380e+06  \n",
       "1324      0.000123  1325    SIC  1.020000e+10  \n",
       "1325      0.001654  1326    FBL  1.000000e+07  \n",
       "\n",
       "[1326 rows x 16 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
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    }
   ],
   "source": [
    "# importing dataset \n",
    "\n",
    "coin17 = pd.read_csv(r\"C:\\Users\\Aayush\\Documents\\Python Learning\\pandas-project\\Bitcoin_Cryptocurrency Analysis\\coinmarketcap_06122017.csv\")\n",
    "coin17"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3ffc298d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                1326\n",
      "market_cap_usd    1031\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "market_cap_raw = coin17[['id','market_cap_usd']]\n",
    "print(market_cap_raw.count())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfb91a02",
   "metadata": {},
   "source": [
    "# 2. Discard the cryptocurrencies without a market capitalization\n",
    "\n",
    "Why do the count() for id and market_cap_usd differ above? It is because some cryptocurrencies listed in coinmarketcap.com have no known market capitalization, this is represented by NaN in the data, and NaNs are not counted by count(). These cryptocurrencies are of little interest to us in this analysis, so they are safe to remove.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "cbcd0c61",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                1031\n",
      "market_cap_usd    1031\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Filtering out rows without a market capitalization\n",
    "cap = market_cap_raw.query('market_cap_usd > 0')\n",
    "\n",
    "# Counting the number of values again\n",
    "print(cap.count())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b498036",
   "metadata": {},
   "source": [
    "# 3. How big is Bitcoin compared with the rest of the cryptocurrencies?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4ecb2003",
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 5,
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    "# Declaring these now for later use in the plots\n",
    "Top_Cap_Title = 'Top 10 Market Capitalization'\n",
    "Top_Cap_YLabel = '% of total cap'\n",
    "\n",
    "# Selecting the first 10 rows and setting the index\n",
    "cap10 = cap.iloc[0:10].set_index('id')\n",
    "\n",
    "# Calculating market_cap_percentage\n",
    "cap10 = cap10.assign(market_cap_per=lambda x: (x[\"market_cap_usd\"] / cap[\"market_cap_usd\"].sum()) * 100)\n",
    "\n",
    "# Plotting the barplot with the title defined above\n",
    "ax = cap10.market_cap_per.plot.bar()\n",
    "ax.set_title(Top_Cap_Title)\n",
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    "# 4. Making plot easier to read and more informative"
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   "execution_count": 6,
   "id": "2a6a60a6",
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    "# Set colors for the bar plot\n",
    "\n",
    "COLORS  = ['blue','orange','red','silver','green','cyan','yellow','grey','black','red']\n",
    "\n",
    "# Plotting market_cap_usd as before but adding the colors and scaling the y-axis  \n",
    "ax = cap10.market_cap_usd.plot.bar(color=COLORS, logy=True)\n",
    "ax.set_title(Top_Cap_Title)\n",
    "\n",
    "# Annotating the y-axis with 'USD'\n",
    "ax.set_ylabel('USD')\n",
    "\n",
    "# Removingthe xLable as it is not very informative\n",
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   "id": "6ae14fb2",
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   "source": [
    "# 5. Volatility in cryptocurrencies\n",
    "\n",
    "The cryptocurrencies market has been spectacularly voltile since the first exchange opened. Let's explore this volatility a bit more!\n",
    "\n",
    "We will begin by selecting and plotting the 24 hours and 7 days percentage change, which we already have available"
   ]
  },
  {
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   "execution_count": 7,
   "id": "4a80e9f6",
   "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               percent_change_24h  percent_change_7d\n",
      "id                                                  \n",
      "flappycoin                 -95.85             -96.61\n",
      "credence-coin              -94.22             -95.31\n",
      "coupecoin                  -93.93             -61.24\n",
      "tyrocoin                   -79.02             -87.43\n",
      "petrodollar                -76.55             542.96\n",
      "bitok                      -74.37             -71.67\n",
      "bankcoin                   -68.56              50.14\n"
     ]
    }
   ],
   "source": [
    "# Selecting id, percent_change_24h and percent_change_7d columns\n",
    "volatility = coin17[['id','percent_change_24h','percent_change_7d']]\n",
    "\n",
    "# dropping all NaN rows and setting the index to 'id'\n",
    "volatility = volatility.dropna().set_index('id')\n",
    "\n",
    "# Sorting the DataFrame by percent_change_24th in ascending order\n",
    "volatility = volatility.sort_values('percent_change_24h',ascending =True)\n",
    "\n",
    "# Checking the first few rows\n",
    "print(volatility.head(7))"
   ]
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   "cell_type": "markdown",
   "id": "ca055dc0",
   "metadata": {},
   "source": [
    "# 6. Bit Craziness\n",
    "\n",
    "It seems you can lose a lot of money quickly on cryptocurrencies. Let's plot the top 10 biggest gainers and top 10 losers in market\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ed595bb8",
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      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
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     "metadata": {},
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   "source": [
    "# Defining a function with 2 parameters, the series to plot and the title\n",
    "def top10_subplot(volatility_series, title):\n",
    "    fig, axes = plt.subplots(nrows=1, ncols = 2, figsize=(10,6))\n",
    "    \n",
    "    ax=(volatility_series[:10].plot.bar(color='darkred',ax = axes[0]))\n",
    "    \n",
    "    fig.suptitle(title)\n",
    "    \n",
    "    ax.set_ylabel('% change')\n",
    "    \n",
    "    ax = (volatility_series[-10:]).plot.bar(color='blue',ax=axes[1])\n",
    "    \n",
    "    return fig,ax\n",
    "\n",
    "DTITLE = '24 hours top losers and winners'\n",
    "\n",
    "fig,ax = top10_subplot(volatility.percent_change_24h, DTITLE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60257546",
   "metadata": {},
   "source": [
    "# Let's check weekly series too\n",
    "\n",
    "800% daily increase? Why are we doing this tutorial and not buying randon coins?\n",
    "\n",
    "After calming down, let's reuse the function defined above to see what is going weekly instead of daily.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "57aa09a5",
   "metadata": {},
   "outputs": [
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   "source": [
    "# Sorting in ascending order\n",
    "volatility_7days = volatility.sort_values('percent_change_7d',ascending = True)\n",
    "\n",
    "pTitle = 'Weekly top losers and winners'\n",
    "\n",
    "fig,ax = top10_subplot(volatility_7days.percent_change_7d,pTitle)"
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  },
  {
   "cell_type": "markdown",
   "id": "7d28c6c0",
   "metadata": {},
   "source": [
    "# 8. How small is small?\n",
    "\n",
    "The names of the cryptocurrencies above are quite unknown, and there is a considerable fluctuation between the 1 and 7 days percentage changes. As with stocks, and many other financial products, the smaller the capitalization, the bigger the risk and reward. Smaller cryptocurrencies are less stable projects in general, and therefore even riskier investments than the bigger ones1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "62e810f9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             id  market_cap_usd\n",
      "0       bitcoin    2.130493e+11\n",
      "1      ethereum    4.352945e+10\n",
      "2  bitcoin-cash    2.529585e+10\n",
      "3          iota    1.475225e+10\n"
     ]
    }
   ],
   "source": [
    "# Selecting everything bigger than 10 billion\n",
    "largecaps = cap.query('market_cap_usd > 10000000000')\n",
    "\n",
    "print(largecaps)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84a4072b",
   "metadata": {},
   "source": [
    "# 9. Most coins are tiny\n",
    "\n",
    "Note that many coins are not comparable to large companies in market cap, so let's divert from the original Investopedia definition by merging categories.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c2be5ded",
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   "outputs": [
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   "source": [
    "def capcount(query_string):\n",
    "    return cap.query(query_string).count().id\n",
    "\n",
    "Labels = ['large','medium','small']\n",
    "\n",
    "# using capcount count the large cryptos\n",
    "large = capcount('market_cap_usd > 100000000000')\n",
    "\n",
    "medium = capcount('market_cap_usd > 20000000000')\n",
    "\n",
    "small = capcount('market_cap_usd > 300000000')\n",
    "\n",
    "values= [large, medium, small]\n",
    "\n",
    "plt.bar(range(len(values)),values,tick_label=Labels)"
   ]
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