jnotebook.ipynb

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  {
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   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import neccessary modules\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display\n",
    "%matplotlib inline\n",
    "\n",
    "#change the style\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id                1326\n",
      "market_cap_usd    1031\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Reading datasets/coinmarketcap_06122017.csv into pandas\n",
    "dec6 = pd.read_csv('datasets/coinmarketcap_06122017.csv')\n",
    "\n",
    "# Selecting the 'id' and the 'market_cap_usd' columns\n",
    "market_cap_raw = dec6[['id', 'market_cap_usd']]\n",
    "\n",
    "# Counting the number of values\n",
    "print(market_cap_raw.count())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Discard the cryptocurrencies without a market capitalization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                1031\n",
       "market_cap_usd    1031\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "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",
    "cap.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How big is Bitcoin compared with the rest of the cryptocurrencies?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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     "metadata": {},
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   "source": [
    "#Declaring these now for later use in the plots\n",
    "title = 'Top 10 market capitalization'\n",
    "ylabel = '% of total cap'\n",
    "\n",
    "# Selecting the first 10 rows and setting the index\n",
    "cap10 = cap[:10].set_index('id')\n",
    "\n",
    "# Calculating market_cap_perc\n",
    "cap10 = cap10.assign(market_cap_perc=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.plot(kind='barh')\n",
    "\n",
    "# Annotating the y axis with the label defined above\n",
    "plt.title(title)\n",
    "plt.ylabel(ylabel)\n",
    "plt.show()"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Making the plot easier to read and more informative¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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    "# Colors for the bar plot\n",
    "COLORS = ['orange', 'green', 'orange', 'cyan', 'cyan', 'blue', 'silver', 'orange', 'red', 'green']\n",
    "\n",
    "# Plotting market_cap_usd as before but adding the colors and scaling the x-axis  \n",
    "ax = cap10.market_cap_usd.plot.barh(title=title, logx=True, color = COLORS)\n",
    "\n",
    "# Annotating the y axis with log(USD)\n",
    "ax.set_xlabel('USD')\n",
    "\n",
    "# Final touch! Removing the xlabel as it is not very informative\n",
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Volatility in cryptocurrencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>percent_change_24h</th>\n",
       "      <th>percent_change_7d</th>\n",
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       "    <tr>\n",
       "      <th>id</th>\n",
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       "      <th>flappycoin</th>\n",
       "      <td>-95.85</td>\n",
       "      <td>-96.61</td>\n",
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       "      <th>credence-coin</th>\n",
       "      <td>-94.22</td>\n",
       "      <td>-95.31</td>\n",
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       "    <tr>\n",
       "      <th>coupecoin</th>\n",
       "      <td>-93.93</td>\n",
       "      <td>-61.24</td>\n",
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       "    <tr>\n",
       "      <th>tyrocoin</th>\n",
       "      <td>-79.02</td>\n",
       "      <td>-87.43</td>\n",
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       "      <th>petrodollar</th>\n",
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       "      <td>542.96</td>\n",
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       "               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"
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   "source": [
    "# Selecting the id, percent_change_24h and percent_change_7d columns\n",
    "volatility = dec6[['id', 'percent_change_24h', 'percent_change_7d']]\n",
    "\n",
    "# Setting the index to 'id' and dropping all NaN rows\n",
    "volatility = volatility.set_index('id').dropna()\n",
    "\n",
    "# Sorting the DataFrame by percent_change_24h in ascending order\n",
    "volatility = volatility.sort_values('percent_change_24h')\n",
    "\n",
    "# Checking the first few rows\n",
    "display(volatility.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We can see that things are a bit crazy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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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",
    "    # making the subplot and the figure for nrows and ncolumns\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 6))\n",
    "    # Plotting with pandas the barchart for the top 10 losers with the color RED\n",
    "    ax = volatility_series[:10].plot.bar(color=\"darkred\", ax=axes[0])\n",
    "    # Setting the main title to TITLE\n",
    "    fig.suptitle(title)\n",
    "    # Setting the ylabel to \"% change\"\n",
    "    ax.set_ylabel('% change')\n",
    "    # Same as above, but for the top 10 winners and in darkblue\n",
    "    ax = volatility_series[-10:].plot.bar(color=\"darkblue\", ax=axes[1])\n",
    "    # Returning this for good practice, might use later\n",
    "    return fig, ax\n",
    "\n",
    "DTITLE = \"24 hours top losers and winners\"\n",
    "\n",
    "# Calling the function above with the volatility.percent_change_24h series\n",
    "# and title DTITLE \n",
    "fig, ax = top10_subplot(volatility.percent_change_24h, DTITLE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's check the weekly Series too"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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   "source": [
    "# Sorting in ascending order\n",
    "volatility7d = volatility.sort_values('percent_change_7d')\n",
    "\n",
    "WTITLE = \"Weekly top losers and winners\"\n",
    "\n",
    "# Calling the top10_subplot function\n",
    "fig, ax = top10_subplot(volatility7d.percent_change_7d, WTITLE)"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How small is small?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>market_cap_usd</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>bitcoin</td>\n",
       "      <td>2.130493e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ethereum</td>\n",
       "      <td>4.352945e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>bitcoin-cash</td>\n",
       "      <td>2.529585e+10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>iota</td>\n",
       "      <td>1.475225e+10</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "             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"
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     "metadata": {},
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    }
   ],
   "source": [
    "# Selecting everything bigger than 10 billion \n",
    "largecaps = cap.query('market_cap_usd > 10000000000')\n",
    "\n",
    "# Printing out largecaps\n",
    "display(largecaps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most coins are tiny"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
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    "# Making a nice function for counting different marketcaps from the\n",
    "# \"cap\" DataFrame. Returns an int.\n",
    "# INSTRUCTORS NOTE: Since you made it to the end, consider it a gift :D\n",
    "def capcount(query_string):\n",
    "    return cap.query(query_string).count().id\n",
    "\n",
    "# Labels for the plot\n",
    "LABELS = [\"biggish\", \"micro\", \"nano\"]\n",
    "\n",
    "# Using capcount count the not_so_small cryptos\n",
    "biggish = capcount(\"market_cap_usd > 3E+8\")\n",
    "\n",
    "# Same as above for micro ...\n",
    "micro = capcount(\"market_cap_usd >= 5E+7 & market_cap_usd < 3E+8\")\n",
    "\n",
    "# ... and for nano\n",
    "nano =  capcount(\"market_cap_usd < 5E+7\")\n",
    "\n",
    "# Making a list with the 3 counts\n",
    "values = [biggish, micro, nano]\n",
    "\n",
    "# Plotting them with matplotlib \n",
    "plt.bar(range(len(values)), values, tick_label=LABELS)\n",
    "plt.show()"
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