ch_05/2-plotting_with_pandas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting with Pandas\n",
    "The `plot()` method is available on `Series` and `DataFrame` objects. Many of the parameters get passed down to `matplotlib`. The `kind` argument let's us vary the plot type. Here are some commonly used parameters:\n",
    "\n",
    "| Parameter | Purpose | Data Type |\n",
    "| --- | --- | --- |\n",
    "| `kind` | Determines the plot type | String |\n",
    "| `x`/`y` | Column(s) to plot on the *x*-axis/*y*-axis | String or list |\n",
    "| `ax` | Draws the plot on the `Axes` object provided | `Axes` |\n",
    "| `subplots` | Determines whether to make subplots | Boolean |\n",
    "| `layout` | Specifies how to arrange the subplots | Tuple of `(rows, columns)` |\n",
    "| `figsize` | Size to make the `Figure` object | Tuple of `(width, height)` | \n",
    "| `title` | The title of the plot or subplots | String for the plot title or a list of strings for subplot titles |\n",
    "| `legend` | Determines whether to show the legend | Boolean |\n",
    "| `label` | What to call an item in the legend | String if a single column is being plotted; otherwise, a list of strings |\n",
    "| `style` | `matplotlib` style strings for each item being plotted | String if a single column is being plotted; otherwise, a list of strings |\n",
    "| `color` | The color to plot the item in | String or red, green, blue tuple if a single column is being plotted; otherwise, a list |\n",
    "| `colormap` | The colormap to use | String or `matplotlib` colormap object |\n",
    "| `logx`/`logy`/`loglog` | Determines whether to use a logarithmic scale for the *x*-axis, *y*-axis, or both | Boolean |\n",
    "| `xticks`/`yticks` | Determines where to draw the ticks on the *x*-axis/*y*-axis | List of values |\n",
    "| `xlim`/`ylim` | The axis limits for the *x*-axis/*y*-axis | Tuple of the form `(min, max)` |\n",
    "| `rot` | The angle to write the tick labels at | Integer |\n",
    "| `sharex`/`sharey` | Determines whether to have subplots share the *x*-axis/*y*-axis | Boolean |\n",
    "| `fontsize` | Controls the size of the tick labels | Integer |\n",
    "| `grid` | Turns on/off the grid lines | Boolean |\n",
    "\n",
    "## About the Data\n",
    "In this notebook, we will be working with 3 datasets:\n",
    "- Facebook's stock price throughout 2018 (obtained using the [`stock_analysis` package](https://github.com/stefmolin/stock-analysis))\n",
    "- Earthquake data from September 18, 2018 - October 13, 2018 (obtained from the US Geological Survey (USGS) using the [USGS API](https://earthquake.usgs.gov/fdsnws/event/1/))\n",
    "- European Centre for Disease Prevention and Control's (ECDC) [daily number of new reported cases of COVID-19 by country worldwide dataset](https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide) collected on September 19, 2020 via [this link](https://opendata.ecdc.europa.eu/covid19/casedistribution/csv)\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "fb = pd.read_csv(\n",
    "    'data/fb_stock_prices_2018.csv', index_col='date', parse_dates=True\n",
    ")\n",
    "quakes = pd.read_csv('data/earthquakes.csv')\n",
    "covid = pd.read_csv('data/covid19_cases.csv').assign(\n",
    "    date=lambda x: pd.to_datetime(x.dateRep, format='%d/%m/%Y')\n",
    ").set_index('date').replace(\n",
    "    'United_States_of_America', 'USA'\n",
    ").sort_index()['2020-01-18':'2020-09-18']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evolution over time\n",
    "Line plots help us see how a variable changes over time. They are the default for the `kind` argument, but we can pass `kind='line'` to be explicit in our intent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Evolution of Facebook Open Price'}, xlabel='date'>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.plot(\n",
    "    kind='line',\n",
    "    y='open',\n",
    "    figsize=(10, 5),\n",
    "    style='-b',\n",
    "    legend=False,\n",
    "    title='Evolution of Facebook Open Price'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We provided the `style` argument in the previous example; however, we can use the `color` and `linestyle` arguments to get the same result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Evolution of Facebook Open Price'}, xlabel='date'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.plot(\n",
    "    kind='line',\n",
    "    y='open',\n",
    "    figsize=(10, 5),\n",
    "    color='blue',\n",
    "    linestyle='solid',\n",
    "    legend=False,\n",
    "    title='Evolution of Facebook Open Price'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also plot many lines at once by simply passing a list of the columns to plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.first('1W').plot(\n",
    "    y=['open', 'high', 'low', 'close'],\n",
    "    style=['o-b', '--r', ':k', '.-g'],\n",
    "    title='Facebook OHLC Prices during 1st Week of Trading 2018'\n",
    ").autoscale()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating subplots\n",
    "When plotting with `pandas`, creating subplots is simply a matter of passing `subplots=True` to the `plot()` method, and (optionally) specifying the `layout` in a tuple of `(rows, columns)`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='date'>, <AxesSubplot:xlabel='date'>],\n",
       "       [<AxesSubplot:xlabel='date'>, <AxesSubplot:xlabel='date'>],\n",
       "       [<AxesSubplot:xlabel='date'>, <AxesSubplot:xlabel='date'>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.plot(\n",
    "    kind='line',\n",
    "    subplots=True,\n",
    "    layout=(3, 2),\n",
    "    figsize=(15, 10),\n",
    "    title='Facebook Stock 2018'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we didn't provide a specific column to plot and `pandas` plotted all of them for us.\n",
    "\n",
    "Sometimes we want to make subplots that each have a few variables in them for comparison. This can be achieved using the `ax` parameter. To illustrate this, let's take a look at daily new COVID-19 cases in China, Spain, Italy, the USA, Brazil, and India:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_cases_rolling_average = covid.pivot_table(\n",
    "    index=covid.index, \n",
    "    columns='countriesAndTerritories', \n",
    "    values='cases'\n",
    ").rolling(7).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since there is a lot of fluctuation in these values, we will plot the 7-day moving average of new cases using the `rolling()` method (discussed in chapter 4). Rather than create a separate plot for each country (which makes it harder to compare) or plot them all together (which will make it difficult to see the smaller values), we will plot countries that have had a similar number of cases in the same subplot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='date'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
    "\n",
    "new_cases_rolling_average[['China']].plot(ax=axes[0], style='-.c')\n",
    "new_cases_rolling_average[['Italy', 'Spain']].plot(\n",
    "    ax=axes[1], style=['-', '--'], \n",
    "    title='7-day rolling average of new COVID-19 cases\\n(source: ECDC)'\n",
    ")\n",
    "new_cases_rolling_average[['Brazil', 'India', 'USA']]\\\n",
    "    .plot(ax=axes[2], style=['--', ':', '-'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*NOTE: we specified the line styles here so that the lines can be distinguished in the text as a black and white image.*\n",
    "\n",
    "In the previous figure, we were able to compare countries with similar levels of new COVID-19 cases, but we couldn't compare all of them in the same plot due to scale. One way around this is to use an **area plot**, which makes it possible for us to visualize the overall 7-day rolling average of new COVID-19 cases and at the same time how much each country is contributing to the total. In the interest of readability, we will group Italy and Spain together and create another category for countries other than the USA, Brazil, and India. The combined height of the plot areas is the overall value, and the height of given shaded region is the value for the individual country."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'7-day rolling average of new COVID-19 cases\\n(source: ECDC)'}, xlabel='date'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = [\n",
    "    col for col in new_cases_rolling_average.columns \n",
    "    if col not in ['USA', 'Brazil', 'India', 'Italy & Spain']\n",
    "]\n",
    "new_cases_rolling_average.assign(\n",
    "    **{'Italy & Spain': lambda x: x.Italy + x.Spain}\n",
    ").sort_index(axis=1).assign(\n",
    "    Other=lambda x: x[cols].sum(axis=1)\n",
    ").drop(columns=cols).plot(\n",
    "    kind='area', figsize=(15, 5), \n",
    "    title='7-day rolling average of new COVID-19 cases\\n(source: ECDC)'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another way to visualize evolution over time is to look at the cumulative sum over time. Let's plot the cumulative number of COVID-19 cases in China, Spain, Italy, the USA, Brazil, and India, using `ax` to create subplots as we did in the previous example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='date'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(15, 3))\n",
    "\n",
    "cumulative_covid_cases = covid.groupby(\n",
    "    ['countriesAndTerritories', pd.Grouper(freq='1D')]\n",
    ").cases.sum().unstack(0).apply('cumsum')\n",
    "\n",
    "cumulative_covid_cases[['China']].plot(ax=axes[0], style='-.c')\n",
    "cumulative_covid_cases[['Italy', 'Spain']].plot(\n",
    "    ax=axes[1], style=['-', '--'], \n",
    "    title='Cumulative COVID-19 Cases\\n(source: ECDC)'\n",
    ")\n",
    "cumulative_covid_cases[['Brazil', 'India', 'USA']]\\\n",
    "    .plot(ax=axes[2], style=['--', ':', '-'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*NOTE: we specified the line styles here so that the lines can be distinguished in the text as a black and white image.*\n",
    "\n",
    "## Visualizing relationships between variables\n",
    "### Scatter plots\n",
    "We make scatter plots to help visualize the relationship between two variables. Creating scatter plots requires we pass in `kind='scatter'` along with a column for the x-axis and a column for the y-axis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Facebook Daily High - Low vs. Volume Traded'}, xlabel='volume', ylabel='max_abs_change'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.assign(\n",
    "    max_abs_change=fb.high - fb.low\n",
    ").plot(\n",
    "    kind='scatter', x='volume', y='max_abs_change',\n",
    "    title='Facebook Daily High - Low vs. Volume Traded'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The relationship doesn't seem to be linear, but we can try a log transform on the x-axis since the scales of the axes are very different. With `pandas`, we simply pass in `logx=True`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Facebook Daily High - Low vs. log(Volume Traded)'}, xlabel='volume', ylabel='max_abs_change'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.assign(\n",
    "    max_abs_change=fb.high - fb.low\n",
    ").plot(\n",
    "    kind='scatter', x='volume', y='max_abs_change',\n",
    "    title='Facebook Daily High - Low vs. log(Volume Traded)', \n",
    "    logx=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With `matplotlib`, we could use `plt.xscale('log')` to do the same thing.\n",
    "\n",
    "### Adding Transparency to Plots with `alpha`\n",
    "Sometimes our plots have many overlapping values, but this can be impossible to see. This can be addressed by increasing the transparency of what we are plotting using the `alpha` parameter. It is a float in the range [0, 1] where 0 is completely transparent and 1 is completely opaque. By default this is 1, so let's put in a lower value and re-plot the scatter plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Facebook Daily High - Low vs. log(Volume Traded)'}, xlabel='volume', ylabel='max_abs_change'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.assign(\n",
    "    max_abs_change=fb.high - fb.low\n",
    ").plot(\n",
    "    kind='scatter', x='volume', y='max_abs_change',\n",
    "    title='Facebook Daily High - Low vs. log(Volume Traded)',\n",
    "    logx=True, alpha=0.25\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hexbins\n",
    "In the previous example, we can start to see the overlaps, but it is still difficult. Hexbins are another plot type that divide up the plot into hexagons, which are shaded according to the density of points there. With `pandas`, this is the `hexbin` value for the `kind` argument. It may also be necessary to tweak the `gridsize`, which determines the number of hexagons along the y-axis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Facebook Daily High - Low vs. log(Volume Traded)'}, xlabel='log_volume', ylabel='max_abs_change'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cd8EWkRuA1wLXqWpmvY9vGIYRhFZ6wKxVB1vahy0iHwS+ClwkIsdF5BeAtwG9wGdE5B4ReXsrbTCMs8FeALcuzRp0bKYOtrSFraovrrL4Xa08pmE0A79Qt3JmvlgsFsotLp/Pt9QfOx6Ph9p+PdNjrSfNHNxtpg5apKNh+HBC7QJZisUiXV1ddHZ2As3t1xQRBgYGWFlZIZPJ1G3NO//wVgfPdHR0kEgkyGQyDX2+E4kE3d3dm9ZTJIrnZYJtbHn8QumE2t9yzGQyLC0trRJuaM4N7fy9Ozo6yGazLC4urrLHCXVnZ+e6CUg8Hqe3t5dCoVBVuJPJJOl0mkRic8uHCbZhRJBCoUChUGBpaanmK76LAFxaWiKdTtPR0dFUG0SEjo4OUqkU2WyW5eVlUqnUugp1JX7hXlpaolgsbgmhdphgG0YEca3qIKgq2WyWVCrVkhvaCXezHwhnQzwep6enZ6PNWFcsgYFhGEYbYS1swzCMNsEE2zAMo00wwTaMiOIyoRuGwwTbMCKIyzjjphbdyIwzRjSI4kyNYIJtGOUb0wl3tUAWlxorqjey0XzMS8QwIowTYudWt7KyQrFYLPtCm1BvLaL4e5tgG0YFfuH2fze2FlH83U2wDaMGUbxhjfUhqm9UJtiGYRhVMME2DMNoE2zQ0TAMo02wFrZhNJFWJhYwtjbWh20YTcT5SLv/Uby52o3KgKGtXqdRPH8TbKOtUFVUlaWlJVZWVojFYqTTaZLJJBDNmyzqOKFeWVlhaWkJgK6uri3v1hjF8zbBNtoCv1AvLy+XlxcKBebn54nH46uEG6J5w0UFf2vaCbU/t+Ti4mI5y45/bu6tVKdRPFcTbCPy5HK5chaWWviFu7e3N5Ij/FEin8+Tz+frzp1SLBZZXFwkk8nQ09Oz6mG42bEEBoaxRhYWFgJnFi8UCuTz+UhlbIkiy8vLDZPsOlyWna0k2GAtbMMwjLbBBNswDKNNiKJgR6+TxjAMIwI4X+xGfwHKebeITIjId33LhkTkMyLyYOn/YBCbTLCNdcX1h4bJ7mKZYJpPVANDokJQsQ5Yh+8FbqhY9rvA51T1AuBzpe8NaWmXiIi8G7gRmFDVS0vLhoAPA/uBo8BNqjrTSjuMjUdVWVxcZHJysjyANTo6Sk9PT82LPpfLnZFIoB7OJzuVSlkUZAO6u7vp7u4uu0nWqmMRKSdv2Go0y0tEVb8kIvsrFv8EcH3p8/uAO4HfaWhTUyyqzXtp0pPFaE9Ulfn5eY4cOcKJEyfKngm5XI7x8XGOHDnC/Pz8KsHI5XLMzc1x+vRp8vl8w2PEYjF6enoYGBgglUpZ6zEAro66uroYHBwsZ9Pxr69ct9XqtIkt7GpsV9Xx0ueTwPYgO7W0hd3MJ4vRfszPzzM5OUk+n6/aglPVsnDH43FGRkZQVQqFQqDyY7EY3d3dFuV4Frg66+rqoqurq+zr3tnZuWr9ViTEuY+IyEHf91tV9dagO6uqikig18iN8BIJ/GQRkZuBmwH27t27DqYZzaJQKHDixIlA26oq+XyebDYb6jW0p6eHRCKxpUWlWfjzWvq/b1VCtp6nVPVAyEM8JiI7VXVcRHYCE0F22tBBR/WaXTWfLKp6q6oeUNUDo6Oj62iZ0QxafdNvxdf0VmN1+jgt7hL5OPCy0ueXAf8RZKeNaGGv6cliGIaxnjRr0FFEPojXDTwiIseBNwB/CXxERH4BOAbcFKSsjRBs92T5S0I8WQzDMNaTZr1pqOqLa6x6ZtiyWu3W17Qni2EYxnoR1a6hVnuJNO3JYhiGsZ5EUbAt0tFoCSISyoNDRAK78zlyuZxFQRoto8WDjmvCJn8yWkIsFuPcc88t+2IXCoWq4ioixOPxctRjoVBgcXGxrni7oI7Ozs5ItoKMzUEUry0TbKNliAh9fX309vaysLCwKojGL9S9vb3lmyMWizEwMEAulztDuE2ojfXCEhgYWxYRobe3l56eHhYWFpidnWVgYKDuPCLJZLIs3EtLSySTSRNqY12J4rVmgm2sG064e3t7A++TTCa3XKYTIxqYYBuGYbQJJtiGYRhtggm2YRhGG7AlA2eMzY+qUiwWicfjG23KuhH2nN2UsfF4PJIiYFTHvESMTYOqsry8zNLSEqpKPB6nu7t7U093WiwWy+cM3oBoOp0mkah+G1Wro3Q6TTKZ3LR1tJmI4m9kgm2EolKEHIVCgdOnT29KUaoUaofLjJNIJMrnDPXraH5+flXihc1SR5uRKP42gQVbPOtfApynqn8sInuBHap6V8usMyKDqjbM/wePi1I8Hi8nGGhXVJVMJlPOwlKLfD5fflglk0lWVlbq1lGxWCwLd09Pj7ktRpCo9mGH6aT5B+AawE3oNA/8fdMtMiJJPp8/o8VYj83Qr53NZhuKtZ9CodDwgeanWCy29QNts9Puc4k8TVWvFJFvAqjqjIikWmSXYWw4NrHU1qbdBx1zIhKnlNJLREaBYkusMgzD2ECi2iUSRrD/Frgd2CYifwa8CHh9S6wyDMPYYNpasFX1NhE5hJd8QIAXqOrhlllmGIaxgbS1YIvIEF7C3A/6liVVNdcKwwyjEW6aVmNj2ay/QxTPKUyv+jeASeAB4MHS56Mi8g0ReWorjDOiQywWC3UBu2jAVqGqq/5aUf56eLmEzbITJfx1vxkHaNvdS+QzwEdV9Q4AEXkO8JPAe/Bc/p7WfPOMqBCPxxkcHKwaEFKJCyRpheA5kchkMqysrBCLxUin06RSnsPS2d5A7rxWVlbOCJSph4t6jMfjrKyskMlk6taRiwxtR9fHyjoqFot0dnbS1dUV2cG6sGyGBAY/oKq/5L6o6qdF5C2q+n9EpKMFthkRw5/xpZooVUb8NQt/K84JtaNYLLKwsHCGcDt7w5QPq0UoCNXC0zs7O+no6CCbzZLJZFaV5YS63YJlGtXR8vIyy8vLq4QbotmtEJQo2h5GsMdF5HeAD5W+/zTwWMnVz9z7thAiskqUstksnZ2dLROhbDZLLpdbJdSV+IW7t7c3VMs1n8+HCgyKxWIN3yJEhI6ODlKp1LrUUavJ5/MUCoWGDzMn3Ol0ms7OznW0sPm0u2D/LPAG4N9L379cWhYHbmquWUY74ESpo6O1L1iVrdR6FItFCoVCqAjCfD5PJpMJvL1rJQd5ZV6vOmo1LjlyULLZLB0dHZEUvaBE0fYwbn1TwKtqrH6oOeYYhmFsPM3uixeR3wB+ES/w8DvAK1Q1+LwHJcK49V0I/Baw37+fqj4j7EENwzCiTrMGHUVkN/DrwCWquiQiHwF+Bnhv2LLCdIn8K/B24J1A+/oiGYZhBKDJXSIJoEtEckAaOLHWQoKSV9V/XMtBqtGsVwRjc6Oq5PP5lruLxWKxlvqNbwa2Wh2FuN5GROSg7/utqnqr+6KqYyLyFuD7wBLwaVX99FpsCiPY/ykit+DNJ1IerlfV6bAHbeYrgrE5cS58k5OTrKyslF0K/S5jlfiTJ4SJvuvs7KSzs7OqG54f5x3T1dW15vNqV9zAaS6XI5PJ1Az42Sx1FLKBMKWqB+qUNQj8BHAuMAv8q4j8nKr+S1i7wgj2y0r/f9u3TIHzwh7Ud+yzfkUwNhdOqCcmJsjlcqt8sJeWlshkMmWXMdfH6BdqCP8q67ZPpVJlN7ylpaWyKFWKUBS9B1qNO+dkMkl/f/8Zwr0Z66iJ5/As4IiqTpbK/RhwLdA6wVbVc8MWXqesQK8IInIzcDPA3r17m3V4I6IsLi6eIdR+3LJMJkMmk6Gvr4+RkZGyC9/Z3mCVwp3L5SgWi2WXvM0gQmdLNeEuFApln+vNVEdNPJfvAz8gImk8vXsmcLD+LtUJle5CRC4FLgHKHvGq+v6wBw36ilDqB7oV4MCBA5tvsgJjFSdOnAjVRzowMNCSpL9+UfJ/Nx7HX0ebNTdls7xEVPXrIvJRvPmY8sA3KelaWMK49b0BuB5PsD8FPA/4XyC0YNPEVwRja9NKodiMItRsNmsdNXuQW1XfgBd4eFaEeYS8CK8pf1JVXwE8Gehf43HLrwil5L7PBGxubcMwIkO7z9a3pKpFEcmLSB/e3Nh71nLQZr4iGIZhtIIovj2EEeyDIjIAvAM4BCwAX13rgZv1imAYhtEK2lqwVfWW0se3i8h/A32q+u3WmGUYzWctmVHC7tPq7CubNbtLFIliPYf1EtkN7HP7icgPq+qXWmGYsfXo7u5mYWEhcPaShYWF8oxwjW6uyswoQbd3n4Ns7/5aNfl9pQdNFAVls9D2CQxE5E14c2Dfy+NziShggm00hV27drG8vMzk5GSguamnp6eZn59nZGSEnp6eqsLtRHRpaYnl5eWGAR7+bCouQUO9bCqu/MXFRaampshms/T29jI6Oko8Hm/KTe/SrWUyGbLZ7FkHChnBiGK9hmlhvwC4SFVrzyJvGGdJZ2cne/bsCSzcuVyO8fFxEokEIyMj9Pb2lm80v1A7/MuqhVBXS4HmJuXv6OggnU6vKn9hYYGpqSlyucdzUc/PzzM/P09PTw+jo6NlX/GwXSvgzUOdyWRWlV8oFJifnz9DuCGaItOuRLEuwwj2I0AS3zwihtEqnHCvrKxw7Nixhq3tfD7PyZMnmZqaYvv27YjIKqGupFK4wRPmesdZWVlhZWWFeDyOqjIzM7NKSCtZWFhgYWGBvr4+duzY0eCMzzyWy7RTCyfcsViM/v7+SApMOxPF+mwo2CLyd3hdHxngHhH5HKsnf/r11plnbHU6OjqIx+Pk8/lA2+fzeU6fPh04w4sT7jAsLS0xPz8fuK/dda2EEYAw2V2KxSLFYjFUlh2jPhvhYx2EIL+wi3k/BHy8hbYYhmFEhrYcdFTV9wGISDewrKqF0vc40N6J6gzDMGoQxRZ2mEfI5wD/CE0X8NnmmmMYhhENohiaHkawO1V1wX0pfU433ySjmRQKhZqTzVcjn8+zshJ8XFlVa06HWmt716cblLDZtwuFQsszo8Tj8cDbriVYx9hYgop1lOcSWRSRK1X1GwAi8lS8uV2NCJLP51e5g6VSKdLpdE2hyefzTE1Ncfr0acATyW3bttXMHFIsFssucOD193V3d9ecalNVmZubY2pqimKxSCwWY3h4mIGBgYYX/e7du1FVpqenmZmZaSjGbr5s54YXRlyD4OaCrqzjSkSEgYEBhoeHA93Yqko2mw014JhMJsvnaFGQzSWKdRlGsF+DN2/1CUCAHXiBNEaEqCUi2WyWbDZbvsGdR0Eul+PUqVOcPn36DN/jRx99lI6ODkZHR0mnvZepSqF2FIvFsotZOp0mlUohIhSLRebm5jh16hTFYnGVf/Hk5CRTU1OMjIzQ399fc5DHtWSGhoYYGhpiZmaG6enphsLt3PCaLdz+uaD7+vooFAosLi6W61xEGBwcZGhoKFDEnKquCtQJgl+ooygsm4Eo1muYuUTuFpGLgYtKi+5X1bIqiMizVfUzzTbQCEalaNQil8sxNzdHPB4nk8nUDQVXVZaXlzl+/DipVIrBwcGG7nXFYpGFhQVisRiFQoGZmZlyNGC18lW1LNw7duygt7e3ZtlO+AYHBxkcHGRycpLZ2dm69sDjwt3Z2Ul3d3dTb0QRIZFIlIU7kUgwODi4yt56LC8vhxLqRCJBT08PsVgskoKymWhLLxE/JYH+bo3VbwJMsDeIeq/m1VhYWAj86q2qFAoFcrlcYJHI5/NMTwfLz+yE27XiG+FupHqBMfX2awUiQkdHR6gAFhfSHoaenp6md/EYZ9LOfthBid7ZGYaP9bgJW92PHEUR2axEsa6bKdg2tG0YxqZhswu2YRjGpmGzC/bRJpZlGIaxoURRsAOPwojIT4lIb+nz60XkYyJypVuvqi9shYGGYWxtankZtRLnjhnkbz0Jc7Q/UNV5EflB4FnAu4B/bI1ZRhjcTG1hLuxEIhHKNaxQKISKZnSDb2FutIWFhVW+2o1wSQuCICKBZ/xbK2uJrgw7w142m90ykZDuOsrlcszMzARKatFM2j3S0cU3/yhwq6p+UkT+tAU2GQFx4jY1NcXc3BwAXV1dNbOpODo7OxkcHGTbtm3Mzs5y6tSpumLvAk+CBIC40PPJyUlWVlZIJpN0d3cHCvA4efIk09PT5UCdRjfE8PAwfX19VQN/HK4MF1UJVA38qcSfZaZaUoNKXCRpmBaXiNDf308ulyOTydR9oPiTFUTxVb2ZuHp2QWCuXjKZDEtLS3R1ddHZ2dnyeohiPYcR7DER+Sfg2cCbRKSDcC10owk4USwWi+VQcr+QuIu6s7Oz7NfsLjx3oftFZWhoiIGBgXLYuF+4g0YI+oV6YmKCbDZbXpfL5ZidnSWRSNDd3V3OvlKLbDbL2NgYqVSKkZGRVYEu1fZLJpPs2LGDkZGRVfVRKdT+c06n03R2dlYVbifU/u1dvVWLRmwU8h8EF+peTbi3olDncjmWlpaqPsDcdbYewt3kAKsB4J3ApXgeda9U1a+GLSeMYN8E3AC8RVVnRWQn8NthD2icHfPz82QymXKLuhr+bCpDQ0PlVnetCzAWizE4OMjAwABTU1PlmyFIazGXy7GwsMDMzMwqoa4kn88zNzdHIpEIFFySzWY5ceIEyWSSffv2NRTERCJRFu6ZmZnycWqdgwuh7+rqKot25cPMj5RyQXZ0dLCyskKhUKCzs7OpQSz+OUpcSrJGD7jNQrFYJJvNsry8HGiyMifcYScGC0oLujv+BvhvVX2RiKRY48R5YULTMyJyFHieiNwAfFlVP72WgxprZ3Z2NnCGFNdiCRpBKCL09fWVJxIKQrFYZHJyMnD/bdh+5FwuR7FYDCyMiUSC0dHRwOWLSOD6cdu7lGKtwoWfbzXCRn1Ca2c2bNaAooj0Az8MvBxAVbNA7dZNPZtCHPQPgfcBw8AI8B4Ref1aDmoYhhF1mjjoeC4wiaeZ3xSRd4qXECY0YR4hLwGuUtU3qOobgB8AXrqWg4LXpyMiHxWR+0TksIhcs9ayDMMwmk0IwR4RkYO+v5srikoAVwL/qKpPARaB312LTWH6sE8AnYCbcacDGFvLQUs0pU/HMAyj2YTsw55S1QN11h8Hjqvq10vfP0qrBFsez5o+B3xPRD5T+v5s4K61HLSZfTrtjKqSz+eJx+OB+stUtew7HbTvLuygWD6fL8+bHQQRobe3t+4gaCXJZDJUX/bS0hKxWGzLzFLnroutMuDoSCQSLfeVD0Oz6l5VT4rIoyJykareDzwTuHctZYXNmn67b/mdazlgCX+fzpNLZb9aVcOPOrQhLrNIJpMpD9ZVc7nzb+9cvtx2ziWt1mCfSzzQ1dUVaAa5XC7H1NQU8/PzqCqJRKKuO5kbfBsaGmLbtm3kcjmOHTvG1NRU1fKdz/Ho6Gi5vEwmE2iK1PHx8VVJATarcLv5x53Pt6vjeh4+mwU34O28P4KkqQva0Dkbm5rIq4DbSr0JjwCvWEshgbOmNxnXp/MqVf26iPwN3ivCH/g3KvUF3Qywd+/eFpixvvhTQFW2kJeWlsr+086lzi/UflcndyP7fYOdcPuFOshrXTabZWpq6oxEBvl8ntOnTxOPx1el/vKLiLMlHo8Tj8d5whOewP79+zl27BiTk5Pl9QMDA4yMjJyRfaW7u5t0Oh1IuFWVmZkZZmZmGBgYYGhoKHSUYFSpFGr/cnddNHLNbHf8vvb+66KacLtrstVvIM18GKjqPUC9bpNABL7iReQC4C+AS/D6sp0h563huIH6dFT1VuBWgAMHDrR1PG7QzCLLy8ssLy+TSqXI5/M1W9DuQu3o6KCjo4NCoUBvb285kKDRhZzP55mYmKibcQa8kHQn3Dt37jwjGMePE+7zzz+f/fv3c+LEiXLEYrWL39npbtD5+fm6SRicnbOzs8zOzjI8PFxOw9WuOEFudF247bq7u1vmexwVKq8LJ9z+t771siFqhGmivAd4A/DXwI/gNenX9AhqZp9OuxDWx7ReEIofd1H19/eHupHn5+eZn58PbE8qlQrcwnNh6PXSfflxN0fQ/ku/f3kUb6qguNf/MLhcmVsBv3B3dHSsi1BXHj9qhBHcLlX9HCCqekxV34g3r8hacX063wauAP78LMoyCH+Bhd1+q0w6ZEQLEVl3sXbHbZIfdtMI08JeEZEY8KCI/BqeS9+aw7Ga1adjGIbRCtq9hf1qPF/pXweeCvwc8LJWGGUYhrHRtHULW1XvLn1coIpLioj8naq+qlmGGYZhbBS1Bso3mmb6RT29iWUZ60DYPukoviKGYS0ZzcPu0+qs6cb6EcXfMXqPkE2Gmys6jM+wm+86TAYZl4kkyPbFYpGOjo5Q5a+srJDNZgNNfVksFikUCuRyOfL5fOBjpFKpQNs5Tp8+HThDjTvXoOfc6u0dYQfTtlLGmY2mrbtEjHAEmYy92j6FQoHFxUVyuRyxWKwc2Qj1n/gujZILqKl2Mbk0X2NjY4yPj1MoFOjo6CgnCahWvqqysrLC4uIiExMTDA0NsX//flKp1BkRh8VikWKxyNjYGAcPHmRubo7BwUEuvfTS8rSt9c6ht7eXdDrN4uJiILfG2dlZ5ufnGR4eLs+xXVm+P7mCC8LwRw9W2x4ozyeuqnR0dJSDmWptv7KyUo48TSaT5aQG9c7XRffl83kWFxcbZpxZj2AR43GiWM/NFOzond0G4BfqygjFevv4hdpRLBZZXFwkk8mUs6RA7QvJHxnnFyXXYj9+/Djj4+OrgnFWVlZYWVlZJdyOasE+09PTTE9PMzg4yP79+8u+38VikUcffZRDhw5x+vTp8vYzMzP8z//8DwMDAzzpSU9icHCwbi7JeDxOX19fuT4aCXehUGBiYoJTp06Vs+e4OqoV5uyCkyrDvl3EoRPqyjqqlgbML9SOXC7H3NzcKuF2NlXDJVtwKbH814A/0tRYP9o+cEZEOlV1uWLZiKq6ySP+pqmWtSHuhncZSYKwtLRENpttGOHnhLu/vz9Q94oTHtd6e+yxx+omGfALdywWO0O0KnFh4q7Vd/jw4bqBOLOzs3z5y1+mv7+f6667rqH9fuGemZlpuH2hUGBycpJTp06xfft2YrFYw/koXB25h06j8PhsNks2my2/XTSqIyfcqVQqUEKCRCJRbnG7B4QJ9cbR7oOOd4vIL6nq1wBE5CfxQtUvBFDV9zbfvPYjbORakHB1R9j+UfCE9dSpU4G3DzLpjp/p6Wm+//3vB844E2ZWP3h8gp+g5ReLRRYWFujo6Ah8jLDnHDQK1RF2BrpEIrFp5klpZ9q6hQ38LPBuEbkT2IWXeeYZrTDKMAxjo2lrwVbV74jInwH/DMwDP6yqx1tmmWEYxgaxGfqw3wWcD1yO1w3yiVKwzN+3yjjDMIyNIoqCHaZX/TvAj6jqEVW9A3ga3pzWho+wg0S1EgRUQ1U5depU6H7yMBP+O++WoH3lhUIhcP8yeDfBwsJCqH3CurIVCoXAg77w+LSwQYnFYqH6mKN44xuNaWs/bFV9a8X3OeAXmm1Qu9Pb21t2rwuSTcVNQVpvXmQ3ef/Ro0fLgRO7du3i4osvpru7evLlXC7H4uJiOYFAI19ffyID8IJYRkZGznD1c+Tzeaanp5mdnW14jvB4IoPh4WHGxsaIxWIMDw+X3fzq4eoo6JzimUyGTCZDKpWiu7u7phjH4/FV8ys7t7padeT84t2ApnO7rOXhIxXJHoz2oe1D06W5CQw2JU7YRIR0Ok1XV1dD4Xb7uIwifuFWVaanp8tC7W+Vjo2NceLECXbs2METn/jEstuYE2q/6LjpKZ2vr399pVD7A0HGx8dJJBKMjo6WhTufz3Pq1Kmyt0cj8RR5PLWX3/+6WCwyNTVV9p8eHBysKaxuHxcU1Cg9msPvhpdOp8ut4kqhduX73er8wl0p1G77eDxOb28vxWKRTCZT9h6pFGprYbcnUfzdNiSBwVbAvS454Z6fn6/r3lUp3GNjY3zve987Q6gdTtDHx8c5efIk55xzDvv27asrYn7hXlpa4qGHHjpDqP0Ui0Wy2Szj4+PEYjE6OzvLiRiCdJkMDg6WU4PViqJ03TynTp1i586d9Pb21rxRKoV7cXEx0FuME+6uri527NhxhlBXlu8XblWtub1b5oJb0uk0+Xy+HGIfxRveCE4Uf78wgt2lqp8TEVHVY8AbReQQ8Ictsm1T4MQqqC+uu0geeOCBQGLkRM+lCQtykYkIc3NzDdODOVzIuRP3IMRisVUJd+vhbKjV/VKJ2yasf3NPT0+gMQO3PplMBp7Myb0+14viNNqLKP6OG5bAwGguaxkAceHbrSKKM9etpY5aub0RXaL4W4YRbH8Cgz/B6xb5+VYYZRiGsZG0/aAjoHhBM/sA57v2Djy/bMMwjE1Fu7ewbwN+G88fO7gTrWEYRhvS7oI9qaofb5klxlmxlr7oVk+EH8ULvtW0ut8+iuMCm5Uo1nOYTpo3iMg7ReTFIvJC99cyyzYZYWaPKxaL7Ny5M/BAYqFQ4MSJE6ysrATynFhZWSGRSKzyHW4FYb045ufnQ81IGKZORYRMJhM4Q01YnN3rVb5lnWktQaMcw4i6iMRF5Jsi8om12hWmhf0K4GK8/mvXJaLAx9Z68K1ET08PXV1ddUXS+T1PTEwgIpx33nmrogkrb9JCoUA2m+Xee+9lbGyMZDLJtddeyzOe8Qzi8fgZYfLLy8tks1ne/va384EPfIBsNsvTnvY0XvSiF5FOp89I0RXWi8RdvMPDw+zdu5eurq5yoE69+b7dRP/5fJ6ZmRnS6fQZQSrVcMEsLtionl0uAYTLylMr40xYXP24YB6XDs4fYXk2x3Dl+4N5agXyGM2lBfX6auAw0LfWAsII9lWqetFaD2Q8HhlXKBTKwu1aS06o/fOEJBIJtm3bxtDQUFm4XXaabDbLd7/7XU6cOFHePpvNcuedd/LlL3+Za665hmc+85nE43GKxSIrKyu87W1v4yMf+ciq+Z+/+tWv8rWvfY2rr76aF73oRfT09JSFO6hYuwt7dHSUPXv2lDPjuHPwR1j6hTuZTJYTIDicv7fLstNIlGKxGN3d3auiRP3rXBn+/f2JC9Lp9KoI1SD468Uv1I58Ps/c3ByJRGJVhGUYAagm1A4XEr+0tLRKuMMew6hPM71EROQc4EeBPwP+37WWE0awvyIil6jqvWs9mOHhF+5HHnmE+fn5ui1EJ9zDw8N86UtfKqf6qkUul+NLX/oSX/nKV9i7dy/j4+PcfvvtNVv2qsrXv/517rrrLm666aay0AchlUoxOjrKzp0763ZR+IXbZbapN4GSX7gHBgYaCpFfuJeXl4nH46RSqbr7uSw7/odUEPL5PLlcrmHGmXw+z+nTp0kmk+X5UILiMhHVm8TKn0Kuv78/1ARWRmNCPPxGROSg7/utqnprxTZvBV4LhLsQKggj2D8A3CMiR4AVvByOqqrm1rdG4vE4MzMzdbsLKrd/7LHH6oq1n3w+zyc/+UkefPDBQNurKg8//DDXX3994Js/Ho+zZ8+ewNuHzaYStk/YtarD4A8nD4Kb3CsoYWYOdIQp3/q0m0/I7rIpVT1Qp6wbgQlVPSQi15+NXWEE+4azOVA1RCQOHATGVPXGZpdvGIaxVprYvfR04MdF5Pl4E+f1ici/qOrPhS0ozPSqx8IWHoCz7oQ3DMNoBc0SbFV9HfC6UpnXA7+1FrGGDZxtz9cJ/86NssEwDKMWzXbrawYbGSz/VrxO+JpRkyJys4gcFJGDk5OT62bYWnHeGEH7E90seEFRVYaGhkINYA0ODrJjx47A24+Ojpbn1g5C2OzeIkJPT0+oEfhGg2/VbAqbQSYsYTILreWmbjRg2oxjGLVxc4kE+QuDqt55Nt2/4e62JhG0E7400norwIEDByI7qlIsFs9IVODmta52IxWLRU6ePMmjjz4aSLCd218mk+EpT3kKT37ykxkbG+Puu+8uJxKopKuri+3bt3PhhRdSKBSYmpri85//PGNjY1W3379/P7fccgsHDhwgkUiQz+eZnJysOaVqKpViz549bNu2LfD0oy7jjGN6epqZmZmGdbC4uMji4mLZDa+WGDt/brfepTurJfaVbndBSSaTJJPJMxIXVCIidHV1rXJzDIp7aLrrqlYjwCVniMViFgXZZKJYlxsi2DSxE34jqSbUDucT7G7YWCxGoVDgscceKwt1I6HyC7XzBHBP9b1797J7927Gx8e56667ysE16XSa7du3k0wmV83RvHPnTm666Samp6f5/Oc/z6OPPgrA+eefzy233MIVV1yxap9UKsXOnTspFApMTEysSh22d+/e8lzXQdztXMYZ990xNDTE0NAQMzMzTE9PN6wP54ZXKdx+0fLb45I1VAr32fhH+7ePx+P09PRUzTgTNPin0THcg7/S39vvQx5FYdkMRLFeZaPdgXyd8HVfEw4cOKAHDx6st8m6oapkMplACQYci4uLnDhxohxe3IhsNsvi4mJDly0XSPPoo49y7Ngx4vF4w9c050N86aWXcvHFF68S6moUi0UKhQKpVIrBwcHAIjE8PFxVqKuVDzA+Ph4qSUJ/f3/5wVGvfFd/uVyOWCzWlAjEascoFostyzjjziGbzZaTMERRUKKCiByq52rXiAsvvFD//u//PtC2z3nOc87qWGHYqBZ2W1MsFkOJNcDx48dD+cq6eS8aISIkEglyuVzgftVkMskFF1zAk570pEB9vbFYjFQqRX9/f2CRcEl2w2RrCZsNPmiwiD+DjP97M5FSqrBWZZxxZYbt2zbWThTrecMFW1XvBO7cYDPanrVcXK2eoD1qfarrYUurjxGl+tzMbIYEBoZhGFuGKD4cTbANwzCqYIJtGIbRJphgR5io9beG9d5Za8aZVp5zlOrTMMIQVS+c6PWqrzNhM4X4twm6faFQIJFIBA6SyeVy5HI58vl8oH2KxWLZ3S7oQMnU1BRLS0uBssKICIVCIdRDQVVXzbsdhDBeKCLCwsKCzVJntIwohqZv2Ra2E+qlpaVyOLk/Uq7yh3Dbz83NcerUKQqFAvF4nO7u7rJfbOX2xWKRiYkJDh8+zPz8PIlEohz6XSmsqko+n2dqaoovfOELHD9+nFQqxeWXX84ll1xS1b/a+UdPTEwwPz/P4OBgOcBCRKqKvQvymJqa4tixY+zfv5+rrrqKzs7OMyL+XMYZl6ElyMNAROjr62N4eDhU+DbAtm3bGBwc5NSpU5w+fbqqGItIeQ5uf/IBw2g25iWywTgBcEJd6Uudy+XKmUJciie3z+zsLNPT06vCnAuFAqdPn14l3E7YH3vsMQ4fPrwqECSfzzM+Pk4ikWBkZKQ8J4gT3S984QtnZJA5ePAg3/72t7nssstW+U3n8/lVEYiwOhTaCbc7XzfZvb/Vq6ocOXKEI0eOsG/fPq6++mq6urpIJBKIyLoJtZ9kMsmOHTsYGRlhamqK06dPl9d1dHSUhdowWk0UGwNbSrBzuRzZbLbhq7pL8QRei3Rubq7u5ENOuEWEiYkJxsbGWFxcrFv+yZMnmZycZGJigoceeoiTJ0/W3D6bzXLo0CG+/e1vc9111xGLxeqW7xfuqampM4S6GseOHePYsWNcc801XHnllYGFOpFI0NfXx+DgYOg5ORqV64R7bm6Orq4uE2pj3YhqH/aWEmw3m15QcrlczVfzahQKBR544IHA5RcKBe6+++7ANuVyOSYmJgLP1ucuuDDnPD09TSqVCvw6GIvFGBoaall6qkQisWrCKMNYL0ywDcMw2gQTbMMwjDbBBNswDKMNiOpcItGzqIWISCgPBuf9EZRisUhvb2/gH1pVGRwcDJyxW1W5//77eeyxxwJvD+GywqTTafL5fOB++2oukIaxGTA/7A0mlUqRSqUaZgqJxWKk02lSqVTZJc65mFUTMlfe8vIyO3fuRFXrTsrv3AqXlpY477zzOPfcc8t+0dVsKhaLjI2Ncd9995UDXZ7whCfw3Oc+l507d1YtP5fLsbS0RCwWo7+/n2KxyMLCArlcruo5Dw0NcfXVV7Nt2zYWFxdZWlqiu7u75nSeftdEE2xjMxLF63pLCbY/U0h3dzfpdHqVcPuF2m3vXo22bdvG6OgoU1NTzM3NlYW8MpGB22doaIjBwcFVwu0Xang8NFxE2LZtGyMjI5w6dYpjx46xsrJCsVjk+PHj3HfffRQKhVVie9999/HQQw9x7rnncsMNN7B79+6yULu5tN3Dxc3V3NfXd4ZwDw8Pc/XVVzM6Orqqtey282dPcW8oIyMj9PT0RNb1yTCaQRSv7S0l2H5ct4VL8VQsFuumjHLbj46OMjw8zOHDh1cFdVRSKdyPPPIIExMT5ejBWja58u+66y7uuOMOisVi1VaxE+cHH3yQI0eOcPnll/OsZz2rvK6WTU64U6kUT33qU8suedXO2QUBuRb3xRdfTF9fnwm1sSWI4jW+ZQXbETZTSCwWI5vNMj8/H7h8F1DTKN2X/xhf+cpXAvlPO+F2XTFBbdq9ezcjIyOB+ttVle7u7lD984bRzkR10HHLC7ZjLYlYWznxUFh71nJxhT2GTbRkbCWshW0YhtEmRFGwo9fmNwzDiADNcusTkT0i8gURuVdEvicir16rTdbCNgzDqKDJA+t54DdV9Rsi0gscEpHPqOq9YQsywS4RNvtKq/tz1yPjTFii+IpoGK2iWde7qo4D46XP8yJyGNgNhBbsLd8lks/nyWazZd/kRsJXLBaJx+N0dHQEKt/5aw8MDAS2KR6P8+xnP7s8RWojurq6GB8fJx6PB4pqTKVSLC4ukkgkAs91vbi4yPLycuDMPIbR7sRisUB/wIiIHPT93VyrTBHZDzwF+PpabNqyLWyXfuuee+4pRxDu2LGDq666isHBwTN8k51QnTx5krGxsZoRgw7nwjc9Pc2xY8fOSJZQzcskHo8zODjIJZdcwo033sirX/1q3v/+9/Oud72rHHTjp6uri23btnHLLbdw7bXXoqp8//vf5/7776dQKJyR/iuVStHR0cFzn/tcrrzySmKxGNPT0xw9epRsNntGVKY7f/fgOH78OJ2dnYyOjtLZ2Wn+2MamJsS1PaWqBwKU1wP8G/AaVa0dxFGvjHZpLR04cEAPHjx4VmW4/IqFQoFvfvObZWGrZNu2bVx11VUMDw+Xf7Tx8XHGxsYa5kB0Qu2PWKyH8/ccGhrikksuqdoSX1hY4LbbbuMd73hH2d5du3Zxyy23cPXVV59xYbkIycOHD1MoFIjFYnR2dvK85z2PJz/5yWfMXe1C6Y8ePVpOlwaeUHd1dVW9cDs7OxkZGSmvN+E2ooSIHAoiorW47LLL9GMf+1igbS+88MKGxxKRJPAJ4A5V/b9rtWtLCfbY2BhHjx7loYceqptBxrF7926e8IQnMDk5GWj7YrHIsWPHmJqaqjlPSSUXXXQRO3fupL+/v+G2mUyGD3/4w+zYsYMDBw40FMlisUg2m2VkZITLLrusYfeHqnLixAmmpqbKoeiN6OnpYefOnZEMMjC2Ls0Q7Ntvvz3QthdccEHdY4l3I70PmFbV16zVJtigLhER2QO8H9gOKHCrqv5Nq4+7uLjIww8/HEh8AU6dOkU6nQ4lRv6cjEE499xzA/eHp9NpXvjCFzbsjnHEYjEuvPBC9uzZE2h7EaG3t7c8F0kQstms9Wkbm5ImvjU+HXgp8B0Ruae07PdU9VNhC9qoPuymubkYhmG0giZ6ifwv0JTCNkSwm+nmYhiG0WxsLpEa1HNzKbnH3Aywd+/e9TXMMIwtTRQH0jf0EdLIzUVVb1XVA6p6YHR09KyP19nZyTnnnBP4hwiTqQU8t7wLLrggcAaZWCxGLpcL3KcOMDg4GCoLTtD+cb9NYcpPJBKRvLAN42yxjDM+Sm4u/wbcpqrB/GfOkj179rBr1y6Wl5c5ePAgR44cqTpglkqlGB0dDTzgmEgkGB4epr+/n/PPP59rr72Ww4cP861vfauqW188Hmfnzp2cc845LC0tsby8TEdHB+l0+gyXO0d/fz8jIyPlC2RhYYGjR4+ysLBQdfvBwUH2799PR0dHqChOl9hh27ZtTE5O1pzzuzKRgWFsNqJ4XW+Ul4gA7wIOn41P4hqOSyKRoKenh6c//elcddVVHDp0iIcffhhVJZVKsW3bNrq6ugIL9cjIyKpJ/d1+l1xyCU984hO5//77ueeee1heXiYej7Nr1y527959Rh/ZysoKKysrpFIpuru7y4E7fX195Xmr/dv39fVx6aWXsri4yNGjR8vzcw8NDbF//35SqVRN8W9UR8627du3r8qyA97DbGRkhO7ubvO/NjY1Uby2N6qF3TQ3l7WSTCZJJpNcc801XHHFFdxzzz2hBhq2b99Of39/TdFyYvnEJz6Riy66iAceeKDc0q13jGw2SzabZfv27ezfv/8MoXa4xAu9vb086UlPYnl5mUQiQSKRWJNQV8Md26Uvy+VyZf/sKF7MhtEsbNDRRzPdXM6WZDLJ/Pw8yWQysO9xIpGgv78/0A/qRC8ej4fyV961a1egPnQn3Ol0umUi6j8HE2pjqxDFa33DvUSiQhR/nDCsh/3tXkeGEYYoXu8m2IZhGFUwwTYMw2gDojpOY4JtGIZRBRPsdcBNoRp2gMwmMDIMw08UvUSiZ9EaUVWy2Syzs7MsLCyEyozS29tLd3d34OwrxWIxsEeJY3R0lFgsFughEovFOHXqlD1EDGMDsUjHFqCq5HI5FhcXV4no7OwsyWSyHD1Yr2KTySSXX3458/Pz5ejBSkF2Yu4iFBOJBIVCgUwmU3fu646ODrq6uhgeHmbfvn0cP36cxx57rJzooPIYfX197Nu3j56enrVUh2EYTcD6sFtAPp9nfn6+Zms3l8sxNze3Srihdt9Ub28vl112GfPz8xw7dqwcPQheMoNK32gXuFJNuJ1Q+4NYUqkU5513Hnv27OH48eOcPHmyvK6/v599+/aFmsfDMIzWYYLdZFxS2EY44U6n04GS2vb29nLppZeysLDA/Pw8o6OjdYNY/MKdzWbp6Oio272STCY599xzOeecc5iamqK/v590Ot3QLsMw1g8T7A0mzKx44KW/CtM1EY/H6erqCrx9Mplk586doWwyDGN9MME2DMNoA2wuEcMwjDbCWtiGYRhtggm2YRhGm2CC3WQ6OjrI5XKBg1jy+Xyo7CuGYWxNzA+7BSSTSQYGBshms2QymZrCHYvFSKfTpFKpSP4IhmFEDxt0bAEiQkdHB6lU6oyIRxNqwzDWShQ1o+0F2yEipFIpkskkuVwO8FrgUax0wzCiTxS1I3pt/rPECbe1qg3DWCtBJ34KqjEicoOI3C8iD4nI767Vrk0n2IZhGM2gWYItInHg74HnAZcALxaRS9Zikwm2YRhGFZrYwr4aeEhVH1HVLPAh4CfWYlPb9GEfOnRoSkSOVVk1Akyttz1rwOxsPu1iq9nZfBrZuu9sCj906NAdsVhsJODmnSJy0Pf9VlW91fd9N/Co7/tx4GlrsattBFtVR6stF5GDqnpgve0Ji9nZfNrFVrOz+bTaVlW9oVVlnw3WJWIYhtFaxoA9vu/nlJaFxgTbMAyjtdwNXCAi54pICvgZ4ONrKahtukTqcGvjTSKB2dl82sVWs7P5tI2tqpoXkV8D7gDiwLtV9XtrKUss0athGEZ7YF0ihmEYbYIJtmEYRpsQWcEWkXeLyISIfLdi+atE5D4R+Z6I/FWNfZsSBroOdh4Vke+IyD0VfpzrYqeIfLh07HtKttxTY991q88m2LrRdXqFiHzNHV9Erq6x78tE5MHS38sibGfBV+9rGihrgq1PFpGvln7X/xSRvhr7rut1uiGoaiT/gB8GrgS+61v2I8BngY7S921V9osDDwPnASngW8AlUbOztPwoMLJR9Vmx/v8D/nCj6/NsbI1CnQKfBp5X+vx84M4q+w0Bj5T+D5Y+D0bNztK6hfWoywa23g1cV/r8SuBPquy37tfpRvxFtoWtql8CpisW/wrwl6q6UtpmosquTQsDbbGd60oNOwEQL772JuCDVVava33CWdm6rtSwUwHXAuwHTlTZ9bnAZ1R1WlVngM8ALQvUOAs7150atl4IfKn0+TPAT1bZdd2v040gsoJdgwuBHxKRr4vIF0XkqirbVAsD3b0u1j1OEDvBu2k+LSKHROTmdbSvkh8CHlPVB6usi0J9+qlnK2x8nb4GeLOIPAq8BXhdlW2iUKevobGdUAq7LnWfvGC9jKvgezwuvj/F6iAURxTqtOW0m2An8F4jfwD4beAjEnD2lXUmqJ0/qKpX4s3i9asi8sPraKOfFxOBFmtAGtm60XX6K8BvqOoe4DeAd63z8YMS1M596oWA/yzwVhE5f70M9PFK4BYROQT0AtkNsCEStJtgHwc+ph53AUW8SWD8NC0M9CwIYieqOlb6PwHcjvdat66ISAJ4IfDhGptEoT6BQLZGoU5fBnys9Plfaxw/CnUaxE5/fT4C3Ak8ZT2Mq7DhPlV9jqo+Fe9h/XCVzaJQpy2n3QT73/EG9BCRC/EGFypn7GpaGOhZ8O80sFNEukWk130GngN8l/XnWcB9qnq8xvoo1Kejrq0RqdMTwHWlz88AqnXd3AE8R0QGRWQQz8471sk+R0M7S/Z1lD6PAE8H7l03Cx+3Y1vpfwx4PfD2KptF6TptHRs96lnrD+9JOg7k8Fqsv4AnfP+CdxN+A3hGadtdwKd8+z4feADvSfz7UbQTbzT7W6W/722EnaXl7wV+uWLbDavPs7E1CnUK/CBwqGTD14GnlrY9ALzTt+8rgYdKf6+Iop3AtcB3Stt8x/0OG2Drq0vX3wPAX/J4hPaGXqcb8Weh6YZhGG1Cu3WJGIZhbFlMsA3DMNoEE2zDMIw2wQTbMAyjTTDBNgzDaBNMsA3DMNoEE2yjqYjIwgYf/2gpyMMwNh0m2IZhGG2CCbbREsTjzSLy3dLE8z9dWh4TkX8QL7nDZ0TkUyLyohpl3CAi/+r7fr2IfKL0+cWlcr8rIm+qsu/+iknwf0tE3lj6fKeI/HVpFrrDInKViHyslEzgT337/JyI3FWavP+fRCTetAoyjDVggm20ihcCVwBPxpsD5M0isrO0fD9wCfBS4Jo6ZXwWeFppXhCAnwY+JCK7gDfhzYFxBXDVGqb+zKo3C93bgf8AfhW4FHi5iAyLyBNLx3u6ql4BFICXhDyGYTQVE2yjVfwg8EFVLajqY8AXgatKy/9VVYuqehL4Qq0CVDUP/DfwY6WZ+n4UT1yvwsuQMlna5ja8TCVhcBMDfQf4nqqOq5dw4hG8Wd+eCTwVuFu8dGTPxJurxDA2jMRGG2AYDfgQ8Gt4WUgOqup8wCnQ86xukHRWrF8p/S/6PrvvCUCA96lqrYn9DWPdsRa20Sr+B/hpEYmLyCheC/gu4MvAT5b6srcD1zco54t4Of5+CU+8KZVznYiMlPqVX1zazs9jwLZS90YHcGNI+z8HvMg3teeQiOwLWYZhNBVrYRut4na8/ulv4aXteq2qnhSRf8PrXrgXL6XTN4C5WoWoaqE00PhyvEn3UdXxUlbsL+C1hD+pqv9RsV9ORP4YT9zHgPvCGK+q94rI6/HSjcXwpvv8VeBYmHIMo5nY9KrGuiMiPaq6ICLDeIL69FJ/tmEYdbAWtrERfEJEBvASPfyJibVhBMNa2EYkEJHbgXMrFv+Oqq536izDiCwm2IZhGG2CeYkYhmG0CSbYhmEYbYIJtmEYRptggm0YhtEm/P+/zgIRK2xGVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.assign(\n",
    "    log_volume=np.log(fb.volume),\n",
    "    max_abs_change=fb.high - fb.low\n",
    ").plot(\n",
    "    kind='hexbin',\n",
    "    x='log_volume',\n",
    "    y='max_abs_change',\n",
    "    title='Facebook Daily High - Low vs. log(Volume Traded)',\n",
    "    colormap='gray_r',\n",
    "    gridsize=20, \n",
    "    sharex=False # we have to pass this to see the x-axis\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing Correlations with Heatmaps\n",
    "Pandas doesn't offer heatmaps; however, if we are able to get our data into a matrix, we can use `matshow()` from matplotlib:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "# calculate the correlation matrix\n",
    "fb_corr = fb.assign(\n",
    "    log_volume=np.log(fb.volume),\n",
    "    max_abs_change=fb.high - fb.low\n",
    ").corr()\n",
    "\n",
    "# create the heatmap and colorbar\n",
    "im = ax.matshow(fb_corr, cmap='seismic')\n",
    "im.set_clim(-1, 1)\n",
    "fig.colorbar(im)\n",
    "\n",
    "# label the ticks with the column names\n",
    "labels = [col.lower() for col in fb_corr.columns]\n",
    "ax.set_xticks(ax.get_xticks()[1:-1]) # to handle bug in matplotlib\n",
    "ax.set_xticklabels(labels, rotation=45)\n",
    "ax.set_yticks(ax.get_yticks()[1:-1]) # to handle bug in matplotlib\n",
    "ax.set_yticklabels(labels)\n",
    "\n",
    "# include the value of the correlation coefficient in the boxes\n",
    "for (i, j), coef in np.ndenumerate(fb_corr):\n",
    "    ax.text(\n",
    "        i, j, fr'$\\rho$ = {coef:.2f}', # raw (r), format (f) string\n",
    "        ha='center', va='center', \n",
    "        color='white', fontsize=14\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Accessing the values in the correlation matrix can be done with `loc[]`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "volume        0.642027\n",
       "log_volume    0.731542\n",
       "Name: max_abs_change, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fb_corr.loc['max_abs_change', ['volume', 'log_volume']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing distributions\n",
    "### Histograms\n",
    "With the `pandas`, making histograms is as easy as passing `kind='hist'` to the `plot()` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Volume traded')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.volume.plot(\n",
    "    kind='hist', \n",
    "    title='Histogram of Daily Volume Traded in Facebook Stock'\n",
    ")\n",
    "plt.xlabel('Volume traded') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can overlap histograms to compare distributions provided we use the `alpha` parameter. For example, let's compare the usage and magnitude of the various measurement techniques (the `magType` column) in the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'magnitude')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(figsize=(8, 5))\n",
    "\n",
    "for magtype in quakes.magType.unique():\n",
    "    data = quakes.query(f'magType == \"{magtype}\"').mag\n",
    "    if not data.empty:\n",
    "        data.plot(\n",
    "            kind='hist', ax=axes, alpha=0.4, \n",
    "            label=magtype, legend=True,\n",
    "            title='Comparing histograms of earthquake magnitude by magType'\n",
    "        )\n",
    "\n",
    "plt.xlabel('magnitude') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kernel Density Estimation (KDE)\n",
    "We can pass `kind='kde'` for an estimate of the probability density function (PDF), which tells us the probability of getting a particular value:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Price ($)')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.high.plot(\n",
    "    kind='kde', \n",
    "    title='KDE of Daily High Price for Facebook Stock'\n",
    ")\n",
    "plt.xlabel('Price ($)') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adding to the result of `plot()`\n",
    "The `plot()` method returns an `Axes` object. We can store this for additional customization of the plot, or we can pass this into another call to `plot()` as the `ax` argument to add to the original plot. \n",
    "\n",
    "It can often be helpful to view the KDE superimposed on top of the histogram, which can be achieved with this strategy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Price ($)')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = fb.high.plot(kind='hist', density=True, alpha=0.5)\n",
    "fb.high.plot(\n",
    "    ax=ax, kind='kde', color='blue', \n",
    "    title='Distribution of Facebook Stock\\'s Daily High Price in 2018'\n",
    ")\n",
    "plt.xlabel('Price ($)') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting the ECDF\n",
    "In some cases, we are more interested in the probability of getting less than or equal to that value (or greater than or equal), which we can see with the **cumulative disribution function (CDF)**. Using the `statsmodels` package, we can estimate the CDF giving us the **empirical cumulative distribution function (ECDF)**:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'ECDF of earthquake magnitude with magType ml')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.distributions.empirical_distribution import ECDF\n",
    "\n",
    "ecdf = ECDF(quakes.query('magType == \"ml\"').mag)\n",
    "plt.plot(ecdf.x, ecdf.y)\n",
    "\n",
    "# axis labels (we will cover this in chapter 6)\n",
    "plt.xlabel('mag') # add x-axis label \n",
    "plt.ylabel('cumulative probability') # add y-axis label\n",
    "\n",
    "# add title (we will cover this in chapter 6)\n",
    "plt.title('ECDF of earthquake magnitude with magType ml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This ECDF tells us the probability of getting an earthquake with magnitude of 3 or less using the `ml` scale is 98%:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'P(mag <= 3) = 98%')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.distributions.empirical_distribution import ECDF\n",
    "\n",
    "ecdf = ECDF(quakes.query('magType == \"ml\"').mag)\n",
    "plt.plot(ecdf.x, ecdf.y)\n",
    "\n",
    "# formatting below will all be covered in chapter 6\n",
    "# axis labels\n",
    "plt.xlabel('mag') # add x-axis label \n",
    "plt.ylabel('cumulative probability') # add y-axis label\n",
    "\n",
    "# add reference lines for interpreting the ECDF for mag <= 3 \n",
    "plt.plot(\n",
    "    [3, 3], [0, .98], '--k', \n",
    "    [-1.5, 3], [0.98, 0.98], '--k', alpha=0.4\n",
    ")\n",
    "\n",
    "# set axis ranges\n",
    "plt.ylim(0, None)\n",
    "plt.xlim(-1.25, None)\n",
    "\n",
    "# add a title\n",
    "plt.title('P(mag <= 3) = 98%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box plots\n",
    "To make box plots with `pandas`, we pass `kind='box'` to the `plot()` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.iloc[:,:4].plot(kind='box', title='Facebook OHLC Prices Box Plot')\n",
    "plt.ylabel('price ($)') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we pass in `notch=True`, we get a notched box plot. The notch represents a 95% confidence interval around the median, which can be helpful when comparing differences. For an introduction to interpreting a notched box plot, see this [Google sites page](https://sites.google.com/site/davidsstatistics/home/notched-box-plots) and this [Towards Data Science article](https://towardsdatascience.com/understanding-boxplots-5e2df7bcbd51)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'price ($)')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.iloc[:,:4].plot(kind='box', title='Facebook OHLC Prices Box Plot', notch=True)\n",
    "plt.ylabel('price ($)') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This can also be combined with a call to `groupby()`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.1, 'Facebook OHLC Box Plots by Volume Traded')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.assign(\n",
    "    volume_bin=pd.cut(fb.volume, 3, labels=['low', 'med', 'high'])\n",
    ").groupby('volume_bin').boxplot(\n",
    "    column=['open', 'high', 'low', 'close'],\n",
    "    layout=(1, 3), figsize=(12, 3)\n",
    ")\n",
    "plt.suptitle('Facebook OHLC Box Plots by Volume Traded', y=1.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use this to see the distribution of magnitudes across the different measurement methods for earthquakes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'magnitude')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quakes[['mag', 'magType']].groupby('magType').boxplot(\n",
    "    figsize=(15, 8), subplots=False\n",
    ")\n",
    "plt.title('Earthquake Magnitude Box Plots by magType')\n",
    "plt.ylabel('magnitude') # label the y-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Counts and frequencies\n",
    "### Bar charts\n",
    "Passing `kind='barh'` gives us horizontal bars while `kind='bar'` gives us vertical ones. Let's use horizontal bars to look at the top 15 places for earthquakes in our data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'earthquakes')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quakes.parsed_place.value_counts().iloc[14::-1,].plot(\n",
    "    kind='barh', figsize=(10, 5),\n",
    "    title='Top 15 Places for Earthquakes '\n",
    "          '(September 18, 2018 - October 13, 2018)'\n",
    ")\n",
    "plt.xlabel('earthquakes') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also have data on whether earthquakes were accompanied by tsunamis. Let's see what the top places for tsunamis are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'tsunamis')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quakes.groupby('parsed_place').tsunami.sum().sort_values().iloc[-10:,].plot(\n",
    "    kind='barh', figsize=(10, 5), \n",
    "    title='Top 10 Places for Tsunamis '\n",
    "          '(September 18, 2018 - October 13, 2018)'\n",
    ")\n",
    "plt.xlabel('tsunamis') # label the x-axis (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seeing that Indonesia is the top place for tsunamis during the time period we are looking at, we may want to look how many earthquakes and tsunamis Indonesia gets on a daily basis. We could show this as a line plot or with bars; since we don't want to interpolate, we will use bars here:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'count')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "indonesia_quakes = quakes.query('parsed_place == \"Indonesia\"').assign(\n",
    "    time=lambda x: pd.to_datetime(x.time, unit='ms'),\n",
    "    earthquake=1\n",
    ").set_index('time').resample('1D').sum()\n",
    "\n",
    "# format the datetimes in the index for the x-axis\n",
    "indonesia_quakes.index = indonesia_quakes.index.strftime('%b\\n%d')\n",
    "\n",
    "indonesia_quakes.plot(\n",
    "    y=['earthquake', 'tsunami'], kind='bar', figsize=(15, 3), \n",
    "    rot=0, label=['earthquakes', 'tsunamis'], \n",
    "    title='Earthquakes and Tsunamis in Indonesia '\n",
    "          '(September 18, 2018 - October 13, 2018)'\n",
    ")\n",
    "\n",
    "# label the axes (discussed in chapter 6)\n",
    "plt.xlabel('date')\n",
    "plt.ylabel('count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grouped Bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quakes.groupby(['parsed_place', 'tsunami']).mag.count()\\\n",
    "    .unstack().apply(lambda x: x / x.sum(), axis=1)\\\n",
    "    .rename(columns={0: 'no', 1: 'yes'})\\\n",
    "    .sort_values('yes', ascending=False)[7::-1]\\\n",
    "    .plot.barh(\n",
    "        title='Frequency of a tsunami accompanying an earthquake'\n",
    "    )\n",
    "\n",
    "# move legend to the right of the plot\n",
    "plt.legend(title='tsunami?', bbox_to_anchor=(1, 0.65))\n",
    "\n",
    "# label the axes (discussed in chapter 6)\n",
    "plt.xlabel('percentage of earthquakes')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the `kind` arugment for vertical bars when the labels for each bar are shorter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'earthquakes')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quakes.magType.value_counts().plot(\n",
    "    kind='bar', title='Earthquakes Recorded per magType', rot=0\n",
    ")\n",
    "\n",
    "# label the axes (discussed in chapter 6)\n",
    "plt.xlabel('magType')\n",
    "plt.ylabel('earthquakes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stacked bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Earthquakes by integer magnitude and magType'}, xlabel='mag_bin', ylabel='earthquakes'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pivot = quakes.assign(\n",
    "    mag_bin=lambda x: np.floor(x.mag)\n",
    ").pivot_table(\n",
    "    index='mag_bin', columns='magType', values='mag', aggfunc='count'\n",
    ")\n",
    "pivot.plot.bar(\n",
    "    stacked=True, rot=0, ylabel='earthquakes', \n",
    "    title='Earthquakes by integer magnitude and magType'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Normalized stacked bars\n",
    "Plot the percentages to be better able to see the different `magTypes`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'percentage')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "normalized_pivot = pivot.fillna(0).apply(lambda x: x / x.sum(), axis=1)\n",
    "ax = normalized_pivot.plot.bar(\n",
    "    stacked=True, rot=0, figsize=(10, 5),\n",
    "    title='Percentage of earthquakes by integer magnitude for each magType'\n",
    ")\n",
    "ax.legend(bbox_to_anchor=(1, 0.8)) # move legend to the right of the plot\n",
    "plt.ylabel('percentage') # label the axes (discussed in chapter 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also create horizontal stacked bars and do so using `groupby()` and `unstack()`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "quakes.groupby(['parsed_place', 'tsunami']).mag.count()\\\n",
    "    .unstack().apply(lambda x: x / x.sum(), axis=1)\\\n",
    "    .rename(columns={0: 'no', 1: 'yes'})\\\n",
    "    .sort_values('yes', ascending=False)[7::-1]\\\n",
    "    .plot.barh(\n",
    "        title='Frequency of a tsunami accompanying an earthquake', \n",
    "        stacked=True\n",
    "    )\n",
    "\n",
    "# move legend to the right of the plot\n",
    "plt.legend(title='tsunami?', bbox_to_anchor=(1, 0.65))\n",
    "\n",
    "# label the axes (discussed in chapter 6)\n",
    "plt.xlabel('percentage of earthquakes')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "<div>\n",
    "    <a href=\"./1-introducing_matplotlib.ipynb\">\n",
    "        <button>&#8592; Previous Notebook</button>\n",
    "    </a>\n",
    "    <a href=\"./3-pandas_plotting_module.ipynb\">\n",
    "        <button style=\"float: right;\">Next Notebook &#8594;</button>\n",
    "    </a>\n",
    "</div>\n",
    "<hr>"
   ]
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}