{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy.random as random\n",
    "from IPython.display import Image\n",
    "# seaborn is under active development and throws some scary looking warnings\n",
    "import warnings \n",
    "# this will allow us to use the code in peace :) \n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "#### Lecture 17:\n",
    "\n",
    "- Learn how to use the **seaborn** package to produce beautiful plots\n",
    "\n",
    "- Learn about kernel density estimates\n",
    "\n",
    "- Learn appropriate ways of representing different types of data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### seaborn\n",
    "\n",
    "In this lecture, we will  learn about **seaborn**. **seaborn** is a package with many tools for data visualization. It allows you to make pretty plots. Almost anything in **seaborn** can be done using **matplotlib**, but with **seaborn**'s built-in functions you can reduce a lot of **matplotlib** code down to a single line.  **seaborn** isn't just a pretty face.  Its real power is in statistical data analysis. It has a lot of functions built in for visualizing the distribution of your data, for example. \n",
    "\n",
    "Let's take a look at some of the plots we can make with this package. We can import it using:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unusual distributions,  kernel density estimates and jointplots\n",
    "\n",
    "In some cases, we have distributions of data that don't look like a simple (e.g., normal) distribution, for example,  the data could be  bimodal or have skewed shaped distributions (remember the histogram of the elevation data from around the world with two humps).\n",
    "\n",
    "Let's create some synthetic bimodal data by drawing from two separate normal/lognormal distributions and combine the two into two  bimodal data sets.  We do this by drawing from **random.normal( )** twice for  two normal distributions ($x_1,x_2$) and twice from **random.lognormal( )** for two lognormal distributions ($y_1,y_2$).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "xdata1=random.normal(20,25,5000) # first x draw\n",
    "xdata2=random.normal(100,25,5000) # second x draw\n",
    "ydata1=random.lognormal(2,0.1,8000) # first y draw\n",
    "ydata2=random.lognormal(3,0.1,2000) # second y draw\n",
    "xdata=np.append(xdata1,xdata2) # combine the two x data sets\n",
    "ydata=np.append(ydata1,ydata2) # combine the two y data sets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we plot our xdata as a histogram, we can see that we have a broadly bimodal distribution. For fun, let's also plot the mean of the distribution as a red line."
   ]
  },
  {
   "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": [
    "# make the histogram\n",
    "plt.hist(xdata,bins=50)\n",
    "# put on a heavy (linewidth=3) vertical red line at the mean of xdata\n",
    "plt.axvline(np.mean(xdata),color='red',linewidth=3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that our mean lies right between the twin peaks. Describing this distribution with  statistics  meant for normal distributions (mean or standard deviation) is just plain wrong. \n",
    "\n",
    "Another way to represent the distribution of a set of datapoints is known as a _kernel density estimate_ (kde). This  places a 'kernel' (an assumed distribution at the data point level - usually a normal distribution) at each data point and then sums up  the contributions from all the data points.  Kernal density estimates avoid the awkwardness of choice of bin size associated with histograms, for example. (We just picked 50 in the plot above - why 50?).  \n",
    "\n",
    "Here are some data represented on a bar plot in the lefthand plot.  And on the right, we illustrate the idea behind kernal density estimates. The black lines are the locations of individual datapoints and the red dashed lines are the kernels at each point. The heavy blue line is the kernel density estimate (the sum of all the red dashed lines). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('Figures/KDE.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\[_Source:_ https://commons.wikimedia.org/wiki/File:Comparison_of_1D_histogram_and_KDE.png _Wikimedia Creative Commons_\\] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Happily, we can plot kernel density estimates using the **sns.kdeplot( )** function. The **shade** argument allows us to shade the area underneath the curve. By the way, in  **matplotlib**, the same thing can be achieved using the function **plt.fill_between**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": [
    "sns.kdeplot(xdata,shade=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well that was fairly painless!  We can also plot the kernal density estimate and the histogram on top of one another using the **sns.distplot( )** function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": [
    "sns.distplot(xdata);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, this is a lot quicker than how we were plotting our distribution in the lecture on statistics!\n",
    "\n",
    "With our $ydata$ we can see that we also have a bimodal distribution, but there are far fewer data points in the wider mode (we only used 2000 of our 10000 points for this mode)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": [
    "sns.distplot(ydata);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if our data had both $x$ and $y$ components. For example, measurements of length and width from a set of shark teeth with two species in it.   How would we visualize it? Let's just try plotting the $x$ data on the x axis and $y$ data on the y axis as dots on a regular **matplotlib** plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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": [
    "plt.plot(xdata,ydata,'.');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's much harder to see the bimodal distribution in the $x$ data in this case, and we can't really see that there are so much fewer  data points in the $y$ data mode than the more tightly clustered one. Also, this is not a plot you would expect from length and width dimensions of teeth from a single species - wouldn't that be a linear plot?\n",
    "\n",
    "When we have a lot of datapoints, this type of plot gives us  no easy way to estimate data density.\n",
    "Fortunately, **seaborn** includes a cool plot called '**sns.jointplot( )**. This combines the histograms and the scatter plot into a single graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(xdata,ydata);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jointplot can also do kernel density estimates! The **kind** argument on this plot gives us many other options plotting data as well: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function jointplot in module seaborn.axisgrid:\n",
      "\n",
      "jointplot(x, y, data=None, kind='scatter', stat_func=None, color=None, height=6, ratio=5, space=0.2, dropna=True, xlim=None, ylim=None, joint_kws=None, marginal_kws=None, annot_kws=None, **kwargs)\n",
      "    Draw a plot of two variables with bivariate and univariate graphs.\n",
      "    \n",
      "    This function provides a convenient interface to the :class:`JointGrid`\n",
      "    class, with several canned plot kinds. This is intended to be a fairly\n",
      "    lightweight wrapper; if you need more flexibility, you should use\n",
      "    :class:`JointGrid` directly.\n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    x, y : strings or vectors\n",
      "        Data or names of variables in ``data``.\n",
      "    data : DataFrame, optional\n",
      "        DataFrame when ``x`` and ``y`` are variable names.\n",
      "    kind : { \"scatter\" | \"reg\" | \"resid\" | \"kde\" | \"hex\" }, optional\n",
      "        Kind of plot to draw.\n",
      "    stat_func : callable or None, optional\n",
      "        *Deprecated*\n",
      "    color : matplotlib color, optional\n",
      "        Color used for the plot elements.\n",
      "    height : numeric, optional\n",
      "        Size of the figure (it will be square).\n",
      "    ratio : numeric, optional\n",
      "        Ratio of joint axes height to marginal axes height.\n",
      "    space : numeric, optional\n",
      "        Space between the joint and marginal axes\n",
      "    dropna : bool, optional\n",
      "        If True, remove observations that are missing from ``x`` and ``y``.\n",
      "    {x, y}lim : two-tuples, optional\n",
      "        Axis limits to set before plotting.\n",
      "    {joint, marginal, annot}_kws : dicts, optional\n",
      "        Additional keyword arguments for the plot components.\n",
      "    kwargs : key, value pairings\n",
      "        Additional keyword arguments are passed to the function used to\n",
      "        draw the plot on the joint Axes, superseding items in the\n",
      "        ``joint_kws`` dictionary.\n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    grid : :class:`JointGrid`\n",
      "        :class:`JointGrid` object with the plot on it.\n",
      "    \n",
      "    See Also\n",
      "    --------\n",
      "    JointGrid : The Grid class used for drawing this plot. Use it directly if\n",
      "                you need more flexibility.\n",
      "    \n",
      "    Examples\n",
      "    --------\n",
      "    \n",
      "    Draw a scatterplot with marginal histograms:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> import numpy as np, pandas as pd; np.random.seed(0)\n",
      "        >>> import seaborn as sns; sns.set(style=\"white\", color_codes=True)\n",
      "        >>> tips = sns.load_dataset(\"tips\")\n",
      "        >>> g = sns.jointplot(x=\"total_bill\", y=\"tip\", data=tips)\n",
      "    \n",
      "    Add regression and kernel density fits:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> g = sns.jointplot(\"total_bill\", \"tip\", data=tips, kind=\"reg\")\n",
      "    \n",
      "    Replace the scatterplot with a joint histogram using hexagonal bins:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> g = sns.jointplot(\"total_bill\", \"tip\", data=tips, kind=\"hex\")\n",
      "    \n",
      "    Replace the scatterplots and histograms with density estimates and align\n",
      "    the marginal Axes tightly with the joint Axes:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> iris = sns.load_dataset(\"iris\")\n",
      "        >>> g = sns.jointplot(\"sepal_width\", \"petal_length\", data=iris,\n",
      "        ...                   kind=\"kde\", space=0, color=\"g\")\n",
      "    \n",
      "    Draw a scatterplot, then add a joint density estimate:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> g = (sns.jointplot(\"sepal_length\", \"sepal_width\",\n",
      "        ...                    data=iris, color=\"k\")\n",
      "        ...         .plot_joint(sns.kdeplot, zorder=0, n_levels=6))\n",
      "    \n",
      "    Pass vectors in directly without using Pandas, then name the axes:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> x, y = np.random.randn(2, 300)\n",
      "        >>> g = (sns.jointplot(x, y, kind=\"hex\")\n",
      "        ...         .set_axis_labels(\"x\", \"y\"))\n",
      "    \n",
      "    Draw a smaller figure with more space devoted to the marginal plots:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> g = sns.jointplot(\"total_bill\", \"tip\", data=tips,\n",
      "        ...                   height=5, ratio=3, color=\"g\")\n",
      "    \n",
      "    Pass keyword arguments down to the underlying plots:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> g = sns.jointplot(\"petal_length\", \"sepal_length\", data=iris,\n",
      "        ...                   marginal_kws=dict(bins=15, rug=True),\n",
      "        ...                   annot_kws=dict(stat=\"r\"),\n",
      "        ...                   s=40, edgecolor=\"w\", linewidth=1)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(sns.jointplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try the **kind=kde** option.  (Warning, doing a 2d kde plot like this is a lot of work so this cell might take a while to run)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaUAAAGoCAYAAADmTPpwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3Xd8XFed9/HvGY2K1WxZkmW5d7kmTqxUJ04lOAVMC2UpgQAJCyHJUvbJQ1nywC4vWOoCGyCQkIQNoQWSLJBAOinGieMeK+5VVmTJ6l0zc54/NAqKUZmRZuae0f28X695aXSn3N+MR+frc+6Zc421VgAAuCDgdQEAAPQjlAAAziCUAADOIJQAAM4glAAAziCUAADOIJQAAM4glAAAziCUAADOCKZ4fywfAcBvjNcFpJNUhxLSUCRiVd/WrRPtPZqUm6mi3CzlZGZ4XZYzrLWyVgoEaHuAsSKUMKjjrV16ePur+sO2Y9p6pFk94cjrbl9aXqg1i0p11SnlWj59okdVeqOlq1dPvnJcj1cd1+7aVh080a6u3ogyjFHhhKCWTZuolTMn6YoV5Vo6rdDrcoG0YlK8ICvDd45rbO/RbU/t1d3PH1JPOKKZkydoxfRJKivM1sScTLX1hNTY3qOdNS3aXdumcMTq3PnF+viFC3TewhKvy0+qIw0duu2pvfrtS0fVG7aalJupeSV5mlqYo9zsoELhiJo7e3Wgvl2HGzoUsX3h/dE1c7Xu1On0pPyLf/g4EEp4zYNbqvXFB3aorTuk8xf29YJmFOUOef/27pCeeOW4Hnn5VTW092jtsjJ96c3LVD5xQgqrTr6OnpC+8edd+vn6Q5KkCytKdf7CUi2Ykq+AGby9ae3q1fP7TuiJV47rcEOHlk8v1JfetExnzJmcytLhBkIpDoQS1N4d0hcf3KHfbapWRVmBPnzeXM2cPHQYnSwUjugP22v0wOZqZQSMvrJuud6+akYSK06dv+0/oc/+dquONHTq0iVT9NbTZmhyXlbMj49Yq+f21uvXG4/oRFuPbrh4gW66ZKGCGUx89RFCKQ6Eks+92tylD931gna92qq3njZdbz1thjJGOcx0vKVLP/7rPu2sadU7Vs3Ql9ctU25Weh62tNbqJ8/s19cefkVTCnJ0/Zp5Wlw++uNDXb1h3f38QT21u06rZhXpxx9YpZL87ARWDIcRSnEglHxs16utuubOF9Tc2aObLlmkU2dOGvNzhiNWv9t0VL/fXK1l0wv1sw+eqdKC9Gp8u3rDuuX+bXpgyzGdNXeyPnbB/ITNNnxub71+8sx+lRXm6J5rz9SckryEPC+cRijFgVDyqR3VzXrvTzcoYKR/XbtYc4oT2zi+dKhR339ij0oLsnX3tWdqfml+Qp8/Wdq7Q/roPRv1/L4TemflTL1l5TSZIY4bjdbe4636zz/vUjBg9PMPn+W72Ys+RCjFgVDyoW1Hm/S+n25QdmaGvnDFEk0pzEnKfvbVtekbf94lSbrjmkpVOn6Qv6mjRx/62YvaerRJ16+ZrzWLSpO2r5qmTn314Sr1hq1+df3ZWjyVqePjGKEUB0LJZ6pqWvSuH69XTmaGvnDlEpUWJCeQ+tW2dOnrj7yiE209+u67V+qKFeVJ3d9oHW/t0vt/+oL21bXpxksWpmSWXG1Ll778h52SpF9ff7YWTClI+j7hCUIpDoSSjxxp6NDbfvi8whGrW9+0NOmB1K+1q1ff+stu7a5t1ZfXLdP7z5mTkv3G6khDh9770w063tqlT72hQitSOJx2rKlTX/nDTuVmZeiBT6xOWq8VniKU4sC8VJ+ob+vW++/YoI6ekG5ZuzhlgSRJBTmZ+twVS7RqdpG++ODL+u5ju5Xi/wwNaU9tq97xo+d1or1bn7t8SUoDSZKmTZqgf127WA0dPfrQXS+qvTuU0v0DriGUfKCtO6QP3vmCjjV16bOXLY7rO0iJkhUM6OZLF+mCRaX67mN7dOtDLysS8TaYNh9u1Dt+tF49oYj+7aplWljmzfDZ3JI83XjxQlXVtOiTv9iksMfvC+AlQmmc6wlFdP3PN2pnTYtuumShKqZ6d9wiI2B0/Zp5uuqUct29/pBu+tUW9YQiIz8wCZ7ZU6f3/nSDJmRm6EtvWqZZHgT1QKfNKtIHz52jJ3bV6buP7fa0FsBL6fnNRsTEWqv/c/82Pbf3hD52wTydPrvI65JkjNF7z5qtgpxM3ffCYTW0deu2963SxAmZKavhj9tqdNMvN2t60QTdsnaxJuXGvkJDMl26pEz769r1/Sf26pQZk/SGpWVelwSkHD2lcey/n9yr32+u1tWrZuiCRVO8Lud13nzqNH3sgvnacKBBb7vtOR1p6Ej6Pq21uv2v+3TDLzZpfmm+vnjlUmcCSeoL7A+tnqt5pXn6l19t0f66Nq9LAlKO2Xfj1MPba/TP927S6gUl+sSF8xP+BdBE2XmsWd95bI+CGUb/9e7TdEGSvhvU2RPWLb/bpge3HNOZcyfr4xfOV3bQzXNC1bV26/MPbFdZYY4e/MRq5WUzoJHm3PzjcxShNA7tqG7WO374vGZOztUXrlyqrKDbHeKapk595/HdOtrQqRsvWahPXrwgoQuW7qhu1k2/3Kz9de16Z+VMrUvCKg2Jtr26WV97uEqXLy/XD/7pNOfrxbD4x4sDoTTO1LZ06c0/eFbhiNVX1i13anhqON2hsO549oCe2VOvFdMn6ptXnzrmSRldvWH9+On9+v4Te1Q4IVPXr5mnU2aMfX2/VHloS7Xue/GIvnDlEn3k/Hlel4PRI5TiQCiNI129YV39o/Xac7xVt75pmWYneD27ZLPW6m/7G3TX8wfU0RPWB8+do49ftCCuU0VIfYvC/nF7jb7+8CuqburUOfOLde25c5Wfk17DYNZafeex3dp8uEm/uv5srZrt9jJNGBKhFAdCaZyw1uozv9mm+zcd1acvW6TKNG7AWjp79YsXDuuZPXXKyczQe8+apXesmjliz6mutVv/u/WYfvb8AR1p6NTs4lx94OzZWjotfRc8be8O6fMPbJck/enG81XM6S7SEaEUB0JpnPifvx3SFx7YobefPl3vWDXT63ISorqxU7/ddEQvHmxUOGK1cEq+Tp9VpKXTCjVxQqYyMwKqb+vWoRMd2nioQduONkuSKsoKtHb5VJ05Z/K4OAX5gfp2femhHTpnXrHu+tCZ4+I1+Qz/YHEglMaBzYcbdfWP1mv59In67BsrhjxFd7pq7uzV8/vqteVIkw7Utav1pKV4soMBzZqcq5UzJ2nV7KK0G7aMxWNVtbrj2QP61BsW6cZLFnpdDuIzvv4gk4xQSnP1bd266nvPKmKt/uMtK9LuuEm8rLVq6uxVd29EveGICnKCmjghc9zPTrPW6ran9um5vfX6n4+cpdULSrwuCbEb3x/OBCOU0lgoHNH773hBLx1q1K1vXqa5nMV0XOvqDeuLD+5QZ09Yf7rpfJWxoni6IJTi4PYXWDCsb/xll9bvP6Frz5tLIPlATmaGbrpkodq6Q7rhF5sUCnuzbiCQTIRSmnp4e41+/PR+XbqkLGmrIMA9M4py9ZHz5+nFg4365l9YuBXjD6GUhvYeb9Onf7NVC6bk6wPnzPa6HKTYeQtKdMniKfrR0/v0eFWt1+UACUUopZnWrl5d//ONCmYY3XzJQmUmcDkepI8PnDNHc0vy9Klfb03JYrZAqtCipZFIxOrmX23Rgfp23XjxQr5I6WNZwYBuumShQuGIPn7vJnWHwl6XBCQEoZRGvvPYbj1edVwfOGeOlqXxKgVIjLLCHF2/Zr62Vzfr1od2OnOKeWAsCKU08cdtNfr+E3t1UUWpLuPkb4g6Y+5krVs5Tfe9cFh3PHvA63KAMSOU0sDOYy36zG+2qqKsQB9aPXfcf1EU8Xln5UydOXey/uOPVXpsJxMfkN4IJcc1tPfoo/ds1ISsDN18KRMb8I8CxujjF87XvNI83fjLzXr5WLPXJQGjRgvnsK7esD5690bVtXbrU29YlDbnRkLqZQcz9OnLKjQhM0PX3vWialu6vC4JGBVCyVHhiNWN923WpsON+viF8zW/NN/rkuC4otwsffaNFWrpDOnDd7+o9pMWrgXSAaHkIGut/u3BHfrLzlp94Jw5OmtesdclIU3MLs7TDRcv0M5jLbruno1MFUfaIZQcY63VV/9UpXs3HNabT52mtcunel0S0szps4p0/Zr5em7fCd1432bWyENaIZQcYq3Vtx/drZ88c0CXLS3Tu88YHyfrQ+qtWVSqa86ZrT+/XKt/+fVWgglpY3yffCeNWGv1tUde0Y+f3q+LKqbomnPnMPUbY7J2ebl6wlb3vXBYEWv13XetZPYmnEcoOSASsfrigzt074bDunRJmT60es64O3ssvPHmU6cpYKR7NxxWbyii773nNOVkZnhdFjAkTvLnsc6esP7l11v0yI5X9eZTp+ndZ8ykh4SEe2THq7pn/UFVzinSTz9whibmZnpdkp/wBx0HQslDda3d+sjdL2rb0Wa97+zZumJFudclYRxbv69etz21T3NL8nTHNWdoVnGu1yX5BaEUB0LJIy8datDH792kpo5e3XDRAlXOmex1SfCBHdXN+q/H9ygjYPTf/3S6zltY4nVJfkAoxYFQSrFIxOrO5w7oaw+/ouL8LN186SLNKeZU5kid2pYufevRXapu7NSNlyzUDRctUJAJEMlEKMWBUEqh6qZOffY3W/X8vhOqnF2kj10wX3nZzDVB6nX1hnXHswf07N56rZpVpG+/61TN5j9HyUIoxYFQSoFQOKJ7NxzWN/68S6FIRO87a7YuXjyFCQ3w3HN76/Wz5w4oFLH65MUL9NE185QdZHZegvGHHgdCKcnW7zuhr/xhp3bWtGjF9In68HlzVVaY43VZwGsa2nt0z/qD2nCgQbOLc/Xpyyp01YpyBQK0pQnCGxkHQilJXjrUoG8/ulvP7T2hkvwsve+s2Tpz7mR6R3DW1iNN+sULh3W4oUNLygv0zxcu0BXLp3K8aez4o48DoZRA3aGw/vJyre589oA2H2lS4YSg1p06XZcuKVNWkD9suC8SsXp+/wn9btNR1TR3adrEHP3TWbP0jlUzNXUiPfxRIpTiQCiNUSgc0YsHG/Wn7TV6aOsxNXf2amphttYuL9cFi0r59jzSUsRabT7cpId31OjlYy0KGOnc+SW6YkW5LltWppL8bK9LTCeEUhwIpTiFI1YH6tv0woFGrd9/Qn/dXafmzl5lZQS0ak6R1iws1SnTJzIej3GjtqVLT++u0/p9J/Rq9OSBi8ryde78Ep09b7LOmlusojxOQDkMGoM4EEpDaOsOqaapU9VNnTp0okNVNS3aWdOi3bWt6urtW3G5KDdTy6dN1Ko5RTp1xiR6RRjXrLU63NChzUeaVHWsRbtqW9Ud6vtbmFE0QRVlBVpYVqCKqfmaX5qvqRNzVJKXzX/QCKW4OB9Kbd0h1bZ0yVora6WI7RtasNGfUt/PiO37o4nYvt1EbN/4uFVf76arN6yu3og6e8PR632X9p6wmjp61Njeq8aOHjV29OjVli61dL7+rJ0FOUHNnpyrWZNzNbs4Twum5Kt8Yg4TF+BboXBE++raVVXTosMNHapu6tCxpi6FIn//Mw8GjEryszV1Yo4m52UpPzuo/JygCrKDr13Pzw4qKxhQZkZAGQGjzAyjYCCg4ICfmYGABv6pve76gDY/7vto8PtrkPuX5GWPds1AGok4OB9K/7v1mD553+Zk1CKp749m4oRMFeQEVTghU/nZQZXkZ2tKYbbKCnL6fhbmqCQ/iwACRhAKR1Td1KmjjZ2qb+tWfVuP6tu6daK1W63dIXX0hNUe/dnfy0oXX3rTUn1o9dzRPJSGIw4pDSVjzCOSSqKX+pTtOHGoO7XSse50rFmi7mSqt9au9bqIdJHqnlLfTo3ZaK2tTPmOx4i6Uysd607HmiXqhjv48gwAwBmEEgDAGV6F0u0e7XesqDu10rHudKxZom44wpNjSgAADIbhOwCAMwglAIAzCCUAgDMIJQCAMwglAIAzUhpKa9eutepb/44LFy5c/HKJ2ThvI2OS0lCqr3d9iSoA8A5tJMN3AACHEEoAAGcQSgAAZxBKAABnEEoAAGcQSgAAZxBKAABnEEoAAGcQSgAAZxBKAABnEEoAAGcQSgDgiNaukNcleC7odQGxONER9roEAD5XnJuR9H0ca+pM+j5cR08JAOAMQgkA4AxCCQAcEdcZAccpQgkA4AxCCQDgDEIJAOAMQgkA4AxCCQDgDEIJAOAMQgkA4AxCCQDgDEIJAFzBt2cJJQCAOwglAHCEpatEKAEA3EEoAQCcQSgBAJxBKAEAnEEoAQCcQSgBAJxBKAGAI5gQTigBABxCKAGAK+gqEUoA4AoyiVACADiEUAIAR1hLX4lQAgA4g1ACAEfQTyKUAMApfh/CI5QAwCHhCKEEAHBEmJ4SAMAVkYjXFXiLUAIAh4R8nkqEEgA4xOeZRCgBgEs4pgQAcAaz7wAAziCUAADOYPgOAOCMCD0lAIArQoTS8IwxM40xTxpjqowxLxtjbopuv9UYU22M2RK9XJH8cgFgfPP7MaVgDPcJSfq0tXaTMaZA0kvGmEejt33HWvvN5JUHAP7SE/L3F5VGDCVrbY2kmuj1VmNMlaTpyS4MAPyoKxT2ugRPxXVMyRgzR9JpkjZEN91gjNlmjLnTGFM0xGOuM8ZsNMZsrKurG1OxADDeDGwjJamrh1CKiTEmX9L9km621rZI+qGk+ZJWqq8n9a3BHmetvd1aW2mtrSwtLU1AyQAwfgxsIyWps5dQGpExJlN9gXSvtfZ3kmStrbXWhq21EUk/kXRm8soEAH/ooKc0PGOMkXSHpCpr7bcHbC8fcLe3StqR+PIAwF/83lOKZfbdaknvl7TdGLMluu1zkt5jjFmpvtPKH5R0fVIqBAAf6SKUhmetfVaSGeSmPyW+HADwN4bvAADO6CSUAAAuMOKYEqEEAI4IGKOOnpDXZXiKUAIARxgjdXTTUwIAOCAjYNTY0eN1GZ4ilADAERnG6EQboQQAcEBGwKiurdvrMjxFKAGAIzICRifae2R9fEp0QgkAHJERMOoJRdTW7d8ZeIQSADgiI9C3eI6fjysRSgDgiNdCqd2/x5UIJQBwRH8o1dNTAgB4LcP0hxI9JQCAxwLRnpKfV3UglADAEf3nCOoJRzytw0uEEgA4Ijp6p54QoQQA8JxRMGDoKQEA3BDMMPSUAABuyMwIEEoAADdkZgTUHWL2HQDAAblZGax9BwBwQ15WUI3tvV6X4RlCCQAckp8TVFMnywwBAByQn01PCQDgiPzsoJo7CSUAgAPys4Pq7A2rq9efM/AIJQBwSH5OUJLU1OHP3hKhBAAOmZiTKcm/p68glADAIZNy+0KprpVQAgB4bFJuliTpeGuXx5V4g1ACAIdMnEBPCQDgiKxgQIU5QR1t7PS6FE8QSgDgmFmTc/XysRavy/AEoQQAjplTkqdXXm1Rrw9P9kcoAYBj5hTnqTdstfd4m9elpByhBACOmVOSJ0naUd3scSWpF/S6AMBlu+pjnwFVUZKdxErgJ1MLc2QkX052IJSAIcQTSLHcn9BCrDICRgU5QZ1o99+0cEIJGES8gTSa5ySkMJzCCZk60ea/8yoRSsAAyQijkfZFOGEwhTmZvlz/jlCC76UyiIbaP8GEk02ckKmjjR1el5FyzL6Dr3kdSP1cqQPumFE0QUcaO9Xa5a9TWBBK8C3XgmBXffdrF2Bead+0cL+t7EAoAQ4ioDC3JF+StP2ov76rRCjBl9KpsSec/GnihEyV5Gdpu8++QEsoAWmCYPKfWZNztevVVq/LSClCCb6Tzo17OteO+BXnZ+vVFn+d7I9QAtIMweQfkyZkqrmzVz0h/6wWTijBV8ZLgz5eXgdiEzBeV5A6hBJ8Zbx8SXW8vA4MrzccUcBIwQz/NNX+eaXAOEEg+Udbd0gTJ2R6XUZKEUrwnXRu1NO5dsSvqaNXpQX++jcfMZSMMTONMU8aY6qMMS8bY26Kbp9sjHnUGLMn+rMo+eUCiUHjjnTQ3kNPaTAhSZ+21i6RdLakTxhjlkq6RdLj1tqFkh6P/g6kjXQLpnSrF2MXiUjBgL8GtEZ8tdbaGmvtpuj1VklVkqZLWifp7ujd7pb0lmQVCSRLujT06VInEitirTL8NPVOcR5TMsbMkXSapA2Syqy1NVJfcEmaMsRjrjPGbDTGbKyrqxtbtUCCpcPUagJpfBvYRjY21L/uNispQCgNzhiTL+l+STdba2NettZae7u1ttJaW1laWjqaGgHfIpDGv4FtZNHkkpNvU4a/Mim2UDLGZKovkO611v4uurnWGFMevb1c0vHklAj4E4GE9p6wCnKY6PA6xhgj6Q5JVdbabw+46SFJ10SvXyPpwcSXBwD+1drVq8l5WV6XkVKxnA59taT3S9pujNkS3fY5SV+T9GtjzIclHZZ0dXJKBPyHXhIkqbs3ouxMf82+GzGUrLXPShpqVPOSxJYDpE46THKAv2VmBBQKW6/LSCl/RTAQ5XoguV4fUiOYYXy1QrhEKAGAs4IBo94woQSMa/RCkC6CGQH1EErA+MYkAqSLjp6QCrJjmY82fhBKgIMIToTCEbV3h1Wc76/PAqEEAA5q7uyVJJUQSgC8RC8JktTSFZIkFef768uzhBJ8ydWG39W6kHp/7ykRSgAAjzF8B/iMa70S1+qBt5o7eiSJiQ6An1SUZDsRBi7UALccbezUlIJs5TMlHPAfL0OBQMJgDjV0aGl5oddlpJy/IhgYRn84JHvFB0IIIwmFIzrW1KkrTyn3upSUI5SAkwwMjdEGFMGDsahu6lQoYrWEnhKAgU4Ol8FCigBCoh1p7JQkLZ5a4HElqUcoAXEggJAKNc2dChhpdnGu16WkHBMdAMAxtc1dKp84QdnBDK9LSTlCCQAc09wV0pQCf/bKCSUAcEx7d0hFef5aXqgfoQQAjmnrDmnShEyvy/AEoQQAjmnrCmlSLj0lAIDHQuGIOnvDmpRLTwkA4LG27r7zKBURSgAAr/WH0kSG7wAAXmvpP48Ss+8AAF577eR+fE8JAOC15s6+4Tu/nXG2H6EEAA5p7uxVhjF8TwkA4L2Wrl4V5WUqEDBel+IJQgkAHNLc2evboTuJUAIApzS292hKYY7XZXiGUAIAR1hrdaSxQxVl+V6X4hlO8gcAjugNW4XCVsumTfS6FM/QUwIAR/RGIpL8ecbZfoQSADgiHLaSpDKOKQEAvBaK9IVSqU9Xc5AIJQBwRjhiVZyXpcwM/zbN/n3lAOCYUCTi66E7iVACAGeEI1Zlhf4dupMIJQBwRihi6Sl5XQAAoE84Yn29moNEKAGAUxi+AwA4Y9IEf55xth+hBAAOycn0d7Ps71cPAI7JyczwugRPEUoA4BB6SgAAZ2QH6SkBABxBTwkA4Ax6SgAAZ2TTUwIAuILZdwAAZ+QwfDc8Y8ydxpjjxpgdA7bdaoypNsZsiV6uSG6ZAOAPmRnG6xI8FUtP6S5JawfZ/h1r7cro5U+JLQsA/McYyRhCaVjW2r9KakhBLQDga0b+DiRpbMeUbjDGbIsO7xUNdSdjzHXGmI3GmI11dXVj2B0AjD8D20hrrdfleG60ofRDSfMlrZRUI+lbQ93RWnu7tbbSWltZWlo6yt0BwPg0sI30+9CdNMpQstbWWmvD1tqIpJ9IOjOxZQEA/GhUoWSMKR/w61sl7RjqvgAAxCo40h2MMfdJulBSiTHmqKQvSbrQGLNSkpV0UNL1SawRAOATI4aStfY9g2y+Iwm1AAB8jhUdAADOIJQAwBHMvSOUAAAOIZQAAM4glAAAziCUAADOIJQAwBXMdCCUAADuIJQAAM4glAAAziCUAMARHFIilAAADiGUAADOIJQAAM4glAAAziCUAADOIJQAAM4glAAAziCUAADOIJQAAM4glAAAziCUAADOIJQAwBGG1e8IJQCAOwglAHAFHSVCCQDgDkIJAOAMQgkA4AxCCQDgDEIJAOAMQgkA4AxCCQDgDEIJAOAMQgkAHMF3ZwklAIBDCCUAgDMIJQCAMwglAHCE9boABxBKAABnEEoAAGcQSgDgCGsZwCOUAADOIJQAAM4glADAEQzeEUoA4A5SiVACALiDUAIAR9BRIpQAAA4hlADAEdZa339XiVACAEdYSd2hiNdleIpQAgCHtHeHvC7BU4QSADikvTvsdQmeGjGUjDF3GmOOG2N2DNg22RjzqDFmT/RnUXLLBAB/aOnq9boET8XSU7pL0tqTtt0i6XFr7UJJj0d/BwCMUV1rt9cleGrEULLW/lVSw0mb10m6O3r9bklvSXBdAOBLNc1dXpfgqdEeUyqz1tZIUvTnlKHuaIy5zhiz0Rizsa6ubpS7A4DxaWAbKUk1zZ1el+SppE90sNbebq2ttNZWlpaWJnt3AJBWBraRwYDRsSZ6SqNRa4wpl6Toz+OJKwkA/CmYEdDu2lavy/DUaEPpIUnXRK9fI+nBxJQDAP6Vm5mhHdXNqm/z72SHWKaE3ydpvaQKY8xRY8yHJX1N0huMMXskvSH6OwBgDHKzM2QlPbqz1utSPBMc6Q7W2vcMcdMlCa4FAHwtOxhQ6eRc/fSZ/XpX5UwFAsbrklKOFR0AwBlGV506Tfvq2vVYlT97S4QSADjk7HmTVT4xR//+xyp19fpvySFCCQAcEgwE9MFz5+hwQ4d+/PR+r8tJuRGPKQG76gefCVRRkp3iSgB/OGXGJJ0zr1j/9fhuLS4v0BuXTfW6pJQhlCBp6OAZy2MILWD0rlszT3Vt3frkLzbrrmvP0LnzS7wuKSUIJR8YTeB4sV9CDPi7nMwM/esbK/TlP+zUtT97UV9et1xXV86QMeN7Rh6hNI54FT6JMlz9BBb8qCAnU5+/Yol+8ORe/ev92/Ts3jr9x1tXqCAn0+vSkoZQSmPpHkLxGPhaExFQqXjvCFIkwqTcLH3u8iV6cOsx/falI9p0uElfetMyXbpkyrjsNRFKaSaRjWlVXWKea0lpahvfeCZeeBncDF8iUQIBo7eeNl1Lywt1+zP79NF7NuqcecX6/JVLtHz6RK/LSyhCKU2MtnFNVPCMZR/3JDGDAAAQAklEQVSpCq107zkyyxEjqZhaoK+//RQ9UXVcv910VG/6/rN6+6oZ+viF8zWvNN/r8hKCUHJcvA1tKkIoXkPVlOoeVro6+TNASPlbMBDQZcumavWCEj2wpVoPbK7W/S8d1UWLp+gj583VOfOL03pYj1ByWKyBFG8QJbNHEU+D6UoPa6BkhHqiX0eij68hPeVlB/Xes2bryhXlerSqVo9V1eqJV45rydQCXXveXL3p1GnKyczwusy4GWttynZWWVlpN27cGPfjTnT4a6mNRIaRi0Nao21IE924e92rTPTrIaCSqzh31A18zN2WpaecZu/4/WOj2klPKKLn9tbr4ZdrdKShU3nZGXrjsqlat3K6Vs8vVjDD8wV8Ynof6Ck5JhGBFOtzJCuwRmocB9tvLA3qYK851obd6wAazFhez2D631fCyZ+yggFdtHiKLqwo1c6aFj23t16P7HhVv9tUrcl5WbrqlHKtWzlNp88qcnp4j56SI5IdRqMJoAPHm1/3+9wpY5/lE2uD6XXDmqjAHuvrGEtIef0ejjeu95QG0xuOaOuRJj23r16bDjWpJxzR9Ek5unx5uS5fUa7TZk5K5ekxYtoRoeSxZIbRSM99cugkWiwh5kJIpXqIM5XDlwRT4qRjKA3U2RPWxkMNWr/vhLZXNysUsSorzNbly8t1xYpyrZpdpIzkBhSh5LpYGsNEh9FwQdRSc3DEegZTWD4n5vuOFFSpCCnXjrPF+1oIJ2+keygN1NET0qbDTdqw/4S2HW1WTzii0vxsrV0+VW9eOU2rZhUlowdFKLkqWWE03G1DhdFogygWw4VVosIplseMNoQSGV7JCtt4A4pwGr3xFEoDdfWGtflwkzYcOKHNR5rUE4poxqQJWnfaNL1l5XQtLCtI1K4IJReNJZASFUZDBVH3sV0j1jaY7GkVI94n1QE1GqnsQcXymmJ93fScUmO8htJAXb1hvXiwQc/trdf26mZFrLRsWqHesnK61q2cpimFOWN5ekLJJakeqos1jEYbRCMZKqjGEk5SchrT0YbRUL3PeCeEjPSakhVOBFN8/BBKAzV19Gj9/hN6bm+99tW1K8MYXVBRqndWztDFi8uUFYx7ijmh5Ipk9I7GOkw3VBiNJqRG6inFG1CxNuqpPK401kkhiXhNhJO3/BZKAx1r6tTTu+v0zJ46NXb0qig3U287fYaurpyhxVMLY30aQskFIzV+8faO4p3EEEvvKNG9paFCKFnh1G+4xjURU+ITZaw9wlhChGBKPD+HUr9wxGrb0SY9tbtOmw41KhSxOn3WJH30/Hm6bNnUkWbvEUpeG20gpWqobrgw6q6uGvK2ftnTlwx/exzhNNZhvURK9lT5gUZ7PC3RwUQojYxQer2Wrl49u6def375VR1v7dbMogn68HlzdXXlTOVlD7ouA6HktUSG0mDbxnLcaNBtMQTRcIYLqcGCyMVwSmUg9UtWMNFbSixCaXCRiNWLhxr0x2012nO8TRMnZOoTF83XR8+fd/LKESwzlI5iHWaKJZBSFUaDPc/JAdW/34FB1H1s1z8EU0vNwSGDqf81p7rnlGzj9XXBHwIBo7PmFuusucXaXduq32+u1lf/9IpaOkP69GWL4l7SyPMV+sarsRxLive5pNQEUvexXa9dRrxvddWgzx3LEOJI351KVm/Gi15SLEa7YgeQaovKCvTZN1boooop+sGTe/Xdx/bE/RyEEkYl1nBCemDoDokSMEYfOX+ulk8r1Pee2KP27lB8j09SXb432vH+wR430nONtpckjTxZYSQEU/ojkJBokYjV0aZOrVlYOtSkhyERSkDUeDqmw1l94ZXali59/8m9auro1QdXz4n78Ux0GAcKy+e8rreUPa3iH3owg2177bZob2mk40uxLCc02PMO9xzxzsCTkhsec6dMdHIGXrLQS0KitHT26vebq/VYVa2CAaObL12oCxeVxv08hJKHlpRmDzrhoaIk+x8OYp+87eTGM9ZgkkYeykvG1PB0mRJ+8n5cPr3HWAOFQMJYRazVvuNt+tuBBj35ynF1h8J61xkzdfOli1Q2ynXyCKUkGixcEvnYWIJJ+scQOnla9sn+YTr3SD2ocfD9pFj2naiAiuf1jCY4GLpDMkUiVrtqW7XhQINePNighvYeBQNGly4t02cuW6QFU8a2qjih5LGhekuD6W+gRuoxSRo0nKThA2qw26X4J0OkexANZbQBNZrXMtpFWmMNJHpJiEd3KKyqmla9dKhBGw82qqmzV1kZAV1QUaorVkzVxYvLNHFCZkL2RSg5YLhhPOkfv48y2FCepEHDSRo6oKSRQ2os4gmiVCzCGo9YeqmJlIjzLRFISJSItTrc0KFtR5u1vbpJr9S0KhSxmpCZoYsXT9HlK6bqooopcc+siwWhlGSxDuEN12OK5RiTNHg4SUMHlDR0CMUz1XukIBttEHnZeJ6872R8UTWRJ/4jkDBWDe092l7drO1Hm7TjWIuaO3slSRVlBfrguXN0/qJSnTV3snIyR73cUkwIpRRIZjD1G6zn1G+oHtRAsYbVSMYycy6RDWYszxVP0CQipOJ5fYk+TQVhhJN1h8J6paZV26qbtaO6SYcbOiVJxXlZuqiiVOcvLNV5C0tGPWFhtAilFIknmKTBlyEaKoRGum2wIBiuN5Uoie4JJbphHcupLlJZy8lY/RujcfKQ3K5XW9UbtsoKBnTGnCK996zZOn9hqRZPLVBg+FNQJBWhlEJDHSMazHDhNPC5Bnu+oRqi4XpTyZaMXkIyJXv4LlkhNJrnx/gVCke0rbpZLxxo0JYjTf84JLewVGemYEguHoSSB0YTTlJsATXc8yb6JHixPG8qHj+cWN6/WKS6V0UQYbR6wxFtP9qsvx04oU2HGtXeE1ZBTlCXLJ6iNYtKdd6CEk1J8ZBcPAglD8UTTlLsDWwsPaVYH5MMY93XaL+HE8vjRhNciXjvRvuaCCJIfUNzO6qb9eyeem063BdEhTlBXb6iXFeuKNfqBSXKCqbHqnKEkgOGG4obymCN2EgNarwNWKqPqwwm1V8EHW5/Y+lpxbOfkRBE6NfU0aOndtfpyVeO63hr99+D6JRyrZ6fPkE0EKHkmLEcy0h0g5rqxs/1lQi8qo8QwkDWWu041qLHq2q18VCjwhGrc+YV6wtXLdUbl5UpO+jO8aHRIJQcl6gD7iM1qInsBYwkWY17PI236yfII4hwMmutNh1u0v2bjupAfbsm5Wbq2tVz9J4zZ2leab7X5SUMoZRmRnO8KBau91L6JaqxjvV5UhFeBBCGY63V1qNN+s1LR7W/rl2zJufqm1efqqtOKXdq1lyiEErjRLLCyksuNNaJOg7nwmtB+qlr7dJtT+3TK6+2asakCfrPd5yit502XcGM9DtWFCtCaZxL9OSGRBqPDfV4fE3wxkuHGvWjp/dJkv79Lcv1zsqZaTlxIV6EEl6HRhXwlrVWv9p4RA9uOaZl0wp123tP1+ziPK/LShlCCQAc8vTuOj245ZjeVTlT/2/dsnF53Gg4hBIAOKI3HNHd6w/qrLmT9dW3rVCGh2vQeWX8D1ACQJpoaO9RRsDoW+881ZeBJBFKAOCMjp6wLl9erhlFuV6X4hlCCQAcEbFWF1aUel2Gp8Z0TMkYc1BSq6SwpJC1tjIRRQGAXy0tL/S6BE8lYqLDRdba+gQ8DwD4nsunlUgFhu8AwBFGUl6Wv6aAn2ysoWQl/cUY85Ix5rrB7mCMuc4Ys9EYs7Gurm6MuwOA8WVgGxn93euSPDXWUFptrT1d0uWSPmGMWXPyHay1t1trK621laWl/j6ABwAnG9hG+j2QpDGGkrX2WPTncUm/l3RmIooCAD8iksYQSsaYPGNMQf91SZdJ2pGowgDAb+gojW32XZmk30e7m0FJv7DWPpKQqgDAhwx9pdGHkrV2v6RTE1gLAPgbmcSUcABwRdY4PnlfrNJilfDiXH/P2wfgD/NK/XPepKEQywAAZxBKAABnEEoAAGcQSgAAZxBKAABnEEoAAGcQSgAAZxBKAABnEEoAAGcQSgAAZxBKAABnEEoAAGcQSgAAZxhrbep2ZkydpEOSSiTVp2zHiUPdqZWOdadjzRJ1J1O9tXZtLHc0xjwS633Hq5SG0ms7NWajtbYy5TseI+pOrXSsOx1rlqgb7mD4DgDgDEIJAOAMr0Lpdo/2O1bUnVrpWHc61ixRNxzhyTElAAAGw/AdAMAZhBIAwBlJDyVjzNXGmJeNMRFjTOVJt/1fY8xeY8wuY8wbB2xfG9221xhzS7JrHI4x5lZjTLUxZkv0csWA2wat3xUuvY8jMcYcNMZsj77HG6PbJhtjHjXG7In+LHKgzjuNMceNMTsGbBu0TtPne9H3f5sx5nTH6nb6s22MmWmMedIYUxVtQ26Kbnf+/cYYWGuTepG0RFKFpKckVQ7YvlTSVknZkuZK2icpI3rZJ2mepKzofZYmu85h6r9V0mcG2T5o/V7VOUh9Tr2PMdR7UFLJSdv+U9It0eu3SPq6A3WukXS6pB0j1SnpCkkPSzKSzpa0wbG6nf5sSyqXdHr0eoGk3dHanH+/uYz+kvSekrW2ylq7a5Cb1kn6pbW221p7QNJeSWdGL3uttfuttT2Sfhm9r2uGqt8V6fI+DmedpLuj1++W9BYPa5EkWWv/KqnhpM1D1blO0j22z98kTTLGlKem0tcbou6hOPHZttbWWGs3Ra+3SqqSNF1p8H5j9Lw8pjRd0pEBvx+Nbhtqu5duiA4H3DlgCMnFOgdyvb6TWUl/Mca8ZIy5LrqtzFpbI/U1UJKmeFbd8IaqMx3+DdLis22MmSPpNEkblN7vN0aQkFAyxjxmjNkxyGW4/5mbQbbZYbYnzQj1/1DSfEkrJdVI+lb/w1JdZ5xcr+9kq621p0u6XNInjDFrvC4oAVz/N0iLz7YxJl/S/ZJutta2DHfXQba59H4jBsFEPIm19tJRPOyopJkDfp8h6Vj0+lDbkyLW+o0xP5H0h+ivw9XvAtfrex1r7bHoz+PGmN+rb7io1hhTbq2tiQ7DHPe0yKENVafT/wbW2tr+665+to0xmeoLpHuttb+Lbk7L9xux8XL47iFJ7zbGZBtj5kpaKOkFSS9KWmiMmWuMyZL07uh9PXHSmPRbJfXPXhqqflc49T4OxxiTZ4wp6L8u6TL1vc8PSbomerdrJD3oTYUjGqrOhyR9IDor7GxJzf3DTi5w/bNtjDGS7pBUZa399oCb0vL9RoySPZNCfR/2o5K6JdVK+vOA2z6vvpk9uyRdPmD7FeqbabNP0ue9nAki6eeStkvapr4PfflI9btycel9HKHOeeqb7bVV0sv9tUoqlvS4pD3Rn5MdqPU+9Q119UY/1x8eqk71DSf9d/T9364Bs08dqdvpz7ak89Q3/LZN0pbo5Yp0eL+5jP7CMkMAAGewogMAwBmEEgDAGYQSAMAZhBIAwBmEEgDAGYQSAMAZhBIAwBn/H2dMUwj1P6dyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(xdata,ydata,kind='kde');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another type of plot that looks nice is the hexbin plot (kind of like a hexagonal 2d histogram)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(xdata,ydata,kind='hexbin');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multi dimensional data and pairplots\n",
    "\n",
    "What if you have data with more than two dimensions? A good example of this is with isotopic data from Ocean Island Basalts.  Isotopic systems are used to \"finger-print\" different sources of melt  in the mantle.  It is used to characterize what is deep in the Earth using what gets brought up to form the ocean islands.  By now there are data available for many different  isotopic systems.  Here we take a look at a small sample of what is in  the [GeoRoc database (http://georoc.mpch-mainz.gwdg.de/georoc/)](http://georoc.mpch-mainz.gwdg.de/georoc/) for ocean island basalts.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CITATION</th>\n",
       "      <th>EPSILON_HF</th>\n",
       "      <th>EPSILON_ND</th>\n",
       "      <th>HF176_HF177</th>\n",
       "      <th>LAND/SEA (SAMPLING)</th>\n",
       "      <th>LATITUDE (MAX.)</th>\n",
       "      <th>LATITUDE (MIN.)</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>LOCATION COMMENT</th>\n",
       "      <th>LONGITUDE (MAX.)</th>\n",
       "      <th>...</th>\n",
       "      <th>PB208_PB204</th>\n",
       "      <th>ROCK NAME</th>\n",
       "      <th>ROCK TYPE</th>\n",
       "      <th>SAMPLE NAME</th>\n",
       "      <th>SAMPLING TECHNIQUE</th>\n",
       "      <th>SR87_SR86</th>\n",
       "      <th>TECTONIC SETTING</th>\n",
       "      <th>TYPE OF MATERIAL</th>\n",
       "      <th>UNIQUE_ID</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[60] STILLE P. (1986)</td>\n",
       "      <td>14.534010</td>\n",
       "      <td>7.607708</td>\n",
       "      <td>0.283196</td>\n",
       "      <td>SUBAERIAL</td>\n",
       "      <td>19.83</td>\n",
       "      <td>19.83</td>\n",
       "      <td>HAWAIIAN ISLANDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-155.42</td>\n",
       "      <td>...</td>\n",
       "      <td>38.017</td>\n",
       "      <td>ANKARAMITE</td>\n",
       "      <td>VOLCANIC ROCK</td>\n",
       "      <td>samp. 79MK1</td>\n",
       "      <td>OUTCROP</td>\n",
       "      <td>0.70347</td>\n",
       "      <td>OCEAN ISLAND</td>\n",
       "      <td>WHOLE ROCK</td>\n",
       "      <td>107-79MK1</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[60] STILLE P. (1986)</td>\n",
       "      <td>10.538041</td>\n",
       "      <td>6.378770</td>\n",
       "      <td>0.283083</td>\n",
       "      <td>SUBAERIAL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>HAWAIIAN ISLANDS</td>\n",
       "      <td>NAPALI MEMBER</td>\n",
       "      <td>-159.50</td>\n",
       "      <td>...</td>\n",
       "      <td>37.803</td>\n",
       "      <td>THOLEIITE</td>\n",
       "      <td>VOLCANIC ROCK</td>\n",
       "      <td>samp. KAU-1</td>\n",
       "      <td>OUTCROP</td>\n",
       "      <td>0.70384</td>\n",
       "      <td>OCEAN ISLAND</td>\n",
       "      <td>WHOLE ROCK</td>\n",
       "      <td>5-KAU-1</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[60] STILLE P. (1986)</td>\n",
       "      <td>11.033117</td>\n",
       "      <td>6.281235</td>\n",
       "      <td>0.283097</td>\n",
       "      <td>SUBAERIAL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>HAWAIIAN ISLANDS</td>\n",
       "      <td>NAPALI MEMBER</td>\n",
       "      <td>-159.50</td>\n",
       "      <td>...</td>\n",
       "      <td>37.962</td>\n",
       "      <td>THOLEIITE</td>\n",
       "      <td>VOLCANIC ROCK</td>\n",
       "      <td>samp. 1D872-2</td>\n",
       "      <td>OUTCROP</td>\n",
       "      <td>0.70364</td>\n",
       "      <td>OCEAN ISLAND</td>\n",
       "      <td>WHOLE ROCK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[60] STILLE P. (1986)</td>\n",
       "      <td>12.164719</td>\n",
       "      <td>5.696027</td>\n",
       "      <td>0.283129</td>\n",
       "      <td>SUBAERIAL</td>\n",
       "      <td>21.15</td>\n",
       "      <td>21.15</td>\n",
       "      <td>HAWAIIAN ISLANDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-156.97</td>\n",
       "      <td>...</td>\n",
       "      <td>37.751</td>\n",
       "      <td>THOLEIITE</td>\n",
       "      <td>VOLCANIC ROCK</td>\n",
       "      <td>samp. 71WMOL-1</td>\n",
       "      <td>OUTCROP</td>\n",
       "      <td>0.70378</td>\n",
       "      <td>OCEAN ISLAND</td>\n",
       "      <td>WHOLE ROCK</td>\n",
       "      <td>782-71WMOL-1</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[60] STILLE P. (1986)</td>\n",
       "      <td>15.135173</td>\n",
       "      <td>5.891097</td>\n",
       "      <td>0.283213</td>\n",
       "      <td>SUBAERIAL</td>\n",
       "      <td>21.16</td>\n",
       "      <td>21.16</td>\n",
       "      <td>HAWAIIAN ISLANDS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-157.23</td>\n",
       "      <td>...</td>\n",
       "      <td>37.754</td>\n",
       "      <td>THOLEIITE</td>\n",
       "      <td>VOLCANIC ROCK</td>\n",
       "      <td>samp. 71WMOL-3</td>\n",
       "      <td>OUTCROP</td>\n",
       "      <td>0.70376</td>\n",
       "      <td>OCEAN ISLAND</td>\n",
       "      <td>WHOLE ROCK</td>\n",
       "      <td>783-71WMOL-3</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 CITATION  EPSILON_HF  EPSILON_ND  HF176_HF177  \\\n",
       "0   [60] STILLE P. (1986)   14.534010    7.607708     0.283196   \n",
       "1   [60] STILLE P. (1986)   10.538041    6.378770     0.283083   \n",
       "2   [60] STILLE P. (1986)   11.033117    6.281235     0.283097   \n",
       "3   [60] STILLE P. (1986)   12.164719    5.696027     0.283129   \n",
       "4   [60] STILLE P. (1986)   15.135173    5.891097     0.283213   \n",
       "\n",
       "  LAND/SEA (SAMPLING)  LATITUDE (MAX.)  LATITUDE (MIN.)           LOCATION  \\\n",
       "0           SUBAERIAL            19.83            19.83  HAWAIIAN ISLANDS    \n",
       "1           SUBAERIAL            22.00            22.00  HAWAIIAN ISLANDS    \n",
       "2           SUBAERIAL            22.00            22.00  HAWAIIAN ISLANDS    \n",
       "3           SUBAERIAL            21.15            21.15  HAWAIIAN ISLANDS    \n",
       "4           SUBAERIAL            21.16            21.16  HAWAIIAN ISLANDS    \n",
       "\n",
       "  LOCATION COMMENT  LONGITUDE (MAX.)  ...   PB208_PB204   ROCK NAME  \\\n",
       "0              NaN           -155.42  ...        38.017  ANKARAMITE   \n",
       "1    NAPALI MEMBER           -159.50  ...        37.803   THOLEIITE   \n",
       "2    NAPALI MEMBER           -159.50  ...        37.962   THOLEIITE   \n",
       "3              NaN           -156.97  ...        37.751   THOLEIITE   \n",
       "4              NaN           -157.23  ...        37.754   THOLEIITE   \n",
       "\n",
       "       ROCK TYPE     SAMPLE NAME  SAMPLING TECHNIQUE SR87_SR86  \\\n",
       "0  VOLCANIC ROCK     samp. 79MK1             OUTCROP   0.70347   \n",
       "1  VOLCANIC ROCK     samp. KAU-1             OUTCROP   0.70384   \n",
       "2  VOLCANIC ROCK   samp. 1D872-2             OUTCROP   0.70364   \n",
       "3  VOLCANIC ROCK  samp. 71WMOL-1             OUTCROP   0.70378   \n",
       "4  VOLCANIC ROCK  samp. 71WMOL-3             OUTCROP   0.70376   \n",
       "\n",
       "  TECTONIC SETTING TYPE OF MATERIAL     UNIQUE_ID  Year  \n",
       "0     OCEAN ISLAND       WHOLE ROCK     107-79MK1  1986  \n",
       "1     OCEAN ISLAND       WHOLE ROCK       5-KAU-1  1986  \n",
       "2     OCEAN ISLAND       WHOLE ROCK           NaN  1986  \n",
       "3     OCEAN ISLAND       WHOLE ROCK  782-71WMOL-1  1986  \n",
       "4     OCEAN ISLAND       WHOLE ROCK  783-71WMOL-3  1986  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MantleArray=pd.read_csv('Datasets/GeoRoc/MantleArray_OIB.csv')\n",
    "MantleArray.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are lots of different isotope ratios available. In this lecture, we focus on four different isotopic ratios:  $^{87}$Sr/$^{86}$Sr , $^{206}$Pb/$^{204}$Pb , $ \\varepsilon$ Nd and $ \\varepsilon$ Hf. (The ratios with an $ \\varepsilon$ are the isotope ratios relative to a standard value in parts per 10000, this allows you to see the variation better as it is normally very small).  \n",
    "\n",
    "So, how do you plot multi-dimensional data?  Our new plotting buddy **seaborn** has a function for multi-dimensional data known as the **sns.pairplot( )**. This makes a plot that takes data with many  dimensions and plots each possible two dimensional combination against one another in a grid where each of the rows and columns represents a dimension. When a particular dimension is plotted against itself, however, it gives the kernal density estimates for the different data types (set by the keyword argument, **hue**). In this case we will be using $LOCATION$ to group the data).  \n",
    "\n",
    "In our isotopic example, the top row plots $ \\varepsilon$ Nd against all of the other isotope ratios in turn with the first plot on the left being the kernal density plot for each location with each in a different color. \n",
    "\n",
    "Let's see it in action (warning, cell may take a while to run because of the large number of locations):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 971x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(MantleArray,\\\n",
    "             vars=['EPSILON_ND','SR87_SR86','PB206_PB204','EPSILON_HF'],\\\n",
    "             hue='LOCATION');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**sns.pairplot( )** gives us an interesting way of seeing trends in multidimensional space. Some ocean islands have quite different isotopic compositions from others! It's important to note that some projections of these data (e.g.  $^{206}$Pb/$^{204}$Pb vs $ \\varepsilon$ Nd) show this effect more prominently whereas others, like  $ \\varepsilon$ Nd vs  $ \\varepsilon$ Hf, are more subtle. In this plot (second from the bottom on the left), the Austral-Cook Islands are all the way on the top to the right, and Pitcairn is way at the bottom to the left. \n",
    "\n",
    "It might be surprising to some of you who know a little geophysics  that there is  heterogeneity between different ocean islands. You might have thought that the mantle is very well mixed by convection. Many geochemists believe that the source regions for the plumes that form these basalts have different compositions because subduction brings down crustal material with different compositions to the base of the mantle, and this material then upwells in plumes that form the ocean islands. According to that hypothesis, the variation in isotopic ratios we see here comes from mixing between these recycled crustal end members and a mantle composition.\n",
    "\n",
    "We will look further at this dataset when we learn how to plot things in three dimensions and also when we  group the data into 'end-members' using  a bit of machine learning."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box and whisker,  violin plots and swarm plots\n",
    "\n",
    "The kernal density estimate plots in the element versus itself plots in the **sns.pairplot( )** plot example above plot all of the isotopic data on one plot.  This doesn't really allow us to appreciate fully the variability at a given location.  There are two additional plots that might give us a better idea of that:  the 'box and whisker' plot (very popular, but I hate them) and the 'violin' plots (love these!).  \n",
    "\n",
    "**seaborn** has functions (actually classes)  for both of these, **sns.boxplot( )** and **sns.violinplot( )**.  In these plots, we can also place the data (and not just the distributions) and can use the handy **sns.swarmplot( )** to spread out the data along the x-axis so that we can see them better.  We'll go through each of these tricks in the following.  \n",
    "\n",
    "First, the boxplot:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function boxplot in module seaborn.categorical:\n",
      "\n",
      "boxplot(x=None, y=None, hue=None, data=None, order=None, hue_order=None, orient=None, color=None, palette=None, saturation=0.75, width=0.8, dodge=True, fliersize=5, linewidth=None, whis=1.5, notch=False, ax=None, **kwargs)\n",
      "    Draw a box plot to show distributions with respect to categories.\n",
      "    \n",
      "    A box plot (or box-and-whisker plot) shows the distribution of quantitative\n",
      "    data in a way that facilitates comparisons between variables or across\n",
      "    levels of a categorical variable. The box shows the quartiles of the\n",
      "    dataset while the whiskers extend to show the rest of the distribution,\n",
      "    except for points that are determined to be \"outliers\" using a method\n",
      "    that is a function of the inter-quartile range.\n",
      "    \n",
      "    \n",
      "    Input data can be passed in a variety of formats, including:\n",
      "    \n",
      "    - Vectors of data represented as lists, numpy arrays, or pandas Series\n",
      "      objects passed directly to the ``x``, ``y``, and/or ``hue`` parameters.\n",
      "    - A \"long-form\" DataFrame, in which case the ``x``, ``y``, and ``hue``\n",
      "      variables will determine how the data are plotted.\n",
      "    - A \"wide-form\" DataFrame, such that each numeric column will be plotted.\n",
      "    - An array or list of vectors.\n",
      "    \n",
      "    In most cases, it is possible to use numpy or Python objects, but pandas\n",
      "    objects are preferable because the associated names will be used to\n",
      "    annotate the axes. Additionally, you can use Categorical types for the\n",
      "    grouping variables to control the order of plot elements.    \n",
      "    \n",
      "    This function always treats one of the variables as categorical and\n",
      "    draws data at ordinal positions (0, 1, ... n) on the relevant axis, even\n",
      "    when the data has a numeric or date type.\n",
      "    \n",
      "    See the :ref:`tutorial <categorical_tutorial>` for more information.    \n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    x, y, hue : names of variables in ``data`` or vector data, optional\n",
      "        Inputs for plotting long-form data. See examples for interpretation.        \n",
      "    data : DataFrame, array, or list of arrays, optional\n",
      "        Dataset for plotting. If ``x`` and ``y`` are absent, this is\n",
      "        interpreted as wide-form. Otherwise it is expected to be long-form.    \n",
      "    order, hue_order : lists of strings, optional\n",
      "        Order to plot the categorical levels in, otherwise the levels are\n",
      "        inferred from the data objects.        \n",
      "    orient : \"v\" | \"h\", optional\n",
      "        Orientation of the plot (vertical or horizontal). This is usually\n",
      "        inferred from the dtype of the input variables, but can be used to\n",
      "        specify when the \"categorical\" variable is a numeric or when plotting\n",
      "        wide-form data.    \n",
      "    color : matplotlib color, optional\n",
      "        Color for all of the elements, or seed for a gradient palette.    \n",
      "    palette : palette name, list, or dict, optional\n",
      "        Colors to use for the different levels of the ``hue`` variable. Should\n",
      "        be something that can be interpreted by :func:`color_palette`, or a\n",
      "        dictionary mapping hue levels to matplotlib colors.    \n",
      "    saturation : float, optional\n",
      "        Proportion of the original saturation to draw colors at. Large patches\n",
      "        often look better with slightly desaturated colors, but set this to\n",
      "        ``1`` if you want the plot colors to perfectly match the input color\n",
      "        spec.    \n",
      "    width : float, optional\n",
      "        Width of a full element when not using hue nesting, or width of all the\n",
      "        elements for one level of the major grouping variable.    \n",
      "    dodge : bool, optional\n",
      "        When hue nesting is used, whether elements should be shifted along the\n",
      "        categorical axis.    \n",
      "    fliersize : float, optional\n",
      "        Size of the markers used to indicate outlier observations.\n",
      "    linewidth : float, optional\n",
      "        Width of the gray lines that frame the plot elements.    \n",
      "    whis : float, optional\n",
      "        Proportion of the IQR past the low and high quartiles to extend the\n",
      "        plot whiskers. Points outside this range will be identified as\n",
      "        outliers.\n",
      "    notch : boolean, optional\n",
      "        Whether to \"notch\" the box to indicate a confidence interval for the\n",
      "        median. There are several other parameters that can control how the\n",
      "        notches are drawn; see the ``plt.boxplot`` help for more information\n",
      "        on them.\n",
      "    ax : matplotlib Axes, optional\n",
      "        Axes object to draw the plot onto, otherwise uses the current Axes.    \n",
      "    kwargs : key, value mappings\n",
      "        Other keyword arguments are passed through to ``plt.boxplot`` at draw\n",
      "        time.\n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    ax : matplotlib Axes\n",
      "        Returns the Axes object with the plot drawn onto it.    \n",
      "    \n",
      "    See Also\n",
      "    --------\n",
      "    violinplot : A combination of boxplot and kernel density estimation.    \n",
      "    stripplot : A scatterplot where one variable is categorical. Can be used\n",
      "                in conjunction with other plots to show each observation.    \n",
      "    swarmplot : A categorical scatterplot where the points do not overlap. Can\n",
      "                be used with other plots to show each observation.    \n",
      "    \n",
      "    Examples\n",
      "    --------\n",
      "    \n",
      "    Draw a single horizontal boxplot:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> import seaborn as sns\n",
      "        >>> sns.set(style=\"whitegrid\")\n",
      "        >>> tips = sns.load_dataset(\"tips\")\n",
      "        >>> ax = sns.boxplot(x=tips[\"total_bill\"])\n",
      "    \n",
      "    Draw a vertical boxplot grouped by a categorical variable:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.boxplot(x=\"day\", y=\"total_bill\", data=tips)\n",
      "    \n",
      "    Draw a boxplot with nested grouping by two categorical variables:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
      "        ...                  data=tips, palette=\"Set3\")\n",
      "    \n",
      "    Draw a boxplot with nested grouping when some bins are empty:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"time\",\n",
      "        ...                  data=tips, linewidth=2.5)\n",
      "    \n",
      "    Control box order by passing an explicit order:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.boxplot(x=\"time\", y=\"tip\", data=tips,\n",
      "        ...                  order=[\"Dinner\", \"Lunch\"])\n",
      "    \n",
      "    Draw a boxplot for each numeric variable in a DataFrame:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> iris = sns.load_dataset(\"iris\")\n",
      "        >>> ax = sns.boxplot(data=iris, orient=\"h\", palette=\"Set2\")\n",
      "    \n",
      "    Use ``hue`` without changing box position or width:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> tips[\"weekend\"] = tips[\"day\"].isin([\"Sat\", \"Sun\"])\n",
      "        >>> ax = sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"weekend\",\n",
      "        ...                  data=tips, dodge=False)\n",
      "    \n",
      "    Use :func:`swarmplot` to show the datapoints on top of the boxes:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.boxplot(x=\"day\", y=\"total_bill\", data=tips)\n",
      "        >>> ax = sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips, color=\".25\")\n",
      "    \n",
      "    Use :func:`catplot` to combine a :func:`pointplot` and a\n",
      "    :class:`FacetGrid`. This allows grouping within additional categorical\n",
      "    variables. Using :func:`catplot` is safer than using :class:`FacetGrid`\n",
      "    directly, as it ensures synchronization of variable order across facets:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> g = sns.catplot(x=\"sex\", y=\"total_bill\",\n",
      "        ...                 hue=\"smoker\", col=\"time\",\n",
      "        ...                 data=tips, kind=\"box\",\n",
      "        ...                 height=4, aspect=.7);\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(sns.boxplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the $\\epsilon$ Hf data as a function of location (similar to the lower right hand corner plot in the pairplot example above: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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": [
    "box=sns.boxplot(data=MantleArray,x='LOCATION',y='EPSILON_HF')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oh my. Pretty plot, but the x axis tick labels overlap so badly we can't even see them.  To rotate them, we use the figure object as we have done before.  Instead of **fig**, we will call the figure object **box** in the following.  This will let us use **plt.setp( )** to set properties (such as the x tick labels) on our plot object, **box**.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function setp in module matplotlib.pyplot:\n",
      "\n",
      "setp(*args, **kwargs)\n",
      "    Set a property on an artist object.\n",
      "    \n",
      "    matplotlib supports the use of :func:`setp` (\"set property\") and\n",
      "    :func:`getp` to set and get object properties, as well as to do\n",
      "    introspection on the object.  For example, to set the linestyle of a\n",
      "    line to be dashed, you can do::\n",
      "    \n",
      "      >>> line, = plot([1,2,3])\n",
      "      >>> setp(line, linestyle='--')\n",
      "    \n",
      "    If you want to know the valid types of arguments, you can provide\n",
      "    the name of the property you want to set without a value::\n",
      "    \n",
      "      >>> setp(line, 'linestyle')\n",
      "          linestyle: [ '-' | '--' | '-.' | ':' | 'steps' | 'None' ]\n",
      "    \n",
      "    If you want to see all the properties that can be set, and their\n",
      "    possible values, you can do::\n",
      "    \n",
      "      >>> setp(line)\n",
      "          ... long output listing omitted\n",
      "    \n",
      "    You may specify another output file to `setp` if `sys.stdout` is not\n",
      "    acceptable for some reason using the `file` keyword-only argument::\n",
      "    \n",
      "      >>> with fopen('output.log') as f:\n",
      "      >>>     setp(line, file=f)\n",
      "    \n",
      "    :func:`setp` operates on a single instance or a iterable of\n",
      "    instances. If you are in query mode introspecting the possible\n",
      "    values, only the first instance in the sequence is used. When\n",
      "    actually setting values, all the instances will be set.  e.g.,\n",
      "    suppose you have a list of two lines, the following will make both\n",
      "    lines thicker and red::\n",
      "    \n",
      "      >>> x = arange(0,1.0,0.01)\n",
      "      >>> y1 = sin(2*pi*x)\n",
      "      >>> y2 = sin(4*pi*x)\n",
      "      >>> lines = plot(x, y1, x, y2)\n",
      "      >>> setp(lines, linewidth=2, color='r')\n",
      "    \n",
      "    :func:`setp` works with the MATLAB style string/value pairs or\n",
      "    with python kwargs.  For example, the following are equivalent::\n",
      "    \n",
      "      >>> setp(lines, 'linewidth', 2, 'color', 'r')  # MATLAB style\n",
      "      >>> setp(lines, linewidth=2, color='r')        # python style\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(plt.setp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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": [
    "box=sns.boxplot(data=MantleArray,x='LOCATION',y='EPSILON_HF')\n",
    "plt.setp(box.get_xticklabels(), rotation=90);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The x axis labels are better, but the plot still doesn't look great. The black diamonds are known as 'fliers' and could represent \"outliers\".  \n",
    "\n",
    "As we have some pretty large \"outliers\" in this dataset, we need to either limit the range on the y axis or by making the plot larger. These fliers are annoying (although they represent something that maybe we shouldn't be ignoring...).  It is possible to  exclude them from the box and whisker plot,  using the argument **fliersize=0**. \n",
    "\n",
    "You need to be aware that this can be a problematic practice as you are effectively hiding data from the viewer.  Personally, I wouldn't do it...  But lot's of folks do, so here is how: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8)) # make the plot bigger\n",
    "box=sns.boxplot(data=MantleArray,x='LOCATION',y='EPSILON_HF',fliersize=0)\n",
    "plt.setp(box.get_xticklabels(), rotation=90);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See!  This looks much better.  But looks can be deceiving!  \n",
    "\n",
    "\n",
    "Alternatively, we can put the data back on, but use a white dot with a black edge, and spread them out so we can see them.  \n",
    "In order to see the data points that overlap one another, **seaborn**  has an option to plot the data points in a cloud using the function **sns.swarmplot( )**.  Here we do both of these (and also make the points white with a black edge). The argument **alpha=0.5** is used here to make the points semi transparent. (**alpha** sets 'opacity' so **alpha=1** is fully opaque and **alpha=0**, points are invisible). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "box=sns.boxplot(data=MantleArray,x='LOCATION',y='EPSILON_HF',fliersize=0)\n",
    "plt.setp(box.get_xticklabels(), rotation=90);\n",
    "sns.swarmplot(data=MantleArray,x='LOCATION',y='EPSILON_HF',color='white',edgecolor='black',linewidth=1,alpha=0.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Very nice!   Now you can see what the boxes are based on.   And you can see right away that the dots are not drawn from normal distributions!\n",
    "\n",
    "Another way to visualize the same data is with a violin plot.  It is similar to a box and whisker plot, but shows the kernel density estimates instead of just a 'box'.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function violinplot in module seaborn.categorical:\n",
      "\n",
      "violinplot(x=None, y=None, hue=None, data=None, order=None, hue_order=None, bw='scott', cut=2, scale='area', scale_hue=True, gridsize=100, width=0.8, inner='box', split=False, dodge=True, orient=None, linewidth=None, color=None, palette=None, saturation=0.75, ax=None, **kwargs)\n",
      "    Draw a combination of boxplot and kernel density estimate.\n",
      "    \n",
      "    A violin plot plays a similar role as a box and whisker plot. It shows the\n",
      "    distribution of quantitative data across several levels of one (or more)\n",
      "    categorical variables such that those distributions can be compared. Unlike\n",
      "    a box plot, in which all of the plot components correspond to actual\n",
      "    datapoints, the violin plot features a kernel density estimation of the\n",
      "    underlying distribution.\n",
      "    \n",
      "    This can be an effective and attractive way to show multiple distributions\n",
      "    of data at once, but keep in mind that the estimation procedure is\n",
      "    influenced by the sample size, and violins for relatively small samples\n",
      "    might look misleadingly smooth.\n",
      "    \n",
      "    \n",
      "    Input data can be passed in a variety of formats, including:\n",
      "    \n",
      "    - Vectors of data represented as lists, numpy arrays, or pandas Series\n",
      "      objects passed directly to the ``x``, ``y``, and/or ``hue`` parameters.\n",
      "    - A \"long-form\" DataFrame, in which case the ``x``, ``y``, and ``hue``\n",
      "      variables will determine how the data are plotted.\n",
      "    - A \"wide-form\" DataFrame, such that each numeric column will be plotted.\n",
      "    - An array or list of vectors.\n",
      "    \n",
      "    In most cases, it is possible to use numpy or Python objects, but pandas\n",
      "    objects are preferable because the associated names will be used to\n",
      "    annotate the axes. Additionally, you can use Categorical types for the\n",
      "    grouping variables to control the order of plot elements.    \n",
      "    \n",
      "    This function always treats one of the variables as categorical and\n",
      "    draws data at ordinal positions (0, 1, ... n) on the relevant axis, even\n",
      "    when the data has a numeric or date type.\n",
      "    \n",
      "    See the :ref:`tutorial <categorical_tutorial>` for more information.    \n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    x, y, hue : names of variables in ``data`` or vector data, optional\n",
      "        Inputs for plotting long-form data. See examples for interpretation.        \n",
      "    data : DataFrame, array, or list of arrays, optional\n",
      "        Dataset for plotting. If ``x`` and ``y`` are absent, this is\n",
      "        interpreted as wide-form. Otherwise it is expected to be long-form.    \n",
      "    order, hue_order : lists of strings, optional\n",
      "        Order to plot the categorical levels in, otherwise the levels are\n",
      "        inferred from the data objects.        \n",
      "    bw : {'scott', 'silverman', float}, optional\n",
      "        Either the name of a reference rule or the scale factor to use when\n",
      "        computing the kernel bandwidth. The actual kernel size will be\n",
      "        determined by multiplying the scale factor by the standard deviation of\n",
      "        the data within each bin.\n",
      "    cut : float, optional\n",
      "        Distance, in units of bandwidth size, to extend the density past the\n",
      "        extreme datapoints. Set to 0 to limit the violin range within the range\n",
      "        of the observed data (i.e., to have the same effect as ``trim=True`` in\n",
      "        ``ggplot``.\n",
      "    scale : {\"area\", \"count\", \"width\"}, optional\n",
      "        The method used to scale the width of each violin. If ``area``, each\n",
      "        violin will have the same area. If ``count``, the width of the violins\n",
      "        will be scaled by the number of observations in that bin. If ``width``,\n",
      "        each violin will have the same width.\n",
      "    scale_hue : bool, optional\n",
      "        When nesting violins using a ``hue`` variable, this parameter\n",
      "        determines whether the scaling is computed within each level of the\n",
      "        major grouping variable (``scale_hue=True``) or across all the violins\n",
      "        on the plot (``scale_hue=False``).\n",
      "    gridsize : int, optional\n",
      "        Number of points in the discrete grid used to compute the kernel\n",
      "        density estimate.\n",
      "    width : float, optional\n",
      "        Width of a full element when not using hue nesting, or width of all the\n",
      "        elements for one level of the major grouping variable.    \n",
      "    inner : {\"box\", \"quartile\", \"point\", \"stick\", None}, optional\n",
      "        Representation of the datapoints in the violin interior. If ``box``,\n",
      "        draw a miniature boxplot. If ``quartiles``, draw the quartiles of the\n",
      "        distribution.  If ``point`` or ``stick``, show each underlying\n",
      "        datapoint. Using ``None`` will draw unadorned violins.\n",
      "    split : bool, optional\n",
      "        When using hue nesting with a variable that takes two levels, setting\n",
      "        ``split`` to True will draw half of a violin for each level. This can\n",
      "        make it easier to directly compare the distributions.\n",
      "    dodge : bool, optional\n",
      "        When hue nesting is used, whether elements should be shifted along the\n",
      "        categorical axis.    \n",
      "    orient : \"v\" | \"h\", optional\n",
      "        Orientation of the plot (vertical or horizontal). This is usually\n",
      "        inferred from the dtype of the input variables, but can be used to\n",
      "        specify when the \"categorical\" variable is a numeric or when plotting\n",
      "        wide-form data.    \n",
      "    linewidth : float, optional\n",
      "        Width of the gray lines that frame the plot elements.    \n",
      "    color : matplotlib color, optional\n",
      "        Color for all of the elements, or seed for a gradient palette.    \n",
      "    palette : palette name, list, or dict, optional\n",
      "        Colors to use for the different levels of the ``hue`` variable. Should\n",
      "        be something that can be interpreted by :func:`color_palette`, or a\n",
      "        dictionary mapping hue levels to matplotlib colors.    \n",
      "    saturation : float, optional\n",
      "        Proportion of the original saturation to draw colors at. Large patches\n",
      "        often look better with slightly desaturated colors, but set this to\n",
      "        ``1`` if you want the plot colors to perfectly match the input color\n",
      "        spec.    \n",
      "    ax : matplotlib Axes, optional\n",
      "        Axes object to draw the plot onto, otherwise uses the current Axes.    \n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    ax : matplotlib Axes\n",
      "        Returns the Axes object with the plot drawn onto it.    \n",
      "    \n",
      "    See Also\n",
      "    --------\n",
      "    boxplot : A traditional box-and-whisker plot with a similar API.    \n",
      "    stripplot : A scatterplot where one variable is categorical. Can be used\n",
      "                in conjunction with other plots to show each observation.    \n",
      "    swarmplot : A categorical scatterplot where the points do not overlap. Can\n",
      "                be used with other plots to show each observation.    \n",
      "    \n",
      "    Examples\n",
      "    --------\n",
      "    \n",
      "    Draw a single horizontal violinplot:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> import seaborn as sns\n",
      "        >>> sns.set(style=\"whitegrid\")\n",
      "        >>> tips = sns.load_dataset(\"tips\")\n",
      "        >>> ax = sns.violinplot(x=tips[\"total_bill\"])\n",
      "    \n",
      "    Draw a vertical violinplot grouped by a categorical variable:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", data=tips)\n",
      "    \n",
      "    Draw a violinplot with nested grouping by two categorical variables:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
      "        ...                     data=tips, palette=\"muted\")\n",
      "    \n",
      "    Draw split violins to compare the across the hue variable:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",\n",
      "        ...                     data=tips, palette=\"muted\", split=True)\n",
      "    \n",
      "    Control violin order by passing an explicit order:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"time\", y=\"tip\", data=tips,\n",
      "        ...                     order=[\"Dinner\", \"Lunch\"])\n",
      "    \n",
      "    Scale the violin width by the number of observations in each bin:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\n",
      "        ...                     data=tips, palette=\"Set2\", split=True,\n",
      "        ...                     scale=\"count\")\n",
      "    \n",
      "    Draw the quartiles as horizontal lines instead of a mini-box:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\n",
      "        ...                     data=tips, palette=\"Set2\", split=True,\n",
      "        ...                     scale=\"count\", inner=\"quartile\")\n",
      "    \n",
      "    Show each observation with a stick inside the violin:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\n",
      "        ...                     data=tips, palette=\"Set2\", split=True,\n",
      "        ...                     scale=\"count\", inner=\"stick\")\n",
      "    \n",
      "    Scale the density relative to the counts across all bins:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\n",
      "        ...                     data=tips, palette=\"Set2\", split=True,\n",
      "        ...                     scale=\"count\", inner=\"stick\", scale_hue=False)\n",
      "    \n",
      "    Use a narrow bandwidth to reduce the amount of smoothing:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"sex\",\n",
      "        ...                     data=tips, palette=\"Set2\", split=True,\n",
      "        ...                     scale=\"count\", inner=\"stick\",\n",
      "        ...                     scale_hue=False, bw=.2)\n",
      "    \n",
      "    Draw horizontal violins:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> planets = sns.load_dataset(\"planets\")\n",
      "        >>> ax = sns.violinplot(x=\"orbital_period\", y=\"method\",\n",
      "        ...                     data=planets[planets.orbital_period < 1000],\n",
      "        ...                     scale=\"width\", palette=\"Set3\")\n",
      "    \n",
      "    Don't let density extend past extreme values in the data:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> ax = sns.violinplot(x=\"orbital_period\", y=\"method\",\n",
      "        ...                     data=planets[planets.orbital_period < 1000],\n",
      "        ...                     cut=0, scale=\"width\", palette=\"Set3\")\n",
      "    \n",
      "    Use ``hue`` without changing violin position or width:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> tips[\"weekend\"] = tips[\"day\"].isin([\"Sat\", \"Sun\"])\n",
      "        >>> ax = sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"weekend\",\n",
      "        ...                     data=tips, dodge=False)\n",
      "    \n",
      "    Use :func:`catplot` to combine a :func:`violinplot` and a\n",
      "    :class:`FacetGrid`. This allows grouping within additional categorical\n",
      "    variables. Using :func:`catplot` is safer than using :class:`FacetGrid`\n",
      "    directly, as it ensures synchronization of variable order across facets:\n",
      "    \n",
      "    .. plot::\n",
      "        :context: close-figs\n",
      "    \n",
      "        >>> g = sns.catplot(x=\"sex\", y=\"total_bill\",\n",
      "        ...                 hue=\"smoker\", col=\"time\",\n",
      "        ...                 data=tips, kind=\"violin\", split=True,\n",
      "        ...                 height=4, aspect=.7);\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(sns.violinplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "violin=sns.violinplot(data=MantleArray,x='LOCATION',y='EPSILON_HF',fliersize=0)\n",
    "plt.setp(violin.get_xticklabels(), rotation=90);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And if you want to put all the data back on (not just the ones inside the violins: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "violin=sns.violinplot(data=MantleArray,x='LOCATION',y='EPSILON_HF')\n",
    "plt.setp(violin.get_xticklabels(), rotation=90);\n",
    "sns.swarmplot(data=MantleArray,x='LOCATION',y='EPSILON_HF',color='white',edgecolor='black',linewidth=1,alpha=0.5);\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}