{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Misc. Plots Tips\n",
    "\n",
    "A few tips that can be useful when making plots with matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trim Figure\n",
    "\n",
    "Sometimes the plot is way smaller than the chosen figure size. When saving a figure to disk, using the *figure.savefig*, a good idea is to use *bbox_inches='tight'* to start with and adding *pad_inches=0* to remove the rest of the space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 6000x3000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mgkit.plots\n",
    "import numpy\n",
    "import pandas\n",
    "import seaborn as sns\n",
    "import matplotlib.colors\n",
    "nrow = 50\n",
    "ncol = nrow\n",
    "\n",
    "data = pandas.DataFrame(\n",
    "{\n",
    "    x: numpy.random.negative_binomial(500, 0.5, nrow)\n",
    "    for x in xrange(ncol)\n",
    "}\n",
    ")\n",
    "sns.palplot(sns.color_palette('Blues', 9))\n",
    "cmap = matplotlib.colors.ListedColormap(sns.color_palette('Blues', 9))\n",
    "\n",
    "fig, ax = mgkit.plots.get_single_figure(figsize=(20,10), aspect='equal')\n",
    "mgkit.plots.heatmap.baseheatmap(data.loc[data.index[::-1]], ax, cmap=cmap)\n",
    "mgkit.plots.grouped_spine(\n",
    "    [range(10), range(10, 20), range(20, 30), range(30, 40), range(40, 50)][::-1], \n",
    "    ['first', 'second', 'third', 'fourth', 'fifth'][::-1],\n",
    "    ax\n",
    ")\n",
    "# This will save the figure \"as is\"\n",
    "fig.savefig('test-trim.pdf')\n",
    "# This will save the figure removing most of the unused space\n",
    "fig.savefig('test-trim-tight.pdf', bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}