{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <b>hist</b>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `hist` function allows histogram visualizing DataFrame data.  At a minimum, the `hist` function requires the following keywords:\n",
    "<ul>\n",
    "<li> `df`: a pandas DataFrame</li>\n",
    "<li> `x`: the name of the DataFrame column containing the x-axis data </li>\n",
    "</ul>\n",
    "\n",
    "The y-axis will display the histogram counts for the specified data set.  \n",
    "\n",
    "Other optional keywords for this function are described in <a href=\"https://endangeredoxen.github.io/fivecentplots/keyword.html\">Keyword Arguments</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import fivecentplots as fcp\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os, sys, pdb\n",
    "osjoin = os.path.join\n",
    "db = pdb.set_trace"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sample data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Batch</th>\n",
       "      <th>Sample</th>\n",
       "      <th>Region</th>\n",
       "      <th>Value</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>Alpha123</td>\n",
       "      <td>3.5</td>\n",
       "      <td>ID701223A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>Alpha123</td>\n",
       "      <td>2.1</td>\n",
       "      <td>ID7700-1222B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>Alpha123</td>\n",
       "      <td>3.3</td>\n",
       "      <td>ID701223A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>Alpha123</td>\n",
       "      <td>3.2</td>\n",
       "      <td>ID7700-1222B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "      <td>Alpha123</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ID701223A</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Batch  Sample    Region  Value            ID\n",
       "0    101       1  Alpha123    3.5     ID701223A\n",
       "1    101       1  Alpha123    2.1  ID7700-1222B\n",
       "2    101       1  Alpha123    3.3     ID701223A\n",
       "3    101       1  Alpha123    3.2  ID7700-1222B\n",
       "4    101       1  Alpha123    4.0     ID701223A"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set theme"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(Only needs to be run once)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#fcp.set_theme('gray')\n",
    "#fcp.set_theme('white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "SHOW = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple histogram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vertical bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A simple histogram with default bin size of 20:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 479.125x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.hist(df=df, x='Value', show=SHOW)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Horizontal bars"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Same data as above but with histogram bars oriented horizontally:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 479.125x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.hist(df=df, x='Value', show=SHOW, horizontal=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Legend"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a legend:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 602.625x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.hist(df=df, x='Value', show=SHOW, legend='Region')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kernal density estimator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 617.625x481 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.hist(df=df, x='Value', show=SHOW, legend='Region', kde=True, kde_width=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Row/column plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make multiple subplots with different row/column values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1052.62x931 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.hist(df=df, x='Value', show=SHOW, legend='Region', col='Batch', row='Sample', ax_size=[250, 250])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wrap plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### By column values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 712.625x671 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fcp.hist(df=df, x='Value', show=SHOW, legend='Region', wrap='Batch', ax_size=[250, 250], horizontal=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### By column names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1015.38x331 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Value*2'] = 2*df['Value']\n",
    "df['Value*3'] = 3*df['Value']\n",
    "fcp.hist(df=df, x=['Value', 'Value*2', 'Value*3'], wrap='x', show=SHOW, ncol=3, ax_size=[250, 250])"
   ]
  }
 ],
 "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": "3.6.4"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "toc_cell": false,
   "toc_position": {
    "height": "829px",
    "left": "0px",
    "right": "1161px",
    "top": "119px",
    "width": "212px"
   },
   "toc_section_display": "block",
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}