eland/tests/notebook/test_plotting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import eland as ed\n",
    "import numpy as np\n",
    "\n",
    "# Remove pandas/matplotlib deprecation warning\n",
    "import warnings\n",
    "import matplotlib\n",
    "warnings.filterwarnings(\"ignore\",category=matplotlib.MatplotlibDeprecationWarning )\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ed_df = ed.DataFrame('http://localhost:9200', 'flights')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ed_df[ed_df.OriginWeather == 'Sunny']['FlightTimeMin'].hist(alpha=0.5, density=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ed_df[ed_df.OriginWeather != 'Sunny']['FlightTimeMin'].hist(alpha=0.5, density=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'AvgTicketPrice'}>,\n",
       "        <Axes: title={'center': 'DistanceKilometers'}>,\n",
       "        <Axes: title={'center': 'DistanceMiles'}>],\n",
       "       [<Axes: title={'center': 'FlightDelayMin'}>,\n",
       "        <Axes: title={'center': 'FlightTimeHour'}>,\n",
       "        <Axes: title={'center': 'FlightTimeMin'}>],\n",
       "       [<Axes: title={'center': 'dayOfWeek'}>, <Axes: >, <Axes: >]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ed_df.select_dtypes(include=[np.number]).hist(figsize=[10,10])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.13"
  },
  "vscode": {
   "interpreter": {
    "hash": "8d80939be9cc7b6e652d5cdc2d3a4605b7dd564f2bebaa359e7fd4a3d9f61dba"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}