quantiles.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "# A SQL query was:\n",
    "# SELECT\n",
    "#   QUANTILES(TAF_events, 101) AS quantiles, # indexing starts from 1 not 0\n",
    "# FROM \n",
    "# (\n",
    "#    SELECT\n",
    "#       UUID,\n",
    "#       COUNT(*) AS TAF_events\n",
    "#    FROM\n",
    "#      [reporting-160216:data_marts.tracking] \n",
    "#   WHERE \n",
    "#       _PARTITIONTIME > Timestamp(\"2017-01-01\")\n",
    "#   GROUP BY\n",
    "#       UUID\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "values = [1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 6, 6, 6, 6, 6, 8, 8, 8, 8, 9, 10, 12, 12, 14, 16, 18, 20, 24, 29, 36, 47, 64, 104, 145365]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f72115e1da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import csv\n",
    " \n",
    "with open(\"/home/fpopic/Desktop/quantiles\", \"r\") as f:\n",
    "    reader = csv.reader(f)\n",
    "    values = []\n",
    "    for row in reader:\n",
    "        if len(row) == 2:\n",
    "            values.append(int(row[1]))\n",
    "            \n",
    "print(\"values =\",values)\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "\n",
    "plt.xlabel(\"quantiles\")\n",
    "plt.ylabel(\"TAF events per user\")\n",
    "plt.title(\"\"\"TAF events per user distribution,\n",
    "            sorted collection by number of TAF events and then sample every 1% of data ~= quantile, \n",
    "            e.g. median is 50th quantile (half), from 25th to 75th quantile there is 50% of data\"\"\")\n",
    "\n",
    "plt.ylim([0,40]) # to avoid showing outlier 145365 on y axes\n",
    "\n",
    "plt.xticks(np.arange(0,105,5))\n",
    "plt.yticks(np.arange(0,105,5))\n",
    "\n",
    "x = np.arange(101)\n",
    "plt.plot(x,values)\n",
    "\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}