Aresty Data Analysis Using Jypter Python Notebook

a_jupyter-intro.md

Data Analysis with Jupyter and SQLite3 Database

First things you'll need to do is get your python3 and pip3 installed and working.

Step 1 - Install Jupyter

sudo pip3 install jupyter

This will install the jupyter notebook server. It's awesome. You'll see it work in a minute.

Step 2 - Clone the zacblanco/adac repo and cd your terminal into the directory

git clone https://github.com/zacblanco/adac.git
cd adac/

Step 3 - Download the ConsensusAnalysis.ipynb into your adac/ folder

The file is attached to this gist. Download it and save it within the repository.

wget https://gist.githubusercontent.com/ZacBlanco/d9049f17f7aef07e3ce90670d165f69a/raw/f08ca018fdb0140933f88efb52e69c1998d7fcfc/ConsensusAnalysis.ipynb

Step 4 - Run Jupyter

Now that because you installed jupyter earlier you should be able to run jupyter in the command line

  jupyer notebook

This will launch the jupyer notebook application on port 8888 and its kernels. It should open a new web browser tab. The tab will show your filesystem. Navigate into the adac/ folder if you're not already there and open the ConsensusAnalysis.ipynb file. You will now see the cell blocks and a couple functions to display graphs.

You can run the python cells using Ctrl-Enter

Mess around with the code and look at the peewee documentation on how to make database accesses to see more of the data.

ConsensusAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Average Consensus Analysis\n",
    "\n",
    "Using the [`adac`](https://github.com/ZacBlanco/adac) consensus library.\n",
    "\n",
    "Run the cell below to gain access to the `display_diffs` and `display_absolutes` functions as well as see the list of experiment IDs to analyze and all of the statistics that are available to display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Experiment ID's\n",
      "5c5f82aa-e67c-47e7-9cfd-eeac6fdf19f6\n",
      "54e8fc71-2d78-4c12-b70f-f166a675bfec\n",
      "f5ddea11-4735-4e16-87f8-7d0ca9b7d0d0\n",
      "c53b7937-308d-458b-bad0-0d45b4bfba6e\n",
      "c29817d6-94b5-4b12-96b4-2750a3b8dca2\n",
      "834fe0dd-2a83-4337-8b31-ced33a00ed85\n",
      "ecd1518d-cbe0-43c9-a6ee-84ec294ab1c7\n",
      "bc50d0bf-db95-4708-bb25-235b6d085bcf\n",
      "d7c272b0-d9c5-4816-9af8-b23bcdfbb3f3\n",
      "24a25971-5ba5-4802-a556-a6a35cdf6561\n",
      "f34e5d25-43fc-4e78-8b59-46b39dd93864\n",
      "\n",
      "Statistic Types\n",
      "scputimes\n",
      "pcputimes\n",
      "pfullmem\n",
      "snetio\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from adac.data_collector import DB\n",
    "from adac.data_collector.models import Statistic\n",
    "from matplotlib import pyplot as plt\n",
    "fig_size = []\n",
    "fig_size.append(12)\n",
    "fig_size.append(9)\n",
    "plt.rcParams[\"figure.figsize\"] = fig_size\n",
    "\n",
    "\n",
    "\n",
    "def display_diffs(exp_id, stat_type, ip=None):\n",
    "    '''Display a graph of the differential statistics'''\n",
    "    data = Statistic.select().where(Statistic.experiment_id == exp_id, Statistic.statistic_type == stat_type).order_by(Statistic.timestamp.asc())\n",
    "    # Let's parse the stat data\n",
    "    stats = {}\n",
    "    for x in data:\n",
    "        stats[x.iteration] = {}\n",
    "        for y in x.statistic_value.split(','):\n",
    "            z = y.strip().split('=')\n",
    "            stats[x.iteration][z[0]] = float(z[1])\n",
    "\n",
    "\n",
    "    iterations = list(stats.keys())\n",
    "    gfields = list(stats[0])\n",
    "    # Remove a field if necessary\n",
    "    # gfields.pop(gfields.index('idle'))\n",
    "\n",
    "    # Plot everything that we can\n",
    "    for y in gfields:\n",
    "        l1 = []\n",
    "        for x in iterations:\n",
    "            l1.append(stats[x][y])\n",
    "\n",
    "        for i in reversed(range(len(l1))):\n",
    "            l1[i] = l1[i] - l1[i-1]\n",
    "        l1[0] = 0.0\n",
    "        plt.plot(iterations, l1, label=y)\n",
    "\n",
    "    # Create and modify legend if necessary\n",
    "    plt.legend(ncol=2)\n",
    "    plt.title('Analysis for {} {}\\'s\\n\\n'.format(exp_id, stat_type))\n",
    "    plt.show()\n",
    "\n",
    "def display_absolutes(exp_id, stat_type, ip=None):\n",
    "    '''Display a graph of the absolute statistics'''\n",
    "    data = Statistic.select().where(Statistic.experiment_id == exp_id, Statistic.statistic_type == stat_type).order_by(Statistic.timestamp.asc())\n",
    "    # Let's parse the stat data\n",
    "    stats = {}\n",
    "    for x in data:\n",
    "        stats[x.iteration] = {}\n",
    "        for y in x.statistic_value.split(','):\n",
    "            z = y.strip().split('=')\n",
    "            stats[x.iteration][z[0]] = float(z[1])\n",
    "\n",
    "\n",
    "    iterations = list(stats.keys())\n",
    "    gfields = list(stats[0])\n",
    "    # Remove a field if necessary\n",
    "    # gfields.pop(gfields.index('idle'))\n",
    "\n",
    "    # Plot everything that we can\n",
    "    for y in gfields:\n",
    "        l1 = []\n",
    "        for x in iterations:\n",
    "            l1.append(stats[x][y])\n",
    "        plt.plot(iterations, l1, label=y)\n",
    "\n",
    "    # Create and modify legend if necessary\n",
    "    plt.legend(ncol=2)\n",
    "    plt.title('Analysis for {} {}\\'s\\n\\n'.format(exp_id, stat_type))\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "s = Statistic.select(Statistic.experiment_id).distinct()\n",
    "experiments = [i.experiment_id for i in s]\n",
    "print('Experiment ID\\'s')\n",
    "[print(exp) for exp in experiments]\n",
    "print()\n",
    "\n",
    "s = Statistic.select(Statistic.statistic_type).distinct()\n",
    "print(\"Statistic Types\")\n",
    "[print(x.statistic_type) for x in s]\n",
    "print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Set `exp1` to your desired Experiment ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# The experiment ID to analyze\n",
    "exp1 = 'f34e5d25-43fc-4e78-8b59-46b39dd93864'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use the `display_diffs` and `display_absolutes` functions to view plots of the statistics collected during consensus\n",
    "\n",
    "Example:\n",
    "\n",
    "```python\n",
    "display_diffs('f34e5d25-43fc-4e78-8b59-46b39dd93864', 'scputimes')\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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O4KqrrmL58uWsXLmS0aNHc+2119aea/K3v/2twqXPpuHDhzNmzBgG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75f0hgbdMRs00HIBCv988+UgUWfwiEEc88Owd3Yj8b6fsThk+tKWOcSnJutY/TEDG5431XCNUbX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f7bafa9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3bt244447lvpPdB5++GFOOOEEPvzwQ4YOHUq3bt3o3r0711xzDWPHjqWmpobB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\nUm1mZmZmVpCTajMzMzOzgn4DXhJw03JXwg8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f81ad40b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_diffs(exp1, 'scputimes')\n",
    "display_diffs(exp1, 'pcputimes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+JGnu3LmaNWuWRo0aJUk6cOCANm7ceNT6k5OT9etf/1o9e/bUDTfcoNq1a+db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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f7b97ca90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_diffs(exp1, 'snetio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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I/mFXHNNLyXoke6Ts4rg/At/J9zkiYuuIOCIitomI7SNiUN7OxpHd6aE/n477vYss6LaL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\n6P8BW0vx+YsRVGUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f7b9f2b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lSZKkDAOzJEmSlGFgliRJkjIMzJIkSVKGgVmSJEnKMDBLkiRJGQZmSZIkKcPA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f7bef05f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_absolutes(exp1, 'scputimes')\n",
    "display_absolutes(exp1, 'pcputimes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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a14+IW0r79yJimdI+rPw+uUwfOVD701+dghVLVyRJklQ30CPkp2bmmHK7BiAi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\nREREfKQRchERERERHykhDwEzu8nMdptZhZk94Hc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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8f7b8b3f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_diffs(exp1, 'pfullmem')"
   ]
  }
 ],
 "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
}