Spike Analysis–Contrast Plots.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-06T18:10:40.309357",
     "start_time": "2016-10-06T18:10:40.130423"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thu Oct  6 18:10:40 SGT 2016\r\n"
     ]
    }
   ],
   "source": [
    "!date\n",
    "import os\n",
    "import seaborn as sb\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MultipleLocator, AutoLocator\n",
    "import bootstrapContrast as bs\n",
    "%matplotlib inline\n",
    "sb.set_style('ticks')\n",
    "plt.rcParams['svg.fonttype'] = 'none'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read Data and Munge It"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-06T18:10:41.724275",
     "start_time": "2016-10-06T18:10:41.648207"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sc500ms = pd.read_csv('/Users/josesho/Google Drive/ACC Lab/ACR/Larval nerve ephys/data/500ms_pulse/spikeCountsAndFrequency_500ms.csv')\n",
    "sc30s = pd.read_csv('/Users/josesho/Google Drive/ACC Lab/ACR/Larval nerve ephys/data/30s_pulse/spikeCounts_30s.csv')\n",
    "\n",
    "# Join the Filename and pulseNum columns to use as idcol.\n",
    "sc500ms['Filename_pulseNum_traceNum'] = sc500ms['Filename'].astype(str) + '_pulseNum' + sc500ms['pulseNum'].astype(str) + sc500ms['traceNum']\n",
    "sc30s['Filename_pulseNum_traceNum'] = sc30s['Filename'].astype(str) + '_pulseNum' + sc30s['pulseNum'].astype(str) + sc30s['traceNum']\n",
    "\n",
    "# Hopefully changing to a string works...!\n",
    "sc500ms['Illumination_mm'] = sc500ms['Illumination_mm'].astype(str)\n",
    "\n",
    "# Create custom palette for illumination height.\n",
    "illumLevs = np.sort(sc500ms['Illumination_mm'].unique())\n",
    "lightPalGreen = sb.light_palette(\"green\", n_colors = len(illumLevs))\n",
    "# myPal = {illumLevs[0] : lightPalGreen[0],\n",
    "#         illumLevs[1] : lightPalGreen[1],\n",
    "#         illumLevs[2] : lightPalGreen[2]}\n",
    "myPal = {illumLevs[0] : 'lightgreen',\n",
    "        illumLevs[1] : 'green',\n",
    "        illumLevs[2] : 'darkgreen'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-06T18:15:06.574344",
     "start_time": "2016-10-06T18:15:06.568401"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['before', 'during', 'after'], dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc500ms['epoch'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-06T18:15:15.806012",
     "start_time": "2016-10-06T18:15:14.006946"
    },
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "max() arg is an empty sequence",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-13-eaa412d5b4be>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     11\u001b[0m                                      \u001b[0msummaryBar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m                                      \u001b[0mpal\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmyPal\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m                                      idx = ('before', 'during') )\n\u001b[0m\u001b[1;32m     14\u001b[0m         \u001b[0mcontrastDict500msBefore\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mgenotype\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcon\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m         \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msuptitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgenotype\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0millum\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'mm 500ms'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfontsize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m17\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/josesho/anaconda/lib/python3.4/site-packages/bootstrapContrast/bootstrapContrast.py\u001b[0m in \u001b[0;36mpairedcontrast\u001b[0;34m(data, x, y, idcol, reps, statfunction, idx, figsize, beforeAfterSpacer, violinWidth, floatOffset, showRawData, floatContrast, smoothboot, floatViolinOffset, showConnections, summaryBar, contrastYlim, swarmYlim, barWidth, summaryBarColor, meansSummaryLineStyle, contrastZeroLineStyle, contrastEffectSizeLineStyle, contrastZeroLineColor, contrastEffectSizeLineColor, pal, legendLoc, legendFontSize, legendMarkerScale, **kwargs)\u001b[0m\n\u001b[1;32m   1165\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1166\u001b[0m         \u001b[0;31m## Get some details about the raw data.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1167\u001b[0;31m         \u001b[0mmaxXBefore\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mswarm_raw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollections\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_offsets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1168\u001b[0m         \u001b[0mminXAfter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mswarm_raw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcollections\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_offsets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1169\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mshowRawData\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: max() arg is an empty sequence"
     ]
    },
    {
     "data": {
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MITMzE48fP8aDBw9w7do1MMZQUlIiNLkEAAICAtCiRQssXLiwJt9GTuXEqcokUllW020r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\nCCFEJ0kSFUIIITpJkqgQQgjRSf8H79Tq/l5aWJcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf63828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Yb/2zZ8/A4XCgo6PDt7x79+6QlZXlfd+7dOlS4wMvL1++5LsN3tiqqqoQHR0NFRUV3msq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\niIhYpBAVERGxSCEqIiJi0S8T1VDNtxiaUwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c9c6f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Gjx+PqKgo5ZHlb7/9hpUrV+LWrVuwsrKCv78//vGPfyi3V1RUhBUrVuDf//43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\niIgcMCSJiIgcMCSJiIgcMCSJiIgcfAAtOvju0e4S/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10408d358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot 500ms data.\n",
    "contrastDict500msBefore = dict()\n",
    "\n",
    "for illum in sc500ms['Illumination_mm'].unique():\n",
    "    for genotype in sc500ms['Genotype'].unique():\n",
    "        tempdf = sc500ms[ (sc500ms['Genotype'] == genotype) & (sc500ms['Illumination_mm'] == illum) ]\n",
    "        \n",
    "        fig, con = bs.pairedcontrast( tempdf, \n",
    "                                     x = 'epoch', y = 'spikeFrequency',\n",
    "                                     idcol = 'Filename_pulseNum_traceNum',\n",
    "                                     summaryBar = True,\n",
    "                                     pal = myPal,\n",
    "                                     idx = ('before', 'during') )\n",
    "        contrastDict500msBefore[genotype] = con\n",
    "        fig.suptitle(genotype+\" \"+illum+'mm 500ms', fontsize = 17)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T16:44:13.215293",
     "start_time": "2016-10-03T16:44:09.886186"
    },
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Plot 500ms data.\n",
    "contrastDict30sBefore = dict()\n",
    "\n",
    "for genotype in sc30s['Genotype'].unique():\n",
    "    fig, con = bs.pairedcontrast( sc30s[ sc30s['Genotype'] == genotype ], \n",
    "                                 x = 'epoch', y = 'spikeFrequency',\n",
    "                                 hue = 'Illumination_mm',\n",
    "                                 idcol = 'Filename_pulseNum_traceNum',\n",
    "                                 summaryBar = True,\n",
    "                                 pal = myPal,\n",
    "                                 idx = ('before', 'during') )\n",
    "    contrastDict30sBefore[genotype] = con\n",
    "    fig.suptitle(genotype+' 30s', fontsize = 17)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T16:44:17.709585",
     "start_time": "2016-10-03T16:44:17.693165"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "contrastDict500msBefore['nSyb-Gal4>UAS-dGtACR1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T16:44:30.712240",
     "start_time": "2016-10-03T16:44:30.697228"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "contrastDict30sBefore['nSyb-Gal4>UAS-dGtACR1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T16:44:43.737622",
     "start_time": "2016-10-03T16:44:40.721368"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Plot 500ms data.\n",
    "contrastDict500msAfter = dict()\n",
    "\n",
    "for genotype in sc500ms['Genotype'].unique():\n",
    "    fig, con = bs.pairedcontrast( sc500ms[ sc500ms['Genotype'] == genotype ], \n",
    "                                 x = 'epoch', y = 'spikeFrequency',\n",
    "                                 hue = 'Illumination_mm',\n",
    "                                 idcol = 'Filename_pulseNum_traceNum',\n",
    "                                 summaryBar = True,\n",
    "                                 pal = myPal,\n",
    "                                 idx = ('during', 'after') )\n",
    "    contrastDict500msAfter[genotype] = con\n",
    "    fig.suptitle(genotype+' 500ms', fontsize = 17)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T17:14:56.057093",
     "start_time": "2016-10-03T17:14:56.042204"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "contrastDict500msAfter.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T17:15:09.885470",
     "start_time": "2016-10-03T17:15:09.868849"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "contrastDict500msAfter['nSyb-Gal4>UAS-dGtACR1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T17:18:46.014851",
     "start_time": "2016-10-03T17:18:43.725073"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Plot 500ms data.\n",
    "contrastDict30sAfter = dict()\n",
    "\n",
    "for genotype in sc30s['Genotype'].unique():\n",
    "    fig, con = bs.pairedcontrast( sc30s[ sc30s['Genotype'] == genotype ], \n",
    "                                 x = 'epoch', y = 'spikeFrequency',\n",
    "                                 hue = 'Illumination_mm',\n",
    "                                 idcol = 'Filename_pulseNum_traceNum',\n",
    "                                 summaryBar = True,\n",
    "                                 pal = myPal,\n",
    "                                 idx = ('during', 'after') )\n",
    "    contrastDict30sAfter[genotype] = con\n",
    "    fig.suptitle(genotype+' 30s', fontsize = 17)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2016-10-03T17:18:47.597918",
     "start_time": "2016-10-03T17:18:47.582648"
    },
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "contrastDict30sAfter['nSyb-Gal4>UAS-dGtACR1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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