AnalysisExamples/naiveBayesClassification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "07ebd3ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#computes classification accuracy for orofacial movements, single phonemes, and single words for a given brain area\n",
    "#(Fig 1d)\n",
    "baseDir = '/oak/stanford/groups/henderj/fwillett/speechPaperRelease_08_20/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f3131d20",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.io\n",
    "\n",
    "brainArea='6v' #brainArea='6v' or brainArea='44'\n",
    "phonemesDat = scipy.io.loadmat(baseDir+'tuningTasks/t12.2022.04.21_phonemes.mat')\n",
    "orofacialDat = scipy.io.loadmat(baseDir+'tuningTasks/t12.2022.04.21_orofacial.mat')\n",
    "fiftyWordDat = scipy.io.loadmat(baseDir+'tuningTasks/t12.2022.05.03_fiftyWordSet.mat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "757d3638",
   "metadata": {},
   "outputs": [],
   "source": [
    "#mean-subtract within block\n",
    "import numpy as np\n",
    "def meanSubtract(dat):\n",
    "    if brainArea=='6v':\n",
    "        dat['feat'] = np.concatenate([dat['tx2'][:,0:128].astype(np.float32), dat['spikePow'][:,0:128].astype(np.float32)], axis=1)\n",
    "    elif brainArea=='44':\n",
    "        dat['feat'] = np.concatenate([dat['tx2'][:,128:].astype(np.float32), dat['spikePow'][:,128:].astype(np.float32)], axis=1)\n",
    "        \n",
    "    blockList = np.squeeze(np.unique(dat['blockNum']))\n",
    "    for b in blockList:\n",
    "        loopIdx = np.squeeze(dat['blockNum']==b)\n",
    "        dat['feat'][loopIdx,:] -= np.mean(dat['feat'][loopIdx,:],axis=0,keepdims=True)\n",
    "    return dat\n",
    "\n",
    "#mean subtraction\n",
    "phonemesDat = meanSubtract(phonemesDat)\n",
    "orofacialDat = meanSubtract(orofacialDat)\n",
    "fiftyWordDat = meanSubtract(fiftyWordDat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8808094d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/groups/henderj/fwillett/code/speechRelease_v3/lib/python3.9/site-packages/urllib3/__init__.py:34: NotOpenSSLWarning: urllib3 v2.0 only supports OpenSSL 1.1.1+, currently the 'ssl' module is compiled with 'LibreSSL 3.2.1'. See: https://github.com/urllib3/urllib3/issues/3020\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from analysis import triggeredAvg\n",
    "\n",
    "fAvg_phones, fCI_phones, trials_phones = triggeredAvg(phonemesDat['feat'].astype(np.float32), \n",
    "                         phonemesDat['goTrialEpochs'][:,0],\n",
    "                         np.squeeze(phonemesDat['trialCues']), [-50,50], smoothSD=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2c17a0c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "fAvg_orofacial, fCI_orofacial, trials_orofacial = triggeredAvg(orofacialDat['feat'].astype(np.float32), \n",
    "                         orofacialDat['goTrialEpochs'][:,0],\n",
    "                         np.squeeze(orofacialDat['trialCues']), [-50,50], smoothSD=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8c850e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "fAvg_fiftyWord, fCI_fiftyWord, trials_fiftyWord = triggeredAvg(fiftyWordDat['feat'].astype(np.float32), \n",
    "                         fiftyWordDat['goTrialEpochs'][:,0],\n",
    "                         np.squeeze(fiftyWordDat['trialCues']), [-50,50], smoothSD=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7f4bec8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from analysis import gnb_loo, bootCI\n",
    "\n",
    "def plotConfusionMatrix(unroll_y, y_pred, tickLabels, orderIdx, title, figName):\n",
    "    #confusion matrices\n",
    "    codeList = np.unique(unroll_y)\n",
    "    nCodes = len(codeList)\n",
    "    cMat = np.zeros([nCodes, nCodes])\n",
    "\n",
    "    for x in range(nCodes):\n",
    "        for y in range(nCodes):\n",
    "            thisSum = np.sum(np.logical_and(unroll_y==codeList[orderIdx[x]], y_pred==codeList[orderIdx[y]]))\n",
    "            cMat[x,y] = thisSum\n",
    "\n",
    "    for x in range(nCodes):\n",
    "        cMat[x,:] = cMat[x,:] / np.sum(cMat[x,:])    \n",
    "        \n",
    "    import matplotlib.pyplot as plt\n",
    "    from analysis import plotPreamble\n",
    "    plotPreamble()\n",
    "\n",
    "    plt.figure(figsize=(5,5), dpi=300)\n",
    "    plt.imshow(cMat,clim=[0,1])\n",
    "\n",
    "    reorderLabels = []\n",
    "    for x in range(len(tickLabels)):\n",
    "        reorderLabels.append(tickLabels[orderIdx[x]])\n",
    "        \n",
    "    plt.xticks(ticks=np.arange(0,len(tickLabels)), labels=reorderLabels, rotation=45, ha=\"right\")\n",
    "    plt.yticks(ticks=np.arange(0,len(tickLabels)), labels=reorderLabels)\n",
    "    plt.gca().invert_yaxis()\n",
    "    plt.colorbar()\n",
    "    plt.title(title)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "26fa9980",
   "metadata": {},
   "outputs": [],
   "source": [
    "#classify amongst all conditions EXCEPT \"do nothing\"\n",
    "phonemeCuesToUse = np.array([0,1,3,4,5,6,7,8,9,10,11,12,14,15,16,17,19,20,21,22,23,24,\n",
    "                      26,27,28,29,30,31,32,33,34,35,36,37,38,39]).astype(np.int32)\n",
    "oroCuesToUse = np.array([0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,\n",
    "                         21,22,23,24,25,26,27,28,29,30,31,32,33]).astype(np.int32)\n",
    "fiftyWordCuesToUse = np.arange(1,51).astype(np.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1b1885ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "#--phonemes--"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8d72b9d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.609375\n",
      "[0.56944444 0.64930556]\n"
     ]
    }
   ],
   "source": [
    "trials_phones_subset = []\n",
    "for t in range(len(phonemeCuesToUse)):\n",
    "    trials_phones_subset.append(trials_phones[phonemeCuesToUse[t]])\n",
    "\n",
    "y_pred, unroll_y = gnb_loo(trials_phones_subset, [50,100], np.arange(0,256).astype(np.int32))\n",
    "print(np.mean(y_pred==unroll_y))\n",
    "print(bootCI(y_pred, unroll_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "31f44060",
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tickLabels = ['B AA','CH AA','D AA','F AA',\n",
    "             'G AA','HH AA','JH AA','K AA',\n",
    "             'L AA','ER','M AA','N AA',\n",
    "             'P AA','R AA','S AA','SH AA','T AA','TH AA',\n",
    "             'V AA','W AA','Y AA','Z AA',\n",
    "             'OY','EH','EY','UH','IY','OW',\n",
    "             'UW','IH','AA','AW','AY','AH','AO','AE']\n",
    "\n",
    "tickLabelsReorder = ['P AA','B AA','M AA','F AA',\n",
    "             'V AA','TH AA','T AA','D AA',\n",
    "             'N AA','S AA','Z AA','CH AA',\n",
    "             'JH AA','SH AA','K AA','G AA','Y AA','L AA',\n",
    "             'R AA','W AA','HH AA','OY','OW',\n",
    "             'AO','AA','AW','AY','AE','EH',\n",
    "             'EY','IY','IH','AH','UW','ER','UH']\n",
    "\n",
    "orderIdx = []\n",
    "for x in range(len(tickLabelsReorder)):\n",
    "    for y in range(len(tickLabels)):\n",
    "        if tickLabels[y]==tickLabelsReorder[x]:\n",
    "            orderIdx.append(y)\n",
    "            break\n",
    "            \n",
    "orderIdx = np.array(orderIdx).astype(np.int32)\n",
    "plotConfusionMatrix(unroll_y, y_pred, tickLabels, orderIdx, \n",
    "                    'Accuracy='+str(np.round(1000*np.mean(y_pred==unroll_y))/10)+'%', \n",
    "                    'phonemeConfusionMatrix_'+brainArea)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8a36e423",
   "metadata": {},
   "outputs": [],
   "source": [
    "#--orofacial movements--"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "05a776a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9121212121212121\n",
      "[0.88939394 0.93333333]\n"
     ]
    }
   ],
   "source": [
    "trials_orofacial_subset = []\n",
    "for t in range(len(oroCuesToUse)):\n",
    "    trials_orofacial_subset.append(trials_orofacial[oroCuesToUse[t]])\n",
    "    \n",
    "y_pred, unroll_y = gnb_loo(trials_orofacial_subset, [50,100], np.arange(0,256).astype(np.int32))\n",
    "print(np.mean(y_pred==unroll_y))\n",
    "print(bootCI(y_pred, unroll_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f703f409",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tickLabels = ['Puff Left','Puff Right','Puff Up','Suck In',\n",
    "                 'Furrow','Raise','Raise Left','Raise Right',\n",
    "                 'Close','Open Wide','Wink Left','Wink Right',\n",
    "                 'Clench','Open','Back','Forward','Left','Right',\n",
    "                 'Hum high','Hum loud','Hum low','Hum soft',\n",
    "                 'Frown','Pucker','Pucker Left','Pucker Right','Smile','Tuck',\n",
    "                 'Lower Teeth','Upper Teeth','Left Cheek','Right Cheek','Roof of Mouth']\n",
    "    \n",
    "plotConfusionMatrix(unroll_y, y_pred, tickLabels, np.arange(0,34).astype(np.int32), \n",
    "                    'Accuracy='+str(np.round(1000*np.mean(y_pred==unroll_y))/10)+'%',\n",
    "                    'orofacialConfusionMatrix_'+brainArea)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cf49af88",
   "metadata": {},
   "outputs": [],
   "source": [
    "#--fifty word set--"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6fef54b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.941\n",
      "[0.926 0.956]\n"
     ]
    }
   ],
   "source": [
    "trials_fiftyWord_subset = []\n",
    "for t in range(len(fiftyWordCuesToUse)):\n",
    "    trials_fiftyWord_subset.append(trials_fiftyWord[fiftyWordCuesToUse[t]])\n",
    "    \n",
    "y_pred, unroll_y = gnb_loo(trials_fiftyWord_subset, [50,100], np.arange(0,256).astype(np.int32))\n",
    "print(np.mean(y_pred==unroll_y))\n",
    "print(bootCI(y_pred, unroll_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "02373671",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tickLabels = fiftyWordDat['cueList'][0,1:51]\n",
    "fixedLabels = []\n",
    "for x in range(len(tickLabels)):\n",
    "    fixedLabels.append(tickLabels[x][0])\n",
    "    \n",
    "orderIdx = np.arange(0,50).astype(np.int32)\n",
    "plotConfusionMatrix(unroll_y, y_pred, fixedLabels, orderIdx, \n",
    "                    'Accuracy='+str(np.round(1000*np.mean(y_pred==unroll_y))/10)+'%', \n",
    "                    'fiftyWordConfusionMatrix_'+brainArea)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff9b7969",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}