basic_online_chroma_brightness_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import scipy.io as sio\n",
    "\n",
    "import glob\n",
    "import os\n",
    "\n",
    "import robsblobs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Luminances[ 0 ] =  10.63\n",
      "Luminances[ 1 ] =  35.76\n",
      "Luminances[ 2 ] =  3.61\n",
      "bigl = 32.7408794545  bigm = 17.2591205455  bigs = 0.875685127273\n",
      "L/L+M = 0.654817589091  S/L+M = 0.0175137025455\n",
      "Red Green Axis\n",
      "Luminances[ 0 ] =  0.0\n",
      "Luminances[ 1 ] =  46.4519463869\n",
      "Luminances[ 2 ] =  3.54805361305\n",
      "bigl = 30.3478991993  bigm = 19.6521008007  bigs = 0.875685127273\n",
      "L/L+M = 0.606957983986  S/L+M = 0.0175137025455\n",
      "Luminances[ 0 ] =  21.26\n",
      "Luminances[ 1 ] =  25.0680536131\n",
      "Luminances[ 2 ] =  3.67194638695\n",
      "bigl = 35.1338597098  bigm = 14.8661402902  bigs = 0.875685127273\n",
      "L/L+M = 0.702677194196  S/L+M = 0.0175137025455\n",
      "Blue Yellow Axis\n",
      "Luminances[ 0 ] =  8.76102451921\n",
      "Luminances[ 1 ] =  41.2389754808\n",
      "Luminances[ 2 ] =  0.0\n",
      "bigl = 32.7408794545  bigm = 17.2591205455  bigs = 0.123327479222\n",
      "L/L+M = 0.654817589091  S/L+M = 0.00246654958444\n",
      "Luminances[ 0 ] =  12.4989754808\n",
      "Luminances[ 1 ] =  30.2810245192\n",
      "Luminances[ 2 ] =  7.22\n",
      "bigl = 32.7408794545  bigm = 17.2591205455  bigs = 1.62804277532\n",
      "L/L+M = 0.654817589091  S/L+M = 0.0325608555065\n"
     ]
    }
   ],
   "source": [
    "# monGamma_sRGB = np.array([2.4, 2.4, 2.4])\n",
    "monGamma_sRGB = np.array([2.2, 2.2, 2.2])\n",
    "monxyY_sRGB = np.array([\n",
    "    [0.6400, 0.3300, 0.2126*100],\n",
    "    [0.3000, 0.6000, 0.7152*100],\n",
    "    [0.1500, 0.0600, 0.0722*100]])\n",
    "mon_sRGB = robsblobs.monitor.Monitor(\"sRGB\")\n",
    "mon_sRGB.set_monGamma(monGamma_sRGB)\n",
    "mon_sRGB.set_monxyY(monxyY_sRGB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "fns = glob.glob(\"./data/3d_brightness*.dat\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sub_conds = pd.DataFrame(data = {\n",
    "    'SubjectID': [1, 2, 3, 4, 5, 6, 7],\n",
    "    'ProlificID': ['5d960ffd35a770001a9a0592', '63cffdbf780f8b199748645b', '5dc5da21d999de45a504651b', '5ad5d62a27c301000101dd27', '60a0b744298c64d46b63e893', '5cee69353057030001b33fc4', '5ab7dfb1a3ba7a0001b40f8c']\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "114\n"
     ]
    }
   ],
   "source": [
    "print(len(fns))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 ./data/3d_brightness68-111023-3523.dat 63174af7d57182f9bf90c094\n",
      "1 ./data/3d_brightness69-080923-4846.dat 643c069c30e6ba111922f086\n",
      "2 ./data/3d_brightness61-070923-1619.dat 62b2f74cf3794e252cc7d1a7\n",
      "3 ./data/3d_brightness51-070923-1713.dat 63d7bea144b8a11f63c2a763\n",
      "4 ./data/3d_brightness63-131023-1058.dat 5dbe90f8965e863667a79ca8\n",
      "5 ./data/3d_brightness55-070923-1739.dat 5e9edad6e7784d016ed87b36\n",
      "6 ./data/3d_brightness64-070923-3254.dat 6418032389d2410a211048aa\n",
      "7 ./data/3d_brightness56-111023-4548.dat 614b11e399369a0d52b5fbf6\n",
      "8 ./data/3d_brightness63-111023-3529.dat 56a346dddbe850000cfd3116\n",
      "9 ./data/3d_brightness58-060923-2439.dat 63ea4a7fa7d709c8e7887a93\n",
      "10 ./data/3d_brightness72-070923-1642.dat 5c4b987538878c0001c7883b\n",
      "11 ./data/3d_brightness71-111023-3343.dat 5cf66ed8912f0b0017c50b52\n",
      "12 ./data/3d_brightness58-111023-3352.dat 59dc458f77860e000151240e\n",
      "13 ./data/3d_brightness72-161023-4449.dat 5c5cad3e4ee81200018eafe2\n",
      "14 ./data/3d_brightness77-070923-4646.dat 5f3d49c430715f09ebb6389e\n",
      "15 ./data/3d_brightness71-131023-2612.dat 5694e7b5e0c800000b5a3841\n",
      "16 ./data/3d_brightness69-131023-1050.dat 5c8ba607c5366c0001d022cb\n",
      "17 ./data/3d_brightness56-070923-1843.dat 5c70974403f85b0001af8d5d\n",
      "18 ./data/3d_brightness58-070923-1706.dat 62ebd3cd785939570957fe59\n",
      "19 ./data/3d_brightness75-131023-1032.dat 5d1a69d8f97a18001977e0d7\n",
      "20 ./data/3d_brightness59-161023-5055.dat 5fd7782dee03dc08d3f3f491\n",
      "21 ./data/3d_brightness60-181023-5556.dat 640103805957bbf6a1326ed0\n",
      "22 ./data/3d_brightness52-060923-3740.dat 60fdaf5b539bcc4d2724d6a4\n",
      "23 ./data/3d_brightness56-050923-3028.dat 60a0b744298c64d46b63e893\n",
      "24 ./data/3d_brightness57-050923-2515.dat 5ad5d62a27c301000101dd27\n",
      "25 ./data/3d_brightness52-111023-3113.dat 5c4594514fe4f800016ea070\n",
      "26 ./data/3d_brightness80-060923-2437.dat 63e61d24e1c77b4b584e879f\n",
      "27 ./data/3d_brightness69-161023-0524.dat 6470d7cfbf12a03c858a8c8e\n",
      "28 ./data/3d_brightness68-060923-2401.dat 629f6b8c65fcae219e245284\n",
      "29 ./data/3d_brightness58-070923-2157.dat 63e53bd01fa86540f94e829d\n",
      "30 ./data/3d_brightness57-060923-2348.dat 62e3f7b224ec70641fd86b7b\n",
      "31 ./data/3d_brightness63-070923-5126.dat 63d196c147d1f420690e5b87\n",
      "32 ./data/3d_brightness63-111023-3329.dat 55a9f6a1fdf99b2d81b5295f\n",
      "33 ./data/3d_brightness68-070923-1830.dat 634fde191ed73d0409412077\n",
      "34 ./data/3d_brightness58-111023-3424.dat 5f1c4b819fb17507b94ea713\n",
      "35 ./data/3d_brightness73-050923-2741.dat 5d960ffd35a770001a9a0592\n",
      "36 ./data/3d_brightness52-131023-1015.dat 63ea4a4ed214b26e3ff8b7f2\n",
      "37 ./data/3d_brightness63-111023-3435.dat 5bede0e392f1770001d59f37\n",
      "38 ./data/3d_brightness64-111023-3331.dat 5eadaff848b26f4483ae62d9\n",
      "39 ./data/3d_brightness63-060923-2458.dat 62ab0f4b749afbcae1718677\n",
      "40 ./data/3d_brightness60-070923-3733.dat 5f3153a6180dcf0d8dd72a45\n",
      "41 ./data/3d_brightness50-161023-3304.dat 60171c9b1a726593103182b3\n",
      "42 ./data/3d_brightness70-131023-1044.dat 5fd8ea198512a801831f6b85\n",
      "43 ./data/3d_brightness76-070923-1809.dat 594ec90eca6e670001b2c184\n",
      "44 ./data/3d_brightness76-171023-0943.dat 63eaace3d44d695631f32db0\n",
      "45 ./data/3d_brightness75-060923-2349.dat 5efde724d80f81077c0800b9\n",
      "46 ./data/3d_brightness65-070923-2620.dat 6418032389d2410a211048aa\n",
      "47 ./data/3d_brightness76-070923-1824.dat 6387984be099d077b7cd8508\n",
      "48 ./data/3d_brightness75-111023-3505.dat 5bc880109f7801000148601b\n",
      "49 ./data/3d_brightness68-060923-2521.dat 63d79fcd741f9cfb2f87152f\n",
      "50 ./data/3d_brightness70-111023-3409.dat 63d65c6f99624ec04aa289d7\n",
      "51 ./data/3d_brightness79-161023-2431.dat 61037333eaacd23a3460ffc2\n",
      "52 ./data/3d_brightness71-050923-2435.dat 63cffdbf780f8b199748645b\n",
      "53 ./data/3d_brightness78-111023-3342.dat 596f0d7d50935c00015b4574\n",
      "54 ./data/3d_brightness60-060923-2517.dat 5bf2f728bd9f150001f6cc42\n",
      "55 ./data/3d_brightness75-131023-1002.dat 6310c063bd0cce86b0289d20\n",
      "56 ./data/3d_brightness70-070923-1638.dat 62db2644ab0a3a353c0dcb54\n",
      "57 ./data/3d_brightness56-131023-1018.dat 6012ed349807110d8eb941a6\n",
      "58 ./data/3d_brightness54-060923-2433.dat 5ee4a14b578f8a000b384376\n",
      "59 ./data/3d_brightness58-080923-4959.dat 63d7cd776c3b50b48eabd288\n",
      "60 ./data/3d_brightness63-161023-3431.dat 6441795624090301ddeba81e\n",
      "61 ./data/3d_brightness74-060923-3251.dat 5d49d17b3dad1f0001e2aba1\n",
      "62 ./data/3d_brightness65-080923-2133.dat 646a16e2aae07a0225cdb635\n",
      "63 ./data/3d_brightness51-060923-2336.dat 62e1581acad06eee3b6509dc\n",
      "64 ./data/3d_brightness77-111023-3332.dat 5ecd22e76997ec03464c71aa\n",
      "65 ./data/3d_brightness60-111023-3442.dat 5a1dcd14f2e3460001edcabf\n",
      "66 ./data/3d_brightness79-060923-2350.dat 5755c957eb80c4000741a9ce\n",
      "67 ./data/3d_brightness79-050923-2607.dat 5dc5da21d999de45a504651b\n",
      "68 ./data/3d_brightness76-070923-2902.dat 615734b16b50355d4521f849\n",
      "69 ./data/3d_brightness59-050923-3439.dat 5cee69353057030001b33fc4\n",
      "70 ./data/3d_brightness69-070923-1705.dat 6310eda535a15a7ca2e0cfbc\n",
      "71 ./data/3d_brightness59-060923-2328.dat 60fd310fff5b2600c9d95554\n",
      "72 ./data/3d_brightness75-070923-4713.dat 5c70974403f85b0001af8d5d\n",
      "73 ./data/3d_brightness50-070923-1856.dat 6372639e99b4b50efc9eb4a6\n",
      "74 ./data/3d_brightness68-070923-1040.dat 6418032389d2410a211048aa\n",
      "75 ./data/3d_brightness75-060923-2719.dat 6384d04cb538223de71820f6\n",
      "76 ./data/3d_brightness80-131023-1046.dat 56f9364e895094000c8f4967\n",
      "77 ./data/3d_brightness80-080923-4841.dat 55da1c4669dbc30010b67569\n",
      "78 ./data/3d_brightness64-131023-1023.dat 5aae93f5fb22320001baaaac\n",
      "79 ./data/3d_brightness61-111023-3750.dat 5caf6864971a7b0012dc7562\n",
      "80 ./data/3d_brightness59-131023-1047.dat 5964ee31b752840001ca4ba4\n",
      "81 ./data/3d_brightness57-111023-4300.dat 605de3af48d7a575adb95b09\n",
      "82 ./data/3d_brightness77-080923-4842.dat 63d13c07fe685427e3f96138\n",
      "83 ./data/3d_brightness60-070923-4753.dat 63eb8bab1cea7b0de3549450\n",
      "84 ./data/3d_brightness70-171023-5955.dat 5cee747068258f001931507c\n",
      "85 ./data/3d_brightness75-161023-3740.dat 5f5b466013a22426346e8fba\n",
      "86 ./data/3d_brightness68-131023-1046.dat 604fa685e33606f9a0ee8189\n",
      "87 ./data/3d_brightness72-111023-4008.dat 5c00043a6d931200019bcb9b\n",
      "88 ./data/3d_brightness70-080923-4824.dat 63ea5f39871e9fdef021a53d\n",
      "89 ./data/3d_brightness57-070923-1731.dat 5ea96886ef7ece0604eee527\n",
      "91 ./data/3d_brightness52-161023-3146.dat 5f6b8c1f5622370b0c94d597\n",
      "92 ./data/3d_brightness78-060923-2538.dat 60aadeb9e6e8147089f7eced\n",
      "93 ./data/3d_brightness70-111023-3333.dat 5dfb7cbd01423f8a774d893b\n",
      "94 ./data/3d_brightness53-111023-3335.dat 62aa33eec600b41d4dc4b4e8\n",
      "95 ./data/3d_brightness64-070923-1744.dat 63468b5809bf04222262bfed\n",
      "96 ./data/3d_brightness68-060923-2327.dat 5fb2643bbf116f815f1a7230\n",
      "97 ./data/3d_brightness78-060923-2750.dat 64d50a995a3627ba7ebeccb7\n",
      "98 ./data/3d_brightness63-070923-1751.dat 63eb3891e11552f1afb46066\n",
      "99 ./data/3d_brightness60-060923-2549.dat 5f61023f891bb903b975dbee\n",
      "100 ./data/3d_brightness61-181023-3412.dat 5edbe7c23169980b80c42b6a\n",
      "101 ./data/3d_brightness74-070923-1653.dat 60461bfeeac81b04cf62f7a6\n",
      "102 ./data/3d_brightness68-070923-1844.dat 61656042f505fd7fa53e8628\n",
      "103 ./data/3d_brightness58-131023-1042.dat 5d1e3a4851bab9000116226f\n",
      "104 ./data/3d_brightness73-070923-1722.dat 56d1f7f67bbc32000589a588\n",
      "105 ./data/3d_brightness61-080923-5224.dat 6401a92fa70fe5c6eebb1aec\n",
      "106 ./data/3d_brightness57-060923-2428.dat 5b0710e7a84dcf0001beee8a\n",
      "107 ./data/3d_brightness54-070923-1733.dat 60bf28df4926a8b6391df575\n",
      "108 ./data/3d_brightness56-111023-3517.dat 5f0f7fe1d7ad1c000b42d091\n",
      "109 ./data/3d_brightness69-070923-1819.dat 5f11eb333c6e2c0df5b92270\n",
      "110 ./data/3d_brightness76-070923-1710.dat 6234a7fc493d026318784c23\n",
      "111 ./data/3d_brightness71-111023-3313.dat 5cc53cf3291607001757c712\n",
      "112 ./data/3d_brightness76-070923-1923.dat 5f3ec93efbd299158253f283\n",
      "113 ./data/3d_brightness79-131023-1304.dat 59e39cc9c0d35a0001294f20\n"
     ]
    }
   ],
   "source": [
    "subids = []\n",
    "\n",
    "alldf = pd.DataFrame()\n",
    "for fc in range(len(fns)):\n",
    "    try:\n",
    "        subdf, subid = robsblobs.strobe_export.parse_strobe_data(mon_sRGB, fns[fc])\n",
    "        print(fc, fns[fc], subid)\n",
    "\n",
    "        if subid == '5ad5d62a27c301000101dd27' or subid == '63ea4a7fa7d709c8e7887a93':\n",
    "            continue\n",
    "\n",
    "        subids.append(subid)\n",
    "\n",
    "        alldf = pd.concat([alldf, subdf])\n",
    "    except:\n",
    "        continue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "108"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(subids)\n",
    "len(np.unique(subids))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for sid in subids:\n",
    "    df = alldf[alldf[\"SubjectName\"] == sid]\n",
    "    robsblobs.strobe_export.export_strobe_data_to_matlab(\"./data/\" + sid + \"_chroma_brightness.mat\", df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>StimType</th>\n",
       "      <th>SubjectName</th>\n",
       "      <th>BlockNumber</th>\n",
       "      <th>TrialInBlock</th>\n",
       "      <th>TotalTrials</th>\n",
       "      <th>ReactionTime</th>\n",
       "      <th>RectangleIndex</th>\n",
       "      <th>R</th>\n",
       "      <th>G</th>\n",
       "      <th>B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>226462.6</td>\n",
       "      <td>[7, 8, 11, 0, 10, 1, 3, 6, 4, 5, 2, 9]</td>\n",
       "      <td>[193.0, 249.0, 239.0, 229.0, 217.0, 206.0, 179...</td>\n",
       "      <td>[193.0, 249.0, 239.0, 229.0, 217.0, 206.0, 179...</td>\n",
       "      <td>[193.0, 249.0, 239.0, 229.0, 217.0, 206.0, 179...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>36061.5</td>\n",
       "      <td>[11, 8, 0, 10, 1, 7, 3, 4, 5, 6, 2, 9]</td>\n",
       "      <td>[210.0, 248.0, 223.0, 208.0, 196.0, 169.0, 184...</td>\n",
       "      <td>[235.0, 219.0, 201.0, 191.0, 180.0, 185.0, 193...</td>\n",
       "      <td>[235.0, 219.0, 217.0, 207.0, 201.0, 180.0, 157...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>43742.3</td>\n",
       "      <td>[8, 11, 10, 3, 0, 4, 9, 1, 7, 5, 6, 2]</td>\n",
       "      <td>[182.0, 241.0, 159.0, 131.0, 207.0, 190.0, 48....</td>\n",
       "      <td>[214.0, 175.0, 218.0, 212.0, 221.0, 190.0, 176...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>44079.7</td>\n",
       "      <td>[3, 11, 0, 10, 6, 5, 2, 8, 1, 4, 7, 9]</td>\n",
       "      <td>[95.0, 215.0, 233.0, 237.0, 195.0, 67.0, 54.0,...</td>\n",
       "      <td>[214.0, 239.0, 210.0, 116.0, 87.0, 209.0, 197....</td>\n",
       "      <td>[214.0, 127.0, 122.0, 116.0, 194.0, 182.0, 54....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>46085.2</td>\n",
       "      <td>[1, 0, 3, 10, 2, 11, 5, 8, 6, 9, 7, 4]</td>\n",
       "      <td>[243.0, 0.0, 0.0, 239.0, 0.0, 0.0, 224.0, 212....</td>\n",
       "      <td>[243.0, 205.0, 234.0, 0.0, 197.0, 199.0, 194.0...</td>\n",
       "      <td>[0.0, 0.0, 201.0, 0.0, 195.0, 229.0, 0.0, 211....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>79</td>\n",
       "      <td>18563.3</td>\n",
       "      <td>[7, 8, 4, 9, 2, 5, 10, 11, 6, 1, 3, 0]</td>\n",
       "      <td>[237.0, 246.0, 228.0, 0.0, 218.0, 255.0, 208.0...</td>\n",
       "      <td>[237.0, 119.0, 228.0, 196.0, 218.0, 202.0, 188...</td>\n",
       "      <td>[237.0, 246.0, 228.0, 196.0, 173.0, 123.0, 198...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>80</td>\n",
       "      <td>17733.1</td>\n",
       "      <td>[8, 7, 3, 4, 0, 5, 6, 2, 11, 1, 10, 9]</td>\n",
       "      <td>[168.0, 162.0, 0.0, 218.0, 196.0, 228.0, 172.0...</td>\n",
       "      <td>[255.0, 246.0, 173.0, 197.0, 196.0, 206.0, 136...</td>\n",
       "      <td>[255.0, 210.0, 237.0, 208.0, 196.0, 206.0, 172...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>21473.3</td>\n",
       "      <td>[10, 11, 3, 0, 4, 7, 2, 1, 9, 8, 5, 6]</td>\n",
       "      <td>[246.0, 255.0, 0.0, 181.0, 237.0, 218.0, 167.0...</td>\n",
       "      <td>[223.0, 255.0, 208.0, 228.0, 188.0, 173.0, 185...</td>\n",
       "      <td>[246.0, 255.0, 0.0, 228.0, 215.0, 105.0, 176.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>82</td>\n",
       "      <td>19659.5</td>\n",
       "      <td>[3, 11, 2, 1, 0, 4, 7, 5, 8, 6, 10, 9]</td>\n",
       "      <td>[255.0, 228.0, 195.0, 218.0, 237.0, 188.0, 122...</td>\n",
       "      <td>[168.0, 228.0, 223.0, 218.0, 173.0, 208.0, 185...</td>\n",
       "      <td>[255.0, 0.0, 246.0, 218.0, 0.0, 165.0, 157.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>BrightnessSorting</td>\n",
       "      <td>5dc5da21d999de45a504651b</td>\n",
       "      <td>1</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>18346.6</td>\n",
       "      <td>[9, 2, 11, 7, 3, 10, 1, 8, 5, 0, 4, 6]</td>\n",
       "      <td>[255.0, 237.0, 0.0, 228.0, 185.0, 208.0, 196.0...</td>\n",
       "      <td>[243.0, 215.0, 246.0, 228.0, 144.0, 208.0, 196...</td>\n",
       "      <td>[230.0, 237.0, 0.0, 0.0, 218.0, 208.0, 196.0, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>84 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             StimType               SubjectName  BlockNumber  TrialInBlock  \\\n",
       "0   BrightnessSorting  5dc5da21d999de45a504651b            0             0   \n",
       "1   BrightnessSorting  5dc5da21d999de45a504651b            0             1   \n",
       "2   BrightnessSorting  5dc5da21d999de45a504651b            0             2   \n",
       "3   BrightnessSorting  5dc5da21d999de45a504651b            0             3   \n",
       "4   BrightnessSorting  5dc5da21d999de45a504651b            0             4   \n",
       "..                ...                       ...          ...           ...   \n",
       "79  BrightnessSorting  5dc5da21d999de45a504651b            1            74   \n",
       "80  BrightnessSorting  5dc5da21d999de45a504651b            1            75   \n",
       "81  BrightnessSorting  5dc5da21d999de45a504651b            1            76   \n",
       "82  BrightnessSorting  5dc5da21d999de45a504651b            1            77   \n",
       "83  BrightnessSorting  5dc5da21d999de45a504651b            1            78   \n",
       "\n",
       "    TotalTrials  ReactionTime                          RectangleIndex  \\\n",
       "0             0      226462.6  [7, 8, 11, 0, 10, 1, 3, 6, 4, 5, 2, 9]   \n",
       "1             1       36061.5  [11, 8, 0, 10, 1, 7, 3, 4, 5, 6, 2, 9]   \n",
       "2             2       43742.3  [8, 11, 10, 3, 0, 4, 9, 1, 7, 5, 6, 2]   \n",
       "3             3       44079.7  [3, 11, 0, 10, 6, 5, 2, 8, 1, 4, 7, 9]   \n",
       "4             4       46085.2  [1, 0, 3, 10, 2, 11, 5, 8, 6, 9, 7, 4]   \n",
       "..          ...           ...                                     ...   \n",
       "79           79       18563.3  [7, 8, 4, 9, 2, 5, 10, 11, 6, 1, 3, 0]   \n",
       "80           80       17733.1  [8, 7, 3, 4, 0, 5, 6, 2, 11, 1, 10, 9]   \n",
       "81           81       21473.3  [10, 11, 3, 0, 4, 7, 2, 1, 9, 8, 5, 6]   \n",
       "82           82       19659.5  [3, 11, 2, 1, 0, 4, 7, 5, 8, 6, 10, 9]   \n",
       "83           83       18346.6  [9, 2, 11, 7, 3, 10, 1, 8, 5, 0, 4, 6]   \n",
       "\n",
       "                                                    R  \\\n",
       "0   [193.0, 249.0, 239.0, 229.0, 217.0, 206.0, 179...   \n",
       "1   [210.0, 248.0, 223.0, 208.0, 196.0, 169.0, 184...   \n",
       "2   [182.0, 241.0, 159.0, 131.0, 207.0, 190.0, 48....   \n",
       "3   [95.0, 215.0, 233.0, 237.0, 195.0, 67.0, 54.0,...   \n",
       "4   [243.0, 0.0, 0.0, 239.0, 0.0, 0.0, 224.0, 212....   \n",
       "..                                                ...   \n",
       "79  [237.0, 246.0, 228.0, 0.0, 218.0, 255.0, 208.0...   \n",
       "80  [168.0, 162.0, 0.0, 218.0, 196.0, 228.0, 172.0...   \n",
       "81  [246.0, 255.0, 0.0, 181.0, 237.0, 218.0, 167.0...   \n",
       "82  [255.0, 228.0, 195.0, 218.0, 237.0, 188.0, 122...   \n",
       "83  [255.0, 237.0, 0.0, 228.0, 185.0, 208.0, 196.0...   \n",
       "\n",
       "                                                    G  \\\n",
       "0   [193.0, 249.0, 239.0, 229.0, 217.0, 206.0, 179...   \n",
       "1   [235.0, 219.0, 201.0, 191.0, 180.0, 185.0, 193...   \n",
       "2   [214.0, 175.0, 218.0, 212.0, 221.0, 190.0, 176...   \n",
       "3   [214.0, 239.0, 210.0, 116.0, 87.0, 209.0, 197....   \n",
       "4   [243.0, 205.0, 234.0, 0.0, 197.0, 199.0, 194.0...   \n",
       "..                                                ...   \n",
       "79  [237.0, 119.0, 228.0, 196.0, 218.0, 202.0, 188...   \n",
       "80  [255.0, 246.0, 173.0, 197.0, 196.0, 206.0, 136...   \n",
       "81  [223.0, 255.0, 208.0, 228.0, 188.0, 173.0, 185...   \n",
       "82  [168.0, 228.0, 223.0, 218.0, 173.0, 208.0, 185...   \n",
       "83  [243.0, 215.0, 246.0, 228.0, 144.0, 208.0, 196...   \n",
       "\n",
       "                                                    B  \n",
       "0   [193.0, 249.0, 239.0, 229.0, 217.0, 206.0, 179...  \n",
       "1   [235.0, 219.0, 217.0, 207.0, 201.0, 180.0, 157...  \n",
       "2   [224.0, 175.0, 203.0, 211.0, 167.0, 107.0, 48....  \n",
       "3   [214.0, 127.0, 122.0, 116.0, 194.0, 182.0, 54....  \n",
       "4   [0.0, 0.0, 201.0, 0.0, 195.0, 229.0, 0.0, 211....  \n",
       "..                                                ...  \n",
       "79  [237.0, 246.0, 228.0, 196.0, 173.0, 123.0, 198...  \n",
       "80  [255.0, 210.0, 237.0, 208.0, 196.0, 206.0, 172...  \n",
       "81  [246.0, 255.0, 0.0, 228.0, 215.0, 105.0, 176.0...  \n",
       "82  [255.0, 0.0, 246.0, 218.0, 0.0, 165.0, 157.0, ...  \n",
       "83  [230.0, 237.0, 0.0, 0.0, 218.0, 208.0, 196.0, ...  \n",
       "\n",
       "[84 rows x 10 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alldf[(alldf[\"SubjectName\"] == \"5dc5da21d999de45a504651b\")]"
   ]
  }
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