InferringIntention/keyboard_and_mouse/dataset/.ipynb_checkpoints/00-preprocessing-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "44382f1b",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import glob, pdb, os"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "3f2c0190",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'Title': ['Alignment', 'Center', 'and', 'Underline'],\n",
" 'Subtitle': ['Underline'],\n",
" 'Paragraph': ['1', 'Indent']},\n",
" {'Title': ['Size', 'Big', 'and', 'Underline'],\n",
" 'Subtitle': ['Underline'],\n",
" 'Paragraph': ['Alignment', 'Right']},\n",
" {'Title': ['Bold', 'and', 'Underline'],\n",
" 'Subtitle': ['Bold'],\n",
" 'Paragraph': ['1', 'Indent']},\n",
" {'Title': ['1', 'Indent', 'and', 'Italic'],\n",
" 'Subtitle': ['1', 'Indent'],\n",
" 'Paragraph': ['Font', 'Family', 'Consolas']},\n",
" {'Title': ['Size', 'Big', 'and', 'Bold'],\n",
" 'Subtitle': ['Bold'],\n",
" 'Paragraph': ['Italic']},\n",
" {'Title': ['Size', 'Big'],\n",
" 'Subtitle': ['Bold'],\n",
" 'Paragraph': ['Font', 'Family', 'Consolas']},\n",
" {'Title': ['Font', 'Family', 'Consolas', 'and', 'Alignment', 'Center'],\n",
" 'Subtitle': ['Font', 'Family', 'Consolas'],\n",
" 'Paragraph': ['Italic']}]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"study_data_path = '../IntentData/Python_data/'\n",
"javascript_path = \"../IntentData/Javascript_data/\"\n",
"javascript_files = [\"commands_data\", \"key_data\", \"selection_data\", \"toolbar_data\"]\n",
"sum_subj = 17 # Ignore subj 0: \"16 participants\" in the paper\n",
"\n",
"# Map 7 formatting rules to 7 labels\n",
"label_index = dict()\n",
"label_index[\"['', 'Title:', 'Alignment', 'Center', 'and', 'Underline\\\\n', 'Subtitle:', 'Underline\\\\n', 'Paragraph:', '1', 'Indent']\"] = 0\n",
"label_index[\"['', 'Title:', 'Size', 'Big', 'and', 'Underline\\\\n', 'Subtitle:', 'Underline\\\\n', 'Paragraph:', 'Alignment', 'Right']\"] = 1\n",
"label_index[\"['', 'Title:', 'Bold', 'and', 'Underline\\\\n', 'Subtitle:', 'Bold\\\\n', 'Paragraph:', '1', 'Indent']\"] = 2\n",
"label_index[\"['', 'Title:', '1', 'Indent', 'and', 'Italic\\\\n', 'Subtitle:', '1', 'Indent\\\\n', 'Paragraph:', 'Font', 'Family', 'Consolas']\"] = 3\n",
"label_index[\"['', 'Title:', 'Size', 'Big', 'and', 'Bold\\\\n', 'Subtitle:', 'Bold\\\\n', 'Paragraph:', 'Italic']\"] = 4\n",
"label_index[\"['', 'Title:', 'Size', 'Big\\\\n', 'Subtitle:', 'Bold\\\\n', 'Paragraph:', 'Font', 'Family', 'Consolas']\"] = 5\n",
"label_index[\"['', 'Title:', 'Font', 'Family', 'Consolas', 'and', 'Alignment', 'Center\\\\n', 'Subtitle:', 'Font', 'Family', 'Consolas\\\\n', 'Paragraph:', 'Italic']\"] = 6\n",
"# 7 formatting rules\n",
"formatting_rule = list()\n",
"formatting_rule.append({'Title': ['Alignment', 'Center', 'and', 'Underline'], 'Subtitle': ['Underline'], 'Paragraph': ['1', 'Indent']})\n",
"formatting_rule.append({'Title': ['Size', 'Big', 'and', 'Underline'], 'Subtitle': ['Underline'], 'Paragraph': ['Alignment', 'Right']})\n",
"formatting_rule.append({'Title': ['Bold', 'and', 'Underline'], 'Subtitle': ['Bold'], 'Paragraph': ['1', 'Indent']})\n",
"formatting_rule.append({'Title': ['1', 'Indent', 'and', 'Italic'], 'Subtitle': ['1', 'Indent'], 'Paragraph': ['Font', 'Family', 'Consolas']})\n",
"formatting_rule.append({'Title': ['Size', 'Big', 'and', 'Bold'], 'Subtitle': ['Bold'], 'Paragraph': ['Italic']})\n",
"formatting_rule.append({'Title': ['Size', 'Big'], 'Subtitle': ['Bold'], 'Paragraph': ['Font', 'Family', 'Consolas']})\n",
"formatting_rule.append({'Title': ['Font', 'Family', 'Consolas', 'and', 'Alignment', 'Center'], 'Subtitle': ['Font', 'Family', 'Consolas'], 'Paragraph': ['Italic']})\n",
"formatting_rule"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c64ca45f",
"metadata": {},
"outputs": [],
"source": [
"def cleanEye(df, DISPLAY_X= 2560, DISPLAY_Y=1600):\n",
" df.fillna(0, inplace=True)\n",
" # Only keep samples where 0<X<1 and 0<Y<1\n",
" df = df[(df['Left_Gaze_X'] > 0.0) & (df['Right_Gaze_X'] > 0.0) & (df['Left_Gaze_X'] < 1.0) & (df['Right_Gaze_X'] < 1.0) \n",
" & (df['Left_Gaze_Y'] > 0.0) & (df['Right_Gaze_Y'] > 0.0) & (df['Left_Gaze_Y'] < 1.0) & (df['Right_Gaze_Y'] < 1.0)]\n",
" # Mean(Left_Gaze_XorY,Right_Gaze_XorY)*DISPLAY_XorY\n",
" df.loc[:, \"Gaze_X\"] = (df.loc[:, 'Left_Gaze_X'] + df.loc[:, 'Right_Gaze_X'])/2 * DISPLAY_X\n",
" df.loc[:, \"Gaze_Y\"] = (df.loc[:, 'Left_Gaze_Y'] + df.loc[:, 'Right_Gaze_Y'])/2 * DISPLAY_Y\n",
" df = df.reset_index()\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "695375fb",
"metadata": {},
"outputs": [],
"source": [
"def filter_start_end(data, df_starts, df_ends):\n",
" # Only keep data in the time segment\n",
" new_data = pd.DataFrame()\n",
" for start, end, condition, part, taskID in zip(df_starts.Timestamp, df_ends.Timestamp, df_starts.condition, df_starts.part, df_starts.taskID):\n",
" # use iloc here\n",
" tmp = data[ (data.Timestamp >= start) & (data.Timestamp <= end) ]\n",
" tmp[\"condition\"] = condition\n",
" tmp[\"part\"] = part\n",
" tmp[\"taskID\"] = taskID\n",
" new_data = new_data.append(tmp)\n",
" return new_data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2645b10d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" level_0 Timestamp event type PID key data range index \\\n",
"0 19 1575388379768 Tab commands 1 NaN NaN NaN NaN \n",
"1 20 1575388384967 Ctrl+I commands 1 NaN NaN NaN NaN \n",
"2 21 1575388388830 Tab commands 1 NaN NaN NaN NaN \n",
"3 22 1575388390782 Ctrl+Z commands 1 NaN NaN NaN NaN \n",
"4 23 1575388395487 Tab commands 1 NaN NaN NaN NaN \n",
"... ... ... ... ... ... ... ... ... ... \n",
"683124 69 1603897372746 NaN lorem 16 NaN NaN NaN NaN \n",
"683125 70 1603897429608 NaN lorem 16 NaN NaN NaN NaN \n",
"683126 71 1603897429849 NaN lorem 16 NaN NaN NaN NaN \n",
"683127 72 1603897491765 NaN lorem 16 NaN NaN NaN NaN \n",
"683128 73 1603897492016 NaN lorem 16 NaN NaN NaN NaN \n",
"\n",
" Left_Gaze_X ... clientY condition part taskID button \\\n",
"0 NaN ... NaN 1 1 0 NaN \n",
"1 NaN ... NaN 1 1 0 NaN \n",
"2 NaN ... NaN 1 1 0 NaN \n",
"3 NaN ... NaN 1 1 0 NaN \n",
"4 NaN ... NaN 1 1 0 NaN \n",
"... ... ... ... ... ... ... ... \n",
"683124 NaN ... NaN 1 5 4 NaN \n",
"683125 NaN ... NaN 1 5 5 NaN \n",
"683126 NaN ... NaN 1 5 5 NaN \n",
"683127 NaN ... NaN 1 5 6 NaN \n",
"683128 NaN ... NaN 1 5 6 NaN \n",
"\n",
" isCurrentlyPasting lorem_format \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
"... ... ... \n",
"683124 False None \n",
"683125 True <span style=\"color:hsl(0,75%,60%);\">Quaerat et... \n",
"683126 False None \n",
"683127 True <span style=\"color:hsl(0,75%,60%);\">Etincidunt... \n",
"683128 False None \n",
"\n",
" lorem_text \\\n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
"... ... \n",
"683124 None \n",
"683125 Quaerat etincidunt tempora. Sit quaerat adipis... \n",
"683126 None \n",
"683127 Etincidunt modi. Sed non etincidunt magnam qui... \n",
"683128 None \n",
"\n",
" rules label \n",
"0 {'Title': ['1', 'Indent', 'and', 'Italic'], 'S... 3 \n",
"1 {'Title': ['1', 'Indent', 'and', 'Italic'], 'S... 3 \n",
"2 {'Title': ['1', 'Indent', 'and', 'Italic'], 'S... 3 \n",
"3 {'Title': ['1', 'Indent', 'and', 'Italic'], 'S... 3 \n",
"4 {'Title': ['1', 'Indent', 'and', 'Italic'], 'S... 3 \n",
"... ... ... \n",
"683124 {'Title': ['Alignment', 'Center', 'and', 'Unde... 0 \n",
"683125 {'Title': ['1', 'Indent', 'and', 'Italic'], 'S... 3 \n",
"683126 {'Title': ['1', 'Indent', 'and', 'Italic'], 'S... 3 \n",
"683127 {'Title': ['Size', 'Big'], 'Subtitle': ['Bold'... 5 \n",
"683128 {'Title': ['Size', 'Big'], 'Subtitle': ['Bold'... 5 \n",
"\n",
"[10119178 rows x 28 columns]\n"
]
}
],
"source": [
"if os.path.exists(\"../ReRun/filtered_data.pkl\"):\n",
" result = pd.read_pickle(\"../ReRun/filtered_data.pkl\")\n",
"else:\n",
" result = None\n",
" for subj in range(1,sum_subj):\n",
" print(\"subj:\",subj)\n",
" procedure_file = glob.glob(study_data_path+\"procedure_%d_*.csv\"%(subj))\n",
" lorem_file = glob.glob(study_data_path+\"lorem_text_%d_*.csv\"%(subj))\n",
" eye_file = glob.glob(study_data_path+\"eyedata_%d_*.csv\"%(subj))\n",
" mouse_pos_file = glob.glob(study_data_path+\"mouse_pos_%d_*.csv\"%(subj))\n",
" mouse_click_file = glob.glob(study_data_path+\"mouse_click_%d_*.csv\"%(subj))\n",
"\n",
" # Actually none of them contains multiple csv files\n",
" assert len(procedure_file)==1\n",
" assert len(lorem_file)==1\n",
" assert len(eye_file)==1\n",
" assert len(mouse_pos_file)==1\n",
" assert len(mouse_click_file)==1\n",
"\n",
" # Load dataframe from .csv\n",
" df_p = pd.read_csv(procedure_file[-1])\n",
" df_l = pd.read_csv(lorem_file[-1])\n",
" df_e = pd.read_csv(eye_file[-1])\n",
" df_mouse_pos = pd.read_csv(mouse_pos_file[-1])\n",
" df_mouse_click = pd.read_csv(mouse_click_file[-1])\n",
"\n",
" ''''print(\"df_p:\",df_p)\n",
" print(\"df_l:\",df_l)\n",
" print(\"df_e:\",df_e)\n",
" print(\"df_mouse_pos:\",df_mouse_pos)\n",
" print(\"df_mouse_click:\",df_mouse_click)'''\n",
"\n",
" # Calculate timestamp\n",
" #print(\"df_p.Timestamp BEF:\",df_p.Timestamp)\n",
" df_p.Timestamp = (df_p.Timestamp * 1000).astype(int)\n",
" df_l.Timestamp = (df_l.Timestamp * 1000).astype(int)\n",
" df_e.Timestamp = (df_e.Timestamp * 1000).astype(int)\n",
" df_mouse_pos.Timestamp = (df_mouse_pos.Timestamp * 1000).astype(int)\n",
" df_mouse_click.Timestamp = (df_mouse_click.Timestamp * 1000).astype(int)\n",
" #print(\"df_p.Timestamp AFT:\",df_p.Timestamp)\n",
"\n",
" # ??? For lorem_text and procedure, only take data where condition==1\n",
" df_l_1 = df_l[df_l.condition == 1]\n",
" df_p_1 = df_p[df_p.condition == 1]\n",
" ''''print(\"df_l_1:\\n\",df_l_1)\n",
" print(\"df_p_1:\\n\",df_p_1)'''\n",
"\n",
" # Start-End-Filter (condition 1)\n",
" ## ????? WHY?\n",
" df_starts = df_l_1[(df_l_1.isCurrentlyPasting == False) & (df_l_1.isStudy == True)]\n",
" #print(\"df_starts:\\n\",df_starts)\n",
" ## Only keep PID, Timestamp, condition, part and taskID\n",
" df_starts = df_starts.drop([\"isCurrentlyPasting\", \"isStudy\", \"lorem_format\", \"lorem_text\", \"rules\"], axis = 1)\n",
" #print(\"df_starts:\\n\",df_starts)\n",
"\n",
" ## ????? WHY?\n",
" df_ends = df_p_1[(df_p_1.isEscapePressed == True) & (df_p_1.isStudy == True) & (df_p_1.isOverlayDisplayed == False)]\n",
" #print(\"df_ends:\\n\",df_ends)\n",
" ## Only keep PID, Timestamp, condition, part and taskID(can be -1??????)\n",
" df_ends = df_ends.drop([\"isEscapePressed\", \"isStudy\", \"isOverlayDisplayed\"], axis = 1)\n",
" #print(\"df_ends:\\n\",df_ends)\n",
"\n",
" ## Add a new column of ID starting from 0 consecutively\n",
" df_starts = df_starts.reset_index()\n",
" df_ends = df_ends.reset_index()\n",
" ''''print(\"df_starts:\\n\",df_starts)\n",
" print(\"df_ends:\\n\",df_ends)'''\n",
"\n",
" # Get integer labels (0~6) from formatting rule strings\n",
" labels = pd.DataFrame(df_l_1[(df_l_1.rules != \"None\") & (df_l_1.isStudy == True)].rules)\n",
" labels = labels.apply(lambda x: label_index[x[0]], axis=1)\n",
" #print(\"labels:\\n\",labels)\n",
"\n",
" # Read javascript files\n",
" unfiltered_data = pd.DataFrame()\n",
" for javascript_file in javascript_files:\n",
" file = glob.glob(javascript_path + javascript_file + \"_%d.csv\"%(subj))\n",
" assert len(file)==1\n",
" data = pd.read_csv(file[-1])\n",
" print(file[-1])\n",
" ''''for key in data.keys():\n",
" if key=='Timestamp':\n",
" continue\n",
" print(key, pd.unique(data[key]))'''\n",
" # Remove first empty line done by lizard\n",
" data = data.iloc[1:]\n",
" # Add two columns: type = \"commands\"/\"key\"/\"selection\"/\"toolbar\"; PID = subj\n",
" data['type'] = javascript_file.replace(\"_data\", \"\")\n",
" data['PID'] = subj\n",
" # Concatenate to \"unfiltered_data\"\n",
" unfiltered_data = pd.concat([unfiltered_data, data], sort=False)\n",
"\n",
" # Add two columns to eye data\n",
" df_e['type'] = \"eye\"\n",
" df_e['PID'] = subj\n",
" # Remove invalid data and convert from (0,1) to real pixels\n",
" df_e = cleanEye(df_e)\n",
"\n",
" unfiltered_data = pd.concat([unfiltered_data, df_e], sort=False)\n",
" df_mouse_pos[\"type\"] = \"pos\"\n",
" unfiltered_data = pd.concat([unfiltered_data, df_mouse_pos], sort=False)\n",
" df_mouse_click[\"type\"] = \"click\"\n",
" unfiltered_data = pd.concat([unfiltered_data, df_mouse_click], sort=False)\n",
"\n",
" # filter according to rulesets\n",
" ## add 300ms to prevent pasting to be included??????\n",
" df_starts.Timestamp += 300\n",
" ## Only keep the data inside the time segments\n",
" filtered_data = filter_start_end(unfiltered_data, df_starts, df_ends)\n",
" df_starts['type'] = \"start\"\n",
" df_starts = df_starts.drop([\"index\"], axis = 1)\n",
" filtered_data = pd.concat([filtered_data, df_starts], sort=False)\n",
"\n",
" df_ends['type'] = \"end\"\n",
" df_ends.taskID = df_ends.taskID.replace(-1, 7)\n",
" df_ends.taskID -= 1\n",
" df_ends = df_ends.drop([\"index\"], axis = 1)\n",
" filtered_data = pd.concat([filtered_data, df_ends], sort=False)\n",
"\n",
" df_l_1['type'] = \"lorem\"\n",
" filtered_data = pd.concat([filtered_data, df_l_1], sort=False)\n",
"\n",
" # remove tutorial part\n",
" filtered_data = filtered_data[(filtered_data.part != 0)]\n",
"\n",
" # add labels???????\n",
" filtered_data[\"label\"] = filtered_data.apply(lambda x: labels.iloc[[(7 * (x.part - 1)) + x.taskID]].values[0], axis=1)\n",
"\n",
" # convert rules back to list\n",
" #filtered_data[\"rules\"] = filtered_data[\"rules\"].apply(lambda x: x.strip('][').split(', ')[1:] if isinstance(x, str) else None)\n",
" # this one overwrites everything, based on labels\n",
" filtered_data[\"rules\"] = filtered_data[\"label\"].apply(lambda x: formatting_rule[x])\n",
"\n",
" filtered_data = filtered_data.drop([\"isStudy\"], axis = 1).reset_index()\n",
"\n",
" # combine for all participants\n",
" #pdb.set_trace()\n",
" if result is None:\n",
" result = filtered_data\n",
" else:\n",
" result = pd.concat([result, filtered_data], sort=False)\n",
"\n",
" result.to_pickle(\"../ReRun/filtered_data.pkl\")\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"id": "3d762353",
"metadata": {},
"source": [
"## Compare the generated and saved filtered_data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b15a52be",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 139, 139, 139, ..., 10116492, 10116493, 10116494]),\n",
" array([10, 12, 16, ..., 16, 10, 9]))"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Check if the result here is the same as that saved by Jan\n",
"result = pd.read_pickle(\"../ReRun/filtered_data.pkl\")\n",
"pre_result = pd.read_pickle(\"../IntentData/Preprocessing_data/filtered_data.pkl\")\n",
"\n",
"result.fillna(0, inplace=True)\n",
"pre_result.fillna(0, inplace=True)\n",
"\n",
"idx = np.where(pre_result!=result)\n",
"idx"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "ef3326f1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 1 9 10 11 12 15 16]\n",
" Timestamp Timestamp Timestamp Timestamp \\\n",
"9805 1575388411623 1575388411623 1575388411623 1575388411623 \n",
"56789 1575388567787 1575388567787 1575388567787 1575388567787 \n",
"69831 1575388607232 1575388607232 1575388607232 1575388607232 \n",
"72534 1575388616827 1575388616827 1575388616827 1575388616827 \n",
"78669 1575388639022 1575388639022 1575388639022 1575388639022 \n",
"... ... ... ... ... \n",
"635390 1603897392982 1603897392982 1603897392982 1603897392982 \n",
"648780 1603897436218 1603897436218 1603897436218 1603897436218 \n",
"660707 1603897478712 1603897478712 1603897478712 1603897478712 \n",
"661641 1603897482847 1603897482847 1603897482847 1603897482847 \n",
"672132 1603897511607 1603897511607 1603897511607 1603897511607 \n",
"\n",
" Timestamp Timestamp Timestamp Timestamp \\\n",
"9805 1575388411623 1575388411623 1575388411623 1575388411623 \n",
"56789 1575388567787 1575388567787 1575388567787 1575388567787 \n",
"69831 1575388607232 1575388607232 1575388607232 1575388607232 \n",
"72534 1575388616827 1575388616827 1575388616827 1575388616827 \n",
"78669 1575388639022 1575388639022 1575388639022 1575388639022 \n",
"... ... ... ... ... \n",
"635390 1603897392982 1603897392982 1603897392982 1603897392982 \n",
"648780 1603897436218 1603897436218 1603897436218 1603897436218 \n",
"660707 1603897478712 1603897478712 1603897478712 1603897478712 \n",
"661641 1603897482847 1603897482847 1603897482847 1603897482847 \n",
"672132 1603897511607 1603897511607 1603897511607 1603897511607 \n",
"\n",
" Timestamp Timestamp ... Timestamp Timestamp \\\n",
"9805 1575388411623 1575388411623 ... 1575388411623 1575388411623 \n",
"56789 1575388567787 1575388567787 ... 1575388567787 1575388567787 \n",
"69831 1575388607232 1575388607232 ... 1575388607232 1575388607232 \n",
"72534 1575388616827 1575388616827 ... 1575388616827 1575388616827 \n",
"78669 1575388639022 1575388639022 ... 1575388639022 1575388639022 \n",
"... ... ... ... ... ... \n",
"635390 1603897392982 1603897392982 ... 1603897392982 1603897392982 \n",
"648780 1603897436218 1603897436218 ... 1603897436218 1603897436218 \n",
"660707 1603897478712 1603897478712 ... 1603897478712 1603897478712 \n",
"661641 1603897482847 1603897482847 ... 1603897482847 1603897482847 \n",
"672132 1603897511607 1603897511607 ... 1603897511607 1603897511607 \n",
"\n",
" Timestamp Timestamp Timestamp Timestamp \\\n",
"9805 1575388411623 1575388411623 1575388411623 1575388411623 \n",
"56789 1575388567787 1575388567787 1575388567787 1575388567787 \n",
"69831 1575388607232 1575388607232 1575388607232 1575388607232 \n",
"72534 1575388616827 1575388616827 1575388616827 1575388616827 \n",
"78669 1575388639022 1575388639022 1575388639022 1575388639022 \n",
"... ... ... ... ... \n",
"635390 1603897392982 1603897392982 1603897392982 1603897392982 \n",
"648780 1603897436218 1603897436218 1603897436218 1603897436218 \n",
"660707 1603897478712 1603897478712 1603897478712 1603897478712 \n",
"661641 1603897482847 1603897482847 1603897482847 1603897482847 \n",
"672132 1603897511607 1603897511607 1603897511607 1603897511607 \n",
"\n",
" Timestamp Timestamp Timestamp Timestamp \n",
"9805 1575388411623 1575388411623 1575388411623 1575388411623 \n",
"56789 1575388567787 1575388567787 1575388567787 1575388567787 \n",
"69831 1575388607232 1575388607232 1575388607232 1575388607232 \n",
"72534 1575388616827 1575388616827 1575388616827 1575388616827 \n",
"78669 1575388639022 1575388639022 1575388639022 1575388639022 \n",
"... ... ... ... ... \n",
"635390 1603897392982 1603897392982 1603897392982 1603897392982 \n",
"648780 1603897436218 1603897436218 1603897436218 1603897436218 \n",
"660707 1603897478712 1603897478712 1603897478712 1603897478712 \n",
"661641 1603897482847 1603897482847 1603897482847 1603897482847 \n",
"672132 1603897511607 1603897511607 1603897511607 1603897511607 \n",
"\n",
"[1213 rows x 1213 columns] Timestamp Timestamp Timestamp Timestamp \\\n",
"9805 1575388411624 1575388411624 1575388411624 1575388411624 \n",
"56789 1575388567788 1575388567788 1575388567788 1575388567788 \n",
"69831 1575388607233 1575388607233 1575388607233 1575388607233 \n",
"72534 1575388616828 1575388616828 1575388616828 1575388616828 \n",
"78669 1575388639023 1575388639023 1575388639023 1575388639023 \n",
"... ... ... ... ... \n",
"635390 1603897392983 1603897392983 1603897392983 1603897392983 \n",
"648780 1603897436219 1603897436219 1603897436219 1603897436219 \n",
"660707 1603897478713 1603897478713 1603897478713 1603897478713 \n",
"661641 1603897482848 1603897482848 1603897482848 1603897482848 \n",
"672132 1603897511608 1603897511608 1603897511608 1603897511608 \n",
"\n",
" Timestamp Timestamp Timestamp Timestamp \\\n",
"9805 1575388411624 1575388411624 1575388411624 1575388411624 \n",
"56789 1575388567788 1575388567788 1575388567788 1575388567788 \n",
"69831 1575388607233 1575388607233 1575388607233 1575388607233 \n",
"72534 1575388616828 1575388616828 1575388616828 1575388616828 \n",
"78669 1575388639023 1575388639023 1575388639023 1575388639023 \n",
"... ... ... ... ... \n",
"635390 1603897392983 1603897392983 1603897392983 1603897392983 \n",
"648780 1603897436219 1603897436219 1603897436219 1603897436219 \n",
"660707 1603897478713 1603897478713 1603897478713 1603897478713 \n",
"661641 1603897482848 1603897482848 1603897482848 1603897482848 \n",
"672132 1603897511608 1603897511608 1603897511608 1603897511608 \n",
"\n",
" Timestamp Timestamp ... Timestamp Timestamp \\\n",
"9805 1575388411624 1575388411624 ... 1575388411624 1575388411624 \n",
"56789 1575388567788 1575388567788 ... 1575388567788 1575388567788 \n",
"69831 1575388607233 1575388607233 ... 1575388607233 1575388607233 \n",
"72534 1575388616828 1575388616828 ... 1575388616828 1575388616828 \n",
"78669 1575388639023 1575388639023 ... 1575388639023 1575388639023 \n",
"... ... ... ... ... ... \n",
"635390 1603897392983 1603897392983 ... 1603897392983 1603897392983 \n",
"648780 1603897436219 1603897436219 ... 1603897436219 1603897436219 \n",
"660707 1603897478713 1603897478713 ... 1603897478713 1603897478713 \n",
"661641 1603897482848 1603897482848 ... 1603897482848 1603897482848 \n",
"672132 1603897511608 1603897511608 ... 1603897511608 1603897511608 \n",
"\n",
" Timestamp Timestamp Timestamp Timestamp \\\n",
"9805 1575388411624 1575388411624 1575388411624 1575388411624 \n",
"56789 1575388567788 1575388567788 1575388567788 1575388567788 \n",
"69831 1575388607233 1575388607233 1575388607233 1575388607233 \n",
"72534 1575388616828 1575388616828 1575388616828 1575388616828 \n",
"78669 1575388639023 1575388639023 1575388639023 1575388639023 \n",
"... ... ... ... ... \n",
"635390 1603897392983 1603897392983 1603897392983 1603897392983 \n",
"648780 1603897436219 1603897436219 1603897436219 1603897436219 \n",
"660707 1603897478713 1603897478713 1603897478713 1603897478713 \n",
"661641 1603897482848 1603897482848 1603897482848 1603897482848 \n",
"672132 1603897511608 1603897511608 1603897511608 1603897511608 \n",
"\n",
" Timestamp Timestamp Timestamp Timestamp \n",
"9805 1575388411624 1575388411624 1575388411624 1575388411624 \n",
"56789 1575388567788 1575388567788 1575388567788 1575388567788 \n",
"69831 1575388607233 1575388607233 1575388607233 1575388607233 \n",
"72534 1575388616828 1575388616828 1575388616828 1575388616828 \n",
"78669 1575388639023 1575388639023 1575388639023 1575388639023 \n",
"... ... ... ... ... \n",
"635390 1603897392983 1603897392983 1603897392983 1603897392983 \n",
"648780 1603897436219 1603897436219 1603897436219 1603897436219 \n",
"660707 1603897478713 1603897478713 1603897478713 1603897478713 \n",
"661641 1603897482848 1603897482848 1603897482848 1603897482848 \n",
"672132 1603897511608 1603897511608 1603897511608 1603897511608 \n",
"\n",
"[1213 rows x 1213 columns]\n"
]
}
],
"source": [
"# columns that can be different\n",
"print(np.unique(idx[1]))\n",
"result.columns[np.unique(idx[1])]\n",
"np.where(idx[1]==1)[0]\n",
"print(pre_result.iloc[idx[0][np.where(idx[1]==1)[0]],idx[1][np.where(idx[1]==1)[0]]],result.iloc[idx[0][np.where(idx[1]==1)[0]],idx[1][np.where(idx[1]==1)[0]]])"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ad397903",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"139 5.551115e-17 5.551115e-17 1.136868e-13\n",
"139 5.551115e-17 5.551115e-17 1.136868e-13\n",
"139 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y\n",
"140 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"141 1.110223e-16 5.551115e-17 1.136868e-13\n",
"141 1.110223e-16 5.551115e-17 1.136868e-13\n",
"141 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Gaze_Y\n",
"142 2.775558e-17 1.110223e-16 5.684342e-14\n",
"142 2.775558e-17 1.110223e-16 5.684342e-14\n",
"142 2.775558e-17 1.110223e-16 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"144 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"144 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"144 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"144 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"144 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X\n",
"145 5.551115e-17 5.551115e-17\n",
"145 5.551115e-17 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"146 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"146 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"146 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"146 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"146 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"147 5.551115e-17 8.326673e-17 1.136868e-13\n",
"147 5.551115e-17 8.326673e-17 1.136868e-13\n",
"147 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"148 1.110223e-16 1.110223e-16 1.136868e-13\n",
"148 1.110223e-16 1.110223e-16 1.136868e-13\n",
"148 1.110223e-16 1.110223e-16 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"149 5.551115e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
"149 5.551115e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
"149 5.551115e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
"149 5.551115e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X\n",
"150 5.551115e-17\n",
" Left_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"151 5.551115e-17 8.326673e-17 2.273737e-13 5.684342e-14\n",
"151 5.551115e-17 8.326673e-17 2.273737e-13 5.684342e-14\n",
"151 5.551115e-17 8.326673e-17 2.273737e-13 5.684342e-14\n",
"151 5.551115e-17 8.326673e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_Y Gaze_Y\n",
"152 8.326673e-17 1.136868e-13\n",
"152 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"154 5.551115e-17 5.551115e-17 1.136868e-13\n",
"154 5.551115e-17 5.551115e-17 1.136868e-13\n",
"154 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Right_Gaze_X\n",
"155 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"156 8.326673e-17 -5.551115e-17 -2.775558e-17 5.684342e-14\n",
"156 8.326673e-17 -5.551115e-17 -2.775558e-17 5.684342e-14\n",
"156 8.326673e-17 -5.551115e-17 -2.775558e-17 5.684342e-14\n",
"156 8.326673e-17 -5.551115e-17 -2.775558e-17 5.684342e-14\n",
" Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"157 1.110223e-16 8.326673e-17 2.273737e-13 1.136868e-13\n",
"157 1.110223e-16 8.326673e-17 2.273737e-13 1.136868e-13\n",
"157 1.110223e-16 8.326673e-17 2.273737e-13 1.136868e-13\n",
"157 1.110223e-16 8.326673e-17 2.273737e-13 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"158 8.326673e-17 8.326673e-17 1.136868e-13\n",
"158 8.326673e-17 8.326673e-17 1.136868e-13\n",
"158 8.326673e-17 8.326673e-17 1.136868e-13\n",
" Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"159 1.110223e-16 5.551115e-17 5.684342e-14\n",
"159 1.110223e-16 5.551115e-17 5.684342e-14\n",
"159 1.110223e-16 5.551115e-17 5.684342e-14\n",
" Right_Gaze_Y\n",
"160 2.775558e-17\n",
" Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"161 -5.551115e-17 1.110223e-16 1.136868e-13\n",
"161 -5.551115e-17 1.110223e-16 1.136868e-13\n",
"161 -5.551115e-17 1.110223e-16 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"162 8.326673e-17 5.551115e-17 1.136868e-13\n",
"162 8.326673e-17 5.551115e-17 1.136868e-13\n",
"162 8.326673e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y\n",
"164 5.551115e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"165 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"165 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"165 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"165 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"166 1.110223e-16 1.136868e-13\n",
"166 1.110223e-16 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"167 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"167 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"167 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"167 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"167 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"167 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"167 1.136868e-13 \n",
"167 1.136868e-13 \n",
"167 1.136868e-13 \n",
"167 1.136868e-13 \n",
"167 1.136868e-13 \n",
"167 1.136868e-13 \n",
" Left_Gaze_X Right_Gaze_Y Gaze_Y\n",
"168 5.551115e-17 5.551115e-17 5.684342e-14\n",
"168 5.551115e-17 5.551115e-17 5.684342e-14\n",
"168 5.551115e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y\n",
"169 1.110223e-16 2.775558e-17\n",
"169 1.110223e-16 2.775558e-17\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"171 5.551115e-17 5.551115e-17 1.136868e-13\n",
"171 5.551115e-17 5.551115e-17 1.136868e-13\n",
"171 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Right_Gaze_Y\n",
"172 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"173 5.551115e-17 5.551115e-17 1.136868e-13\n",
"173 5.551115e-17 5.551115e-17 1.136868e-13\n",
"173 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_X Gaze_Y\n",
"174 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"174 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"174 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"174 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"174 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_Y Gaze_Y\n",
"175 8.326673e-17 5.684342e-14\n",
"175 8.326673e-17 5.684342e-14\n",
" Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"176 5.551115e-17 5.551115e-17 5.684342e-14\n",
"176 5.551115e-17 5.551115e-17 5.684342e-14\n",
"176 5.551115e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"177 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 1.705303e-13\n",
"177 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 1.705303e-13\n",
"177 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 1.705303e-13\n",
"177 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 1.705303e-13\n",
"177 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 1.705303e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"178 1.110223e-16 5.551115e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"178 1.110223e-16 5.551115e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"178 1.110223e-16 5.551115e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"178 1.110223e-16 5.551115e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"178 1.110223e-16 5.551115e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"178 1.110223e-16 5.551115e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"\n",
" Gaze_Y \n",
"178 1.136868e-13 \n",
"178 1.136868e-13 \n",
"178 1.136868e-13 \n",
"178 1.136868e-13 \n",
"178 1.136868e-13 \n",
"178 1.136868e-13 \n",
" Right_Gaze_Y Gaze_Y\n",
"179 8.326673e-17 1.136868e-13\n",
"179 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"180 1.110223e-16 5.551115e-17 5.684342e-14\n",
"180 1.110223e-16 5.551115e-17 5.684342e-14\n",
"180 1.110223e-16 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X\n",
"181 5.551115e-17 -2.775558e-17 1.110223e-16 2.273737e-13\n",
"181 5.551115e-17 -2.775558e-17 1.110223e-16 2.273737e-13\n",
"181 5.551115e-17 -2.775558e-17 1.110223e-16 2.273737e-13\n",
"181 5.551115e-17 -2.775558e-17 1.110223e-16 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"182 1.110223e-16 5.551115e-17 2.775558e-17 1.136868e-13\n",
"182 1.110223e-16 5.551115e-17 2.775558e-17 1.136868e-13\n",
"182 1.110223e-16 5.551115e-17 2.775558e-17 1.136868e-13\n",
"182 1.110223e-16 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"183 5.551115e-17 5.684342e-14\n",
"183 5.551115e-17 5.684342e-14\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"184 -5.551115e-17 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"184 -5.551115e-17 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"184 -5.551115e-17 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"184 -5.551115e-17 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"184 -5.551115e-17 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Gaze_Y\n",
"185 5.551115e-17 5.684342e-14\n",
"185 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"186 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"186 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"186 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"186 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"186 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"186 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"186 1.136868e-13 \n",
"186 1.136868e-13 \n",
"186 1.136868e-13 \n",
"186 1.136868e-13 \n",
"186 1.136868e-13 \n",
"186 1.136868e-13 \n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"187 1.110223e-16 8.326673e-17 1.136868e-13\n",
"187 1.110223e-16 8.326673e-17 1.136868e-13\n",
"187 1.110223e-16 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Gaze_Y\n",
"188 5.551115e-17 5.684342e-14\n",
"188 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"189 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"189 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"189 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"189 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"190 1.110223e-16 5.551115e-17 5.684342e-14\n",
"190 1.110223e-16 5.551115e-17 5.684342e-14\n",
"190 1.110223e-16 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"191 1.110223e-16 2.775558e-17 2.775558e-17 5.684342e-14\n",
"191 1.110223e-16 2.775558e-17 2.775558e-17 5.684342e-14\n",
"191 1.110223e-16 2.775558e-17 2.775558e-17 5.684342e-14\n",
"191 1.110223e-16 2.775558e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"192 5.551115e-17 2.775558e-17 1.136868e-13\n",
"192 5.551115e-17 2.775558e-17 1.136868e-13\n",
"192 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_Y\n",
"193 1.110223e-16 2.775558e-17\n",
"193 1.110223e-16 2.775558e-17\n",
" Left_Gaze_Y\n",
"194 2.775558e-17\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X\n",
"195 1.110223e-16 5.551115e-17 2.775558e-17 2.273737e-13\n",
"195 1.110223e-16 5.551115e-17 2.775558e-17 2.273737e-13\n",
"195 1.110223e-16 5.551115e-17 2.775558e-17 2.273737e-13\n",
"195 1.110223e-16 5.551115e-17 2.775558e-17 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X\n",
"196 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13\n",
"196 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13\n",
"196 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13\n",
"196 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"197 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"197 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"197 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"197 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"198 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"198 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"198 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"198 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"198 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"198 5.551115e-17 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"198 5.684342e-14 \n",
"198 5.684342e-14 \n",
"198 5.684342e-14 \n",
"198 5.684342e-14 \n",
"198 5.684342e-14 \n",
"198 5.684342e-14 \n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"199 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"199 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"199 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"199 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"200 5.551115e-17 5.684342e-14\n",
"200 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X\n",
"201 5.551115e-17 5.551115e-17\n",
"201 5.551115e-17 5.551115e-17\n",
" Left_Gaze_Y Gaze_Y\n",
"202 5.551115e-17 5.684342e-14\n",
"202 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"204 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"204 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"204 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"204 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"205 2.775558e-17 5.551115e-17 1.136868e-13\n",
"205 2.775558e-17 5.551115e-17 1.136868e-13\n",
"205 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"206 5.551115e-17 2.775558e-17 1.136868e-13\n",
"206 5.551115e-17 2.775558e-17 1.136868e-13\n",
"206 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"207 1.110223e-16 5.551115e-17 1.110223e-16 1.705303e-13\n",
"207 1.110223e-16 5.551115e-17 1.110223e-16 1.705303e-13\n",
"207 1.110223e-16 5.551115e-17 1.110223e-16 1.705303e-13\n",
"207 1.110223e-16 5.551115e-17 1.110223e-16 1.705303e-13\n",
" Left_Gaze_Y Right_Gaze_X Gaze_Y\n",
"208 5.551115e-17 5.551115e-17 5.684342e-14\n",
"208 5.551115e-17 5.551115e-17 5.684342e-14\n",
"208 5.551115e-17 5.551115e-17 5.684342e-14\n",
" Right_Gaze_X Right_Gaze_Y Gaze_X\n",
"209 1.110223e-16 5.551115e-17 2.273737e-13\n",
"209 1.110223e-16 5.551115e-17 2.273737e-13\n",
"209 1.110223e-16 5.551115e-17 2.273737e-13\n",
" Left_Gaze_Y Right_Gaze_X Gaze_Y\n",
"210 8.326673e-17 1.110223e-16 1.136868e-13\n",
"210 8.326673e-17 1.110223e-16 1.136868e-13\n",
"210 8.326673e-17 1.110223e-16 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"211 5.551115e-17 5.551115e-17 1.136868e-13\n",
"211 5.551115e-17 5.551115e-17 1.136868e-13\n",
"211 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"212 2.775558e-17 5.551115e-17 5.684342e-14\n",
"212 2.775558e-17 5.551115e-17 5.684342e-14\n",
"212 2.775558e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"213 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"213 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"213 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"213 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"213 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"213 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"213 5.684342e-14 \n",
"213 5.684342e-14 \n",
"213 5.684342e-14 \n",
"213 5.684342e-14 \n",
"213 5.684342e-14 \n",
"213 5.684342e-14 \n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"214 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"214 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"214 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"214 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y\n",
"215 5.551115e-17 5.551115e-17\n",
"215 5.551115e-17 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_Y\n",
"216 -2.775558e-17 5.551115e-17\n",
"216 -2.775558e-17 5.551115e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"217 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"217 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"217 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"217 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"217 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13 5.684342e-14\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"218 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 1.136868e-13\n",
"218 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 1.136868e-13\n",
"218 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 1.136868e-13\n",
"218 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 1.136868e-13\n",
"218 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"219 5.551115e-17 5.551115e-17 1.136868e-13\n",
"219 5.551115e-17 5.551115e-17 1.136868e-13\n",
"219 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X\n",
"220 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13\n",
"220 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13\n",
"220 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13\n",
"220 5.551115e-17 2.775558e-17 1.110223e-16 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"222 -5.551115e-17 2.775558e-17 5.684342e-14\n",
"222 -5.551115e-17 2.775558e-17 5.684342e-14\n",
"222 -5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"223 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"223 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"223 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"223 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
"223 1.110223e-16 5.551115e-17 1.110223e-16 4.547474e-13 5.684342e-14\n",
" Right_Gaze_Y Gaze_Y\n",
"224 -2.775558e-17 -5.684342e-14\n",
"224 -2.775558e-17 -5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"225 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
"225 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
"225 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
"225 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"226 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"226 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"226 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"226 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"226 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"226 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"\n",
" Gaze_Y \n",
"226 5.684342e-14 \n",
"226 5.684342e-14 \n",
"226 5.684342e-14 \n",
"226 5.684342e-14 \n",
"226 5.684342e-14 \n",
"226 5.684342e-14 \n",
" Left_Gaze_Y Gaze_Y\n",
"227 2.775558e-17 5.684342e-14\n",
"227 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"228 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"228 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"228 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"228 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X\n",
"229 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"230 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"230 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"230 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"230 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y\n",
"231 5.551115e-17 2.775558e-17 -2.775558e-17\n",
"231 5.551115e-17 2.775558e-17 -2.775558e-17\n",
"231 5.551115e-17 2.775558e-17 -2.775558e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"232 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"232 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"232 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"232 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"233 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"233 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"233 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"233 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"234 2.775558e-17 2.775558e-17 5.684342e-14\n",
"234 2.775558e-17 2.775558e-17 5.684342e-14\n",
"234 2.775558e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"235 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"235 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"235 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"235 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"236 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"236 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"236 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"236 5.551115e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"237 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"237 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"237 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"237 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"238 5.551115e-17 2.775558e-17 5.684342e-14\n",
"238 5.551115e-17 2.775558e-17 5.684342e-14\n",
"238 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"239 -5.551115e-17 5.551115e-17 5.684342e-14\n",
"239 -5.551115e-17 5.551115e-17 5.684342e-14\n",
"239 -5.551115e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Gaze_Y\n",
"240 2.775558e-17 5.684342e-14\n",
"240 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"241 8.326673e-17 5.551115e-17 1.136868e-13\n",
"241 8.326673e-17 5.551115e-17 1.136868e-13\n",
"241 8.326673e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X\n",
"242 2.775558e-17 1.110223e-16\n",
"242 2.775558e-17 1.110223e-16\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"243 1.110223e-16 1.110223e-16 5.551115e-17 4.547474e-13 5.684342e-14\n",
"243 1.110223e-16 1.110223e-16 5.551115e-17 4.547474e-13 5.684342e-14\n",
"243 1.110223e-16 1.110223e-16 5.551115e-17 4.547474e-13 5.684342e-14\n",
"243 1.110223e-16 1.110223e-16 5.551115e-17 4.547474e-13 5.684342e-14\n",
"243 1.110223e-16 1.110223e-16 5.551115e-17 4.547474e-13 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"244 5.551115e-17 2.775558e-17 1.136868e-13\n",
"244 5.551115e-17 2.775558e-17 1.136868e-13\n",
"244 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_Y Gaze_Y\n",
"245 5.551115e-17 8.326673e-17 1.136868e-13\n",
"245 5.551115e-17 8.326673e-17 1.136868e-13\n",
"245 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_Y Gaze_Y\n",
"246 5.551115e-17 5.551115e-17 5.684342e-14\n",
"246 5.551115e-17 5.551115e-17 5.684342e-14\n",
"246 5.551115e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"247 5.551115e-17 8.326673e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"247 5.551115e-17 8.326673e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"247 5.551115e-17 8.326673e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"247 5.551115e-17 8.326673e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"247 5.551115e-17 8.326673e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"247 5.551115e-17 8.326673e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"247 1.136868e-13 \n",
"247 1.136868e-13 \n",
"247 1.136868e-13 \n",
"247 1.136868e-13 \n",
"247 1.136868e-13 \n",
"247 1.136868e-13 \n",
" Left_Gaze_X Right_Gaze_X Gaze_X\n",
"248 5.551115e-17 1.110223e-16 2.273737e-13\n",
"248 5.551115e-17 1.110223e-16 2.273737e-13\n",
"248 5.551115e-17 1.110223e-16 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"249 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"249 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"249 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"249 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"250 -5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"250 -5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"250 -5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"250 -5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"251 2.775558e-17 2.775558e-17 5.684342e-14\n",
"251 2.775558e-17 2.775558e-17 5.684342e-14\n",
"251 2.775558e-17 2.775558e-17 5.684342e-14\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"252 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"252 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"252 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"252 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"252 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"252 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"\n",
" Gaze_Y \n",
"252 1.136868e-13 \n",
"252 1.136868e-13 \n",
"252 1.136868e-13 \n",
"252 1.136868e-13 \n",
"252 1.136868e-13 \n",
"252 1.136868e-13 \n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"253 1.110223e-16 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"253 1.110223e-16 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"253 1.110223e-16 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"253 1.110223e-16 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"253 1.110223e-16 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"253 1.110223e-16 2.775558e-17 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"253 1.136868e-13 \n",
"253 1.136868e-13 \n",
"253 1.136868e-13 \n",
"253 1.136868e-13 \n",
"253 1.136868e-13 \n",
"253 1.136868e-13 \n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_X Gaze_Y\n",
"254 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"254 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"254 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"254 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"254 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"255 5.551115e-17 8.326673e-17 1.136868e-13\n",
"255 5.551115e-17 8.326673e-17 1.136868e-13\n",
"255 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Gaze_Y\n",
"256 8.326673e-17 1.136868e-13\n",
"256 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X\n",
"257 5.551115e-17 1.110223e-16\n",
"257 5.551115e-17 1.110223e-16\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"258 5.551115e-17 8.326673e-17 2.775558e-17 1.136868e-13\n",
"258 5.551115e-17 8.326673e-17 2.775558e-17 1.136868e-13\n",
"258 5.551115e-17 8.326673e-17 2.775558e-17 1.136868e-13\n",
"258 5.551115e-17 8.326673e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X\n",
"259 5.551115e-17\n",
" Left_Gaze_X Left_Gaze_Y\n",
"261 1.110223e-16 5.551115e-17\n",
"261 1.110223e-16 5.551115e-17\n",
" Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"262 5.551115e-17 5.551115e-17 1.136868e-13\n",
"262 5.551115e-17 5.551115e-17 1.136868e-13\n",
"262 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"263 1.110223e-16 5.551115e-17 5.684342e-14\n",
"263 1.110223e-16 5.551115e-17 5.684342e-14\n",
"263 1.110223e-16 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"264 2.775558e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"264 2.775558e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"264 2.775558e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"264 2.775558e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"265 1.110223e-16 5.551115e-17 2.273737e-13 5.684342e-14\n",
"265 1.110223e-16 5.551115e-17 2.273737e-13 5.684342e-14\n",
"265 1.110223e-16 5.551115e-17 2.273737e-13 5.684342e-14\n",
"265 1.110223e-16 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"266 5.551115e-17 2.775558e-17 5.684342e-14\n",
"266 5.551115e-17 2.775558e-17 5.684342e-14\n",
"266 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Right_Gaze_X Right_Gaze_Y\n",
"267 5.551115e-17 5.551115e-17\n",
"267 5.551115e-17 5.551115e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"268 1.110223e-16 -2.775558e-17 1.110223e-16 -2.775558e-17 4.547474e-13 \n",
"268 1.110223e-16 -2.775558e-17 1.110223e-16 -2.775558e-17 4.547474e-13 \n",
"268 1.110223e-16 -2.775558e-17 1.110223e-16 -2.775558e-17 4.547474e-13 \n",
"268 1.110223e-16 -2.775558e-17 1.110223e-16 -2.775558e-17 4.547474e-13 \n",
"268 1.110223e-16 -2.775558e-17 1.110223e-16 -2.775558e-17 4.547474e-13 \n",
"268 1.110223e-16 -2.775558e-17 1.110223e-16 -2.775558e-17 4.547474e-13 \n",
"\n",
" Gaze_Y \n",
"268 -5.684342e-14 \n",
"268 -5.684342e-14 \n",
"268 -5.684342e-14 \n",
"268 -5.684342e-14 \n",
"268 -5.684342e-14 \n",
"268 -5.684342e-14 \n",
" Right_Gaze_Y Gaze_Y\n",
"269 2.775558e-17 5.684342e-14\n",
"269 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"270 5.551115e-17 8.326673e-17 1.136868e-13\n",
"270 5.551115e-17 8.326673e-17 1.136868e-13\n",
"270 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X\n",
"271 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13\n",
"271 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13\n",
"271 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13\n",
"271 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"272 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"272 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"272 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"272 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"273 5.551115e-17 8.326673e-17 5.684342e-14\n",
"273 5.551115e-17 8.326673e-17 5.684342e-14\n",
"273 5.551115e-17 8.326673e-17 5.684342e-14\n",
" Right_Gaze_X\n",
"274 1.110223e-16\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"275 1.110223e-16 5.551115e-17 8.326673e-17 2.273737e-13 1.136868e-13\n",
"275 1.110223e-16 5.551115e-17 8.326673e-17 2.273737e-13 1.136868e-13\n",
"275 1.110223e-16 5.551115e-17 8.326673e-17 2.273737e-13 1.136868e-13\n",
"275 1.110223e-16 5.551115e-17 8.326673e-17 2.273737e-13 1.136868e-13\n",
"275 1.110223e-16 5.551115e-17 8.326673e-17 2.273737e-13 1.136868e-13\n",
" Left_Gaze_Y Gaze_Y\n",
"276 5.551115e-17 5.684342e-14\n",
"276 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"277 1.110223e-16 8.326673e-17 5.551115e-17 1.136868e-13\n",
"277 1.110223e-16 8.326673e-17 5.551115e-17 1.136868e-13\n",
"277 1.110223e-16 8.326673e-17 5.551115e-17 1.136868e-13\n",
"277 1.110223e-16 8.326673e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"278 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
"278 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
"278 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
"278 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X\n",
"279 1.110223e-16\n",
" Left_Gaze_Y Gaze_Y\n",
"280 8.326673e-17 1.136868e-13\n",
"280 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"281 2.775558e-17 5.551115e-17 1.136868e-13\n",
"281 2.775558e-17 5.551115e-17 1.136868e-13\n",
"281 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"282 5.551115e-17 1.110223e-16 8.326673e-17 1.705303e-13\n",
"282 5.551115e-17 1.110223e-16 8.326673e-17 1.705303e-13\n",
"282 5.551115e-17 1.110223e-16 8.326673e-17 1.705303e-13\n",
"282 5.551115e-17 1.110223e-16 8.326673e-17 1.705303e-13\n",
" Left_Gaze_Y\n",
"283 2.775558e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"284 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"284 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"284 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
"284 1.110223e-16 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Gaze_Y\n",
"285 2.775558e-17 5.684342e-14\n",
"285 2.775558e-17 5.684342e-14\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"286 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"286 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"286 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"286 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"286 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"287 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"287 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"287 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"287 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"288 8.326673e-17 5.551115e-17 1.136868e-13\n",
"288 8.326673e-17 5.551115e-17 1.136868e-13\n",
"288 8.326673e-17 5.551115e-17 1.136868e-13\n",
" Right_Gaze_X\n",
"289 1.110223e-16\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y\n",
"290 2.775558e-17 -5.551115e-17 -2.775558e-17\n",
"290 2.775558e-17 -5.551115e-17 -2.775558e-17\n",
"290 2.775558e-17 -5.551115e-17 -2.775558e-17\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"291 2.775558e-17 5.551115e-17 5.551115e-17 5.684342e-14\n",
"291 2.775558e-17 5.551115e-17 5.551115e-17 5.684342e-14\n",
"291 2.775558e-17 5.551115e-17 5.551115e-17 5.684342e-14\n",
"291 2.775558e-17 5.551115e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"292 5.551115e-17 2.775558e-17 5.684342e-14\n",
"292 5.551115e-17 2.775558e-17 5.684342e-14\n",
"292 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y\n",
"293 2.775558e-17\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"294 5.551115e-17 5.551115e-17 1.136868e-13\n",
"294 5.551115e-17 5.551115e-17 1.136868e-13\n",
"294 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"295 5.551115e-17 1.110223e-16 1.136868e-13\n",
"295 5.551115e-17 1.110223e-16 1.136868e-13\n",
"295 5.551115e-17 1.110223e-16 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"296 5.551115e-17 2.775558e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"296 5.551115e-17 2.775558e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"296 5.551115e-17 2.775558e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"296 5.551115e-17 2.775558e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"296 5.551115e-17 2.775558e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"297 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"297 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"297 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"297 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"298 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
"298 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
"298 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
"298 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Right_Gaze_Y\n",
"299 2.775558e-17\n",
" Left_Gaze_Y Gaze_Y\n",
"300 1.110223e-16 1.136868e-13\n",
"300 1.110223e-16 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"301 -5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"301 -5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"301 -5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"301 -5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"302 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"302 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"302 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"302 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"303 8.326673e-17 1.136868e-13\n",
"303 8.326673e-17 1.136868e-13\n",
" Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"304 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"304 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"304 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"304 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"306 8.326673e-17 8.326673e-17 1.136868e-13\n",
"306 8.326673e-17 8.326673e-17 1.136868e-13\n",
"306 8.326673e-17 8.326673e-17 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"307 5.551115e-17 1.136868e-13\n",
"307 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y\n",
"308 1.110223e-16 2.775558e-17\n",
"308 1.110223e-16 2.775558e-17\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"309 8.326673e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"309 8.326673e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"309 8.326673e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"309 8.326673e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"309 8.326673e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"310 2.775558e-17 5.551115e-17 1.136868e-13\n",
"310 2.775558e-17 5.551115e-17 1.136868e-13\n",
"310 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X\n",
"311 1.110223e-16\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"312 8.326673e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"312 8.326673e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"312 8.326673e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"312 8.326673e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_X Gaze_X\n",
"313 1.110223e-16 5.551115e-17 2.273737e-13\n",
"313 1.110223e-16 5.551115e-17 2.273737e-13\n",
"313 1.110223e-16 5.551115e-17 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"314 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"314 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"314 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"314 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
"314 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 5.684342e-14\n",
" Right_Gaze_Y\n",
"315 2.775558e-17\n",
" Left_Gaze_Y Gaze_Y\n",
"316 2.775558e-17 5.684342e-14\n",
"316 2.775558e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"317 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"317 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"317 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"317 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"318 5.551115e-17 5.551115e-17 1.136868e-13\n",
"318 5.551115e-17 5.551115e-17 1.136868e-13\n",
"318 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"319 8.326673e-17 5.551115e-17 1.136868e-13\n",
"319 8.326673e-17 5.551115e-17 1.136868e-13\n",
"319 8.326673e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"320 5.551115e-17 2.775558e-17 1.136868e-13\n",
"320 5.551115e-17 2.775558e-17 1.136868e-13\n",
"320 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"321 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"321 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"321 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"321 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"321 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"321 1.110223e-16 5.551115e-17 1.110223e-16 2.775558e-17 4.547474e-13 \n",
"\n",
" Gaze_Y \n",
"321 1.136868e-13 \n",
"321 1.136868e-13 \n",
"321 1.136868e-13 \n",
"321 1.136868e-13 \n",
"321 1.136868e-13 \n",
"321 1.136868e-13 \n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"322 5.551115e-17 2.775558e-17 5.684342e-14\n",
"322 5.551115e-17 2.775558e-17 5.684342e-14\n",
"322 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"323 2.775558e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
"323 2.775558e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
"323 2.775558e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
"323 2.775558e-17 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"324 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"324 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"324 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"324 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"325 1.110223e-16 8.326673e-17 5.684342e-14\n",
"325 1.110223e-16 8.326673e-17 5.684342e-14\n",
"325 1.110223e-16 8.326673e-17 5.684342e-14\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"326 -5.551115e-17 1.110223e-16 5.551115e-17 2.273737e-13 1.136868e-13\n",
"326 -5.551115e-17 1.110223e-16 5.551115e-17 2.273737e-13 1.136868e-13\n",
"326 -5.551115e-17 1.110223e-16 5.551115e-17 2.273737e-13 1.136868e-13\n",
"326 -5.551115e-17 1.110223e-16 5.551115e-17 2.273737e-13 1.136868e-13\n",
"326 -5.551115e-17 1.110223e-16 5.551115e-17 2.273737e-13 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"327 8.326673e-17 1.136868e-13\n",
"327 8.326673e-17 1.136868e-13\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"328 1.110223e-16 2.775558e-17 5.551115e-17 5.684342e-14\n",
"328 1.110223e-16 2.775558e-17 5.551115e-17 5.684342e-14\n",
"328 1.110223e-16 2.775558e-17 5.551115e-17 5.684342e-14\n",
"328 1.110223e-16 2.775558e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"329 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"329 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"329 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
"329 5.551115e-17 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"331 8.326673e-17 2.775558e-17 1.136868e-13\n",
"331 8.326673e-17 2.775558e-17 1.136868e-13\n",
"331 8.326673e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y\n",
"332 2.775558e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"333 1.110223e-16 5.551115e-17 2.775558e-17 5.684342e-14\n",
"333 1.110223e-16 5.551115e-17 2.775558e-17 5.684342e-14\n",
"333 1.110223e-16 5.551115e-17 2.775558e-17 5.684342e-14\n",
"333 1.110223e-16 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"334 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"334 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"334 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"334 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"334 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"334 1.110223e-16 2.775558e-17 1.110223e-16 5.551115e-17 4.547474e-13 \n",
"\n",
" Gaze_Y \n",
"334 1.136868e-13 \n",
"334 1.136868e-13 \n",
"334 1.136868e-13 \n",
"334 1.136868e-13 \n",
"334 1.136868e-13 \n",
"334 1.136868e-13 \n",
" Right_Gaze_Y\n",
"335 2.775558e-17\n",
" Left_Gaze_Y Gaze_Y\n",
"336 8.326673e-17 5.684342e-14\n",
"336 8.326673e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"337 5.551115e-17 5.551115e-17 8.326673e-17 1.705303e-13\n",
"337 5.551115e-17 5.551115e-17 8.326673e-17 1.705303e-13\n",
"337 5.551115e-17 5.551115e-17 8.326673e-17 1.705303e-13\n",
"337 5.551115e-17 5.551115e-17 8.326673e-17 1.705303e-13\n",
" Right_Gaze_X Right_Gaze_Y Gaze_X\n",
"338 5.551115e-17 5.551115e-17 2.273737e-13\n",
"338 5.551115e-17 5.551115e-17 2.273737e-13\n",
"338 5.551115e-17 5.551115e-17 2.273737e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"339 1.110223e-16 2.775558e-17 8.326673e-17 1.136868e-13\n",
"339 1.110223e-16 2.775558e-17 8.326673e-17 1.136868e-13\n",
"339 1.110223e-16 2.775558e-17 8.326673e-17 1.136868e-13\n",
"339 1.110223e-16 2.775558e-17 8.326673e-17 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"340 5.551115e-17 5.684342e-14\n",
"340 5.551115e-17 5.684342e-14\n",
" Right_Gaze_X\n",
"341 5.551115e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"342 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"342 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"342 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"342 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"342 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"342 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"342 1.136868e-13 \n",
"342 1.136868e-13 \n",
"342 1.136868e-13 \n",
"342 1.136868e-13 \n",
"342 1.136868e-13 \n",
"342 1.136868e-13 \n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"343 5.551115e-17 2.775558e-17 5.684342e-14\n",
"343 5.551115e-17 2.775558e-17 5.684342e-14\n",
"343 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"344 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
"344 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
"344 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
"344 5.551115e-17 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"345 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"345 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"345 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"345 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"345 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_X Gaze_Y\n",
"346 1.110223e-16 2.775558e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"346 1.110223e-16 2.775558e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"346 1.110223e-16 2.775558e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"346 1.110223e-16 2.775558e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
"346 1.110223e-16 2.775558e-17 5.551115e-17 2.273737e-13 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"347 5.551115e-17 1.136868e-13\n",
"347 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"348 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"348 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"348 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"348 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"349 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"349 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"349 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"349 5.551115e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"350 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"350 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"350 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"350 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"351 1.110223e-16 5.551115e-17 5.551115e-17 8.326673e-17 2.273737e-13 \n",
"351 1.110223e-16 5.551115e-17 5.551115e-17 8.326673e-17 2.273737e-13 \n",
"351 1.110223e-16 5.551115e-17 5.551115e-17 8.326673e-17 2.273737e-13 \n",
"351 1.110223e-16 5.551115e-17 5.551115e-17 8.326673e-17 2.273737e-13 \n",
"351 1.110223e-16 5.551115e-17 5.551115e-17 8.326673e-17 2.273737e-13 \n",
"351 1.110223e-16 5.551115e-17 5.551115e-17 8.326673e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"351 1.136868e-13 \n",
"351 1.136868e-13 \n",
"351 1.136868e-13 \n",
"351 1.136868e-13 \n",
"351 1.136868e-13 \n",
"351 1.136868e-13 \n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"352 5.551115e-17 8.326673e-17 1.136868e-13\n",
"352 5.551115e-17 8.326673e-17 1.136868e-13\n",
"352 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"353 5.551115e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"353 5.551115e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"353 5.551115e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"353 5.551115e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"354 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"354 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"354 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
"354 5.551115e-17 5.551115e-17 1.110223e-16 1.136868e-13\n",
" Left_Gaze_Y\n",
"355 2.775558e-17\n",
" Right_Gaze_Y\n",
"356 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"357 5.551115e-17 8.326673e-17 1.136868e-13\n",
"357 5.551115e-17 8.326673e-17 1.136868e-13\n",
"357 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Right_Gaze_Y\n",
"358 2.775558e-17\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"360 8.326673e-17 5.551115e-17 1.136868e-13\n",
"360 8.326673e-17 5.551115e-17 1.136868e-13\n",
"360 8.326673e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"361 5.551115e-17 8.326673e-17 1.136868e-13\n",
"361 5.551115e-17 8.326673e-17 1.136868e-13\n",
"361 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_X Gaze_Y\n",
"362 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"362 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"362 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"362 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n",
"362 1.110223e-16 2.775558e-17 2.775558e-17 2.273737e-13 5.684342e-14\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"363 8.326673e-17 -2.775558e-17 1.136868e-13\n",
"363 8.326673e-17 -2.775558e-17 1.136868e-13\n",
"363 8.326673e-17 -2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Gaze_Y\n",
"364 -2.775558e-17 -5.684342e-14\n",
"364 -2.775558e-17 -5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Gaze_Y\n",
"365 5.551115e-17 5.551115e-17 5.684342e-14\n",
"365 5.551115e-17 5.551115e-17 5.684342e-14\n",
"365 5.551115e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"366 1.110223e-16 2.775558e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"366 1.110223e-16 2.775558e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"366 1.110223e-16 2.775558e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"366 1.110223e-16 2.775558e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"366 1.110223e-16 2.775558e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"366 1.110223e-16 2.775558e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"366 5.684342e-14 \n",
"366 5.684342e-14 \n",
"366 5.684342e-14 \n",
"366 5.684342e-14 \n",
"366 5.684342e-14 \n",
"366 5.684342e-14 \n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"367 5.551115e-17 2.775558e-17 1.136868e-13\n",
"367 5.551115e-17 2.775558e-17 1.136868e-13\n",
"367 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_X\n",
"368 -5.551115e-17 2.775558e-17 -2.273737e-13\n",
"368 -5.551115e-17 2.775558e-17 -2.273737e-13\n",
"368 -5.551115e-17 2.775558e-17 -2.273737e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"369 5.551115e-17 5.684342e-14\n",
"369 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"370 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
"370 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
"370 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
"370 1.110223e-16 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Right_Gaze_X\n",
"371 1.110223e-16\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"373 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"373 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"373 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"373 5.551115e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"374 1.110223e-16 -2.775558e-17 5.551115e-17 5.684342e-14\n",
"374 1.110223e-16 -2.775558e-17 5.551115e-17 5.684342e-14\n",
"374 1.110223e-16 -2.775558e-17 5.551115e-17 5.684342e-14\n",
"374 1.110223e-16 -2.775558e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"375 8.326673e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"375 8.326673e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"375 8.326673e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
"375 8.326673e-17 1.110223e-16 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"376 1.110223e-16 2.775558e-17 5.684342e-14\n",
"376 1.110223e-16 2.775558e-17 5.684342e-14\n",
"376 1.110223e-16 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"377 5.551115e-17 8.326673e-17 1.136868e-13\n",
"377 5.551115e-17 8.326673e-17 1.136868e-13\n",
"377 5.551115e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"378 8.326673e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"378 8.326673e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"378 8.326673e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"378 8.326673e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_X Gaze_Y\n",
"379 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"379 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"379 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"379 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"379 5.551115e-17 5.551115e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"380 1.110223e-16 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"380 1.110223e-16 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"380 1.110223e-16 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"380 1.110223e-16 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"380 1.110223e-16 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"380 1.110223e-16 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"380 1.136868e-13 \n",
"380 1.136868e-13 \n",
"380 1.136868e-13 \n",
"380 1.136868e-13 \n",
"380 1.136868e-13 \n",
"380 1.136868e-13 \n",
" Left_Gaze_Y Right_Gaze_X Gaze_Y\n",
"381 5.551115e-17 1.110223e-16 5.684342e-14\n",
"381 5.551115e-17 1.110223e-16 5.684342e-14\n",
"381 5.551115e-17 1.110223e-16 5.684342e-14\n",
" Right_Gaze_Y Gaze_Y\n",
"382 5.551115e-17 5.684342e-14\n",
"382 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y\n",
"383 2.775558e-17 2.775558e-17\n",
"383 2.775558e-17 2.775558e-17\n",
" Left_Gaze_Y Gaze_Y\n",
"384 5.551115e-17 5.684342e-14\n",
"384 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"385 2.775558e-17 2.775558e-17 1.136868e-13\n",
"385 2.775558e-17 2.775558e-17 1.136868e-13\n",
"385 2.775558e-17 2.775558e-17 1.136868e-13\n",
" Right_Gaze_Y Gaze_Y\n",
"386 5.551115e-17 5.684342e-14\n",
"386 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"387 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"387 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"387 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
"387 2.775558e-17 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Right_Gaze_Y\n",
"388 2.775558e-17\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"389 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"389 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"389 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"389 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"389 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"390 1.110223e-16 5.551115e-17 5.684342e-14\n",
"390 1.110223e-16 5.551115e-17 5.684342e-14\n",
"390 1.110223e-16 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Gaze_Y\n",
"392 8.326673e-17 1.136868e-13\n",
"392 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"393 2.775558e-17 5.551115e-17 1.136868e-13\n",
"393 2.775558e-17 5.551115e-17 1.136868e-13\n",
"393 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"394 5.551115e-17 2.775558e-17 1.136868e-13\n",
"394 5.551115e-17 2.775558e-17 1.136868e-13\n",
"394 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"395 5.551115e-17 2.775558e-17 5.684342e-14\n",
"395 5.551115e-17 2.775558e-17 5.684342e-14\n",
"395 5.551115e-17 2.775558e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"396 1.110223e-16 2.775558e-17 5.684342e-14\n",
"396 1.110223e-16 2.775558e-17 5.684342e-14\n",
"396 1.110223e-16 2.775558e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"397 5.551115e-17 5.551115e-17 1.136868e-13\n",
"397 5.551115e-17 5.551115e-17 1.136868e-13\n",
"397 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Gaze_Y\n",
"398 5.551115e-17 5.551115e-17 5.684342e-14\n",
"398 5.551115e-17 5.551115e-17 5.684342e-14\n",
"398 5.551115e-17 5.551115e-17 5.684342e-14\n",
" Right_Gaze_Y\n",
"399 2.775558e-17\n",
" Left_Gaze_X Right_Gaze_Y Gaze_Y\n",
"400 1.110223e-16 2.775558e-17 5.684342e-14\n",
"400 1.110223e-16 2.775558e-17 5.684342e-14\n",
"400 1.110223e-16 2.775558e-17 5.684342e-14\n",
" Right_Gaze_Y Gaze_Y\n",
"401 -2.775558e-17 -5.684342e-14\n",
"401 -2.775558e-17 -5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"402 5.551115e-17 2.775558e-17 1.136868e-13\n",
"402 5.551115e-17 2.775558e-17 1.136868e-13\n",
"402 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"403 5.551115e-17 5.551115e-17 1.136868e-13\n",
"403 5.551115e-17 5.551115e-17 1.136868e-13\n",
"403 5.551115e-17 5.551115e-17 1.136868e-13\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Right_Gaze_Y Gaze_Y\n",
"404 5.551115e-17 5.684342e-14\n",
"404 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"405 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"405 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"405 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"405 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"405 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"405 5.551115e-17 5.551115e-17 5.551115e-17 2.775558e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"405 5.684342e-14 \n",
"405 5.684342e-14 \n",
"405 5.684342e-14 \n",
"405 5.684342e-14 \n",
"405 5.684342e-14 \n",
"405 5.684342e-14 \n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"406 -5.551115e-17 8.326673e-17 8.326673e-17 1.136868e-13\n",
"406 -5.551115e-17 8.326673e-17 8.326673e-17 1.136868e-13\n",
"406 -5.551115e-17 8.326673e-17 8.326673e-17 1.136868e-13\n",
"406 -5.551115e-17 8.326673e-17 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"407 5.551115e-17 1.110223e-16 1.136868e-13\n",
"407 5.551115e-17 1.110223e-16 1.136868e-13\n",
"407 5.551115e-17 1.110223e-16 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Gaze_Y\n",
"408 1.110223e-16 5.551115e-17 5.684342e-14\n",
"408 1.110223e-16 5.551115e-17 5.684342e-14\n",
"408 1.110223e-16 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"409 5.551115e-17 -5.551115e-17 -2.273737e-13 1.136868e-13\n",
"409 5.551115e-17 -5.551115e-17 -2.273737e-13 1.136868e-13\n",
"409 5.551115e-17 -5.551115e-17 -2.273737e-13 1.136868e-13\n",
"409 5.551115e-17 -5.551115e-17 -2.273737e-13 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_X Gaze_Y\n",
"410 -5.551115e-17 8.326673e-17 5.551115e-17 -2.273737e-13 1.705303e-13\n",
"410 -5.551115e-17 8.326673e-17 5.551115e-17 -2.273737e-13 1.705303e-13\n",
"410 -5.551115e-17 8.326673e-17 5.551115e-17 -2.273737e-13 1.705303e-13\n",
"410 -5.551115e-17 8.326673e-17 5.551115e-17 -2.273737e-13 1.705303e-13\n",
"410 -5.551115e-17 8.326673e-17 5.551115e-17 -2.273737e-13 1.705303e-13\n",
" Right_Gaze_Y\n",
"412 2.775558e-17\n",
" Left_Gaze_X Left_Gaze_Y\n",
"413 1.110223e-16 5.551115e-17\n",
"413 1.110223e-16 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"415 -2.775558e-17 5.551115e-17 5.684342e-14\n",
"415 -2.775558e-17 5.551115e-17 5.684342e-14\n",
"415 -2.775558e-17 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X\n",
"416 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13\n",
"416 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13\n",
"416 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13\n",
"416 5.551115e-17 1.110223e-16 2.775558e-17 2.273737e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"417 2.775558e-17 1.110223e-16 5.551115e-17 5.684342e-14\n",
"417 2.775558e-17 1.110223e-16 5.551115e-17 5.684342e-14\n",
"417 2.775558e-17 1.110223e-16 5.551115e-17 5.684342e-14\n",
"417 2.775558e-17 1.110223e-16 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"418 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"418 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"418 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"418 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"418 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"418 5.551115e-17 2.775558e-17 1.110223e-16 2.775558e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"418 1.136868e-13 \n",
"418 1.136868e-13 \n",
"418 1.136868e-13 \n",
"418 1.136868e-13 \n",
"418 1.136868e-13 \n",
"418 1.136868e-13 \n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"419 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"419 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"419 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
"419 5.551115e-17 1.110223e-16 8.326673e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X\n",
"420 2.775558e-17 1.110223e-16\n",
"420 2.775558e-17 1.110223e-16\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"421 2.775558e-17 5.551115e-17 1.136868e-13\n",
"421 2.775558e-17 5.551115e-17 1.136868e-13\n",
"421 2.775558e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"422 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"422 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"422 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
"422 1.110223e-16 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"423 5.551115e-17 2.775558e-17 1.136868e-13\n",
"423 5.551115e-17 2.775558e-17 1.136868e-13\n",
"423 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"424 5.551115e-17 2.775558e-17 1.136868e-13\n",
"424 5.551115e-17 2.775558e-17 1.136868e-13\n",
"424 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X\n",
"425 1.110223e-16\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"426 5.551115e-17 5.551115e-17 1.136868e-13\n",
"426 5.551115e-17 5.551115e-17 1.136868e-13\n",
"426 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"428 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
"428 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
"428 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
"428 5.551115e-17 5.551115e-17 1.110223e-16 1.705303e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"429 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"429 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"429 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"429 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"429 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"429 5.551115e-17 2.775558e-17 1.110223e-16 5.551115e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"429 1.136868e-13 \n",
"429 1.136868e-13 \n",
"429 1.136868e-13 \n",
"429 1.136868e-13 \n",
"429 1.136868e-13 \n",
"429 1.136868e-13 \n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"430 5.551115e-17 2.775558e-17 1.136868e-13\n",
"430 5.551115e-17 2.775558e-17 1.136868e-13\n",
"430 5.551115e-17 2.775558e-17 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"431 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"431 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"431 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
"431 8.326673e-17 1.110223e-16 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X \\\n",
"432 5.551115e-17 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"432 5.551115e-17 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"432 5.551115e-17 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"432 5.551115e-17 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"432 5.551115e-17 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"432 5.551115e-17 5.551115e-17 1.110223e-16 8.326673e-17 2.273737e-13 \n",
"\n",
" Gaze_Y \n",
"432 1.136868e-13 \n",
"432 1.136868e-13 \n",
"432 1.136868e-13 \n",
"432 1.136868e-13 \n",
"432 1.136868e-13 \n",
"432 1.136868e-13 \n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"433 5.551115e-17 5.551115e-17 1.136868e-13\n",
"433 5.551115e-17 5.551115e-17 1.136868e-13\n",
"433 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X\n",
"434 5.551115e-17\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_Y\n",
"435 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"435 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"435 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
"435 2.775558e-17 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_X\n",
"436 -5.551115e-17 5.551115e-17\n",
"436 -5.551115e-17 5.551115e-17\n",
" Right_Gaze_Y Gaze_Y\n",
"437 5.551115e-17 5.684342e-14\n",
"437 5.551115e-17 5.684342e-14\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_Y Gaze_X Gaze_Y\n",
"438 1.110223e-16 2.775558e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"438 1.110223e-16 2.775558e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"438 1.110223e-16 2.775558e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"438 1.110223e-16 2.775558e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
"438 1.110223e-16 2.775558e-17 1.110223e-16 2.273737e-13 1.136868e-13\n",
" Left_Gaze_Y Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"439 5.551115e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"439 5.551115e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"439 5.551115e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"439 5.551115e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n",
"439 5.551115e-17 -5.551115e-17 8.326673e-17 -2.273737e-13 1.136868e-13\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"440 1.110223e-16 2.775558e-17 1.136868e-13\n",
"440 1.110223e-16 2.775558e-17 1.136868e-13\n",
"440 1.110223e-16 2.775558e-17 1.136868e-13\n",
" Left_Gaze_X Left_Gaze_Y Right_Gaze_X Gaze_X Gaze_Y\n",
"441 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"441 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"441 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"441 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"441 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_X Right_Gaze_X Right_Gaze_Y Gaze_X Gaze_Y\n",
"442 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"442 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"442 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"442 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
"442 1.110223e-16 5.551115e-17 5.551115e-17 2.273737e-13 5.684342e-14\n",
" Left_Gaze_Y Gaze_Y\n",
"443 5.551115e-17 5.684342e-14\n",
"443 5.551115e-17 5.684342e-14\n",
" Left_Gaze_Y Right_Gaze_Y Gaze_Y\n",
"444 5.551115e-17 5.551115e-17 1.136868e-13\n",
"444 5.551115e-17 5.551115e-17 1.136868e-13\n",
"444 5.551115e-17 5.551115e-17 1.136868e-13\n",
" Left_Gaze_X Right_Gaze_Y Gaze_Y\n",
"445 5.551115e-17 1.110223e-16 1.136868e-13\n",
"445 5.551115e-17 1.110223e-16 1.136868e-13\n",
"445 5.551115e-17 1.110223e-16 1.136868e-13\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m/tmp/ipykernel_91706/2711523652.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midxx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\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[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpre_result\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0midxx\u001b[0m\u001b[0;34m)\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[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0midxx\u001b[0m\u001b[0;34m)\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[0;34m-\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0midxx\u001b[0m\u001b[0;34m)\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[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0midxx\u001b[0m\u001b[0;34m)\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[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;31m#pdb.set_trace()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m#pd.concat([result,pre_result]).drop_duplicates(keep=False)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"for idxx in np.unique(idx[0]).tolist():\n",
" print(pre_result.iloc[idx[0][np.where(idx[0]==idxx)[0]],idx[1][np.where(idx[0]==idxx)[0]]]-result.iloc[idx[0][np.where(idx[0]==idxx)[0]],idx[1][np.where(idx[0]==idxx)[0]]])\n",
" #pdb.set_trace()\n",
"#pd.concat([result,pre_result]).drop_duplicates(keep=False)"
]
}
],
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}