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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Workbook for Eye Tracking Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import Libraries"
]
},
{
"cell_type": "code",
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"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Basics\n",
"import numpy as np\n",
"import os\n",
"import math\n",
"\n",
"# Data processing\n",
"import pandas as pd\n",
"import awkward as ak\n",
"\n",
"# ML\n",
"import sklearn\n",
"\n",
"# Misc\n",
"from pathlib import Path\n",
"import pyarrow as pa\n",
"import urllib.request"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import users and their score"
]
},
{
"cell_type": "code",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Imports the user score information\n",
"user_data = pd.read_csv(r\"C:\\Users\\rolan\\Documents\\OwnCloud\\10. Semester\\AI Lab\\eye tracking\\eye-tracking\\data\\scores_WtG_PrePost.csv\", delimiter=\",\", usecols=[\"User\", \"Pre score\", \"Post score\", \"Difference\", \"Group cat\"])"
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Defines my directory with the user data\n",
"user_dir = r'C:\\Users\\rolan\\Documents\\OwnCloud\\10. Semester\\AI Lab\\eye tracking\\eye-tracking\\data\\with ET'"
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Filters and drops non-relevant users\n",
"to_drop = []\n",
"for i, cat in enumerate(user_data[\"Group cat\"]):\n",
" if math.isnan(cat):\n",
" to_drop.append(i)\n",
"user_data = user_data.drop(to_drop)\n",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Filters and drops users with no directory\n",
"not_existing_names = []\n",
"for i, user in enumerate(user_data[\"User\"]):\n",
" if not os.path.isdir(user_dir + '/' + user):\n",
" not_existing_names.append(i)\n",
"user_data = user_data.drop(not_existing_names)\n",
]
},
{
"cell_type": "code",
"source": [
"# Convert to awkward array\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import Eye Tracking data"
]
},
{
"cell_type": "code",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Creates dictionary with all the files for one user\n",
"file_names = {}\n",
"for user in user_data[\"User\"]:\n",
" #print(user)\n",
" available_files = []\n",
" available_files_temp = os.listdir(user_dir + '/' + user)\n",
" for file in available_files_temp:\n",
" if \"graph01-ET_planning\" in file:\n",
" available_files.append(file)\n",
" # print(available_files)\n",
" file_names[user] = available_files\n",
"#file_names"
]
},
{
"cell_type": "code",
"source": [
"# Read each CSV file for one user, stored for each attempt\n",
"df_attempt1 = []\n",
"df_attempt2 = []\n",
"for user in user_data['User']:\n",
" files = file_names[user]\n",
" if len(files) == 2:\n",
" df_attempt1.append(pd.read_csv(user_dir + '/' + user + '/' + files[0], delimiter=\"\t\", usecols=[\"eyeDataTimestamp\", \"gazePointAOI_target_x\", \"gazePointAOI_target_y\"]))\n",
" df_attempt2.append(pd.read_csv(user_dir + '/' + user + '/' + files[1], delimiter=\"\t\", usecols=[\"eyeDataTimestamp\", \"gazePointAOI_target_x\", \"gazePointAOI_target_y\"]))\n",
" elif len(files) == 1:\n",
" df_attempt1.append(pd.read_csv(user_dir + '/' + user + '/' + files[0], delimiter=\"\t\", usecols=[\"eyeDataTimestamp\", \"gazePointAOI_target_x\", \"gazePointAOI_target_y\"]))\n",
" df_attempt2.append(pd.read_csv(user_dir + '/' + user + '/' + files[0], delimiter=\"\t\", usecols=[\"eyeDataTimestamp\", \"gazePointAOI_target_x\", \"gazePointAOI_target_y\"]))"
]
},
{
"cell_type": "code",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Convert df_attempts to ak.Array\n",
"array_attempt1 = []\n",
"array_attempt2 = []\n",
"for df in df_attempt1:\n",
" array_attempt1.append(ak.Array(dict(df)))\n",
"for df in df_attempt2:\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data processing"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"### Add Eye Tracking Data to user data"
]
},
{
"cell_type": "code",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def add_column_old_broken(ak_array1, ak_array2, col_name):\n",
" entries = []\n",
" for entry, dataframe in zip(ak_array1, ak_array2):\n",
" entry_with_column = {**entry, col_name: dataframe}\n",
" print(entry_with_column)\n",
" entries.append(entry_with_column)\n",
" print(entries)\n",
" return ak.Array(entries)"
]
},
{
"cell_type": "code",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def add_column_old(ak_array1, arrays, col_name):\n",
" return ak.zip({**{k: ak_array1[k] for k in ak_array1.fields}, col_name: arrays})"
]
},
{
"cell_type": "code",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Adds a list of arrays in a new column to an array\n",
"def add_column(ak_array, arrays, col_name):\n",
" combined_entries = [\n",
" {**{k: ak_array[k][i] for k in ak_array.fields}, col_name: array} for i, (entry, array) in enumerate(zip(ak_array, arrays))\n",
" ]\n",
" return ak.Array(combined_entries)"
]
},
{
"cell_type": "code",
"labels_str = []\n",
"labels_int = []\n",
"for subject_name, pre_score, diff in zip(array_user[\"User\"], array_user[\"Pre score\"], array_user[\"Difference\"]):\n",
" if pre_score == 2 and diff == 0:\n",
" label_str = \"expert\"\n",
" label_int = 0 \n",
" elif diff <= 0:\n",
" label_str = \"bad\"\n",
" label_int = 0\n",
" else:\n",
" label_str = \"good\"\n",
" label_int = 1\n",
" labels_str.append(label_str)\n",
" labels_int.append(label_int) \n",
"labels_str = ak.Array(labels_str)\n",
"labels_int = ak.Array(labels_int)\n",
"\n"
]
},
{
"cell_type": "code",
"# Creates array with first and second attempts added as well as the labels arrays\n",
"array_data = add_column(array_user, array_attempt1, 'Attempt1')\n",
"array_data = add_column(array_data, array_attempt2, 'Attempt2')\n",
"array_data['Labels Str'] = labels_str\n",
"array_data['Labels Int'] = labels_int"
]
},
{
"cell_type": "code",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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",
"import matplotlib.pyplot as plt\n",
"for i, user in enumerate(array_data[\"User\"]):\n",
" plt.plot(array_data[\"Attempt1\"][i][\"gazePointAOI_target_x\"], array_data[\"Attempt1\"][i][\"gazePointAOI_target_y\"], label=user)\n",
"# plt.legend()\n",
"plt.show()"
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},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",