From 4da8072e615aef05cbb413d38dcb9f1903acc95e Mon Sep 17 00:00:00 2001
From: gsingh58 <gurmail-singh@wisc.edu>
Date: Wed, 1 Mar 2023 03:42:45 -0600
Subject: [PATCH] Lec15 update
---
.../demo_lec_15-checkpoint.ipynb | 837 -------
.../demo_lec_15_template-checkpoint.ipynb | 480 ----
.../lec_15_CSV-checkpoint.ipynb | 673 ------
.../15_CSV_Files/cs220_survey_data.csv | 910 ++++++++
.../15_CSV_Files/cs220_survey_data.xlsx | Bin 71181 -> 0 bytes
.../15_CSV_Files/files/README.txt | 5 -
.../15_CSV_Files/files/h10.csv | 11 -
.../15_CSV_Files/files/h10.xlsx | Bin 10549 -> 0 bytes
.../15_CSV_Files/files/hurricanes.csv | 133 --
.../15_CSV_Files/files/hurricanes.xlsx | Bin 16122 -> 0 bytes
.../15_CSV_Files/files/names.csv | 2001 -----------------
.../15_CSV_Files/lec_15_CSV.ipynb | 270 ++-
...=> lec_15_CSV_template_Gurmail_lec1.ipynb} | 18 +-
...=> lec_15_CSV_template_Gurmail_lec2.ipynb} | 18 +-
.../15_CSV_Files/project.py | 75 +
15 files changed, 1208 insertions(+), 4223 deletions(-)
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15-checkpoint.ipynb
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15_template-checkpoint.ipynb
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/lec_15_CSV-checkpoint.ipynb
create mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/cs220_survey_data.csv
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/cs220_survey_data.xlsx
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/files/README.txt
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/files/h10.csv
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/files/h10.xlsx
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/files/hurricanes.csv
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/files/hurricanes.xlsx
delete mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/files/names.csv
rename s23/Gurmail_lecture_notes/15_CSV_Files/{lec_15_CSV_template.ipynb => lec_15_CSV_template_Gurmail_lec1.ipynb} (95%)
rename s23/Gurmail_lecture_notes/15_CSV_Files/{.ipynb_checkpoints/lec_15_CSV_template-checkpoint.ipynb => lec_15_CSV_template_Gurmail_lec2.ipynb} (95%)
create mode 100644 s23/Gurmail_lecture_notes/15_CSV_Files/project.py
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15-checkpoint.ipynb b/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15-checkpoint.ipynb
deleted file mode 100644
index 0a56e64..0000000
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15-checkpoint.ipynb
+++ /dev/null
@@ -1,837 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Range recap ..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "P\n",
- "Y\n",
- "T\n",
- "H\n",
- "O\n",
- "N\n"
- ]
- }
- ],
- "source": [
- "#Range example 1\n",
- "word = \"PYTHON\"\n",
- "\n",
- "for i in range(len(word)):\n",
- " print(word[i])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "PPP\n",
- "YYY\n",
- "TTT\n",
- "HHH\n",
- "OOO\n",
- "NNN\n"
- ]
- }
- ],
- "source": [
- "#Range example 2\n",
- "word = \"PYTHON\"\n",
- "\n",
- "for i in range(len(word)):\n",
- " print(word[i] * 3)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "P\n",
- "PY\n",
- "PYT\n",
- "PYTH\n",
- "PYTHO\n",
- "PYTHON\n"
- ]
- }
- ],
- "source": [
- "#Range example 3\n",
- "word = \"PYTHON\"\n",
- "\n",
- "for i in range(len(word)):\n",
- " print(word[0:i + 1])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Sum of a list of integers"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "12\n"
- ]
- }
- ],
- "source": [
- "nums = [2, 4, 6]\n",
- "total = 0\n",
- "\n",
- "for curr in nums:\n",
- " total += curr\n",
- " \n",
- "print(total)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Lists"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Lists can hold different kinds of items\n",
- "L = [1, 2.0, False, \"hello\"]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Indexing"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "2.0"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L[1]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'hello'"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L[-1]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Length"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "len(L)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Nested lists"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [],
- "source": [
- "# white space between items do not matter\n",
- "L = [[1, 2], [3, 4, 5]]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[1, 2]"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# How can we extract inner list?\n",
- "L[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "1"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# How to extract first item in first inner list?\n",
- "L[0][0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "3"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "len(L[1])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "2"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L[0][1]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Flattening nested lists into a single list ..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "5"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "len(L[0] + L[1])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[1, 2, 3, 4, 5]"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L[0] + L[1]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## List mutations\n",
- "- append\n",
- "- extend\n",
- "- pop"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L = [None, 1, False, None]\n",
- "len(L)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 4]"
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L = [2, 2, 4]\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 0]"
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L[2] = 0 # update\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.append(9)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 0, 9]"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.append([1, 2]) # Appends a new list as an item in the old list, creating a nested list"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 0, 9, [1, 2]]"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [],
- "source": [
- "# L.append(10, 20) #Doesn't work as append can only take one argument"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 0, 9, [1, 2]]"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 0, 9, [1, 2], 3, 4]"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L.extend([3, 4]) # each item in the new list goes at end of old list\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [],
- "source": [
- "x = L.pop()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 0, 9, [1, 2], 3]"
- ]
- },
- "execution_count": 28,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 29,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4"
- ]
- },
- "execution_count": 29,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "x"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "3"
- ]
- },
- "execution_count": 30,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L.pop()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 2, 0, 9, [1, 2]]"
- ]
- },
- "execution_count": 31,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 32,
- "metadata": {},
- "outputs": [],
- "source": [
- "x = L.pop(1) # Pop by mentioning index position"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 33,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.append(x)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 34,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[2, 0, 9, [1, 2], 2]"
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## List sort method"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[0, 2, 3, 9, 34, 90]"
- ]
- },
- "execution_count": 35,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L = [3, 9, 2, 0, 34, 90]\n",
- "L.sort()\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 36,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['apple', 'hello', 'hi', 'orange', 'world']"
- ]
- },
- "execution_count": 36,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L = [\"hi\", \"apple\", \"hello\", \"world\", \"orange\"]\n",
- "L.sort()\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[False, False, True, True, True]"
- ]
- },
- "execution_count": 37,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "L = [False, True, False, True, True]\n",
- "L.sort()\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 38,
- "metadata": {},
- "outputs": [
- {
- "ename": "TypeError",
- "evalue": "'<' not supported between instances of 'int' and 'str'",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
- "\u001b[0;32m<ipython-input-38-fc4b4c50279a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mL\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"str\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\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[0mL\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# Doesn't work as you cannot compare different types!\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
- "\u001b[0;31mTypeError\u001b[0m: '<' not supported between instances of 'int' and 'str'"
- ]
- }
- ],
- "source": [
- "L = [\"str\", 1, 2.0, False]\n",
- "L.sort() # Doesn't work as you cannot compare different types!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'*** the ******* was so awesome!'"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "bad_words = [\"omg\", \"darn\", \"midterm\", \"exam\"]\n",
- "\n",
- "def censor(inputString):\n",
- " words = inputString.split(\" \")\n",
- " for index in range(len(words)):\n",
- " curr_word = words[index]\n",
- " if curr_word.lower() in bad_words:\n",
- " words[index] = \"*\" * len(curr_word)\n",
- " return \" \".join(words)\n",
- " \n",
- "censor(\"omg the midterm was so awesome!\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "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": "3.8.8"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15_template-checkpoint.ipynb b/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15_template-checkpoint.ipynb
deleted file mode 100644
index 7a53383..0000000
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/demo_lec_15_template-checkpoint.ipynb
+++ /dev/null
@@ -1,480 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Range recap ..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "#Range example 1\n",
- "word = \"PYTHON\"\n",
- "\n",
- "for i in range(len(word)):\n",
- " print(word[i])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "#Range example 2\n",
- "word = \"PYTHON\"\n",
- "\n",
- "for i in range(len(word)):\n",
- " print(word[i] * 3)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "#Range example 3\n",
- "word = \"PYTHON\"\n",
- "\n",
- "for i in range(len(word)):\n",
- " print(word[0:i + 1])"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Sum of a list of integers"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "nums = [2, 4, 6]\n",
- "total = 0\n",
- "\n",
- "for curr in nums:\n",
- " total += curr\n",
- " \n",
- "print(total)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Lists"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Lists can hold different kinds of items\n",
- "L = [1, 2.0, False, \"hello\"]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Indexing"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L[1]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L[-1]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Length"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "len(L)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Nested lists"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# white space between items do not matter\n",
- "L = [[1, 2], [3, 4, 5]]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# How can we extract inner list?\n",
- "L[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# How to extract first item in first inner list?\n",
- "L[0][0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "len(L[1])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L[0][1]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Flattening nested lists into a single list ..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "len(L[0] + L[1])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L[0] + L[1]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## List mutations\n",
- "- append\n",
- "- extend\n",
- "- pop"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L = [None, 1, False, None]\n",
- "len(L)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L = [2, 2, 4]\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L[2] = 0 # update\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.append(9)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.append([1, 2]) # Appends a new list as an item in the old list, creating a nested list"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# L.append(10, 20) #Doesn't work as append can only take one argument"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.extend([3, 4]) # each item in the new list goes at end of old list\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "x = L.pop()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "x"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.pop()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "x = L.pop(1) # Pop by mentioning index position"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L.append(x)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## List sort method"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L = [3, 9, 2, 0, 34, 90]\n",
- "L.sort()\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L = [\"hi\", \"apple\", \"hello\", \"world\", \"orange\"]\n",
- "L.sort()\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L = [False, True, False, True, True]\n",
- "L.sort()\n",
- "L"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "L = [\"str\", 1, 2.0, False]\n",
- "L.sort() # Doesn't work as you cannot compare different types!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "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": "3.8.8"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/lec_15_CSV-checkpoint.ipynb b/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/lec_15_CSV-checkpoint.ipynb
deleted file mode 100644
index 8f66fb1..0000000
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/lec_15_CSV-checkpoint.ipynb
+++ /dev/null
@@ -1,673 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "id": "72348536",
- "metadata": {},
- "source": [
- "# Comma Separated Values (CSV)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "id": "ba562f5e",
- "metadata": {},
- "outputs": [],
- "source": [
- "import csv"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "ddcf7595",
- "metadata": {},
- "source": [
- "### Warmup 1\n",
- "\n",
- "- Use `list` type's `index` method to lookup index of \"ice cream\"\n",
- "- Take a look at other list methods: https://www.w3schools.com/python/python_ref_list.asp"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "id": "a0fecc18",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "1\n"
- ]
- }
- ],
- "source": [
- "dairy = [\"milk\", \"ice cream\", \"cheese\", \"yogurt\" ]\n",
- "print(dairy.index(\"ice cream\"))\n",
- "# print(dairy.index(\"paneer\")) # doesn't work due to ValueError (runtime error)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "a1a4e2e7",
- "metadata": {},
- "source": [
- "### Warmup 2 \n",
- "Use `in` operator to complete the condition to check if food_shelf contains any dairy products."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "id": "eae06501",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "peanut butter is not dairy\n",
- "milk is dairy\n",
- "bread is not dairy\n",
- "cheese is dairy\n",
- "YOGURT is dairy\n"
- ]
- }
- ],
- "source": [
- "food_shelf = [\"peanut butter\", \"milk\", \"bread\", \"cheese\", \"YOGURT\"]\n",
- "for item in food_shelf:\n",
- " if item.lower() in dairy:\n",
- " print(item, \"is dairy\")\n",
- " else:\n",
- " print(item, \"is not dairy\")"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "75811c5d",
- "metadata": {},
- "source": [
- "## Warmup 3\n",
- "Determine median of a list.\n",
- "\n",
- "Examples:\n",
- "- Median of [1, 2, 3, 4, 5] is: 3\n",
- "- Median of [1, 2, 3, 4, 5, 6] is: 3.5"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "id": "97b3f76f",
- "metadata": {},
- "outputs": [],
- "source": [
- "def median(some_items):\n",
- " \"\"\"\n",
- " Returns median of a list passed as argument\n",
- " \"\"\"\n",
- " some_items.sort()\n",
- " n = len(some_items)\n",
- " \n",
- " if n % 2 == 1:\n",
- " return some_items[n // 2] \n",
- " else:\n",
- " first_middle = some_items[n//2 - 1]\n",
- " second_middle = some_items[n // 2]\n",
- " median = (first_middle + second_middle) / 2\n",
- " return median"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "a4d704c0",
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Median of [1, 2, 3, 4, 5] is 3\n",
- "Median of [1, 2, 3, 4, 5, 6] is 3.5\n",
- "Median of [1, 2, 3, 4, 5, 6] is B\n"
- ]
- }
- ],
- "source": [
- "nums = [5, 4, 3, 2, 1]\n",
- "print(\"Median of\", nums, \"is\" , median(nums))\n",
- "\n",
- "nums = [6, 5, 4, 3, 2, 1]\n",
- "print(\"Median of\", nums, \"is\" , median(nums))\n",
- "\n",
- "vals = [\"A\", \"C\", \"B\"]\n",
- "print(\"Median of\", nums, \"is\" , median(vals))\n",
- "\n",
- "vals = [\"A\", \"C\", \"B\", \"D\"]\n",
- "# print(\"Median of\", nums, \"is\" , median(vals)) # does not work due to TypeError"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "a9d5085c",
- "metadata": {},
- "source": [
- "## Learning Objectives:\n",
- "\n",
- "- Open an Excel file and export it to a Comma Separated Value file.\n",
- "- Open a CSV file in TextEditor/Jupyter and connect the elements of the CSV file to the rows and columns in the spreadsheet.\n",
- "- Use pre-written Python code to read a CSV file into a list of lists.\n",
- "- Write Python statements with double list indexing to access any element of a CSV file via a list of lists.\n",
- "- Write code that answers questions about CSV data by writing for loops on lists of lists."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "9d936c1c",
- "metadata": {},
- "outputs": [],
- "source": [
- "# inspired by https://automatetheboringstuff.com/2e/chapter16/\n",
- "def process_csv(filename):\n",
- " # open the file, its a text file utf-8\n",
- " example_file = open(filename, encoding=\"utf-8\")\n",
- " # prepare it for reading as a CSV object\n",
- " example_reader = csv.reader(example_file)\n",
- " # use the built-in list function to convert this into a list of lists\n",
- " example_data = list(example_reader)\n",
- " # close the file to tidy up our workspace\n",
- " example_file.close()\n",
- " # return the list of lists\n",
- " \n",
- " return example_data"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "89621c98",
- "metadata": {},
- "source": [
- "### Student Information Survey data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "d3c252b4",
- "metadata": {},
- "outputs": [],
- "source": [
- "# TODO: call the process_csv function and store the list of lists in cs220_csv\n",
- "cs220_csv = process_csv(\"cs220_survey_data.csv\")"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "5838ae5f",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "['Lecture',\n",
- " 'Age',\n",
- " 'Major',\n",
- " 'Zip Code',\n",
- " 'Latitude',\n",
- " 'Longitude',\n",
- " 'Pizza topping',\n",
- " 'Pet preference',\n",
- " 'Runner',\n",
- " 'Sleep habit',\n",
- " 'Procrastinator']"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Store the header row into cs220_header, using indexing\n",
- "cs220_header = cs220_csv[0]\n",
- "cs220_header"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "66fda88d",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[['LEC001',\n",
- " '22',\n",
- " 'Engineering: Biomedical',\n",
- " '53703',\n",
- " '43.073051',\n",
- " '-89.40123',\n",
- " 'none (just cheese)',\n",
- " 'neither',\n",
- " 'No',\n",
- " 'no preference',\n",
- " 'Maybe'],\n",
- " ['LEC006',\n",
- " '',\n",
- " 'Undecided',\n",
- " '53706',\n",
- " '43.073051',\n",
- " '-89.40123',\n",
- " 'none (just cheese)',\n",
- " 'neither',\n",
- " 'No',\n",
- " 'no preference',\n",
- " 'Maybe'],\n",
- " ['LEC004',\n",
- " '18',\n",
- " 'Engineering: Industrial',\n",
- " '53715',\n",
- " '43.073051',\n",
- " '-89.40123',\n",
- " 'none (just cheese)',\n",
- " 'neither',\n",
- " 'No',\n",
- " 'no preference',\n",
- " 'Maybe']]"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# TODO: Store all of the data rows into cs220_data, using slicing\n",
- "cs220_data = cs220_csv[1:]\n",
- "\n",
- "# TODO: use slicing to display top 3 rows data\n",
- "cs220_data[:3]"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "4267fe3e",
- "metadata": {},
- "source": [
- "### What is the Sleep habit for the 2nd student?"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "id": "4b8dbe8b",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'no preference'"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "cs220_data[1][9] # bad example: we hard-coded the column index"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "4f125240",
- "metadata": {},
- "source": [
- "What if we decided to add a new column before sleeping habit? Your code will no longer work.\n",
- "\n",
- "Instead of hard-coding column index, you should use `index` method, to lookup column index from the header variable. This will also make your code so much readable."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "id": "f2e52e06",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'no preference'"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "cs220_data[1][cs220_header.index(\"Sleep habit\")]"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "5d298a4c",
- "metadata": {},
- "source": [
- "### What is the Lecture of the 4th student?"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "id": "3617b3de",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'LEC005'"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "cs220_data[3][cs220_header.index(\"Lecture\")]"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "059de363",
- "metadata": {},
- "source": [
- "### Create a list containing Age of all students 10 years from now"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "id": "45909f22",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[32, 28, 28]"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "ages_in_ten_years = []\n",
- "\n",
- "for row in cs220_data:\n",
- " age = row[cs220_header.index(\"Age\")]\n",
- " \n",
- " if age == '':\n",
- " continue\n",
- " \n",
- " age = int(age)\n",
- " ages_in_ten_years.append(age + 10)\n",
- " \n",
- "ages_in_ten_years[:3]"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "8e18663d",
- "metadata": {},
- "source": [
- "### cell function\n",
- "\n",
- "- It would be very helpful to define a cell function, which can handle missing data and type conversions"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "id": "bba90038",
- "metadata": {},
- "outputs": [],
- "source": [
- "def cell(row_idx, col_name):\n",
- " \"\"\"\n",
- " Returns the data value (cell) corresponding to the row index and \n",
- " the column name of a CSV file.\n",
- " \"\"\"\n",
- " # TODO: get the index of col_name\n",
- " col_idx = cs220_header.index(col_name) \n",
- " \n",
- " # TODO: get the value of cs220_data at the specified cell\n",
- " val = cs220_data[row_idx][col_idx] \n",
- " \n",
- " # TODO: handle missing values, by returning None\n",
- " if val == '':\n",
- " return None\n",
- " \n",
- " # TODO: handle type conversions\n",
- " if col_name in [\"Age\", 'Zip Code',]:\n",
- " return int(val)\n",
- " elif col_name in ['Latitude', 'Longitude']:\n",
- " return float(val)\n",
- " \n",
- " return val"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "b7c8e726",
- "metadata": {},
- "source": [
- "### Find average age per lecture."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "id": "f0a05e42",
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "LEC001 average student age: 20.05\n",
- "LEC002 average student age: 19.68\n",
- "LEC003 average student age: 19.14\n",
- "LEC004 average student age: 19.99\n",
- "LEC005 average student age: 19.42\n",
- "LEC006 average student age: 18.63\n"
- ]
- }
- ],
- "source": [
- "# TODO: initialize 6 lists for the 6 lectures\n",
- "lec1_ages = []\n",
- "lec2_ages = []\n",
- "lec3_ages = []\n",
- "lec4_ages = []\n",
- "lec5_ages = []\n",
- "lec6_ages = []\n",
- "\n",
- "# Iterate over the data and populate the lists\n",
- "\n",
- "for row_idx in range(len(cs220_data)):\n",
- " age = cell(row_idx, \"Age\")\n",
- " \n",
- " if age != None and age > 0 and age < 120:\n",
- " lecture = cell(row_idx, \"Lecture\")\n",
- " if lecture == \"LEC001\":\n",
- " lec1_ages.append(age)\n",
- " elif lecture == \"LEC002\":\n",
- " lec2_ages.append(age)\n",
- " elif lecture == \"LEC003\":\n",
- " lec3_ages.append(age)\n",
- " elif lecture == \"LEC004\":\n",
- " lec4_ages.append(age) \n",
- " elif lecture == \"LEC005\":\n",
- " lec5_ages.append(age) \n",
- " elif lecture == \"LEC006\":\n",
- " lec6_ages.append(age) \n",
- " \n",
- "# TODO: compute average age of each lecture\n",
- "print(\"LEC001 average student age:\", round(sum(lec1_ages) / len(lec1_ages), 2))\n",
- "print(\"LEC002 average student age:\", round(sum(lec2_ages) / len(lec2_ages), 2))\n",
- "print(\"LEC003 average student age:\", round(sum(lec3_ages) / len(lec3_ages), 2))\n",
- "print(\"LEC004 average student age:\", round(sum(lec4_ages) / len(lec4_ages), 2))\n",
- "print(\"LEC005 average student age:\", round(sum(lec5_ages) / len(lec5_ages), 2))\n",
- "print(\"LEC006 average student age:\", round(sum(lec6_ages) / len(lec6_ages), 2))"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "64fd0945",
- "metadata": {},
- "source": [
- "### Find all unique zip codes."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "id": "c28e77ce",
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[5,\n",
- " 53511,\n",
- " 53132,\n",
- " 50703,\n",
- " 53532,\n",
- " 53151,\n",
- " 55088,\n",
- " 54706,\n",
- " 53555,\n",
- " 53558,\n",
- " 48823,\n",
- " 53562,\n",
- " 53051,\n",
- " 53701,\n",
- " 53703,\n",
- " 53704,\n",
- " 53705,\n",
- " 53706,\n",
- " 53066,\n",
- " 53711,\n",
- " 20815,\n",
- " 53713,\n",
- " 53714,\n",
- " 53715,\n",
- " 53716,\n",
- " 53717,\n",
- " 53590,\n",
- " 53719,\n",
- " 57303,\n",
- " 53593,\n",
- " 53718,\n",
- " 53726,\n",
- " 60521,\n",
- " 89451,\n",
- " 94707,\n",
- " 57075,\n",
- " 26617,\n",
- " 60540]"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# TODO: initialize list of keep track of zip codes\n",
- "zip_codes = []\n",
- "\n",
- "for row_idx in range(len(cs220_data)):\n",
- " zip_code = cell(row_idx, \"Zip Code\")\n",
- " \n",
- " if zip_code != None:\n",
- " zip_codes.append(zip_code)\n",
- " \n",
- "list(set(zip_codes))"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "31a381fe",
- "metadata": {},
- "source": [
- "## Self-practice"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "8ac26620",
- "metadata": {},
- "source": [
- "### How many students are both a procrastinator and a pet owner?"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "172141ea",
- "metadata": {},
- "source": [
- "### What percentage of 18-year-olds have their major declared as \"Other\"?"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "d9a7a2b1",
- "metadata": {},
- "source": [
- "### How old is the oldest basil/spinach-loving Business major?"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "5fcc04f2",
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.9.12"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/cs220_survey_data.csv b/s23/Gurmail_lecture_notes/15_CSV_Files/cs220_survey_data.csv
new file mode 100644
index 0000000..7d46191
--- /dev/null
+++ b/s23/Gurmail_lecture_notes/15_CSV_Files/cs220_survey_data.csv
@@ -0,0 +1,910 @@
+section,Lecture,Age,Primary major,Other Primary Major,Other majors,Zip Code,Latitude,Longitude,Pet owner,Pizza topping,Pet owner,Runner,Sleep habit,Procrastinator,Song
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,,Other (please provide details below).,,,"53,706",22.5726,88.3639,No,pepperoni,dog,No,night owl,Yes,Island in the Sun - Harry Belafonte
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC001,19,Engineering: Mechanical,,,"53,703",44.5876,-71.9466,No,pepperoni,dog,No,night owl,Yes,No role modelz by J. Cole
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,18,Engineering: Mechanical,.,.,"53,706",40.7128,-74.006,Maybe,none (just cheese),dog,No,night owl,Yes, biggest bird
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,22,Other (please provide details below).,Sociology,Information Science,"53,706",31.7725,-106.461,No,sausage,dog,Yes,night owl,Maybe,"""Just the Way You Are"" - Milky "
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,,Business: Information Systems,,,"53,705",24.71,46.67,No,basil/spinach,neither,No,night owl,Maybe,No favorite to be honest
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Business: Actuarial,,,"53,703",43.0177,-88.0917,Maybe,sausage,dog,No,night owl,Maybe,congratulations by Mac miller
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,21,Computer Science,N/A,N/A,"53,715",44.5133,88.0133,No,pineapple,dog,Yes,night owl,Yes,Bohemian Rhapsody
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,19,Engineering: Mechanical,,,"53,706",35.6895,139.6917,No,sausage,dog,No,night owl,Yes,Panic! by Khantrast
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,,Business: Finance,,Health Promotion & Health Equity,"53,715",41.8818,-87.6298,No,pepperoni,dog,Yes,early bird,Yes,Dreams and Nightmare by Meek Mill
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,19,Data Science,N/A,N/A,"53,703",48.8566,2.3522,Yes,sausage,dog,No,night owl,Yes,Landslide (Fleetwood Mac)
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,20,Other (please provide details below).,International Studies,Communication Arts,"53,715",48.8566,2.3522,No,sausage,dog,No,night owl,Yes,Nervous by John Legend
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,20,Business: Other,Marketing Major with Data Science and Sports Communication Certificates,,"53,703",33.5427,-117.7854,No,sausage,dog,Yes,night owl,Maybe,Mariella - Leon Bridges & Khruangbin
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,20,Data Science,,,"53,703",31.2244,121.4692,Yes,pepperoni,cat,No,night owl,Yes,love me
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,19,Computer Science,,,"53,715",41.3851,2.1734,Yes,none (just cheese),dog,No,night owl,Yes,Shotgun - George Ezra
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,22,Science: Biology/Life,,,"53,726",43,46,No,mushroom,cat,Yes,night owl,No,"blister in the sun
+
+ "
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,,Data Science,,,"53,527",44.2561,-88.358,Yes,sausage,dog,No,night owl,Yes,"My favorite song is ""What if"" by Vin Jay"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,20,Engineering: Mechanical,,,"53,703",40,-74,No,none (just cheese),dog,No,night owl,Yes,The way life goes
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,21,Other (please provide details below).,Personal Finance-Financial Planning,Economics,"53,703",43,-88,No,sausage,dog,No,night owl,Maybe,changes every week
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,21,Other (please provide details below).,"Economics
+
+ ",Certificate: Data Science,"53,703",55.6773,12.5895,No,pepperoni,dog,Yes,night owl,Maybe,Stairway to Heaven -Led Zeppelin
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,20,Business: Other,,,"53,703",52.3702,4.8952,Yes,pepperoni,dog,Yes,early bird,No,Kilby Girl
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,19,Engineering: Mechanical,,,"53,706",42.36,-71.05,Maybe,pineapple,dog,Yes,early bird,No,"""Mozarts 7th"""
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,18,Data Science,,economics,"53,706",48.8566,2.3522,Yes,mushroom,neither,Yes,no preference,No,robbery by juice world
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,N/A,N/A,"98,607",47.6062,-122.3321,Maybe,sausage,cat,Yes,early bird,Maybe,Redlight by Swedish House Mafia & Sting
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC001,19,Computer Science,,Mathematics,"53,715",16.8552,-95.0444,Maybe,pepperoni,cat,Yes,no preference,Yes,ABBA - The Winner Takes it All
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,19,Other (please provide details below).,Computer Science,"Data Science, PreMed","53,706",21.1619,-86.8515,Yes,pepperoni,cat,No,early bird,Maybe,Sting - Seven Days
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Business: Other,,,"53,703",43.0697,-89.3943,No,pineapple,dog,No,early bird,Maybe,James Arthur - Say you won't let go
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,22,Other (please provide details below).,Economics,,"53,715",37.5665,126.978,No,pepperoni,dog,No,night owl,Yes,goodie bag - still woozy
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,18,Engineering: Biomedical,,,"53,706",18.3401,-67.2499,No,Other,dog,No,early bird,Yes,Pursuit of happiness- kid cud
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,,Engineering: Biomedical,,,"53,706",32.7555,-97.3308,Yes,pineapple,dog,Yes,night owl,Yes,One Republic-I Ain’t Worried
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,21,Other (please provide details below).,Mathematics ,Economics,"53,719",43.0731,-89.4012,No,pineapple,cat,No,early bird,Maybe,The happy birthday song
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,21,Engineering: Biomedical,N/A,N/A,"53,715",49.051,7.4237,No,sausage,dog,No,night owl,Yes,Fight Night by the Migos
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,19,Data Science,,Economics,"53,706",37.5683,126.9978,Yes,pineapple,cat,Yes,night owl,Maybe,Sing Alone - Skinny Brown
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,,Statistics,,Math,"53,703",-37.8,144.9,No,mushroom,dog,No,no preference,Maybe,Fancy-Twice
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,21,Science: Physics,,,"53,706",64.145,-21.94,Maybe,sausage,cat,No,early bird,Yes,Perfect by One Direction
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,21,Science: Physics,,"Astrophysics, Math","53,715",28.5383,-81.3792,No,pepperoni,dog,No,no preference,Maybe,Lvl by A$AP Rocky
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,20,Statistics,,,"53,703",51.5074,-0.1278,Maybe,none (just cheese),cat,No,night owl,Maybe,you belong with me
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,19,Science: Biology/Life,,,"53,706",,-121.91,Maybe,macaroni/pasta,dog,No,night owl,Maybe,Pardon Me - Future Lil Yachty
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC002,19,Engineering: Mechanical,,,"53,706",37.7801,-122.4202,No,basil/spinach,dog,No,night owl,Yes,Wishes - Beach House
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,20,Data Science,,,"53,715",46.6998,-92.0951,Yes,sausage,dog,No,night owl,Yes,Jimmy Crooks by drake
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",13.0827,80.2707,No,pepperoni,cat,Yes,night owl,Yes,El Entierro de los gatos
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC001,20,Business: Finance,,I am planning on getting certificate in data science,"53,703",47.8095,13.055,Maybe,pepperoni,dog,No,night owl,Maybe,To many to pick one
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,19,Engineering: Mechanical,,,"53,715",46.7208,92.1041,No,pepperoni,dog,No,night owl,Yes,Loom by Zach Bryan
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,21,Other (please provide details below).,Consumer Behavior and Marketplace Studies,,"53,703",31.2304,121.4737,No,pepperoni,cat,No,night owl,Maybe,Sky Full of Stars by Coldplay
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,26,Business: Information Systems,,,"53,703",41.2384,-75.8799,No,mushroom,dog,Yes,early bird,No,Stay- justin beiber
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,19,Engineering: Industrial,,,"53,706",43.0389,-87.9065,No,none (just cheese),dog,No,night owl,Yes,Die in your arms by Justin Bieber
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,18,Other (please provide details below).,Im very undecided right now,n/a,"53,706",41.9028,12.4964,No,pepperoni,dog,Yes,night owl,Yes,the lakes -Taylor Swift
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,22,Computer Science,,Mathmetics,"53,715",23,114,Maybe,Other,cat,No,night owl,Yes,Chinese song - Secret
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,18,Science: Other,,,"53,706",40.7128,-74.006,No,pepperoni,cat,No,night owl,Maybe,Good To Me by Seventeen
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,20,Computer Science,,Economics,"53,703",35.8714,128.6014,No,pineapple,dog,No,night owl,Yes,kim sa wol - key
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,21,Data Science,a,econ,"53,715",39.4148,-9.1407,Yes,pineapple,cat,No,night owl,Maybe,happy birthday
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,19,Other (please provide details below).,Economics,data science minor,"53,703",43.974,-89.8207,Yes,Other,dog,No,night owl,Yes,Afraid to feel - LF SYSTEM
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,18,Computer Science,,,"53,706",51.4817,-0.1909,No,macaroni/pasta,neither,No,night owl,Maybe,Kwabs - Walk
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Business: Information Systems,,,"53,590",41.8781,-87.6298,No,pineapple,neither,No,night owl,Yes,Not any atm
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,N/A,N/A,"53,711",32.6939,-117.1905,No,Other,dog,Yes,no preference,Yes,"Depends on the mood, but as of now Lifestyle by Homixicde Gang"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,18,Other (please provide details below).,I am a high school student taking this class so I don't have a major right now.,,"53,575",42.9258,-89.3839,No,pineapple,dog,Yes,early bird,Yes,"Hold On, We're Going Home"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,23,Engineering: Mechanical,Mechanical Engineering,,"53,705",30,120,Maybe,sausage,dog,Yes,night owl,Maybe,Let it go
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,21,Engineering: Mechanical,,,"53,715",30.2638,102.8055,Maybe,pineapple,neither,Yes,early bird,Maybe,Shivers
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,18,Engineering: Industrial,,,"53,706",32.0853,34.7818,No,macaroni/pasta,dog,Yes,early bird,No,your song Elton John
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,20,Science: Physics,,Mathmatic,"53,715",55.6761,12.5683,Maybe,sausage,cat,Yes,night owl,Yes,Blueming
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,20,Other (please provide details below).,Communication Arts,Computer science,"53,715",39.9042,116.4074,No,pineapple,dog,No,night owl,No,Cruel Summer
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC001,18,Other (please provide details below).,undecided,,"53,706",43.038,-87.9246,Maybe,pineapple,cat,No,night owl,Yes,guerrilla
+COMP SCI 319:LEC004,LEC001,24,Engineering: Other,ECE,,"53,715",39.9526,-75.1652,Maybe,mushroom,cat,No,night owl,Yes,My heart will go on
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,,Engineering: Other,,,"53,703",41.4764,-81.5535,No,Other,dog,No,night owl,Yes,Go flex by Post Malone
+COMP SCI 319:LEC003,LEC003,22,Engineering: Industrial,,,"53,711",40.5509,14.2429,No,basil/spinach,neither,Yes,night owl,No,You Know I'm No Good by Amy Winehouse
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Other (please provide details below).,Education,,"53,705",24.4798,118.0894,Maybe,mushroom,dog,No,night owl,Yes,I don't have a specific favorite song. My favorite song changes as time goes by.
+COMP SCI 319:LEC004,LEC004,24,Other (please provide details below).,Economics,None,"53,705",43.0731,-89.4012,No,pineapple,cat,No,night owl,Maybe,Breakfast in the park
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC001,20,Computer Science,-,Economics.,"53,706",52.52,13.405,Yes,mushroom,neither,No,no preference,Maybe,"Sergei Rachmaninoff - Piano Concerto No. 2, 1st Movement, Moderato"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,19,Computer Science,,"Computer Science, Data Science","53,715",48.8566,2.3522,Yes,macaroni/pasta,dog,Yes,no preference,Yes,90210- Travis Scott
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,19,Other (please provide details below).,economics with math emphasis ,,"53,703",51.5099,-0.1181,Maybe,mushroom,neither,No,night owl,Yes,edge of desire john mayer
+COMP SCI 319:LEC001,LEC001,23,Other (please provide details below).,Business Analytics,,"53,703",38.9072,-77.0369,Maybe,pineapple,dog,No,early bird,No,I will never not love you
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,21,Business: Finance,,BMAJ: Mathematics- Math and Finance ,"53,703",22.2032,-159.4957,Maybe,pepperoni,dog,Yes,night owl,Yes,I can change - LCD Soundsystem
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,20,Science: Biology/Life,,,"53,703",-33.9249,18.4241,Maybe,pepperoni,dog,Yes,early bird,Yes, This love- maroon 5
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,20,Engineering: Mechanical,,,"53,703",43.7696,11.2558,No,pepperoni,neither,No,night owl,No,Gunslinger by Avenged Sevenfold
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,20,Other (please provide details below).,ECON - BA,,"53,705",40.8424,111.75,No,pineapple,neither,No,no preference,Maybe,Metro Spider
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,22,Statistics,,,"53,715",40.7128,-74.006,Yes,sausage,cat,No,night owl,Yes,Born this way.
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,21,Data Science,,,"53,703",42.3601,-71.0589,Yes,green pepper,dog,No,no preference,No,No Clarity - Ice Spice
+COMP SCI 319:LEC004,LEC004,24,Science: Other,,,"53,705",43.0726,-89.4295,Maybe,mushroom,cat,No,no preference,Yes,Bohemian Rhapsody
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,21,Science: Other,Biochemistry,NONE,"53,703",37.5665,126.978,No,pineapple,cat,No,night owl,Yes,Event Horizon-Yoonha
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,19,Data Science,,"Data science, but I am considering transfer to CoE to study industrial engineering.","53,703",47.6062,-122.3321,Maybe,mushroom,cat,No,early bird,Maybe,Fallin' All In You
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,19,Data Science,,,"53,706",44.5263,109.0565,Yes,mushroom,dog,Yes,night owl,Yes,So It Goes - Mac Miller
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC003,19,Business: Information Systems,,,"53,703",21.4858,39.1925,No,none (just cheese),cat,No,night owl,Yes,sparks - coldplay
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,19,Engineering: Industrial,,,"53,703",14.7167,-17.4677,Maybe,none (just cheese),dog,No,night owl,No,"Sweet Nothing by Taylor Swift
+
+ "
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC001,21,Data Science,,,"53,715",43.0589,-88.0075,Yes,pepperoni,dog,Yes,no preference,Yes,none
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,19,Engineering: Industrial,,,"53,706",43.2995,-87.9887,No,macaroni/pasta,dog,Yes,night owl,Yes,"Hey, Soul Sister"
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,,Data Science,,,"53,703",35.6895,139.6917,Yes,pepperoni,dog,No,night owl,Yes,Konayuki by Remioromen
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,18,Engineering: Mechanical,,,"53,706",41.9835,-88.0803,No,green pepper,dog,Yes,no preference,Yes,Wilshire - Tyler the Creator
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC003,19,Science: Biology/Life,,,"53,715",34.34,108.9,No,mushroom,cat,Yes,early bird,No,Sugar
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,21,Data Science,Data Science,,"53,703",43.076,-89.3929,Yes,pepperoni,dog,No,night owl,Yes,Sunflower - Post Malone
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,19,Engineering: Other,,,"53,558",42.444,76.5019,No,pepperoni,dog,No,night owl,No,4 Your Eyez Only - J Cole
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,,Engineering: Mechanical,,,"53,706",40.7128,-74.006,Yes,pepperoni,dog,No,night owl,Yes,"My favorite song is, ""Feel Like This"" by Ingrid Andress"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,22,Engineering: Other,,,"53,715",43,-89,No,none (just cheese),dog,Yes,night owl,Yes,"I Really Want To Stay At Your House - Rosa Walton, Hallie Coggins"
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Economics ,"Data Science, Chinese Communications ","93,703",38.9276,-77.0998,Maybe,sausage,dog,Yes,night owl,Yes,Black Ego - Digable Planets
+COMP SCI 319:LEC002,LEC002,22,Business: Finance,,,"53,715",33.8938,35.5018,No,pineapple,dog,Yes,early bird,Maybe,"so hard to choose........anything Justin Bieber or 'Holy Ground"" by Nicki Minaj and Davido"
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,18,Engineering: Mechanical,,,"53,706",,,No,basil/spinach,cat,No,no preference,No,How are you true - Cage the Elephant
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,18,Statistics,,,"53,706",40.7128,74.006,Maybe,pepperoni,dog,Yes,night owl,Maybe,The Greatest - Rod Wave
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,19,Other (please provide details below).,Economics,Data Science,"53,706",37.6624,-121.8747,Yes,sausage,dog,No,no preference,No,Woods by Mac Miller
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC001,22,Other (please provide details below).,Economics,Data Science,"53,703",37.5665,126.978,Maybe,mushroom,cat,Yes,night owl,Maybe,For the First Time in Forever - Kristen Bell
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC003,18,Business: Other,International Business , Information Systems,"53,715",39.4702,-0.3768,No,none (just cheese),dog,No,night owl,Yes,The Spins - Mac Miller
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,19,Engineering: Industrial,No,No,"53,706",51.5,0.13,Yes,sausage,cat,No,night owl,No,Getaway Car by Taylor Swift
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,18,Data Science,,Economics,"53,703",40.7888,-73.977,Maybe,pineapple,dog,Yes,no preference,No,Chicken Fried by Zac Brown Band
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC001,18,Data Science,,,"53,706",28.6139,77.209,Yes,pepperoni,dog,No,night owl,Maybe,Smells like teen spirit by Nirvana
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,19,Engineering: Industrial,,I want to minor in some sort of environmental certificate ,"53,706",45.0061,-93.1566,No,pepperoni,cat,Yes,early bird,Maybe,suga suga by baby bash
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,18,Engineering: Mechanical,,,"53,706",47.4979,19.0402,No,pepperoni,cat,No,night owl,Yes,Ain't no rest for the wicked by cage the elephant
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Data Science,,,"53,715",42,-71,Yes,pineapple,cat,No,night owl,No,kill bill
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Computer Science,,,,43.0731,-89.4012,Yes,pineapple,cat,No,no preference,Maybe,只因你太美
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,21,Science: Other,,,"53,726",43.0722,89.4008,No,pepperoni,cat,Yes,night owl,Yes,Everlasting Ending by August Burns Red
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,21,Other (please provide details below).,consumer science & marketplace studies,economics,"53,715",27.7787,120.6552,No,Other,dog,No,no preference,No,spring day
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC001,,Data Science,,,"53,703",37.5326,127.0246,Yes,pepperoni,dog,No,night owl,Maybe,Metro Spider
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC001,,Other (please provide details below).,sociology,,"53,703",22.5431,114.0579,Maybe,mushroom,dog,Yes,night owl,Maybe,?
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,20,Data Science,,,"53,715",40.7128,-74.006,Yes,pepperoni,cat,No,night owl,Yes,"Free Bird - Lynyrd Skynyrd
+
+[] (https://www.youtube.com/watch?v=QxIWDmmqZzY)"
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,18,Data Science,,Communication arts,"53,706",31,121,Yes,sausage,dog,No,night owl,Maybe,summertime
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,20,Data Science,Global Health,,"53,527",7.9519,98.3381,No,Other,dog,No,early bird,Maybe,playing god by polyphia
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",,,Science: Biology/Life,,,"53,706",25.048,-77.3554,Maybe,Other,dog,No,night owl,Yes,Addictions by Brent Fayiaz
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,19,Other (please provide details below).,Economic ,Data science,"53,703",31.2304,121.4737,Maybe,sausage,dog,No,night owl,Yes,Die for you by the Weekend
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,20,Science: Physics,,I am an astrophysics major and an aos major. I am also working towards a data science certificate.,"53,706",38.9072,-77.0369,Maybe,sausage,neither,No,night owl,Yes,Seattle - Sam Kim
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,18,Statistics,,Economics - Math Emphasis,"53,706",44.3876,-68.2039,No,green pepper,dog,Yes,no preference,No,Ms. Jackson by OutKast
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC001,21,Languages,,,"53,711",40.7128,74.006,No,sausage,dog,No,early bird,Yes,Burial - Temple Sleeper
+COMP SCI 319:LEC001,LEC001,22,Other (please provide details below).,master science in information,,"53,703",30.5928,114.3055,No,pepperoni,dog,No,night owl,Yes,catch my breath
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,21,Science: Biology/Life,,Data Science,"53,703",52.3702,4.8952,Yes,basil/spinach,dog,Yes,early bird,Maybe,Moving Out by Billy Joel
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,21,Other (please provide details below).,Economics,,"53,703",35.6895,139.6917,No,pepperoni,dog,No,night owl,Yes,NITROUS by Joji
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Engineering: Biomedical,,,"53,706",38.5833,-90.4063,No,sausage,cat,Yes,night owl,Yes,Drive by Incubus
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,18,Other (please provide details below).,Art,,"53,706",25.7617,-80.1918,Maybe,none (just cheese),dog,No,night owl,Yes,Otro Atardecer - By Bad Bunny
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,18,Engineering: Industrial,,,"53,703",43.0673,-89.4,No,tater tots,dog,Yes,early bird,Yes,Probably any Clairo song
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,20,Other (please provide details below).,Economics,i plan to minor a data science.,"53,705",31.2304,121.4737,Maybe,tater tots,dog,No,night owl,Yes,Ten years which song by Eason Chen
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,18,Engineering: Biomedical,,,"53,706",46.52,-87.4,No,sausage,cat,Yes,no preference,Yes,"It changes weekly
+
+right now it's Smooth by Santana and Rob Thomas"
+COMP SCI 319:LEC002,LEC002,28,Engineering: Industrial,,,"53,705",37.9838,23.7275,No,mushroom,dog,Yes,night owl,Yes,"I have a lot of songs that I like.
+
+Some of my favorite songs are -
+
+1. Seether - Fine Again, Breakdown, Truth
+
+2. Tool - Right in two, Schism
+
+3. Nickelback - How you remind me, Too bad
+
+4. Linkin Park - In the End, Numb, Pushing me away, What I've done
+
+5. Pink Floyd - Comfortably Numb, Another brick in the wall
+
+ "
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,20,Other (please provide details below).,Economics,,"53,703",51.5034,0.0794,No,Other,dog,Yes,night owl,Yes,Everlong by Foo Fighters
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,19,Computer Science,,Data Science and Environmental Studies,"53,715",37.7749,-122.4194,No,basil/spinach,neither,No,early bird,Maybe,Dancing Queen- ABBA
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,19,Other (please provide details below).,Double Major in Finance and Information Systems,,"53,703",39.335,-74.4963,No,pepperoni,neither,Yes,night owl,Yes,Godzilla by Eminem
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,18,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,pepperoni,dog,Yes,night owl,Maybe,do what i want-
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,19,Engineering: Mechanical,,,"53,726",43.0702,-89.4146,No,pepperoni,dog,Yes,early bird,Yes,This Bar- Morgan Wallen
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,21,Engineering: Other,Materials Science & Engineering,,"53,715",43.0731,-89.4012,No,pepperoni,dog,Yes,no preference,Maybe,Short Change Hero - The Heavy
+COMP SCI 319:LEC001,LEC001,30,Other (please provide details below).,I am not a student--I work as an industry analyst. But my prior degrees are in math and environmental studies,,"53,703",19.4326,-99.1332,No,mushroom,cat,Yes,early bird,Yes,Nothing's Gonna Hurt You Baby
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,21,Computer Science,,Data science,"53,706",28.22,112.93,Yes,tater tots,dog,No,night owl,Yes,Crystal mountain - Death
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,26,Other (please provide details below).,Consumer Behavior and Marketplace Studies,,"53,705",31.8975,-81.5942,No,Other,dog,No,night owl,Yes,Venus Flytrap
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC001,20,Other (please provide details below).,economics,,"53,715",23.0508,113.7428,Maybe,sausage,dog,No,night owl,Yes,someone like you
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Other (please provide details below).,"Economics
+
+ ",Statistics or Data science,"53,706",43.7696,11.2558,Maybe,mushroom,cat,Yes,night owl,Yes,"There's a lot, but as of right now, its Quarter Life Crisis by Taylor Bickett"
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,20,Engineering: Mechanical,,,"53,703",43.6532,-79.3831,No,pepperoni,dog,Yes,no preference,Yes,New Light -John Mayer
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,19,Data Science,,,"53,703",25.033,121.5654,Yes,pepperoni,neither,Yes,night owl,Yes,Never Gonna Give You Up
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC001,18,Science: Physics,," Undecided but possibly Computer Science, Data Science, or Chemistry","53,706",43.9424,12.4578,Maybe,Other,dog,Yes,no preference,Yes,Oi Astoi Tromaxane by Michalis Bezentakos
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,19,Other (please provide details below).,Economics,,"53,715",43,11,Maybe,none (just cheese),dog,No,night owl,Maybe,currently Open Arms by SZA
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,20,Computer Science,,economics,"53,703",30.2741,120.1551,Maybe,mushroom,neither,No,night owl,Maybe,Here's your perfect
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,20,Data Science,,,"53,703",41.881,87.622,Yes,basil/spinach,dog,No,no preference,Maybe,Getting older by billie eilish
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC001,19,Engineering: Industrial,n/a,n/a,"53,703",41.8781,87.6298,No,none (just cheese),dog,No,night owl,No,Exit Music by Radiohead
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,18,Computer Science,N/A,"Data Science, and Math.","53,706",11.9404,108.4583,Yes,pineapple,cat,No,night owl,Yes,Perfect by Ed Sheran
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,,,"53,706",39.9042,116.4074,Maybe,mushroom,cat,No,no preference,Yes,Peace of mind by Boston
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,20,Other (please provide details below).,Personal Finance ,data science ,"53,703",10.4334,-83.6437,Maybe,basil/spinach,dog,Yes,night owl,Maybe,Anti-Hero by Taylor swift
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,19,Engineering: Biomedical,,,"53,715",47.6032,-122.3303,No,green pepper,cat,Yes,early bird,Yes,No Hands
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Engineering: Mechanical,,,"53,726",-8.5069,115.2625,Maybe,Other,dog,No,night owl,Yes,https://open.spotify.com/track/6dFldZ0RbUeWhyNiP3ae9U?si=2ff7bf6dd49b412c
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,,Business: Other,Economics,Data Science,"53,703",55.6761,12.5683,Maybe,pepperoni,dog,Yes,night owl,No,Innerbloom - Rufus Du Sol
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,,Computer Science,,,"53,706",43.0731,-89.4012,Maybe,mushroom,dog,No,early bird,No,Photograph by Ed Sheeran
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,19,Other (please provide details below).,Undeclared - Planning to major in data science,,"53,726",21.3069,-157.8583,Yes,pepperoni,dog,No,early bird,Maybe,The Color Violet by Tory Lanez
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,20,Other (please provide details below).,Economics,No,"53,715",33.6225,113.3418,No,pineapple,cat,No,no preference,Yes,See you again
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,19,Data Science,,,"53,706",40.7573,-73.986,Yes,pepperoni,dog,Yes,night owl,Maybe,Creepin - Metro Boomin and the weekend
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,21,Statistics,,economics,"53,703",45.4408,12.3155,No,none (just cheese),neither,No,no preference,Yes,I love you so - The Walters
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,18,Engineering: Biomedical,,,"53,706",26.9504,-82.3531,No,basil/spinach,dog,Yes,early bird,Yes,Rich Girl by Hall and Oats
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,22,Other (please provide details below).,Psychology,Certificate in Business,"53,715",22.3964,114.1095,No,pepperoni,dog,No,night owl,Maybe,ZOMBIES by pH-1
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,22,Science: Biology/Life,N/A,N/A,"53,715",41.9028,12.4964,No,sausage,dog,No,night owl,Maybe,"It switches a lot. Right now, it's probably Minefield by Nic D."
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC001,19,Business: Information Systems,,Finace,"53,703",32.0853,34.7818,No,macaroni/pasta,dog,No,night owl,Yes,Grace by Lil Baby featuring 42 Dugg
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,18,Engineering: Mechanical,,,"53,715",43.0325,-87.9215,No,sausage,dog,No,night owl,Yes,Pitbull - Fireball ft. John Ryan
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,18,Engineering: Mechanical,,,"53,706",37.32,-122.03,Yes,Other,cat,Yes,early bird,Yes,"Shivers
+
+ "
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,19,Science: Biology/Life,N/A,N/A,"53,715",36.6512,117.1201,No,sausage,cat,No,night owl,Yes,Maple Leaf by Jay Chou
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,18,Other (please provide details below).,,,"53,706",37.5665,126.978,Maybe,macaroni/pasta,cat,No,no preference,Yes,I don't have one :)
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC001,19,Engineering: Biomedical,,,"53,706",39.6945,-104.9744,No,sausage,dog,No,night owl,Yes,"cowboy like me, by taylor swift"
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Consumer Behavior and Marketplace Studies ,n/a ,"53,715",356.8949,139.6917,No,pineapple,dog,No,night owl,Maybe,Gone by Rosé
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,19,Computer Science,,Data Science,"53,726",41.8781,-87.6298,Yes,sausage,dog,Yes,night owl,Yes,Love in the Dark by Adele
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,21,Engineering: Biomedical,,,"53,701",27.68,"-81,479",No,sausage,dog,Yes,early bird,Maybe,Growin up and Gettin Old - Luke combs
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,21,Engineering: Other,,,"56,511",46.7841,-96.0378,No,sausage,dog,No,night owl,Yes,"burn, burn, burn - zach bryan"
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,,,"53,706",36.1627,-86.7816,No,pepperoni,dog,No,night owl,Yes,Could Have Been Me by The Struts
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,20,Business: Information Systems,,Marketing,"53,715",52.9805,-6.0427,No,Other,cat,No,night owl,Yes,Calico Skies by Paul McCartney
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,19,Engineering: Industrial,,,"53,706",33.8195,-84.4155,No,pepperoni,dog,No,early bird,Maybe,"Fake Love, Drake"
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC001,21,Computer Science,No,No,"53,711",43,88,Maybe,pepperoni,cat,Yes,no preference,Maybe,My rapstar
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,19,Science: Biology/Life,,,"53,706",40.7128,-74.006,No,sausage,dog,No,night owl,Yes,Jail -Kanye West
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,19,Engineering: Industrial,,,"53,706",41.8781,-87.6298,No,pepperoni,dog,No,night owl,Maybe,yellow coldplay
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,19,Data Science,,,"53,706",41.8781,-87.6298,Yes,sausage,dog,Yes,night owl,Yes,Tatuajes
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,19,Business: Information Systems,,,"53,706",44.8256,-93.1859,No,pineapple,dog,Yes,night owl,Maybe,Currently: Reminder by the Weeknd
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,20,Computer Science,,,"53,706",41.9028,12.4964,No,pepperoni,dog,Yes,night owl,Yes,"LOST IT by Layto
+
+(at least at the moment)"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,19,Science: Other,,,"53,715",31.2304,121.4737,Yes,pepperoni,dog,Yes,night owl,Yes,Despacito
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,19,Engineering: Mechanical,,,"53,703",38.57,-109.55,No,pepperoni,cat,No,early bird,Yes,Woodland
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,20,Other (please provide details below).,Economics Math Emphasis,Data Science,"53,705",37.4419,122.143,Yes,mushroom,cat,No,night owl,Yes,Slumber Party by Ashnikko.
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC001,20,Engineering: Mechanical,,,"53,715",44.1198,9.7085,No,basil/spinach,dog,Yes,night owl,Yes,Kill the Sun -Motherfolk
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,19,Computer Science,,Intended data science certificate,"53,715",37.5665,126.978,No,pepperoni,cat,Yes,night owl,Maybe,Better Now by Post Malone or Ego Death (ft. Steve Vai) by Polyphia
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,20,Other (please provide details below).,Economics ,Data Science ,"53,703",30.2672,-97.7333,Yes,pepperoni,dog,No,night owl,Maybe,
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,20,Other (please provide details below).,Economics,,"53,703",41.87,-87.62,Maybe,sausage,dog,Yes,night owl,Yes,Astrovan by Mt. Joy
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,20,Other (please provide details below).,Economics ,Philosophy,"53,703",40.7128,-74.006,No,mushroom,dog,Yes,early bird,Maybe,Father and Son by Cat Stevens
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,20,Other (please provide details below).,Information Science,English,"53,715",39.3077,-123.7995,No,basil/spinach,cat,No,early bird,Maybe,"""Lost in My Mind"" by Rufus du Sol"
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,18,Science: Chemistry,,,"53,706",41.8781,-87.6298,Maybe,pepperoni,dog,No,night owl,Yes,right now it is warm winds by sza and isaiah rashad
+COMP SCI 319:LEC004,LEC004,22,Business: Finance,na,na,"53,703",24.4753,101.3431,No,pineapple,cat,No,night owl,Yes,Wow by Post Malone
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,19,Business: Other,,,"53,706",40.7128,-74.006,No,pepperoni,dog,No,no preference,Yes,Pretty Little Birds by SZA
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,19,Business: Information Systems,,Business: Operations Technology Management,"53,715",35.0319,135.748,Maybe,none (just cheese),cat,Yes,no preference,Yes,Come Sail Away by Styx
+COMP SCI 319:LEC002,LEC001,,Other (please provide details below).,Energy Analysis and Policy - Public Policy,,"53,703",41.9028,12.4964,No,sausage,dog,No,no preference,Yes,Psychic City - YACHT
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,20,Computer Science,,,"53,711",43.0969,-89.5115,Maybe,pepperoni,dog,No,night owl,Maybe,Lofi
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,19,Business: Information Systems,,,"53,715",37.7749,-122.4194,Maybe,pepperoni,dog,No,night owl,Yes,Dancing Queen by ABBA
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,20,Mathematics/AMEP,,,"53,703",50,80,Maybe,Other,dog,No,no preference,Maybe,safe and sound
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,20,Other (please provide details below).,Economics,Certificate in data science,"53,715",34.0522,-118.2437,No,pepperoni,dog,No,early bird,No,I don’t have one at the moment.
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,19,Engineering: Biomedical,,"Biomedical Engineering, French ","53,706",44.9778,-93.265,No,pineapple,dog,Yes,early bird,Maybe,
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,19,Engineering: Mechanical,,,"53,711",26.0891,-80.1716,No,pepperoni,dog,No,night owl,Yes,gun to my head probably Bohemian Rhapsody
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,18,Engineering: Mechanical,,,"53,706",64.1265,-21.8174,No,green pepper,neither,Yes,night owl,Yes,Sick Love - Red Hot Chili Peppers
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,18,Science: Biology/Life,,,"53,706",13.0827,80.2707,No,mushroom,dog,No,night owl,Yes,Sugar Rush Ride - TXT
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,19,Science: Biology/Life,,,"53,715",42.0422,14.48,No,mushroom,cat,No,night owl,Yes,Vincent by Don McLean
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,18,Engineering: Biomedical,N/A,N/A currently ,"53,706",43.0747,270.6158,Maybe,pepperoni,dog,No,no preference,Maybe,"""Shadow"" by Macklemore"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,20,Data Science,,Economic,"53,715",31.2304,121.4737,Yes,sausage,cat,No,night owl,Yes,好运来
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,20,Mathematics/AMEP,,,"53,703",39.0407,117.1857,No,pepperoni,cat,No,night owl,Yes,Let It Go
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,18,Engineering: Mechanical,,,"533,706",28.3852,-81.5639,No,none (just cheese),dog,No,night owl,Yes,He's a Pirate by Klaus Badelt
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,22,Other (please provide details below).,회계,데이터 과학,"53,715",37.5665,126.978,Maybe,none (just cheese),neither,No,night owl,Yes,Summer-Paul Blanco
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,,Engineering: Biomedical,,,"53,706",43,-79,Maybe,mushroom,dog,No,no preference,Maybe,Rockabye by Clear Bandit
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,19,Engineering: Mechanical,,,"53,706",43.0731,-89.4012,No,sausage,dog,Yes,early bird,No,Stone - Whiskey Myers
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,19,Engineering: Mechanical,,,"53,706",43.1616,-89.9112,No,macaroni/pasta,dog,Yes,night owl,Yes,Something More by love-sadKID
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC001,18,Computer Science,,I am going for a certificate (Minor) in Data Science,"53,703",41.0151,28.9795,Maybe,pineapple,cat,No,night owl,Maybe,Butterfly effect
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,18,Engineering: Mechanical,,,"94,596",37.7749,-122.4194,No,pineapple,dog,No,night owl,Maybe,Creepin' by The Weekend
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,22,Science: Other,,,"53,705",24.8607,67.0011,Maybe,Other,cat,Yes,early bird,Yes,hidden in the sand by tally hall
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,18,Engineering: Biomedical,N/A,Potentially Environmental Engineering,"53,706",48.8566,2.3522,No,pepperoni,cat,No,night owl,Yes,"Space Oddity by David Bowie. Although, I like the 2019 mix more than the original, got that added instrumental power. "
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,19,Business: Actuarial,,Econ,"53,715",1.3115,103.9213,Maybe,pineapple,dog,No,night owl,Yes,My Heart will Go On
+COMP SCI 319:LEC001,LEC001,28,Science: Physics,,Planiing to do a Doctoral minor in computer science.,"53,715",53.8011,-9.5223,No,sausage,dog,Yes,no preference,Yes,"Thriller, by Michael Jackson."
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,20,Other (please provide details below).,Psychology Major and on the Pre-med track,Minors in Asian American Studies and Data Science,"53,715",41.8781,-87.6298,No,sausage,dog,No,night owl,Yes,missed calls by Mac Miller
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,19,Computer Science,,,"53,703",47.6062,-122.3321,Yes,sausage,cat,Yes,no preference,Yes,"Tyler, The Creator - 911 / Mr. Lonely"
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,19,Science: Other,Astronomy-Physics,Physics,"53,715",12.9716,77.5946,No,Other,dog,No,no preference,Maybe,Any song by BTS
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,18,Computer Science,,,"53,706",40.7287,-74.0002,Maybe,sausage,cat,Yes,no preference,Yes,what is life - george harrison
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,19,Engineering: Biomedical,,,"53,706",30.267,-97.743,No,pepperoni,cat,Yes,no preference,Yes,Freaks - Surf Curse
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,21,Science: Biology/Life,,Conservation Biology,"53,703",39.7439,84.6366,No,Other,dog,No,early bird,Yes,"""Shine a Light"" by The Rolling Stones"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,20,Data Science,,,"53,703",36.6512,117.1201,Yes,pepperoni,cat,No,night owl,Yes,No
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",48.8566,2.3522,Maybe,sausage,dog,No,night owl,Yes,ignition remix by R Kelly
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,20,Science: Other,Environmental science,,"53,726",48.8566,2.3522,Maybe,macaroni/pasta,cat,No,night owl,Yes,Amour Plastique
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,21,Business: Finance,,,"53,715",35.6895,139.6917,No,pineapple,cat,No,night owl,Maybe,"""See You Again"""
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,20,Engineering: Biomedical,,,"53,703",48.8577,-357.7067,No,pineapple,dog,No,no preference,Maybe,Everywhere by Fleetwood Mac
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,18,Business: Actuarial,,,"53,706",47.6062,122.3321,Maybe,sausage,dog,Yes,no preference,No,I’m Good (Blue) - Bebe Rexha and David Guetta
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,22,Science: Other,Atmospheric and Oceanic Sciences,,"53,711",35.6895,139.6917,No,mushroom,dog,Yes,early bird,Yes,DARE - Gorillaz
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,18,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,mushroom,dog,No,early bird,Maybe,Cheerleader by Omi
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,23,Mathematics/AMEP,,Economics,"53,711",35.6895,139.6917,No,green pepper,dog,No,night owl,Yes,"Sunday Candy
+
+by Nico Segal and The Social Experiment"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC001,20,Computer Science,,,"53,715",43.0731,89.4012,No,pineapple,cat,No,night owl,No,I don't have one
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",41.8818,-87.6232,No,pepperoni,dog,No,night owl,Yes,"""Heading South"" by Zach Bryan"
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,22,Engineering: Biomedical,,,"53,715",42.9955,-87.9291,No,mushroom,dog,Yes,early bird,Yes,Getaway Car by Taylor Swift
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,20,Business: Finance,N/A,N/A,"53,703",26.1224,-80.1373,No,pepperoni,neither,No,night owl,Yes,Closer
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,19,Data Science,,,"53,706",41.8781,-87.6298,No,sausage,dog,Yes,night owl,Yes,"""Codeine Crazy"" by Future"
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,,Data Science,,English BA,"53,703",33.749,-84.388,Yes,basil/spinach,dog,Yes,night owl,Yes,Beyonce - 6 inch (feat. The Weeknd)
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,19,Engineering: Mechanical,,,"53,703",25.2048,55.2708,No,none (just cheese),cat,No,night owl,Maybe,Eminem - Till I Collapse
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,20,Science: Biology/Life,,,"53,703",44.7687,-91.5169,No,pepperoni,dog,Yes,night owl,Maybe,"""Brooklyn Baby"" - Lana Del Rey"
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,21,Mathematics/AMEP,,,"53,715",3.139,101.6869,Maybe,pineapple,neither,Yes,early bird,Yes,metallica
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC001,20,Other (please provide details below).,Sociology,N/A,"53,726",34.0522,-118.2437,No,pineapple,cat,No,night owl,Maybe,8Teen by Khalid
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,19,Engineering: Biomedical,,,"53,706",42.3601,-71.0589,No,macaroni/pasta,dog,Yes,night owl,No,Shy by Hether
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,18,Data Science,,,"53,706",33.5458,-117.7817,Yes,sausage,dog,Yes,no preference,Maybe,Emotionally scared by lil baby
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,19,Science: Other,I am primarily majoring in Atmospheric / Oceanic Sciences!,"In addition to the AOS Major, I will be majoring in Communication Arts, Radio / TV Media studies.","53,703",43.6532,-79.3832,No,pepperoni,dog,Yes,night owl,Yes,Fallout by Marianas Trench!!! Gotta shout out my favourite local Canadian artists!
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,18,Business: Other,Economics,Maybe environmental studies or statistics. ,"53,706",41.878,-87.629,Maybe,sausage,dog,Yes,no preference,Maybe,Soundtrack to my life by kid cudi
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,18,Engineering: Mechanical,,,"53,706",39.6403,-106.3709,No,pineapple,dog,No,night owl,Yes,The ABC's
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Computer Science,Data Science,"53,715",39.5796,-104.9266,Yes,pepperoni,dog,No,night owl,Yes,Skeleton
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,21,Science: Physics,,,"53,715",47.3769,8.5417,No,basil/spinach,dog,No,night owl,Maybe,PRIDE by Kendrick Lamar
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,20,Engineering: Mechanical,,,"53,715",39.1031,-84.512,No,pepperoni,cat,Yes,early bird,Maybe,One - Metallica
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,20,Other (please provide details below).,Biology,Environmental Science,"53,715",42.36,-71.06,No,pineapple,cat,No,night owl,Yes,Light My Love- Great Van Fleet
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,18,Other (please provide details below).,Bio-Systems Engineering,,"53,704",43.6275,-89.7661,Maybe,sausage,dog,No,early bird,Yes,MICHUUL by Duckwrth
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,18,Business: Finance,Finance ,Information Systems with a minor in Computer Science,"53,706",29.9511,-90.0715,No,green pepper,dog,No,night owl,Yes,pill - d savage
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,20,Engineering: Biomedical,,,"53,703",43.7696,11.2558,Maybe,none (just cheese),dog,No,night owl,No,One more time by daft punk
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC001,21,Business: Other,Agricultural Business Management,N/A,"53,703",43.0731,-89.4012,No,macaroni/pasta,dog,Yes,night owl,Yes,Dancing With Our Hands Tied by T-Swift
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,18,Engineering: Industrial,,,"53,706",41.9524,-87.6779,No,Other,dog,Yes,no preference,Maybe,You and I - Wilco
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,21,Business: Other,,Legal Studies,"53,715",13.0945,-86.3538,No,none (just cheese),dog,No,early bird,No,titi me pregunto - bad bunny
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,18,Engineering: Mechanical,,,"53,706",21.3069,-157.8583,No,pepperoni,dog,Yes,no preference,Yes,Dark Necessities - Red Hot Chili Peppers
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,19,Business: Information Systems,,,"53,715",40.7023,-73.9887,No,green pepper,dog,Yes,night owl,No,F2F by SZA
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,19,Other (please provide details below).,English ,History ,"53,706",47.369,8.538,No,mushroom,dog,No,early bird,Maybe,Enchanted by Taylor Swift
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Mathematics/AMEP,,,"53,703",-0.1807,-78.4678,Yes,sausage,dog,Yes,night owl,Yes,You belong with me - Taylor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC001,18,Engineering: Other,Electrical Engineering,,"53,706",40.712,-74,Maybe,none (just cheese),dog,Yes,night owl,Yes,For Whom the Bell Tolls - Metallica
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC001,19,Business: Finance,,Business: Information Systems ,"53,706",-2.9001,-79.0059,Maybe,mushroom,cat,No,night owl,Yes,Steve Lacy - Bad Habit
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC001,18,Science: Physics,,Astronomy-physics,"53,706",44.9466,-93.2883,No,basil/spinach,cat,No,night owl,No,
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,19,Engineering: Other,,,"53,706",42.8,-89.6,Maybe,pineapple,cat,Yes,early bird,No,A Sky Like I've Never Seen by Fleet Foxes
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,21,Computer Science,,,"53,726",42.3184,-71.0449,Maybe,sausage,cat,No,no preference,Maybe,Orange Show Speedway - Lizzy McAlpine
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,19,Computer Science,,,"53,703",40.7773,-73.9553,No,pepperoni,dog,Yes,night owl,Yes,All Too Well (10 Minute Version)
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,18,Other (please provide details below).,Political Science,,"53,706",37.7749,-122.4194,Maybe,macaroni/pasta,cat,Yes,night owl,Maybe,Summer Nights - Lil Rob
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,19,Computer Science,,,"53,706",35.6895,139.6917,Maybe,pepperoni,dog,No,night owl,Yes,Change partners by nba youngboy and moneybagg yo
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,18,Engineering: Mechanical,,,"-53,703",41.7874,-87.6988,No,pepperoni,dog,Yes,night owl,Yes,Neverita-Bad Bunny
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,21,Engineering: Biomedical,,,"53,715",43.6532,-79.3832,No,basil/spinach,dog,Yes,early bird,Maybe,"Raspberry Beret, Prince"
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,21,Science: Physics,,,"53,703",52.52,13.405,No,green pepper,dog,Yes,no preference,Maybe,"Brazil, Declan Mckenna"
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,20,Engineering: Other,Engineering Mechanics: Aerospace,,"53,706",41.8818,-87.6232,No,sausage,dog,No,night owl,Yes,Elevator Days - Backseat Lovers
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,,Engineering: Mechanical,,,"53,706",19.1747,-96.1908,No,pepperoni,dog,No,night owl,No,"Cinema- Harry Styles,
+
+Efecto-Bad Bunny"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,18,Engineering: Biomedical,,,"53,706",51.5074,-0.1278,No,pepperoni,dog,Yes,night owl,Yes,No Role Modelz - J. Cole
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,,Engineering: Biomedical,,,"53,715",43.07,89.4,No,tater tots,cat,Yes,night owl,Yes,Chum by Earl Sweatshirt
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,18,Data Science,,Political Science,"53,706",47.6032,-122.3303,Yes,Other,dog,Yes,night owl,Yes,Me and Your Mama - Childish Gambino
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,20,Engineering: Industrial,,,"53,703",-22.9068,-43.1729,Maybe,Other,dog,Yes,night owl,Yes,"Too Many Years - Kodak Black Ft. PnB Rock
+
+or
+
+Don't You Worry Child - Swedish House Mafia"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,23,Computer Science,"Computer Science
+
+ ","Data Science
+
+ ","53,705",41.0082,28.9784,Yes,none (just cheese),dog,No,night owl,Yes,"Beni Aşka İnandır / Kolpa
+
+ "
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC001,18,Engineering: Industrial,,,"53,706",39.7384,-104.9848,No,sausage,dog,Yes,no preference,Yes,Pray for me
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,19,Business: Other,"My major is Consumer Behavior and Marketplace studies
+
+
+
+Certificates in Data Science and Leadership ",N/A,"53,706",36.1627,-86.7816,No,none (just cheese),cat,No,no preference,No,"Right now one of my many favorite songs is ""Money & Love"" by Wizkid"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,20,Business: Actuarial,,,"53,704",43.1947,88.729,Maybe,pepperoni,cat,Yes,no preference,Yes,IPAs by 30
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,19,Business: Finance,Finance,Computer Science,"53,706",49.2827,-123.1207,Maybe,pepperoni,cat,Yes,night owl,Maybe,Do you love me
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,19,Other (please provide details below).,Poli Sci,,"53,703",40.7128,-74.006,No,pepperoni,dog,No,night owl,Yes,"""No Worries"" lil wayne"
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,20,Engineering: Mechanical,,,"53,715",38.8937,-77.0361,No,pepperoni,dog,No,night owl,Yes,Downtown By Macklemore
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,,Other (please provide details below).,Political Science,,"53,706",38.8895,-77.0353,Maybe,none (just cheese),neither,No,night owl,Yes,Pretty Wings- Maxwell
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,25,Other (please provide details below).,Third-year law student,,"53,703",40.793,-73.9764,No,Other,dog,No,night owl,Yes,Terrapin Station by the Grateful Dead
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Political Science,,"53,706",41.8781,-87.6298,Maybe,pepperoni,dog,No,night owl,Maybe,Fancy Clown -MF DOOM
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC001,19,Business: Actuarial,,,"53,715",43.0731,-89.4012,No,basil/spinach,dog,Yes,night owl,Yes,More Than a Feeling
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,21,Science: Other,Economics,Data Science,"53,706",43.0731,-89.4012,No,pepperoni,dog,No,night owl,Maybe,potato salad - tyler the creator
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,19,Business: Information Systems,,,"53,706",21.3069,-157.8583,No,sausage,dog,Yes,no preference,No,Headlines by Drake
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,20,Data Science,,"Economics, Math","53,715",37.8706,112.5489,Yes,sausage,cat,No,night owl,Yes,Welcome to a wonderful land
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,20,Science: Biology/Life,n/a,n/a,"53,713",41.8472,-87.6256,Yes,sausage,dog,Yes,no preference,Yes,"Someday (salute Remix) - DJ Seinfield, salute"
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Engineering: Other,,Physics Astronomy,"53,726",39.7392,-104.9903,No,pepperoni,neither,No,night owl,Yes,I don't have an all-time favorite as I listen to a wide variety of music genres but right now it's probably Illusory Sense by Ichika Nito.
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Engineering: Biomedical,,,"53,706",48.2082,16.3738,Maybe,mushroom,dog,No,night owl,Yes,Walking on a Dream
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC001,18,Data Science,,,"53,706",88.944,42.7756,Yes,pepperoni,cat,No,early bird,Yes,Nugget Man
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,20,Data Science,,,"53,706",41.3879,2.1699,Yes,pineapple,dog,Yes,night owl,Yes,Shoota
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,19,Science: Chemistry,,,"53,715",33.1581,-117.3506,No,macaroni/pasta,dog,Yes,night owl,Yes,Orange Blood by Mt. Joy although I couldn't truly pick just one song
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,22,Data Science,,,"53,715",39.9,116,Yes,sausage,neither,Yes,early bird,Yes,以父之名
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,19,Business: Finance,,Certificate in Data Science (why im taking this class),"53,715",43.0389,-87.9065,Maybe,sausage,dog,No,no preference,No,Big Chungus
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",42.2193,-88.2489,No,pepperoni,dog,No,no preference,Yes,911/Mr. Lonely Tyler the Creator
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Business: Information Systems,,,"53,715",43.0731,-89.4012,No,pepperoni,dog,Yes,night owl,Yes,Stop Breathing - Playboi Carti
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,21,Other (please provide details below).,economic,,"53,715",24.8801,102.8329,Maybe,pineapple,dog,No,night owl,Maybe,fake love
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,20,Statistics,,,"53,711",40,116,Maybe,pepperoni,dog,Yes,early bird,No,Wildest Dreams - Taylor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,19,Computer Science,,,"53,703",48.8566,2.3522,No,Other,dog,No,night owl,Yes,Forever
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC001,20,Business: Information Systems,,,"53,711",44.9778,-93.265,No,sausage,dog,No,night owl,Yes,Black - Pearl Jam
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,21,Engineering: Mechanical,NA,NA,"53,706",40.7131,-74.0072,No,basil/spinach,dog,Yes,night owl,No,"My favorite song is Harry Styles' ""Watermelon Sugar"""
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC001,20,Engineering: Biomedical,,,"53,715",39.0968,-120.0323,Maybe,sausage,dog,No,night owl,Yes,The Good Stuff (Kenney Chesney)
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,18,Other (please provide details below).,Economics,,"53,706",55.9533,-3.1883,Yes,mushroom,dog,Yes,early bird,Maybe,"Leave before you love me - Marshmello, Jonas Brothers"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,20,Business: Other,I study economics and data science.,"economics, data science","53,711",39.9042,116.4074,Yes,pineapple,neither,Yes,early bird,Maybe,Beautiful
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,23,Other (please provide details below).,Economics major,None.,"53,711",24.1477,120.6736,Maybe,mushroom,neither,No,night owl,Yes,The Last Goodbye - Billy Boyd
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,19,Science: Other,,,"53,706",47.68,-122.2,Maybe,pineapple,dog,No,night owl,Maybe,saturday nights by khalid
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,20,Other (please provide details below).,economics,,"53,715",35.6,139.6,Maybe,tater tots,dog,Yes,night owl,Maybe,Ashe
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,21,Statistics,N/A,Microbiology ,"53,715",20.6597,-103.3496,No,pepperoni,dog,No,night owl,Yes,piel canela by los panchos
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,19,Engineering: Mechanical,,,"53,706",40.7128,-74.006,Maybe,mushroom,dog,No,night owl,Yes,Devolution by Starset
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,18,Engineering: Mechanical,,,"53,715",39.7392,-104.9903,Maybe,pineapple,dog,Yes,night owl,Yes,Unwritten - Natasha Bedingfield
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC001,20,Science: Biology/Life,Environmental Sciences,Global health,"53,703",52.52,13.405,No,pineapple,dog,No,no preference,Yes,This varies week by week but this week it is waving through a window from dear evan hansen
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,20,Engineering: Mechanical,,Might do business management as my second major,"53,706",22.5431,114.0579,Maybe,pepperoni,dog,Yes,no preference,No,"Don't really have a favorite, I like all kinds of songs, but I like old HK music a lot. "
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Statistics,,I am considering an English major. ,"53,706",32.7157,-117.1611,Maybe,none (just cheese),neither,No,night owl,Maybe,Umbrella
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC001,18,Engineering: Biomedical,,,"53,706",47.6062,-122.3321,Maybe,none (just cheese),dog,Yes,early bird,No,Upside Down -- Jack Johnson
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC001,20,Science: Physics,,,"53,703",41.8781,-87.6298,Maybe,pepperoni,cat,No,night owl,Yes,L'amour looks something like you
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,19,Engineering: Other,Computer Engineering,Computer Science,"53,703",41.8781,-87.6298,No,Other,dog,Yes,no preference,Yes,Myron - Lil Uzi Vert
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,Trumpet Performance,"53,706",48.8564,2.3532,No,sausage,cat,No,night owl,Yes,Stardust by Glenn Miller
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,18,Engineering: Biomedical,,,"53,706",40.0169,-105.2796,No,pepperoni,cat,No,night owl,Yes,Them Changes
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Business: Information Systems,,Marketing,"53,706",-45.0312,168.6615,No,Other,cat,No,night owl,No,Charleston Girl (live) by Tyler Childers
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC001,19,Data Science,,,"51,735",48.8566,2.3522,Maybe,pepperoni,cat,Yes,night owl,Yes,After The Storm - Kali Uchis and Tyler the Creator
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,19,Engineering: Biomedical,,,"53,706",33.4363,-112.0715,No,pepperoni,dog,Yes,night owl,No,It's Five O'Clock Somewhere
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,18,Science: Biology/Life,,,"53,706",20.8,-156.3,Maybe,sausage,cat,Yes,early bird,Maybe,Save your tears
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,19,Other (please provide details below).,Econ with Math Emphasis ,Statistics,"53,715",36,120,No,mushroom,dog,No,night owl,Yes,Some day or oneday
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,21,Business: Information Systems,,,"53,705",37.7749,-122.4194,No,pepperoni,dog,Yes,early bird,No,Hard to decide. I really like rap music.
+COMP SCI 319:LEC002,LEC001,26,Science: Chemistry,,,"53,705",43.0731,-89.4012,No,sausage,neither,No,no preference,Maybe,My heart will go on
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,18,Other (please provide details below).,Psychology,,"53,706",32.7157,-117.1611,No,pepperoni,cat,No,no preference,Yes,"""Are You Bored Yet"" By Wallows"
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,20,Mathematics/AMEP,,,"53,715",43.0739,-89.3852,Maybe,pepperoni,dog,Yes,night owl,Yes,Something in the Orange by Zach Bryan
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,21,Engineering: Biomedical,N/A,N/A,"53,703",41.3874,2.1686,No,pineapple,dog,No,no preference,No,"Song: City of Stars
+
+Artist: Logic"
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC001,18,Statistics,n/a,n/a,"53,703",40.72,-73.98,Maybe,macaroni/pasta,dog,Yes,early bird,Maybe,River - Ben Platt
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,18,Engineering: Biomedical,,"I may potentially get a data science certificate, but also am on the pre-med track.","53,706",40.7128,-74.006,No,pineapple,dog,No,night owl,No,Love Me Like That by Sam Kim
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,19,Engineering: Other,Engineering: undecided,,"53,706",41.3874,2.1686,Maybe,pepperoni,dog,Yes,night owl,Maybe,44 Bulldog by Pop Smoke
+COMP SCI 319:LEC003,LEC003,28,Engineering: Industrial,,,"53,715",29.9695,76.8783,Maybe,mushroom,dog,Yes,night owl,Maybe,Hotel California by Eagles
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,19,Other (please provide details below).,Economics,N/A,"53,706",32.7148,-117.1589,Yes,macaroni/pasta,cat,No,night owl,Yes,Myth by Beach House
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC001,18,Data Science,,,"53,706",35.6895,139.6917,Maybe,pineapple,dog,No,night owl,Yes,Daylight - Matt and Kim
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,18,Engineering: Other,"Material Engineering
+
+ ","Chemical Engineering
+
+ ","53,706",25.033,121.5654,No,pepperoni,dog,No,night owl,Maybe,反毒大使
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,,Business: Actuarial,,,"53,711",39.9042,116.4074,No,mushroom,cat,Yes,night owl,Maybe,"***************
+I Love You 3000
+***************"
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Business: Information Systems,,,"53,703",38.7193,-9.1379,Maybe,pepperoni,dog,No,night owl,Maybe,All My Friends - 21 Savage
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,18,Engineering: Mechanical,,,"53,706",44.9537,-93.09,No,sausage,dog,No,night owl,Maybe,Biking
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,19,Engineering: Mechanical,,,53.706,43.0722,89.4008,No,none (just cheese),dog,No,night owl,No,Party in the U.S.A. - Miley Cyrus
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,19,Data Science,,,"53,715",19.076,72.8777,Yes,Other,cat,No,early bird,Yes,Buzz Me In by Remi Wolf
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC001,20,Statistics,,,"57,303",43.0117,88.2315,Maybe,sausage,cat,No,night owl,Yes,The way life goes lil uzi vert
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,19,Engineering: Mechanical,,,"53,051",36.1627,-86.7816,Maybe,macaroni/pasta,dog,No,night owl,Maybe,Welcome to the Jungle by GNR
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,18,Engineering: Mechanical,,,"53,706",37.7749,-122.4194,No,pepperoni,cat,No,night owl,Yes,Eagles - Hotel California
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,18,Science: Biology/Life,,pharmacology and toxicology,"53,706",30,120,Maybe,mushroom,dog,No,night owl,Yes,すべてが壊れた夜に by SEKAI NO OWARI
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,19,Engineering: Industrial,,,"53,706",41.4969,-81.6896,No,sausage,dog,No,night owl,Maybe,54321 by Offset
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,,Other (please provide details below).,Economics,,"53,715",37.7771,-121.9675,No,mushroom,neither,No,night owl,Yes,kill bill
+COMP SCI 319:LEC001,LEC001,26,Engineering: Biomedical,N/A,N/A,"53,703",39.3245,-77.7397,No,basil/spinach,dog,No,night owl,Yes,Rocky Racoon - the beatles
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,19,Computer Science,,Data Science,"53,706",41.833,-87.9287,Yes,basil/spinach,neither,No,night owl,Yes,Major Minus- Coldplay
+COMP SCI 319:LEC004,LEC004,25,Business: Other,Business Analytics,"Machine Learning, Data technology","53,715",15.2993,74.124,Maybe,green pepper,dog,Yes,night owl,No,Current favourite - NATU NATU from RRR
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,18,Engineering: Mechanical,,,"53,715",50.0755,14.4378,No,pineapple,dog,Yes,early bird,No,"Sitting On the Dock of the Bay, Otis Redding"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,18,Engineering: Industrial,,,"53,706",19.6,-156,Maybe,none (just cheese),dog,No,night owl,Yes,Flowers by Miley Cyrus
+COMP SCI 319:LEC002,LEC002,23,Business: Other,Business Analytics,,"53,703",62.3908,17.3069,Maybe,mushroom,neither,No,early bird,Maybe,New Romantics
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,20,Science: Physics,,Astrophysics,"53,706",24.8607,67.0014,No,green pepper,cat,No,early bird,Yes,Phoenix- Lindsey Stirling
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,20,Science: Other,"I am an Atmospheric, Oceanic, Space Sciences, and African-American Studies Major.
+
+ ",,"53,703",27.28,89.385,No,pineapple,cat,No,no preference,Maybe,Meet Me in the Morning- Bob Dylan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,21,Business: Finance,,,"53,703",24.8911,121.1158,Maybe,pepperoni,cat,No,no preference,Maybe,someone you loved
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,N/A,N/A,"53,703",40.7128,-74.006,Maybe,pepperoni,dog,Yes,night owl,Yes,"Spin Me Round by Auggie Bello, Casey Abrams"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,20,Engineering: Industrial,,,"53,703",32.7157,-117.1611,No,green pepper,cat,No,night owl,Yes,heat waves
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,20,Science: Other,Atmospheric and Oceanic Sciences,Environmental Science,"53,715",25.7617,-80.1918,No,pepperoni,dog,No,night owl,Yes,Iris - Goo Goo Dolls
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,19,Other (please provide details below).,Landscape Architecture and Urban Studies,Statistics ,"53,726",34.68,112.47,Maybe,sausage,dog,No,no preference,No,I like How Far I'll Go recently.
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC001,20,Engineering: Other,Nuclear Engineering,n/a,"53,711",43,-89.4,Maybe,pepperoni,dog,Yes,night owl,Yes,Wake Me Up by Avicii
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",40.4637,-3.7492,No,pepperoni,dog,Yes,no preference,Maybe,Free Fallin' Tom Petty
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,19,Engineering: Mechanical,,,"53,706",36.4864,-118.5658,No,sausage,dog,No,no preference,Yes,Love Sosa
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,20,Science: Other,Environmental Science,Certificate in Data Science,"53,706",42.0945,-90.1568,No,basil/spinach,cat,Yes,early bird,No,Respect by Aretha Franklin
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,19,Engineering: Mechanical,,,"53,706",35.6895,139.6917,No,sausage,cat,No,no preference,Maybe,"1.) Cigarettes, by Juice Wrld
+
+2.) Just wanna be loved (Rimix) ft. David Yang, by Kid $wami
+
+3.)Distraction, by Polo G."
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,18,Engineering: Biomedical,,,"53,706",47.6062,-122.3321,Maybe,basil/spinach,cat,No,night owl,Yes,sonder by the wrecks
+COMP SCI 319:LEC002,LEC002,33,Business: Other,Business analytics,,"53,713",39.9042,116.3833,Maybe,Other,neither,Yes,night owl,Yes,Love is narcissus.
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,19,Engineering: Mechanical,,,"53,715",26.4511,-81.9481,No,macaroni/pasta,dog,No,night owl,Maybe,No Cure Zach Bryan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,17,Engineering: Mechanical,,,"53,715",-32.8594,-71.2374,Maybe,pepperoni,dog,No,night owl,Yes,Tunak Tunak Tun - Daler Mehndi
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC002,19,Other (please provide details below).,"I am undecided but I am thinking of Data Science, Information Science, or Economics",,"53,706",47.6062,-122.3321,Maybe,basil/spinach,dog,No,no preference,Maybe,You Belong With Me - Taylor Swift
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,,Science: Biology/Life,,,"53,706",-6.369,34.8888,No,basil/spinach,neither,No,early bird,No,Pasoori
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Engineering: Biomedical,,,"53,706",51.5074,-0.1278,No,Other,dog,No,night owl,Yes,in my head by ariana grande
+COMP SCI 319:LEC001,LEC001,25,Engineering: Other,,,"53,705",-6.1751,106.865,No,none (just cheese),dog,Yes,early bird,Yes,Don't Stop Me Now - Queen
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,21,Engineering: Other,,,"53,715",14.5995,120.9842,No,sausage,cat,No,no preference,Maybe,Russian Roulette - Red Velvet
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,,Computer Science,,,"53,703",61.2181,-149.9003,Maybe,pepperoni,dog,No,night owl,Maybe,7 Years
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,19,Other (please provide details below).,Economics,Data Science Certificate,"53,706",41.8781,-87.6298,Maybe,pepperoni,dog,Yes,night owl,Yes,Night Changes
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,18,Engineering: Mechanical,,,"53,715",35.6895,139.6917,No,green pepper,dog,No,night owl,Yes,The Recipe by Kendrick Lamar
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,18,Business: Actuarial,,,"53,706",29.3001,-94.7959,No,none (just cheese),dog,Yes,no preference,Yes,Style
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,19,Engineering: Other,Material Science and Engineering,,"53,706",45.4408,12.3155,No,sausage,dog,No,no preference,Yes,Its My Life - Bon Jovi
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,24,Computer Science,,,"53,703",47.6062,-122.3321,Maybe,basil/spinach,neither,Yes,early bird,Maybe,Eucalyptus by MF DOOM
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,18,Engineering: Biomedical,,,"53,715",39.7392,-104.9903,No,none (just cheese),dog,No,night owl,Maybe,Beautiful Crazy - Luke Combs
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,18,Computer Science,,,"53,704",35.6895,139.6917,No,pepperoni,dog,No,night owl,Maybe,Fukakouryoku by Vaundy
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,20,Business: Actuarial,,,"53,715",30.1588,-85.6602,No,pepperoni,dog,No,night owl,Yes,Till The End - Logic
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",42.9647,-87.9208,No,pepperoni,dog,No,early bird,Maybe,My Old School - Steely Dan
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,19,Engineering: Mechanical,,,"53,706",7.515,134.5825,No,pineapple,neither,Yes,no preference,No,Time by Pink Floyd
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,20,Business: Actuarial,,,"53,715",50.86,-2.16,No,pepperoni,dog,Yes,night owl,Maybe,A Thousand Miles by Vanessa Carlton
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,22,Science: Biology/Life,,Global Health,"53,703",52.3702,4.8952,No,none (just cheese),cat,Yes,night owl,No,"""Simulation Swarm"" by: Big Thief"
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",40.7,-74,No,Other,dog,Yes,night owl,Yes,Something in the Orange
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,18,Other (please provide details below).,Applying for mechanical engineering at the end of the spring semester. ,,"53,706",42.3601,-71.0589,No,pineapple,cat,No,early bird,Maybe,"The Javascript Rap, By MC meSpeak"
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,18,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,pineapple,cat,No,night owl,No,love lost by mac miller
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC001,19,Business: Information Systems,,,"53,715",6.5244,3.3792,Maybe,Other,cat,Yes,night owl,Yes,Tomorrow 2- Cardi B and Glorilla
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,20,Engineering: Mechanical,,,"53,715",41.0082,28.9748,No,pepperoni,dog,No,night owl,Yes,"*************************
+Breakbot - Baby I'm Yours
+*************************"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC001,18,Business: Information Systems,,,"53,706",7.4868,37.7738,No,basil/spinach,dog,Yes,no preference,Maybe,"""I got a feelin"""
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,23,Engineering: Other,Chemical and Biological Engineering,,"53,726",43.7696,11.2558,No,pepperoni,dog,No,night owl,Maybe,Christian Dior Denim Flow
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,20,Engineering: Biomedical,,,"53,703",41.9218,-87.6486,No,pepperoni,dog,No,no preference,Yes,Misty by Stan Getz
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,18,Engineering: Biomedical,n/a,Chemical or Mechanical Engineering ,"53,706",29.9755,-90.0787,No,pepperoni,dog,Yes,night owl,Yes,"Jump - Mac Miller, but it really depends on the circumstance "
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,18,Data Science,,,"53,706",40.7458,-74.258,Maybe,pepperoni,dog,No,no preference,Yes,Idk
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,20,Science: Other,,,,45.9492,-89.2369,Maybe,sausage,dog,Yes,night owl,Yes,Objects in the Mirror by Mac Miller
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,19,Other (please provide details below).,International Studies,.,"53,706",51.4214,-0.2076,Maybe,none (just cheese),neither,Yes,no preference,Maybe,About You-The 1975
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,18,Business: Actuarial,N/A,"I might possibly double major in RMI, but I have not decided. Also, if I don't get into the business school, then I will most likely major in statistics.","53,150",45.4408,12.3155,No,sausage,dog,Yes,early bird,Maybe,Sour Patch Kids by Bryce Vine
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,19,Mathematics/AMEP,,History,"53,706",61.2181,-149.9003,No,pepperoni,dog,No,night owl,Yes,Heaven - Bryan Adams
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,,,"53,706",52.2297,21.0122,No,pepperoni,neither,No,night owl,Yes,Loyalty - Kendrick Lamar
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Psychology,,"53,703",40.6854,-73.9949,No,pepperoni,dog,Yes,night owl,Yes,Cherry-coloured funk
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,19,Engineering: Biomedical,,,"53,706",40.4355,-79.9915,No,pepperoni,dog,No,early bird,Yes,Dream On
+COMP SCI 319:LEC004,LEC004,26,Science: Physics,,I am graduate student in the Physics PhD program. I have bachelors degrees in physics and math.,"53,703",46.8721,-113.994,Maybe,mushroom,cat,Yes,night owl,Maybe,I don't have one.
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,18,Business: Other,Marketing,Computer Science,"53,706",33.7,-117.8,No,sausage,dog,No,early bird,Maybe,Pluto Projector- Rex Orange County
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,19,Other (please provide details below).,Biology and Statistics,,"53,706",40.7128,-74.006,Maybe,green pepper,dog,No,no preference,Yes,Closer by RM
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC001,21,Other (please provide details below).,econ,data science,"60,517",,,No,sausage,dog,Yes,night owl,Yes,forever young - lil yachty
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,20,Computer Science,,"Either a certificate or another major in Data Science (in addition to primary, B.S. Computer Science)","53,715",151.7415,16.5004,Yes,pepperoni,cat,Yes,night owl,Maybe,Power Trip
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,19,Business: Information Systems,N/A,Risk Management & Insurance,"53,715",32.7157,-117.1611,No,basil/spinach,dog,No,night owl,Yes,Hard place- HER
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,19,Science: Physics,,Astronomy-physics,"53,715",33.4484,-112.074,No,sausage,dog,No,early bird,Yes,Angel Eyes by ABBA
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,18,Statistics,,Journalism,"53,706",47.6,-122.33,Yes,mushroom,cat,No,night owl,Yes,Right now Scheherazde by Rimsey-Korsakov because we are playing it in orchestra.
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Data Science,,,"53,703",48.2092,16.3728,Yes,Other,cat,No,night owl,Yes,Nights - Frank Ocean
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,18,Other (please provide details below).,Economics,Finance,"53,706",40.7128,-74.006,Maybe,mushroom,neither,Yes,no preference,Yes,Summer by Calvin Harris
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,21,Science: Other,n/a,n/a,"53,703",36.1627,-86.7816,No,pepperoni,dog,No,night owl,Yes,That's Why I Love Dirt Roads by Granger Smith
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,21,Other (please provide details below).,Economic ,Data science ,"53,703",22.5431,114.0579,Yes,sausage,neither,Yes,no preference,No,Better now (Post Malone)
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC001,22,Other (please provide details below).,Economics,,"53,715",43.7696,11.2558,No,pepperoni,dog,No,night owl,Yes,Nights by Frank Ocean
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,20,Computer Science,,,"53,715",43.0333,-87.9223,Maybe,pepperoni,dog,Yes,night owl,Yes,Virtual Insanity
+COMP SCI 319:LEC002,LEC002,23,Business: Other,None,None,"53,703",39.9042,116.4074,No,mushroom,dog,No,early bird,Yes,Past Lives
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,20,Business: Actuarial,,,"53,715",41.8781,87.6298,No,pepperoni,cat,Yes,early bird,No,Got It On Me by Pop Smoke
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,19,Other (please provide details below).,Data Science ,Economics ,"53,703",40.7831,-73.9713,Yes,Other,dog,No,no preference,No,"It's Been a Long, Long Time"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,20,Science: Other,Atmospheric and Oceanic Sciences (Meterology),,"53,715",43.0744,-89.3925,No,macaroni/pasta,dog,Yes,night owl,Yes,All Night Longer - Sammy Adams
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,20,Computer Science,,,"53,715",42.3611,71.0589,No,Other,dog,Yes,night owl,Yes,Way Back Home by Shaun
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,19,Engineering: Mechanical,,,"53,706",43.6532,-79.3832,No,pepperoni,dog,Yes,no preference,Maybe,Demons by Imagine Dragons
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Other (please provide details below).,statistics,"data science, pre-law, economics","53,706",35.6895,139.6917,Maybe,mushroom,dog,No,night owl,Yes,Graduation by Kanye West
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,18,Engineering: Mechanical,,,"53,706",43.0085,-87.9144,No,pepperoni,dog,No,night owl,Yes,Heartless
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,21,Business: Finance,,,"53,703",41.7058,-91.5812,No,sausage,dog,No,night owl,Yes,Lady May - Tyler Childers
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,20,Engineering: Mechanical,,I think I would want to go into film ,"53,726",37.7749,-122.4194,No,pepperoni,cat,Yes,early bird,No,"I dont have a favorite song right now but I really like artists like juice world and xxxtentacion
+
+
+
+my favorite songs by those artists are
+
+Man of The Year - JuiceWrld
+
+Vice City - XXXTENTACION"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,19,Engineering: Industrial,,,"53,703",33.6088,-117.8734,Maybe,sausage,dog,No,night owl,Maybe,until the sun needs to rise
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,18,Business: Information Systems,,Finance,"50,376",41.87,-87,No,pepperoni,dog,No,night owl,Yes,Jungle Drake
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,,Computer Science,,,"53,715",28.5812,77.0509,Maybe,Other,dog,No,night owl,Yes,Jingle Bell- Hommie Dilliwala
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,"
+
+N/A",N/A,"53,711",41.4993,-81.6944,No,pepperoni,dog,No,night owl,Yes,90210- Travis Scott
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Statistics,,,"50,376",22.2032,-159.4957,No,sausage,dog,No,night owl,Maybe,He Can Only Hold Her by Amy Winehouse
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,18,Science: Other,Neurobiology,,"53,706",43.0731,-89.4012,No,Other,dog,Yes,night owl,Yes,Brandy by Looking Glass
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",51.5074,-0.1278,No,macaroni/pasta,cat,Yes,night owl,Yes,The Other Side of Paradise by Glass Animals
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,,,"53,706",33.4484,-112.074,No,pepperoni,dog,No,night owl,Yes,“The Nights” by Avicii
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,19,Other (please provide details below).,Statistics and Data Science,History Minor,"53,715",41.8781,-87.6298,Yes,pineapple,dog,Yes,night owl,Yes,Runaway by Kanye West
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,19,Engineering: Mechanical,,,"53,715",37.3891,-5.9845,No,pepperoni,dog,No,early bird,Maybe,
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,19,Engineering: Mechanical,,,"53,703",33.4942,11.9261,No,sausage,dog,No,no preference,Maybe,SHout at the devil
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,20,Engineering: Mechanical,,,"53,715",28.3642,82.6955,No,Other,cat,No,night owl,Yes,Snow by Zach Byran
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",51.5,-0.12,Maybe,Other,neither,Yes,night owl,Yes,GIVE ME EVERYTHING
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,20,Other (please provide details below).,Psychology ,Data Science as certificates ,"53,703",38.914,121.614,Maybe,sausage,dog,No,night owl,Maybe,90210 by travis scott
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC004,18,Engineering: Biomedical,n/a,n/a,"53,706",43.0656,-89.3962,No,mushroom,dog,Yes,early bird,No,Bad habit by steve lacy
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,20,Computer Science,,,"53,711",31.326,75.5762,No,pepperoni,dog,No,night owl,Maybe,Unstoppable (By Sia)
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC001,20,Engineering: Biomedical,,,"53,703",55.9502,-3.1875,No,pepperoni,cat,No,night owl,Yes,Leaning On You By HAIM
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,22,Science: Chemistry,,,"53,726",20.7984,-156.3319,No,sausage,dog,No,night owl,Yes,"""The Good I'll Do"" by Zach Bryan"
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,20,Other (please provide details below).,Mechanical Engineering ,History and Minor in Educational Studies,"53,705",43.0731,-89.4012,No,pepperoni,cat,No,no preference,Maybe,"Currently, ""Used to the Darkness,"" by Des Roc
+
+ "
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,pepperoni,dog,Yes,no preference,Maybe,Savior- Kendrick Lamar
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC001,19,Business: Information Systems,,International Business,"53,706",45.1858,109.2468,Maybe,basil/spinach,dog,Yes,night owl,No,"""Body"" Loud Luxury"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,21,Other (please provide details below).,Atmospheric & Oceanic Sciences,,"53,711",43.6123,-110.7054,No,macaroni/pasta,dog,No,night owl,Maybe,Party in the USA by Miley Cyrus
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,19,Data Science,,International Studies,"53,706",110.7624,43.4799,Yes,basil/spinach,dog,Yes,no preference,Yes, What Once Was - Her's
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,19,Other (please provide details below).,"Human Development and Family Studies
+
+ ",Psychology,"53,715",23,113,No,pepperoni,cat,Yes,no preference,Yes,SOS
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,19,Business: Other,Marketing ,Psychology,"53,706",40.7831,73.9712,No,sausage,cat,No,night owl,Yes,Everybody wants to go to heaven - Glenn Yarbrough and the limeliters
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,18,Computer Science,,Data Science,"53,121",38.9344,-74.9224,Maybe,pepperoni,dog,No,night owl,Maybe,Replay
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,18,Business: Information Systems,Business: Information Systems,"OTM, Data Science minor","53,706",22.3193,114.1694,Maybe,macaroni/pasta,dog,Yes,night owl,Yes,Memphis Doom by Kordhell
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Other (please provide details below).,,Industrial Engineering or Econ as 2nd major.,"53,703",42.3601,-71.0589,Yes,sausage,dog,Yes,early bird,Yes,"""Where Da Hood At?"" by DMX"
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,18,Business: Information Systems,,,"53,706",46.2276,2.2137,Yes,sausage,dog,Yes,early bird,Maybe,Flowers by Miley Cyrus
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,21,Science: Biology/Life,,Data Science Certificate,"53,715",50.0755,14.4378,No,pepperoni,cat,Yes,early bird,Yes,Mirrorball by Zinadelphia
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,19,Data Science,My primary major is data science,My secondary major is Economics,"53,703",35,103,Yes,pineapple,dog,No,early bird,Maybe,Highest in the Room
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,20,Engineering: Mechanical,,,"53,703",44.5133,-88.0133,No,pepperoni,dog,No,night owl,Maybe,This Side of a Dust Cloud by Morgan Wallen
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,,Computer Science,,,"53,703",40.7128,-74.006,No,mushroom,dog,Yes,night owl,Yes,Warning by Morgan Wallen
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,22,Business: Finance,,,"53,703",42.3601,-71.0589,No,sausage,dog,No,night owl,Yes,Underwater - Rufus Du Sol
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,19,Engineering: Mechanical,,,"53,706",51.5074,-0.1278,No,sausage,dog,No,no preference,Yes,Read My Mind
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,18,Engineering: Other,,,"53,711",43.1169,-89.5621,Maybe,macaroni/pasta,cat,Yes,night owl,No,Honest Baby Keem
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,22,Other (please provide details below).,Economics w/ math emphasis,,"53,703",41.8781,-87.6298,No,pepperoni,dog,No,early bird,No,Jigsaw Falling Into Place
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,19,Engineering: Mechanical,,,"53,706",21.3414,158.1242,No,sausage,dog,No,early bird,No,Duke's On Sunday by Jimmy Buffett OR
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,20,Statistics,,"Data Science
+
+Political Science","53,711",35.1815,136.9066,Yes,mushroom,dog,No,early bird,Yes,"Livin on A prayer Bon Jovi
+
+ "
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,18,Engineering: Biomedical,,,"53,706",43.0376,-90,No,sausage,dog,No,night owl,Yes,Location - Playboy Carti
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,18,Business: Information Systems,,,"53,706",41.8818,-87.6232,Maybe,pepperoni,dog,Yes,night owl,Yes,me enamaora by juanes
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,18,Other (please provide details below).,Economics BS,N/A,"53,706",0.3157,32.5781,Yes,green pepper,dog,Yes,early bird,Maybe,"Calm Down, Rema"
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,,,"53,706",40.2133,-77.008,No,pepperoni,dog,No,night owl,Maybe,freebird
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,19,Computer Science,,,"53,706",42.3611,71.0589,Yes,pepperoni,dog,Yes,early bird,No,Slide by Calvin Harris
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,,,"53,706",35.6895,139.6917,No,pepperoni,dog,Yes,night owl,No,take me back to the night we met
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,18,Engineering: Other,,,"53,706",51.5074,-0.1278,No,sausage,cat,No,night owl,Yes,"""Velvet Light"" Jakob Ogawa"
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,18,Science: Chemistry,,,"53,703",41.8781,-87.6298,No,pepperoni,dog,No,night owl,Maybe,Miss Understood - Little Simz
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,21,Data Science,,,"53,703",15.8451,-85.9351,Yes,Other,dog,No,night owl,Yes,Beautiful Girls
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,21,Other (please provide details below).,Economics,Data Science Certificate ,"53,703",32.7157,-117.1611,Maybe,pepperoni,dog,No,no preference,Yes,Daniel- Elton John
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,21,Computer Science,,Mathematics,"53,711",43.0478,-88.0014,No,basil/spinach,cat,Yes,night owl,Yes,Answers
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,18,Business: Actuarial,,,"53,715",43.0731,-89.4012,No,pineapple,dog,Yes,night owl,Yes,"""Best Song Ever"""
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,18,Science: Physics,,,"53,715",29.5669,106.593,Maybe,none (just cheese),cat,No,night owl,Maybe,
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,20,Other (please provide details below).,Economics,,"53,703",43.0289,-87.9722,No,pineapple,dog,No,no preference,Maybe,Hysteria by Def Leppard
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,18,Mathematics/AMEP,,,"53,706",7.2575,80.521,Maybe,none (just cheese),cat,No,no preference,Maybe,IZ-US – aphex twin
+COMP SCI 319:LEC003,LEC003,,Science: Biology/Life,,,"53,705",40.4406,-79.9959,No,pepperoni,neither,No,night owl,Maybe,Be Quiet and Drive (Far Away)
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,20,Engineering: Other,,,"53,701",7.7368,98.3068,Maybe,sausage,dog,Yes,night owl,Yes,Otherside - Red Hot Chili Peppers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,19,Business: Actuarial,,,"53,706",43.04,-87.91,Maybe,pepperoni,dog,No,no preference,No,Cabo - Bankrol Hayden
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,19,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,Other,cat,Yes,no preference,Yes,too many to choose from
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,19,Other (please provide details below).,BBA in finance with double major in Data science. ,data science,"1,520",30.2741,120.1551,Yes,sausage,neither,Yes,night owl,Yes,I don't have one.
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,20,Science: Other,Geoscience,Atmospheric and Oceanic Science,"53,704",41.8781,-87.6298,No,green pepper,cat,No,early bird,No,State of Grace by Taylor Swift
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,20,Science: Biology/Life,,,"53,715",40.713,-74,No,pepperoni,dog,No,night owl,Yes,POSE by MICHELLE
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,18,Engineering: Biomedical,,,"53,715",52.3631,4.8795,No,pepperoni,dog,Yes,early bird,Maybe,Mastermind by Taylor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,23,Data Science,,,"53,711",40.7537,-73.0814,Yes,pepperoni,dog,Yes,night owl,Yes,"I usually follow the trends in music. Currently one of my favorite songs is Creepin' by Metro Boomin, The Weeknd, and 21 Savage."
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,19,Engineering: Biomedical,,,"53,706",24.1635,120.6467,No,sausage,cat,Yes,night owl,Maybe,Wasting Time - Chiiild
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,18,Data Science,,Political Science,"53,706",18.4655,-66.1057,Yes,mushroom,dog,Yes,early bird,Yes,Gypsy by Fleetwood Mac
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,20,Business: Finance,,Risk management,"53,715",30.2741,120.1551,Maybe,mushroom,cat,Yes,night owl,Maybe,Last Suprise- Lyn
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,18,Engineering: Biomedical,,,"53,706",26.4536,-81.9571,No,pineapple,dog,No,night owl,Maybe,My favorite song is probably Head Over Heels by Tears for Fears
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,19,Business: Actuarial,,Risk Management and Insurance,"53,703",44.9537,93.09,No,pepperoni,dog,No,night owl,No,Daydreaming - Harry Styles
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Other (please provide details below).,Economics,,"53,703",39.9167,116.3833,Maybe,pepperoni,dog,No,night owl,Maybe,Ghost by Matthew Parker
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,19,Engineering: Mechanical,,,"53,726",34.8697,-111.7609,No,Other,cat,No,night owl,Yes,Hold the Line - Toto
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC001,19,Engineering: Biomedical,,,"53,706",44.9537,93.09,No,pineapple,dog,Yes,early bird,No,Whole Wide World
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,18,Data Science,,,"53,719",41.8781,-87.6298,Yes,green pepper,dog,No,night owl,Maybe,This Is Amazing Grace
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,18,Engineering: Biomedical,,,"53,706",42.9955,-88.0957,No,mushroom,dog,Yes,night owl,Yes,Don't Fear the Reaper
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,22,Computer Science,NA,Business,"53,715",17.385,78.4867,No,mushroom,dog,No,night owl,Yes,Un Millon by The Marias
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,21,Science: Biology/Life,,"Digital Studies (certificate), Computer Science (certificate)","53,703",51.3151,3.1309,No,pineapple,cat,No,night owl,Yes,"Defying Gravity - Wicked
+
+The Tree on the Hill - The Lightening Thief Musical
+
+Reckless Driving - Lizzy McAlpine
+
+Hawk in the Night - Madds Buckley
+
+Stick Season - Noah Kahan
+
+Dear John - Taylor Swift
+
+Sorry I couldn't pick just one!"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Data Science,,,"53,703",21.3069,-157.8583,No,pepperoni,neither,Yes,no preference,No,i want war(BUT I NEED PEACE) - Kali Uchis
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,20,Business: Information Systems,,Business: Marketing,"53,705",35.6895,139.6917,No,none (just cheese),cat,No,night owl,Yes,Ghost in the Machine - Sza ft Phoebe Bridgers
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC001,19,Engineering: Mechanical,,,"53,706",25.7019,-80.4362,No,macaroni/pasta,dog,No,night owl,Yes,mitis
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,18,Engineering: Biomedical,,,"53,706",39.6417,74.1886,No,basil/spinach,dog,Yes,night owl,Yes,"Walking on a Dream, Empire by the Sun"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,19,Data Science,,,"53,703",41.8818,87.6298,Yes,pepperoni,dog,No,early bird,Maybe,You Should Probably Leave - Chris Stapleton
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,,Statistics,,,"53,706",40.7128,-74.006,Yes,none (just cheese),dog,No,night owl,Maybe,When We Were Young by Adele
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,18,Business: Finance,My primary major is finance,My secondary major will either be information systems or data science depending on how I feel at the end of the semester,"53,726",30.0444,31.2357,Yes,none (just cheese),neither,No,early bird,Yes,Rich Flex by 21 savage and drake
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC001,19,Other (please provide details below).,Data Science and Psychology,,"53,706",34.0522,-118.2437,Yes,pineapple,cat,No,early bird,Yes,dramatic
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,19,Engineering: Other,,,"53,706",19.4326,-99.1332,No,pepperoni,dog,No,no preference,Yes,Me Porto Bonito by Bad Bunny
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,18,Engineering: Biomedical,,,"53,706",41.8781,-87.6298,No,pineapple,dog,No,no preference,No,Self Care - Mac Miller
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,20,Business: Other,Management and Human Resources,Neurobiology,"53,703",41.9134,-87.675,No,pineapple,dog,Yes,early bird,Maybe,It's a long way to the top (if you want to rock and roll)
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,20,Other (please provide details below).,Consumer Behavior and Marketplace Studies ,Certificate on Data Science,"53,719",43.0731,-89.4012,No,sausage,dog,No,no preference,Yes,Mic Drop by BTS
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,18,Computer Science,,,"53,706",32.7157,-117.1611,Maybe,pineapple,dog,Yes,no preference,Maybe,"""PB & J"" by Mitchell James"
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,,,"53,711",41.882,-87.7057,No,Other,cat,No,no preference,Yes,dark red by steve lacy
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,18,Engineering: Mechanical,,,"53,706",32.0853,34.7818,No,pineapple,dog,Yes,no preference,Maybe,The great gig in the sky - pink floyd
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,21,Computer Science,N/A,N/A,"53,711",17.385,78.4867,No,pineapple,neither,No,night owl,No,Tum Hi Ho
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,18,Science: Biology/Life,,,"53,706",37.7749,122.4194,Yes,none (just cheese),dog,No,night owl,Yes,Under the Sun by Cuco
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,20,Engineering: Biomedical,N/A,N/A,"53,703",40.7672,-73.9101,No,sausage,dog,No,early bird,No,Good Old Fashioned Lover Boy by Queen
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,18,Engineering: Biomedical,,,"53,715",41.8781,-87.6298,No,pepperoni,dog,Yes,night owl,Yes,How to Save a Life by The Fray
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,20,Other (please provide details below).,Economics,,"53,562",21.3891,39.8579,No,mushroom,cat,No,night owl,Yes,New Light by John Mayor
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC001,18,Statistics,,,"53,703",47.56,7.59,Maybe,Other,dog,No,no preference,No,Wait for It by Leslie Odom Jr.
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,18,Data Science,None.,None.,"53,706",41.9028,12.4964,Maybe,pepperoni,dog,Yes,night owl,Yes,Mr. Brightside by The Killers
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,19,Data Science,"I am an Economics major, but I am trying to pair that with a data science certificate.","No secondary majors, just one certificate.","53,706",43.041,-87.906,Maybe,pepperoni,dog,No,early bird,No,reloaded - Chicken P
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,17,Other (please provide details below).,im currently in highschool and I don't know what major I am going to do yet,,"53,562",41.0082,28.9784,Maybe,mushroom,dog,No,night owl,Yes,"""Whats good"" by tyler the creator"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,21,Business: Finance,,Supply Chain Management,"53,703",61.431,-142.9113,No,sausage,dog,Yes,early bird,Yes,Lemon Tree by Mt. Joy
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,19,Business: Actuarial,,Mathematics,"53,706",46.01,-91.4821,Yes,pepperoni,dog,Yes,night owl,Yes,"4 Da Gang by 42 Dugg
+
+ "
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,22,Other (please provide details below)., Econ and DS,maybe also minor in sth,"53,703",23.129,113.2532,Maybe,mushroom,dog,Yes,no preference,No,Lemon (Kenshi Yonezu)
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,20,Other (please provide details below).,Economics,,"53,703",43.07,89.4,No,pepperoni,dog,No,night owl,Yes,Seven Nation Army by The White Stripes
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,20,Engineering: Industrial,,,"53,703",-6.369,34.888,No,macaroni/pasta,dog,No,night owl,Yes,Love Sosa
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,18,Engineering: Biomedical,,,"53,706",42.3601,71.0589,No,pineapple,dog,Yes,early bird,Yes,We Are The Champions
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,18,Data Science,,Economics,"53,706",1.3521,103.8198,Yes,pepperoni,dog,Yes,night owl,Yes,love. - kid cudi
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,21,Business: Finance,,,"53,703",40.7128,-74.006,No,pepperoni,dog,Yes,early bird,Yes,Party USA by Katy Perry
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,19,Business: Information Systems,n/a,n/a,"53,706",41.8781,87.6298,No,Other,neither,Yes,night owl,Yes,jumbotron by drake
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,19,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,none (just cheese),dog,No,night owl,Yes,Instant Crush by Daft Punk
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,18,Business: Finance,,Data Science,"53,715",20.7984,-156.3319,Yes,pepperoni,dog,No,early bird,Yes,Firework- Katy Perry
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,19,Engineering: Mechanical,,,"53,706",4.711,-74.0721,No,pineapple,dog,Yes,night owl,Maybe,no role modelz
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,18,Business: Finance,,,"53,706",37.3382,-121.8863,No,pineapple,dog,No,night owl,Yes,Good News by Mac Miller
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,,Data Science,,Economics,"53,715",53.48,-2.24,Yes,sausage,dog,Yes,night owl,Maybe,Hotel California by The Eagles
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC001,,Business: Other,,legal studies ,"53,706",40.9386,21.1063,Maybe,pineapple,dog,Yes,night owl,No,L-O-V-E by Nat King Cole
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,,Engineering: Mechanical,,,"53,706",41,12,No,sausage,cat,Yes,night owl,Yes,Ram Ranch
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,19,Engineering: Mechanical,,,"53,703",42.1098,-87.7335,No,macaroni/pasta,dog,No,night owl,Maybe,On Wisconsin
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,19,Business: Other,"Hi, I'm in Economics major "," I wanna double data science major as well. I also take a business certificate.
+
+ ","53,703",23.1291,113.2644,Yes,pepperoni,neither,No,night owl,Maybe,"ummmm doubletake. I love the rhyme
+
+ "
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,20,Engineering: Mechanical,,,"53,726",38.5327,-105.9969,No,green pepper,dog,Yes,night owl,Maybe,good news by mac miller
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,19,Engineering: Mechanical,N/A,I'm looking at getting certificates in Business Operations or Administration,"53,706",-37.8004,174.87,Maybe,pineapple,dog,No,night owl,Maybe,Enchanted by Taylor Swift or I Only Have Eyes for You by The Flamingos
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC001,26,Engineering: Mechanical,,,"53,703",37.5665,126.978,No,pineapple,dog,No,night owl,No,Sunflower
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,,Business: Actuarial,,RMI,"53,706",44.1562,12.2181,No,basil/spinach,dog,Yes,night owl,Yes,Too many
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC001,18,Other (please provide details below).,undecided,none,"53,706",32.7157,117.1611,Maybe,pepperoni,cat,No,no preference,Yes,Outerspace - BEAUZ
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,20,Business: Finance,,,"53,703",47.6495,-122.3708,No,sausage,dog,No,night owl,Yes,Stairway to Heaven by Led Zeppelin
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,18,Engineering: Mechanical,,,"53,706",-13.5207,-71.9791,No,pepperoni,cat,No,night owl,Yes,Forever After All - Luke Combs
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,18,Engineering: Industrial,,,"53,706",43.6123,-110.7054,No,sausage,dog,No,night owl,Maybe,Love by kid cudi
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,,Engineering: Mechanical,,,"53,706",37.7749,-122.4194,No,none (just cheese),cat,No,early bird,Yes,Pursuit of Happiness - Kid Cudi
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,,,"53,706",37.8531,15.2879,Maybe,Other,cat,No,no preference,Maybe,Interstate Love Song- Stone Temple Pilots
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,,Business: Finance,,,"53,705",22,120,Maybe,pineapple,neither,Yes,night owl,Yes,love story
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,20,Data Science,,,"53,726",64.1814,51.6941,Yes,sausage,dog,Yes,night owl,No,sweater weather
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,20,Engineering: Mechanical,,,"53,716",38.9072,-77.0369,No,pepperoni,dog,Yes,night owl,No,Una Vez
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,19,Business: Information Systems,,,"53,715",43.0731,-89.4012,No,sausage,dog,No,night owl,Yes,Life is a Highway
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,18,Business: Information Systems,,,"53,706",44.9591,89.6301,No,pepperoni,cat,No,no preference,Yes,Supermarket Flowers -Ed Sheeran
+COMP SCI 319:LEC003,LEC003,,Languages,,,"53,562",31,121,Maybe,pineapple,dog,No,no preference,Yes,生而为人
+COMP SCI 319:LEC002,LEC002,23,Other (please provide details below).,Information - Data Analytics track,NA,"53,705",43.0731,-89.4012,Maybe,pepperoni,cat,No,night owl,No,No Hands
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,19,Engineering: Other,My primary major is Engineering Mechanics.,N/A,"53,703",43.07,-89.4,Maybe,none (just cheese),dog,Yes,early bird,Yes,Wish you were here - Pink Floyd
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Finance,Information Systems,"53,706",35.6895,139.6917,No,pepperoni,dog,No,early bird,No,Playlist (Kid Quill)
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,19,Data Science,,,"53,706",41.8781,-87.6298,Yes,pepperoni,dog,No,night owl,Yes,Feathered Indians - Tyler Childers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC001,19,Other (please provide details below).,Undecided ,,"53,704",26.4434,-82.1115,Yes,pineapple,cat,No,no preference,Maybe,Coming Home by Leon Bridges
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,20,Data Science,,Information Science,"53,703",25.7617,-80.1918,Yes,pepperoni,dog,No,night owl,Yes,Love Yourz - J Cole
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,24,Other (please provide details below).,"I was a psychology major at my undergraduate. Now, I work as a Post-Bac Research Specialist here in the Department of Psychology. My next desired degree will be a PhD in Clinical Psychology!",N/A,"53,716",45.8998,6.1284,No,Other,cat,No,night owl,Maybe,The Perfect Girl by Mareux
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,20,Business: Information Systems,,Economics,"53,703",43.66,-70.26,No,sausage,dog,No,early bird,Yes,Band on the Run - Wings
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Economics BA,no,"53,703",28.6829,115.8582,Maybe,Other,dog,No,night owl,Yes,Under the Stars
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,ECONOMICS BS,NO,"53,703",23.1,113.2,Maybe,basil/spinach,cat,No,night owl,Maybe,"F.Chopin, Ballade No.1, Op.23"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,19,Other (please provide details below).,Economics,consumer behavior and marketplace studies,"53,715",28.6139,77.209,No,none (just cheese),dog,Yes,night owl,Maybe,Bad idea- girl in red
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,18,Engineering: Mechanical,,,"53,706",35.7796,-78.6382,No,none (just cheese),dog,Yes,no preference,No,"I can't pick just one, but anything Lana Del Rey. "
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Science: Biology/Life,,Political Science,"53,706",42.3601,-71.0589,No,macaroni/pasta,dog,No,night owl,Yes,"""Conversations in the Dark"" by John Legend"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,18,Business: Other,Real Estate & Urban Land Economics,Data Science Certificate,"53,706",43.0731,-89.4012,No,none (just cheese),dog,No,night owl,Maybe,90210 by Travis Scott
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC001,19,Other (please provide details below).,Information Science,Data Science certificate,"53,715",41.9104,-85.9825,No,pepperoni,dog,Yes,night owl,No,Big Parade by the Lumineers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,20,Other (please provide details below).,Economics,Political Science,"53,715",38.9072,-77.0369,Yes,none (just cheese),dog,Yes,night owl,Yes,Ode to a Conversation Stuck in Your Throat - Del Water Gap
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,19,Engineering: Mechanical,,,"53,706",45.5122,-122.6587,No,basil/spinach,dog,Yes,early bird,Yes,Fergalicious by Fergie
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,20,Business: Other,I am an HR management major,Information Science ,"53,711",30.0444,31.2357,No,Other,cat,No,night owl,Yes,Closer
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,18,Data Science,,"Economics, and/or Pre-Business (Marketing or Finance)","53,715",40.2848,-76.6493,Yes,none (just cheese),cat,No,night owl,Maybe,MCK by Group Project
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,19,Engineering: Other,Materials Science and Engineering,,"53,711",41.3814,2.1776,No,Other,dog,No,night owl,Yes,Bird's Eye View - Static Selektah
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,18,Data Science,,Economics,"53,706",39.9526,-75.1652,Yes,mushroom,cat,Yes,night owl,No,1937 State Park
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,18,Engineering: Biomedical,,,"53,706",45.4631,-88.787,No,mushroom,cat,Yes,night owl,No,Hotel Room Service by Pitbull
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,19,Business: Actuarial,,"Data Science, Risk Management & Insurance","53,706",37.7749,-122.4194,Yes,pineapple,dog,No,early bird,No,Paris
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,18,Statistics,,Data Science is my second major,"53,706",38.9494,-77.0611,Yes,pepperoni,dog,Yes,night owl,Yes,"Absolutely have no idea. Too many favorites. I know its a cop out answer, but its all I've got. "
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC001,19,Mathematics/AMEP,,"Data Science certificate, Business certificate","53,703",43.0722,89.4008,No,basil/spinach,cat,No,early bird,Maybe,Goodbye Yellow Brick Road
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,19,Business: Information Systems,,Accounting,"53,715",47.6062,-122.3321,No,sausage,dog,Yes,early bird,No,Rich Girl
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,20,Other (please provide details below).,Economics ,,"53,703",51.5099,-0.1181,No,mushroom,dog,Yes,early bird,No,"Burn, Burn, Burn by Zach Bryan"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC001,19,Business: Finance,,Information systems,"53,715",44.8413,-93.1669,No,pepperoni,dog,Yes,night owl,Yes,Pursuit of Happiness
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,20,Engineering: Industrial,,,"53,703",44.9365,-93.6579,No,pineapple,dog,No,night owl,Yes,August
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,19,Data Science,,,"53,711",40.7128,-74.006,Yes,pepperoni,dog,No,night owl,Yes,Last Last - Burna Boy
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,19,Business: Information Systems,,Business: Accounting,"53,715",44.4214,-92.0081,No,mushroom,dog,Yes,no preference,Maybe,Runaway
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,20,Computer Science,,Cert in Data Science,"53,711",43.3196,3.3125,No,green pepper,dog,Yes,night owl,Yes,Venetia- Lil Uzi Vert
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,20,Engineering: Biomedical,,,"53,715",43.0403,-87.9147,No,sausage,dog,Yes,no preference,Yes,Jack and Diane
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,21,Other (please provide details below).,Communication arts,Strategic communication,"53,703",43.0731,-89.4012,No,mushroom,cat,Yes,early bird,Yes,她的睫毛
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,22,Other (please provide details below).,Journalism and mass communication,Data Science,"53,703",30.2741,120.1551,Maybe,pineapple,dog,Yes,night owl,Maybe,N95 - Kendrick Lamer
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,18,Computer Science,,Data Science,"53,706",37.3688,-122.0363,Yes,Other,neither,No,early bird,Yes,Hungarian Rhapsody No. 2 by Franz Liszt
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,economics,,"53,706",39.1303,-94.6362,No,pineapple,cat,Yes,night owl,Yes,missed calls
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,18,Engineering: Mechanical,,,"53,706",35.6895,139.6917,Maybe,pepperoni,dog,Yes,night owl,Yes,The ills by Denzel Curry
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,18,Engineering: Biomedical,,,"53,706",41.83,-87.6,No,macaroni/pasta,cat,No,no preference,No,Other Side of the Door
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC001,21,Other (please provide details below).,Right now BSE,n/a,"53,703",33.6189,117.9298,No,mushroom,dog,No,early bird,No,Caught in the Country
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,18,Engineering: Mechanical,,,"53,706",42.4155,-88.0731,No,pepperoni,dog,No,no preference,No,It's too hard to pick
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,21,Data Science,,,"53,590",43.1892,-89.2567,Yes,mushroom,dog,Yes,early bird,Maybe,a whole new world - aladdin
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,,Science: Other,,,"53,589",42.3314,-83.0458,No,pepperoni,neither,No,night owl,Maybe,Paint Me Red
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,21,Science: Other,,,"53,715",45.1872,87.1209,No,pepperoni,dog,Yes,no preference,No,Space Song - Beach House
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,22,Mathematics/AMEP,,,"53,703",21.3069,-157.8583,No,pepperoni,dog,No,early bird,Yes,One More Time - Daft Punk
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC001,18,Other (please provide details below).,"I'm currently still deciding between several different majors. Originally, I applied to UWMadison with the intention of majoring in Nutritional Sciences but I'm currently leaning towards economics. ",,"53,706",37.5665,126.978,No,macaroni/pasta,cat,No,no preference,Yes,I don't have one
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,19,Engineering: Mechanical,,,"53,706",47.7429,-90.3265,No,pepperoni,dog,Yes,early bird,No,Inevitable by Lauren Daigle
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,23,Data Science,.,.,"53,704",32.7157,-117.1611,Yes,pepperoni,dog,Yes,early bird,Maybe,Avicii - Wake me up
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,,Computer Science,,,"53,703",40.7128,-74.006,Maybe,none (just cheese),neither,No,no preference,Maybe,i dont listen music
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,20,Other (please provide details below).,econ,data Science ,"53,706",39.9333,116.4446,Yes,pineapple,neither,No,night owl,No,catch my breath
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,20,Engineering: Industrial,,I also major in Statistics ,"53,726",3.139,101.6869,Maybe,pepperoni,dog,No,early bird,Maybe,The Weight by The Band
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,20,Business: Actuarial,,Also majoring in Risk Management and Insurance,"53,715",47.6,-122.3,No,sausage,dog,No,night owl,Maybe,Lover by Taylor Swift
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,20,Other (please provide details below).,Economics,,"53,703",43.0739,-89.3852,Yes,none (just cheese),cat,No,early bird,Maybe,Oblivion - Grimes
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,18,Engineering: Biomedical,,,"53,706",42.3601,-71.0589,No,none (just cheese),dog,Yes,night owl,Maybe,Strawberry Sunscreen by Lostboycrow
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,19,Science: Other,Atmospheric and Oceanic Science,,"53,706",52.3676,4.9041,Maybe,mushroom,dog,No,no preference,No,'I Need a Dollar' - MOLOW & Ben Hamilton
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,19,Engineering: Biomedical,,,"53,706",44.9437,-93.0943,No,basil/spinach,dog,Yes,night owl,Yes,Life on Mars? by David Bowie
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,22,Science: Other,,,"53,563",42.3601,-71.0589,No,sausage,dog,No,early bird,Yes,Til Tomorrow by Walker McGuire
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,economics ,data science ,"53,706",26.2389,73.0243,No,mushroom,neither,No,night owl,Yes,dekhte dekhte
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,19,Other (please provide details below).,I intend to be an information science major ,I was thinking of doing a certificate in computer science and entrepreneurship ,"53,711",43.0695,-89.4097,No,sausage,dog,Yes,early bird,Maybe,Straightjacket by Quinn XCII
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,18,Other (please provide details below).,Neurobiology,Data Science,"53,706",42.1106,-86.4794,Yes,pepperoni,dog,No,early bird,Yes,
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,18,Engineering: Other,Chemical Engineering,,"53,715",40.1209,9.0129,Maybe,basil/spinach,dog,No,night owl,No,"Feels- Pharrell Williams, Katy Perry, Big Sean"
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,22,Computer Science,,,"53,726",24.1477,120.6736,Yes,mushroom,dog,Yes,night owl,Maybe,Last Dance
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Engineering: Biomedical,,data science,"53,715",22.132,-159.6152,Yes,pepperoni,dog,No,early bird,Maybe,"burn, burn, burn by zach bryan"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC001,19,Engineering: Biomedical,,Thinking about Electrical engineering double major,"53,706",55.6761,12.5683,No,basil/spinach,dog,Yes,no preference,Maybe,Say it ain't so by Weezer
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,,Computer Science,,,"53,706",48.8566,2.3522,No,pineapple,dog,No,night owl,No,Homecoming - Kanye
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,19,Engineering: Mechanical,,,"53,703",25.2048,25.2048,No,none (just cheese),dog,No,night owl,Maybe,Maan Meri Jaan - King
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,,Science: Biology/Life,,,"53,703",25.033,121.5654,No,pepperoni,neither,No,night owl,Maybe,The Final Countdown
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,18,Engineering: Mechanical,,,"53,706",42.3601,-71.0589,Maybe,sausage,dog,No,night owl,Yes,"All time: David Ashley Parker -Travis Denning
+
+Current: All the Good Ones Are -Brothers Osborne"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,18,Engineering: Biomedical,,,"53,706",33.4934,-117.1488,No,pepperoni,dog,Yes,early bird,No,Enchanted by Taylor Swift.
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Business: Information Systems,,,"53,572",42.3601,-71.0589,No,pepperoni,cat,Yes,night owl,Yes,On Wisconsin
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Business: Information Systems,,Marketing,"53,705",11.7128,76.1104,No,sausage,neither,Yes,early bird,No,Jurassic Park theme song
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,19,Other (please provide details below).,Economics with math emphasis.,Mathematics.,"53,703",40.7128,-74.006,No,pepperoni,dog,No,night owl,No,Boy With Love by BTS
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,,,"53,706",44.5052,-89.7646,Maybe,mushroom,dog,No,early bird,No,The Great War by Taylor Swift
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,25,Statistics,,,"53,703",32.7157,-117.1611,No,mushroom,cat,No,early bird,Yes,OMG - NewJeans
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Business: Finance,,Economics,"53,706",43.4796,-110.7624,Maybe,pepperoni,dog,No,early bird,Maybe,Can I Kick It?
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,21,Science: Biology/Life,,,"53,703",42.3611,71.0571,No,green pepper,dog,No,night owl,Yes,Come Together - The Beatles
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,18,Engineering: Biomedical,,,"53,706",48.8566,2.3522,No,macaroni/pasta,cat,No,no preference,Maybe,Oogum Boogum
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,18,Engineering: Mechanical,Mechanical engineering,,"53,715",4.6243,-74.0636,No,Other,dog,Yes,no preference,Maybe,Cherries by Hope Tala & Amine
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,19,Science: Other,Economics,,,"53,715",10.7522,Maybe,sausage,dog,Yes,no preference,Yes,Buttercup by Hippo Campus
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,20,Business: Finance,,,"53,715",39.9,115.7,No,pineapple,dog,No,night owl,No,Bad habits
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,22,Engineering: Biomedical,,,"53,715",43.0731,-89.4012,No,pepperoni,cat,No,early bird,Yes,Detroit Rock City by Kiss
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Other (please provide details below).,Business: Marketing,Business: Information Systems,"53,706",49.2827,-123.1207,No,pepperoni,dog,Yes,early bird,Maybe,Ghost - Justin Bieber
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,18,Data Science,,,"53,706",40.7128,-74.006,Yes,mushroom,dog,No,no preference,Maybe,"Daylight by Joji, Diplo"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,20,Engineering: Biomedical,,,"53,703",45.19,-87.11,No,none (just cheese),dog,Yes,early bird,No,Feathered Indians
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,19,Science: Biology/Life,,,"53,706",43.4796,-110.7623,Yes,mushroom,dog,No,no preference,No,As We Ran by The National Parks
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,21,Engineering: Biomedical,,,"53,726",42.3601,-71.0589,No,basil/spinach,dog,No,night owl,Yes,Allemania by Twin Shadow
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,19,Data Science,,,"53,706",21.3099,157.8581,Maybe,pepperoni,dog,No,early bird,Yes,Blue Cheese
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,,,"53,706",43.0731,-89.4012,No,pepperoni,dog,Yes,night owl,Maybe,Sunny Day by Mr Tout Le Monde
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,20,Engineering: Industrial,,,"53,715",41.9028,12.4964,Maybe,sausage,dog,No,night owl,Yes,La solissitude stromae
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,18,Science: Biology/Life,,,"53,715",1.3521,103.8198,Maybe,pepperoni,dog,No,no preference,Yes,Attention -NewJeans
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,18,Engineering: Biomedical,,,"53,706",45.146,-92.433,Maybe,sausage,dog,No,no preference,Yes,&watch by Billie Eilish
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,19,Other (please provide details below).,Political Science,Data Science Certificate ,"53,703",51.5072,0.1276,Maybe,pepperoni,dog,Yes,early bird,Maybe,Eyes of the World by the Grateful Dead
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,18,Engineering: Mechanical,,,"53,706",-34.6037,-58.3816,No,mushroom,dog,No,night owl,No,Don't Look Back in Anger -Oasis
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,20,Business: Other,,Supply Chain Management,"53,715",37.3382,-121.8863,No,sausage,dog,Yes,night owl,Maybe,Mac Miller - Hurt Feelings
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,18,Data Science,,N/A,"53,715",28.404,-81.5769,Maybe,tater tots,neither,Yes,night owl,Yes,"My favorite song is ""Don't Stop Me Now"" by Queen."
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,20,Data Science,N/A,Mechanical Engineering,"54,703",39.7392,-104.9903,Yes,basil/spinach,dog,No,early bird,Yes,XO - EDEN
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Other (please provide details below).,Business: Entrepreneurship,Data Science,"53,706",42.8163,-89.6399,Yes,macaroni/pasta,dog,Yes,no preference,No,Mia and Sebastian's Theme from La la land
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,20,Mathematics/AMEP,,Education studies (plan to declare),"53,715",48.8566,2.3522,No,sausage,dog,Yes,night owl,Maybe,Underground-Lindsey Stirling
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,20,Business: Actuarial,,Risk Management and Insurance,"52,703",43.0389,-87.9065,No,pepperoni,dog,No,night owl,Yes,Party in the USA
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,,,"53,703",44.9998,-88.3687,No,none (just cheese),neither,No,night owl,No,"""Fight For Your Right"" by the Beastie Boys"
+COMP SCI 319:LEC001,LEC001,22,Business: Information Systems,,,"53,715",40.4168,-3.7038,Maybe,pepperoni,dog,No,no preference,Maybe,Die for you by The Weeknd
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,,Business: Information Systems,,,"53,706",42.5847,-87.8212,Maybe,none (just cheese),dog,No,night owl,Yes,pink + white
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,18,Business: Information Systems,N/A,N/A,"53,706",37.7749,-122.4194,No,basil/spinach,dog,Yes,no preference,Maybe,The Spins - Mac Miller
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,19,Business: Information Systems,,finance ,"53,716",22.3964,114.1095,No,mushroom,dog,No,no preference,Maybe,Something in the orange
+COMP SCI 319:LEC002,LEC002,26,Science: Other,I'm a graduate student in the Educational Psychology department.,,"53,705",30.1,104,Maybe,pineapple,cat,No,night owl,Yes,You owe me
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,20,Data Science,,Actuarial science,"53,715",27.9171,42.3551,Yes,tater tots,neither,No,no preference,Maybe,See you again
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,23,Engineering: Industrial,,,"53,703",43.0731,-89.4012,No,pepperoni,dog,No,early bird,Maybe,"Jane, Jefferson Starship"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,21,Other (please provide details below).,Economics,,"53,703",37.5665,126.978,No,pineapple,cat,No,early bird,Maybe,Norwegian Wood by The Beatles
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,19,Engineering: Mechanical,,,"53,706",33.1959,117.3795,No,pepperoni,dog,No,early bird,Yes,Goodbye Stranger by Supertramp
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,19,Business: Finance,Finance and banking,,"53,706",26.6141,-81.8258,Maybe,pepperoni,dog,No,night owl,Maybe,Mr blue sky
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,19,Engineering: Other,,,"53,706",36.6876,23.056,No,sausage,dog,No,night owl,Yes,Vienna-Billy Joel
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,18,Engineering: Biomedical,,,"53,703",41.8781,-87.6298,Yes,green pepper,dog,No,night owl,Yes,
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,,Data Science,"53,715",40.8518,14.2681,Yes,mushroom,dog,Yes,night owl,No,Raindrops - Travis Scott
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,29,Data Science,,,"53,713",22.3964,114.1095,Yes,pepperoni,dog,Yes,early bird,No,Dry Flower - Yuuri
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,18,Science: Other,undecided science,n/a,"53,706",41.4544,-72.8184,No,pepperoni,dog,No,night owl,No,Stick Season - Noah Kahan
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,18,Data Science,,,"53,706",38.9072,-77.0369,Yes,basil/spinach,dog,No,early bird,No,"""Somebody Else"" by The 1975."
+COMP SCI 319:LEC001,LEC001,24,Business: Information Systems,,,"53,715",31.5204,74.3587,No,mushroom,cat,No,early bird,Maybe,Counting Stars by One Republic
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,20,Computer Science,,"Data Science, Polish","53,706",54.356,18.6461,Yes,pepperoni,cat,Yes,early bird,No,Behind Blue Eyes - The Who
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,19,Engineering: Mechanical,,,"53,705",37.7749,-122.4194,No,pepperoni,dog,No,no preference,Yes,Dancing in the Moonlight by Toploader
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,20,Other (please provide details below).,Economics,,"53,715",43.0688,-89.4012,No,sausage,dog,No,night owl,Yes,All Along the Watchtower
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,21,Engineering: Other,Chemical Engineering,Chemistry,"53,726",41.8781,-87.6298,No,green pepper,dog,Yes,night owl,Maybe,Landslide by Fleetwood Mac
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,22,Computer Science,,,"53,705",43.0731,-89.4012,No,sausage,dog,No,early bird,Yes,"Circles, Post Malone"
+COMP SCI 319:LEC004,LEC004,,Other (please provide details below).,Pharmaceutical sciences,,"53,705",32.0603,118.7969,No,pineapple,cat,Yes,night owl,Maybe,Love story
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,20,Other (please provide details below).,"political science
+
+ ",economics,"53,715",113.6253,34.7466,No,mushroom,neither,No,early bird,Yes,kanye west - Runaway
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,18,Engineering: Biomedical,,,"53,706",42.0816,-88.1556,No,sausage,dog,No,night owl,Yes,"Its either
+
+*************
+4:44 - Jay Z
+*************
+
+or
+
+**************************************
+Евгений Белоусов - Девчонка-Девчоночка
+**************************************
+
+[] (https://www.youtube.com/@evgeniybelousov6194)"
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,18,Engineering: Biomedical,,,"53,706",18.3402,-67.2499,No,macaroni/pasta,dog,No,night owl,Yes,Feathered Indians
+COMP SCI 319:LEC003,LEC003,30,Other (please provide details below).,communication,,"53,705",48.86,2.35,Maybe,mushroom,neither,No,night owl,Yes,What a wonderful world
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,,Data Science,,,"53,706",41.8781,-87.6298,Yes,pepperoni,dog,Yes,no preference,Yes,"""Happy?"" by Caye"
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,19,Engineering: Biomedical,,,"53,703",37.7749,-122.4194,Maybe,pineapple,dog,Yes,night owl,Maybe,stars align by majid jordan
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC001,21,Mathematics/AMEP,,data science ,"53,711",30.5728,104.0668,Yes,pepperoni,dog,Yes,night owl,No,Stay-Justin biber/ come around me- Justin bieber
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC001,20,Other (please provide details below).,math,"data science, statistic","53,715",39.9167,116.3833,Yes,pineapple,neither,No,night owl,Maybe,never gonna give you up
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,20,Science: Biology/Life,,,"53,715",30.25,120.1667,No,pineapple,cat,No,night owl,No,70%
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC001,20,Engineering: Industrial,,,"53,706",36.1627,-86.7816,No,Other,dog,Yes,night owl,Maybe,Everlong - FooFighters
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,19,Engineering: Biomedical,,,"53,706",20.7194,-156.4464,No,basil/spinach,dog,Yes,night owl,Yes,"Broken Clocks
+
+- Sza"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,24,Data Science,,I would like to get CS certificate,"53,715",37.5042,127.0106,Yes,pineapple,dog,No,night owl,Yes,OMG - NewJeans
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,,Engineering: Biomedical,,,"53,703",34.0522,-118.2437,No,pepperoni,dog,Yes,night owl,Yes,Lavender Sunflower
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,19,Engineering: Industrial,,,"53,703",-33.8688,151.2093,No,pineapple,dog,Yes,early bird,Yes,Beautiful girls by Sean Kingston
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,23,Data Science,Data Science BA,None,"53,711",36.0671,120.3826,Yes,sausage,dog,Yes,night owl,Maybe,Daoxiang- Jay Chou
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Engineering: Biomedical,,Genetics & Genomics,"53,706",23.1136,-82.3666,No,pepperoni,dog,Yes,night owl,Yes,Sleep on the Floor by the Lumineers
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,18,Statistics,,Economics,"53,715",31.2304,121.4737,Maybe,mushroom,dog,No,early bird,Maybe,Joker and the queen
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,20,Science: Biology/Life,,,"53,715",31.8229,96.5422,No,mushroom,dog,Yes,no preference,No,I WONDER - LOUDNESS
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,20,Data Science,,Mathematics,"53,703",29.8683,121.544,Yes,green pepper,neither,No,no preference,Maybe,Seasons of love
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,pepperoni,dog,No,night owl,Yes,Beware- Big Sean
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,18,Engineering: Biomedical,,,"53,706",21.2576,-86.7468,No,none (just cheese),dog,No,night owl,Yes,Jashn-E-Bahaaraa by A.R. Rahman
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,69,Science: Other,Physics,Astronomy,"53,590",59.5,-0.1,No,pepperoni,cat,No,early bird,Maybe,Inagaddadavida
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,21,Data Science,,,"53,703",23.0508,113.7518,Yes,pepperoni,dog,No,no preference,Maybe,群青 by YOASOBI
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,23,Business: Information Systems,Information System,Data Science,"53,715",38,128,Maybe,pepperoni,dog,Yes,night owl,No,Garden
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,18,Science: Biology/Life,,,"53,706",48.8566,2.3522,Maybe,mushroom,cat,No,night owl,Maybe,opera House - cigarettes after sex
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,19,Data Science,,I also plan to major in Economics. ,"53,706",34.0522,-118.2437,Yes,pineapple,dog,No,night owl,Yes,The Valley of the Pagans (feat. Beck) by Gorillaz.
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,19,Other (please provide details below).,Economics ,Environmental Studies ,53.715,50.6279,3.0408,No,mushroom,cat,Yes,night owl,Yes,Emerald Eyes by Fleetwood Mac
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,18,Business: Finance,,,"53,706",34.1383,-118.3595,Yes,pepperoni,dog,Yes,night owl,Maybe,90210 by Travis Scott
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,20,Other (please provide details below).,Information Science,Certificate: Data Science,"53,706",48.8566,2.3522,No,pepperoni,dog,Yes,early bird,No,Fabregas: Viens Voir
+COMP SCI 319:LEC002,LEC002,26,Other (please provide details below).,"Neuroscience, Neuroengineering ",,"53,703",32.0853,34.7818,No,basil/spinach,cat,Yes,night owl,Yes,מכה אפורה
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,20,Data Science,,,"53,703",41.8781,87.6298,Yes,none (just cheese),neither,No,night owl,Yes,Normal Girl by SZA
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,20,Engineering: Biomedical,n/a,"Nuclear Engineering, Biology","53,703",51.5074,-0.1278,No,pineapple,dog,No,night owl,Yes,(always changing) Nobody to Love by Sigma
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,19,Other (please provide details below).,Sociology,,"53,715",52.3702,4.8952,Maybe,basil/spinach,cat,No,night owl,Yes,Evergreen by Mt. Joy
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,18,Business: Other,n/a,n/a,"53,706",41.3851,2.1734,Maybe,pepperoni,dog,No,night owl,Maybe,"""How Do I Make You Love Me"" by the Weekend"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,21,Science: Other,N/A,N/A,"53,715",38.5733,-109.5498,Maybe,pepperoni,dog,No,no preference,Yes,Burn The House Down by AJR
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,,Science: Other,,,"53,706",47.6062,-122.3321,Maybe,Other,dog,Yes,early bird,Maybe,Blue Eyes by Elton John
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,21,Computer Science,,,"53,711",40,116,Maybe,pepperoni,neither,Yes,early bird,Maybe,"Currently it's ""Wildfire"" by Periphery"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,21,Engineering: Industrial,N/A,N/A,,"53,706",48.8566,No,pepperoni,neither,No,night owl,No,Ferre Gola Titanic
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,18,Computer Science,N/A,N/A,"8,820",42.3601,-71.0589,Maybe,sausage,dog,No,no preference,No,Give Me Everything by Pitbull
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,20,Other (please provide details below).,Consumer Behavior and Marketplace Studies,Education Studies,"53,703",29.9958,120.5861,No,Other,dog,No,no preference,Yes,Rock with You
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,18,Engineering: Biomedical,,,"53,706",43.0731,-89.4012,No,pepperoni,dog,No,night owl,No,Crazy Story Pt. 3 by King Von
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,20,Statistics,,economics,"53,715",43.066,-89.4025,No,pineapple,dog,No,early bird,Maybe,"i don't have one, but i enjoy 80s rock"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,21,Data Science,,,"53,703",40.7128,-74.006,Yes,pepperoni,dog,No,no preference,Maybe,"Never Recover by Lil Baby, Gunna, Drake"
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC001,18,Other (please provide details below).,economics,,"53,706",66.5039,25.7294,Yes,pepperoni,neither,No,night owl,Maybe,Pushing 21
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,19,Science: Biology/Life,,,"53,562",43.1005,-75.2694,No,pineapple,cat,Yes,night owl,Yes,Objects in the mirror - Mac Miller
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,19,Computer Science,N/A,Data Science certificate,"53,706",32.6099,-85.4808,Maybe,pepperoni,cat,Yes,night owl,Maybe,STAY
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,18,Engineering: Mechanical,,,"53,706",-37.8136,144.9631,Yes,sausage,dog,No,night owl,No,Rhapsody in Blue by George Gershwin
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,19,Engineering: Biomedical,,,"53,703",37.1773,-3.5986,No,none (just cheese),dog,No,night owl,Maybe,Spirits by Nothing More
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC001,19,Computer Science,,,"53,711",34.0522,-118.2437,Yes,green pepper,dog,Yes,night owl,Yes,see you again
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,18,Engineering: Biomedical,,,"53,706",43.0813,-88.9117,No,none (just cheese),cat,Yes,early bird,Yes,Could Have Been Me The Struts
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,19,Science: Physics,,,"53,715",23.0504,112.45,Maybe,sausage,dog,No,night owl,Yes,the sound of silence
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC001,20,Business: Finance,,"Marketing, International Business ","53,706",44.2726,-88.3964,Maybe,pepperoni,dog,No,no preference,Maybe,"Discoteka - Lola Indigo, Maria Becerra"
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,20,Other (please provide details below).,Legal Studies,,"53,715",32.7157,-117.1611,No,mushroom,cat,No,night owl,Yes,Poster Kid by Peach Martine
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,23,Science: Biology/Life,N/A,Global Health,"53,726",44.9415,-93.2657,No,mushroom,cat,No,early bird,No,Blood of the Dragon by Ramin Djawadi
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,19,Data Science,,,"53,715",40.7548,-73.9882,Yes,Other,dog,No,early bird,No,Right now it would be Ghungroo
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,19,Science: Biology/Life,,,"53,715",-12.0464,-77.0428,No,none (just cheese),cat,No,night owl,Yes,"Shakira: Bzrp Music Sessions, Vol.53"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,18,Mathematics/AMEP,,,"53,706",7.9519,98.3381,Yes,pineapple,cat,Yes,night owl,Yes,There is a light that never goes out
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,19,Computer Science,,Data Science,"53,706",39.6278,-106.0363,Yes,pepperoni,cat,Yes,early bird,No,Hasta Luego by JID
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,21,Science: Biology/Life,N/A,N/A,"53,726",37.9838,23.7275,No,pineapple,cat,No,night owl,Yes,Thrones of Blood by Sullivan King
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC003,19,Engineering: Mechanical,,,"53,521",45.8711,89.7093,Maybe,sausage,dog,No,night owl,Yes,You Proof
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,18,Data Science,Data science,"Economics, Japanese","95,030",35.6762,139.6503,Yes,basil/spinach,cat,No,no preference,Maybe,California Dreamin
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,,Data Science,,,"53,705",34.3632,107.2378,Yes,pepperoni,cat,No,night owl,Yes,
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC002,19,Engineering: Mechanical,,,"53,703",43.0389,87.9,No,pepperoni,cat,Yes,no preference,No,The color violet
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,22,Science: Other,My major is environmental science.,,"53,703",43.0731,-89.4012,No,Other,neither,Yes,no preference,Yes,Parties is my favorite song.
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,18,Business: Information Systems,,,"53,706",40.6645,-73.9774,Maybe,pepperoni,dog,Yes,early bird,Maybe,Basketball Shoes- Black Country New Road
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,20,Other (please provide details below).,Economics,,"53,703",45,91,No,pepperoni,dog,No,night owl,Yes,None
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,20,Engineering: Biomedical,,,"53,703",32.11,34.78,No,basil/spinach,cat,Yes,early bird,No,talkin tennessee
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,18,Engineering: Other,none ,no major ,"53,706",42.3601,-71.0589,Maybe,mushroom,dog,Yes,night owl,Yes,Till Forever Falls Apart: Ashe & Finneas
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,20,Other (please provide details below).,economics,education studies ,"53,726",,,No,pineapple,dog,No,night owl,No,Blue Bird
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,21,Other (please provide details below).,Consumer Behavior and Market Studies (Consumer Science),Data Science Cert.,"53,703",41.8781,-87.6298,No,pepperoni,dog,Yes,early bird,Maybe,Monks - Frank Ocean
+COMP SCI 319:LEC004,LEC001,,Business: Finance,,,"53,703",40.9368,632.7729,Maybe,mushroom,neither,Yes,early bird,No,"So many, and I am in 319 but the canvas shows 220 section 1"
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,18,Statistics,,"Data Science, Mathematics","53,706",43.6343,-88.7298,Yes,Other,cat,No,night owl,Maybe,Hotel California - Eagles
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC001,19,Computer Science,,"I'm also a Data Science major, secondary to Computer Science.","53,703",39.9526,-75.1652,Yes,none (just cheese),dog,Yes,night owl,Yes,Nose on the Grindstone - Tyler Childers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,18,Business: Information Systems,,,"53,706",34.0522,-118.2437,Maybe,none (just cheese),cat,No,night owl,Yes,Here with me - D4vd
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,19,Engineering: Mechanical,,,"53,706","53,913",43.4711,No,pepperoni,dog,No,night owl,No,Dancing in the moonlight
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC001,21,Mathematics/AMEP,,,"53,703",1.3521,103.8198,Maybe,pineapple,neither,No,no preference,No,Free Loop
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,18,Engineering: Biomedical,,,"53,706",32.7555,-98.9026,No,pepperoni,cat,No,early bird,Yes,My Life
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,21,Engineering: Industrial,N/A,N/A,"53,706",41.8781,-87.6298,No,sausage,cat,No,early bird,Yes,Nonsense by Sabrina Carpenter
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,18,Engineering: Mechanical,,,"53,706",-22.9068,-43.1729,No,sausage,dog,No,early bird,No,Blue Notes by Meek Mill
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,20,Science: Biology/Life,,,"53,726",40.7792,-73.969,Yes,basil/spinach,dog,No,early bird,Maybe,"Respiration, by Black Star ft. Common
+
+(If you like hip-hop this one is truly special)"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,20,Engineering: Biomedical,N/A,N/A,"53,703",41.881,-87.623,No,pepperoni,dog,Yes,night owl,No,Seperate Ways- Journey
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC001,18,Engineering: Mechanical,,,"53,726",35,-86,No,sausage,dog,No,early bird,Yes,"On Wisconsin (sorry, I had to)"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,,Other (please provide details below).,Consumer Behavior and Marketplace Studies,,"53,703",37.1568,-82.7398,No,pepperoni,dog,No,no preference,Yes,Chiquitita - ABBA
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC001,18,Data Science,,,"53,706",51.5074,-0.1278,Yes,pepperoni,neither,No,night owl,Yes,"Sing About Me, I’m dying of thirst by Kendrick Lamar"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,18,Engineering: Mechanical,,,"53,706",40.7128,-74.006,No,pepperoni,dog,No,night owl,No,"""I Don't Want to Be"" by Gavin Degraw"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,18,Other (please provide details below).,EconomicsE,Economics,"53,706",32.4,119.43,Yes,Other,dog,No,early bird,Maybe,August
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,20,Engineering: Biomedical,,Certificate in Computer Science,"53,703",40.047,-105.272,No,pineapple,dog,Yes,early bird,No,All My Love by Noah Kahan
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,19,Data Science,,Economics,"53,706",51.1784,115.5708,Yes,pepperoni,dog,No,no preference,No,Quittin’ time -Morgan wallen
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,19,Engineering: Biomedical,,,"53,715",45.68,-90.39,No,pepperoni,dog,Yes,night owl,No,Monica Lewinski
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,19,Business: Information Systems,,,"53,715",40.7128,-74.006,No,sausage,dog,No,no preference,Yes,Something in the Orange by Zach Bryan
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,18,Engineering: Biomedical,,,"53,706",35.6895,139.6917,No,macaroni/pasta,dog,No,night owl,Maybe,Shoot Me by Day6
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,19,Other (please provide details below).,Economics ,N/A,"53,715",51.5074,-0.1278,Maybe,sausage,dog,Yes,early bird,Maybe,My favorite song is My Way from Frank Sinatra
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC001,20,Data Science,,,"53,715",19.1141,72.9003,Yes,none (just cheese),cat,Yes,night owl,Yes,Dogs - Pink Floyd
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC001,25,Mathematics/AMEP,,Statistics,"53,715",43.2315,-87.9868,No,sausage,cat,No,early bird,Maybe,Numb
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC001,21,Mathematics/AMEP,,,"53,703",51.5074,-0.1278,Maybe,pepperoni,cat,Yes,night owl,Yes,Speak to Me -Pink Floyd
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,20,Business: Actuarial,,"Risk Management and Insurance, Data Science","53,726",1.4594,103.7649,Yes,pineapple,neither,No,night owl,Yes,“How to Train Your Dragon” main theme
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,18,Engineering: Mechanical,,,,43.0779,-89.4234,No,macaroni/pasta,neither,No,night owl,Yes,Probably Adrenaline by Shinedown
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,20,Engineering: Mechanical,,,"53,706",40.7128,-74.006,No,pepperoni,dog,No,no preference,No,Vienna - Billy Joel
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,20,Other (please provide details below).,economic,,"53,703",31.2304,121.4737,No,pineapple,neither,No,night owl,Maybe,lover-Taylor swift
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,18,Engineering: Biomedical,,,"53,706",43.0722,89.4008,No,sausage,neither,Yes,night owl,Yes,Can't Take My Eyes off of You - Frankie Valli
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,20,Other (please provide details below).,Economics ,Certificate in Data Science ,"53,703",118.2437,34.0522,No,none (just cheese),cat,Yes,early bird,Maybe,No favorite but I like jazz music
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,,Engineering: Mechanical,,,"53,706",41.8781,-87.6298,No,basil/spinach,dog,No,early bird,No,Lover - Taylor Swift
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,20,Science: Biology/Life,,,"53,715",30.5728,104.066,No,pineapple,cat,No,night owl,Maybe,all too well
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/cs220_survey_data.xlsx b/s23/Gurmail_lecture_notes/15_CSV_Files/cs220_survey_data.xlsx
deleted file mode 100644
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diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/files/README.txt b/s23/Gurmail_lecture_notes/15_CSV_Files/files/README.txt
deleted file mode 100644
index fa6bafb..0000000
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/files/README.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-names.csv is pulled from here: https://github.com/hadley/data-baby-names.
-
-restaurants.csv is made up.
-
-hurricanes.csv is from P5.
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/files/h10.csv b/s23/Gurmail_lecture_notes/15_CSV_Files/files/h10.csv
deleted file mode 100644
index 29fb951..0000000
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/files/h10.csv
+++ /dev/null
@@ -1,11 +0,0 @@
-name,formed,dissipated,mph,damage,deaths
-Baker,8/18/50,9/1/50,105,2.55M,38
-Camille,8/14/69,8/22/69,175,1.42B,259
-Eloise,9/13/75,9/24/75,125,560M,80
-Frederic,8/29/79,9/15/79,130,1.77B,12
-Elena,8/28/85,9/4/85,125,1.3B,9
-Opal,9/27/95,10/6/95,150,4.7B,63
-Danny,7/16/97,7/27/97,80,100M,4
-Ivan,9/2/04,9/25/04,165,26.1B,92
-Dennis,7/4/05,7/18/05,150,3.98B,76
-Katrina,8/23/05,8/31/05,175,125B,1245
\ No newline at end of file
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/files/h10.xlsx b/s23/Gurmail_lecture_notes/15_CSV_Files/files/h10.xlsx
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diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/files/hurricanes.csv b/s23/Gurmail_lecture_notes/15_CSV_Files/files/hurricanes.csv
deleted file mode 100644
index ec28431..0000000
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/files/hurricanes.csv
+++ /dev/null
@@ -1,133 +0,0 @@
-name,formed,dissipated,mph,damage,deaths
-Baker,08/18/1950,09/01/1950,105,2.55M,38
-Camille,08/14/1969,08/22/1969,175,1.42B,259
-Eloise,09/13/1975,09/24/1975,125,560M,80
-Frederic,08/29/1979,09/15/1979,130,1.77B,12
-Elena,08/28/1985,09/04/1985,125,1.3B,9
-Opal,09/27/1995,10/06/1995,150,4.7B,63
-Danny,07/16/1997,07/27/1997,80,100M,4
-Ivan,09/02/2004,09/25/2004,165,26.1B,92
-Dennis,07/04/2005,07/18/2005,150,3.98B,76
-Katrina,08/23/2005,08/31/2005,175,125B,1245
-Carol,08/25/1954,09/01/1954,115,462M,72
-Donna,08/29/1960,09/14/1960,145,980M,439
-Gloria,09/16/1985,10/02/1985,145,900M,14
-Bob,08/16/1991,08/29/1991,115,1.5B,15
-Labor Day,08/29/1935,09/10/1935,185,100M,423
-Easy,09/01/1950,09/09/1950,125,3.3M,2
-King,10/13/1950,10/20/1950,130,32M,11
-FLORENCE,09/23/1953,09/26/1953,115,200K,0
-Flossy,09/21/1956,09/30/1956,90,24.9M,15
-Cleo,08/21/1964,09/05/1964,155,187M,156
-Dora,08/28/1964,09/14/1964,130,280M,5
-Isbell,10/08/1964,10/19/1964,125,30M,7
-Betsy,08/27/1965,09/13/1965,155,1.43B,81
-Alma,06/04/1966,06/14/1966,125,210.1M,93
-Inez,09/21/1966,10/11/1966,150,226.5M,756
-Gladys,10/13/1968,10/21/1968,85,18.7M,8
-Agnes,06/14/1972,07/06/1972,85,2.1B,128
-Kate,11/15/1985,11/23/1985,120,700M,15
-Floyd,10/09/1987,10/13/1987,75,500K,1
-Andrew,08/16/1992,08/29/1992,175,27.3B,65
-Erin,07/31/1995,08/06/1995,100,700M,6
-Earl,08/31/1998,09/08/1998,100,79M,3
-Georges,09/15/1998,10/01/1998,155,13.9B,604
-Irene,10/13/1999,10/24/1999,110,800M,3
-Charley,08/09/2004,08/15/2004,150,16.9B,15
-Frances,08/24/2004,09/10/2004,145,10.1B,7
-Jeanne,09/13/2004,09/29/2004,120,7.94B,3037
-Rita,09/18/2005,09/26/2005,180,18.5B,97
-Wilma,10/16/2005,10/27/2005,185,27.4B,87
-Hermine,08/28/2016,09/08/2016,80,550M,4
-Matthew,09/28/2016,10/10/2016,165,16.47B,603
-Irma,08/30/2017,09/14/2017,180,77.16B,52
-Michael,10/07/2018,10/16/2018,160,25.1B,31
-Ethel,09/12/1960,09/17/1960,115,1.5M,1
-Hilda,09/28/1964,10/05/1964,150,126M,38
-Edith,09/05/1971,09/18/1971,160,25.4M,37
-Carmen,08/29/1974,09/10/1974,150,162M,8
-Babe,09/03/1977,09/09/1977,75,13M,0
-Bob,07/09/1979,07/16/1979,75,20M,1
-Danny,08/12/1985,08/18/1985,90,100M,2
-Juan,10/26/1985,11/03/1985,85,1.5B,12
-florence,09/07/1988,09/11/1988,80,2.9M,1
-Lili,09/21/2002,10/04/2002,145,1.16B,13
-Cindy,07/03/2005,07/12/2005,75,320M,1
-Humberto,09/12/2007,09/14/2007,90,50M,1
-Gustav,08/25/2008,09/07/2008,150,8.31B,112
-Isaac,08/21/2012,09/03/2012,80,3.11B,34
-Nate,10/04/2017,10/11/2017,90,787M,48
-Belle,08/06/1976,08/15/1976,120,100M,12
-Sandy,10/22/2012,11/02/2012,115,68.7B,233
-Barbara,08/11/1953,08/16/1953,90,1.3M,9
-Hazel,10/05/1954,10/18/1954,130,382M,591
-Ione,09/10/1955,09/21/1955,140,88M,7
-Helene,09/21/1958,10/04/1958,150,11.4M,1
-Ginger,09/10/1971,10/07/1971,110,10M,1
-Diana,09/08/1984,09/16/1984,130,65.5M,3
-Hugo,09/10/1989,09/25/1989,160,10.3B,60
-Emily,08/22/1993,09/06/1993,115,35M,3
-Bertha,07/05/1996,07/18/1996,115,335M,12
-Fran,08/23/1996,09/10/1996,120,5B,22
-Bonnie,08/19/1998,08/30/1998,115,1B,5
-Floyd,09/07/1999,09/19/1999,155,6.5B,76
-Isabel,09/06/2003,09/20/2003,165,5.5B,16
-Alex,07/31/2004,08/06/2004,120,7.5M,1
-Ophelia,09/06/2005,09/23/2005,85,70M,1
-Irene,08/21/2011,08/30/2011,120,14.2B,49
-Florence,08/31/2018,09/18/2018,150,24.23B,24
-Esther,09/10/1961,09/27/1961,145,6M,0
-Able,08/18/1952,09/02/1952,105,2.75M,3
-Cindy,07/05/1959,07/11/1959,75,75K,1
-Gracie,09/20/1959,09/30/1959,140,14M,22
-Bob,07/21/1985,07/26/1985,75,20M,5
-Gaston,08/27/2004,09/03/2004,75,130M,8
-Debra,07/23/1959,07/28/1959,85,7M,0
-Carla,09/03/1961,09/17/1961,175,325.74M,43
-Beulah,09/05/1967,09/22/1967,160,234.6M,59
-Celia,07/31/1970,08/05/1970,125,930M,27
-Fern,09/03/1971,09/13/1971,90,30.2M,2
-Allen,07/31/1980,08/11/1980,190,1.57B,269
-Alicia,08/15/1983,08/21/1983,115,3B,21
-Bonnie,06/23/1986,06/28/1986,85,42M,4
-Chantal,07/30/1989,08/03/1989,80,100M,13
-Jerry,10/12/1989,10/16/1989,85,70M,3
-Bret,08/18/1999,08/25/1999,145,15M,1
-Claudette,07/08/2003,07/17/2003,90,181M,1
-Dolly,07/20/2008,07/27/2008,100,1.6B,1
-Ike,09/01/2008,09/15/2008,145,38B,214
-Harvey,08/17/2017,09/02/2017,130,125B,68
-Dot,08/01/1959,08/08/1959,150,6M,2
-Iwa,11/19/1982,11/25/1982,90,312M,1
-Iniki,09/05/1992,09/13/1992,145,3.1B,6
-Tusi,01/13/1987,01/25/1987,90,80M,0
-Ofa,01/27/1990,02/10/1990,115,187M,8
-Val,12/04/1991,12/17/1991,105,381M,17
-Heta,12/25/2003,01/08/2004,130,113M,1
-Olaf,02/10/2005,02/25/2005,130,10M,0
-Karen,11/07/1962,11/18/1962,185,250M,11
-Pamela,05/14/1976,06/01/1976,150,500M,11
-Roy,01/07/1988,01/19/1988,100,28.5M,2
-Yuri,11/17/1991,12/03/1991,140,36M,0
-Omar,08/23/1992,09/09/1992,115,561.2M,15
-Paka,11/28/1997,12/23/1997,115,580M,0
-Chataan,06/27/2002,07/13/2002,110,660M,54
-Pongsona,12/02/2002,12/12/2002,105,730M,1
-Dolphin,05/06/2015,05/24/2015,115,13.5M,1
-Lynn,10/14/1987,10/28/1987,120,32.3M,49
-Mireille,09/13/1991,10/04/1991,115,10B,64
-Keith,10/26/1997,11/11/1997,125,15M,0
-Chaba,08/18/2004,09/05/2004,125,2B,20
-Vongfong,10/02/2014,10/18/2014,130,160.6M,9
-Soudelor,07/29/2015,08/12/2015,130,4.09B,59
-Mangkhut,09/06/2018,09/17/2018,125,3.77B,134
-Yutu,10/21/2018,11/03/2018,130,854.1M,29
-San Ciriaco,08/03/1899,09/12/1899,150,20M,3855
-San Liborio,07/22/1926,08/02/1926,140,7.85M,287
-San Ciprian,09/25/1932,10/02/1932,145,30M,225
-Betsy,08/09/1956,08/18/1956,120,50M,36
-Hortense,09/03/1996,09/16/1996,140,158M,39
-Maria,09/16/2017,10/02/2017,175,91.61B,3059
-Marilyn,09/12/1995,09/30/1995,115,2.5B,13
-Lenny,11/13/1999,11/23/1999,155,785.8M,17
-Omar,10/13/2008,10/21/2008,130,80M,1
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/files/hurricanes.xlsx b/s23/Gurmail_lecture_notes/15_CSV_Files/files/hurricanes.xlsx
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diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/files/names.csv b/s23/Gurmail_lecture_notes/15_CSV_Files/files/names.csv
deleted file mode 100644
index 0d66a91..0000000
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/files/names.csv
+++ /dev/null
@@ -1,2001 +0,0 @@
-name,sex
-Jacob,boy
-Michael,boy
-Ethan,boy
-Joshua,boy
-Daniel,boy
-Alexander,boy
-Anthony,boy
-William,boy
-Christopher,boy
-Matthew,boy
-Jayden,boy
-Andrew,boy
-Joseph,boy
-David,boy
-Noah,boy
-Aiden,boy
-James,boy
-Ryan,boy
-Logan,boy
-John,boy
-Nathan,boy
-Elijah,boy
-Christian,boy
-Gabriel,boy
-Benjamin,boy
-Jonathan,boy
-Tyler,boy
-Samuel,boy
-Nicholas,boy
-Gavin,boy
-Dylan,boy
-Jackson,boy
-Brandon,boy
-Caleb,boy
-Mason,boy
-Angel,boy
-Isaac,boy
-Evan,boy
-Jack,boy
-Kevin,boy
-Jose,boy
-Isaiah,boy
-Luke,boy
-Landon,boy
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-Miya,girl
-Rory,girl
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-Laurel,girl
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-Hailie,girl
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-Kathy,girl
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diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV.ipynb b/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV.ipynb
index 384794f..9dbaadd 100644
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV.ipynb
+++ b/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV.ipynb
@@ -133,7 +133,7 @@
"text": [
"Median of [1, 2, 3, 4, 5] is 3\n",
"Median of [1, 2, 3, 4, 5, 6] is 3.5\n",
- "Median of [1, 2, 3, 4, 5, 6] is B\n"
+ "Median of ['A', 'B', 'C'] is B\n"
]
}
],
@@ -145,7 +145,7 @@
"print(\"Median of\", nums, \"is\" , median(nums))\n",
"\n",
"vals = [\"A\", \"C\", \"B\"]\n",
- "print(\"Median of\", nums, \"is\" , median(vals))\n",
+ "print(\"Median of\", vals, \"is\" , median(vals))\n",
"\n",
"vals = [\"A\", \"C\", \"B\", \"D\"]\n",
"# print(\"Median of\", nums, \"is\" , median(vals)) # does not work due to TypeError"
@@ -200,20 +200,7 @@
"execution_count": 7,
"id": "d3c252b4",
"metadata": {},
- "outputs": [
- {
- "ename": "FileNotFoundError",
- "evalue": "[Errno 2] No such file or directory: 'cs220_survey_data.csv'",
- "output_type": "error",
- "traceback": [
- "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)",
- "Input \u001b[0;32mIn [7]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# TODO: call the process_csv function and store the list of lists in cs220_csv\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m cs220_csv \u001b[38;5;241m=\u001b[39m \u001b[43mprocess_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcs220_survey_data.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
- "Input \u001b[0;32mIn [6]\u001b[0m, in \u001b[0;36mprocess_csv\u001b[0;34m(filename)\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mprocess_csv\u001b[39m(filename):\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# open the file, its a text file utf-8\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m example_file \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mutf-8\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;66;03m# prepare it for reading as a CSV object\u001b[39;00m\n\u001b[1;32m 6\u001b[0m example_reader \u001b[38;5;241m=\u001b[39m csv\u001b[38;5;241m.\u001b[39mreader(example_file)\n",
- "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'cs220_survey_data.csv'"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# TODO: call the process_csv function and store the list of lists in cs220_csv\n",
"cs220_csv = process_csv(\"cs220_survey_data.csv\")"
@@ -221,10 +208,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"id": "5838ae5f",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['section',\n",
+ " 'Lecture',\n",
+ " 'Age',\n",
+ " 'Primary major',\n",
+ " 'Other Primary Major',\n",
+ " 'Other majors',\n",
+ " 'Zip Code',\n",
+ " 'Latitude',\n",
+ " 'Longitude',\n",
+ " 'Pet owner',\n",
+ " 'Pizza topping',\n",
+ " 'Pet owner',\n",
+ " 'Runner',\n",
+ " 'Sleep habit',\n",
+ " 'Procrastinator',\n",
+ " 'Song']"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# Store the header row into cs220_header, using indexing\n",
"cs220_header = cs220_csv[0]\n",
@@ -233,10 +246,68 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"id": "66fda88d",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[['COMP SCI 220:LAB345, COMP SCI 220:LEC004',\n",
+ " 'LEC004',\n",
+ " '',\n",
+ " 'Other (please provide details below).',\n",
+ " '',\n",
+ " '',\n",
+ " '53,706',\n",
+ " '22.5726',\n",
+ " '88.3639',\n",
+ " 'No',\n",
+ " 'pepperoni',\n",
+ " 'dog',\n",
+ " 'No',\n",
+ " 'night owl',\n",
+ " 'Yes',\n",
+ " 'Island in the Sun - Harry Belafonte'],\n",
+ " ['COMP SCI 220:LEC003, COMP SCI 220:LAB332',\n",
+ " 'LEC001',\n",
+ " '19',\n",
+ " 'Engineering: Mechanical',\n",
+ " '',\n",
+ " '',\n",
+ " '53,703',\n",
+ " '44.5876',\n",
+ " '-71.9466',\n",
+ " 'No',\n",
+ " 'pepperoni',\n",
+ " 'dog',\n",
+ " 'No',\n",
+ " 'night owl',\n",
+ " 'Yes',\n",
+ " 'No role modelz by J. Cole'],\n",
+ " ['COMP SCI 220:LAB325, COMP SCI 220:LEC002',\n",
+ " 'LEC002',\n",
+ " '18',\n",
+ " 'Engineering: Mechanical',\n",
+ " '.',\n",
+ " '.',\n",
+ " '53,706',\n",
+ " '40.7128',\n",
+ " '-74.006',\n",
+ " 'Maybe',\n",
+ " 'none (just cheese)',\n",
+ " 'dog',\n",
+ " 'No',\n",
+ " 'night owl',\n",
+ " 'Yes',\n",
+ " '\\xa0biggest bird']]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# TODO: Store all of the data rows into cs220_data, using slicing\n",
"cs220_data = cs220_csv[1:]\n",
@@ -255,10 +326,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"id": "4b8dbe8b",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'No'"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"cs220_data[1][9] # bad example: we hard-coded the column index"
]
@@ -275,10 +357,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"id": "f2e52e06",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'night owl'"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"cs220_data[1][cs220_header.index(\"Sleep habit\")]"
]
@@ -293,10 +386,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"id": "3617b3de",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'LEC001'"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"cs220_data[3][cs220_header.index(\"Lecture\")]"
]
@@ -311,10 +415,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"id": "45909f22",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[29, 28, 32]"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"ages_in_ten_years = []\n",
"\n",
@@ -342,7 +457,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"id": "bba90038",
"metadata": {},
"outputs": [],
@@ -363,7 +478,7 @@
" return None\n",
" \n",
" # TODO: handle type conversions\n",
- " if col_name in [\"Age\", 'Zip Code',]:\n",
+ " if col_name in [\"Age\",]:\n",
" return int(val)\n",
" elif col_name in ['Latitude', 'Longitude']:\n",
" return float(val)\n",
@@ -381,27 +496,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"id": "f0a05e42",
"metadata": {
"scrolled": true
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "LEC001 average student age: 19.71\n",
+ "LEC002 average student age: 20.24\n",
+ "LEC003 average student age: 19.41\n",
+ "LEC004 average student age: 19.43\n"
+ ]
+ }
+ ],
"source": [
"# TODO: initialize 6 lists for the 6 lectures\n",
"lec1_ages = []\n",
"lec2_ages = []\n",
"lec3_ages = []\n",
"lec4_ages = []\n",
- "lec5_ages = []\n",
- "lec6_ages = []\n",
"\n",
"# Iterate over the data and populate the lists\n",
"\n",
"for row_idx in range(len(cs220_data)):\n",
" age = cell(row_idx, \"Age\")\n",
" \n",
- " if age != None and age > 0 and age < 120:\n",
+ " if age != None and age > 0 and age < 125:\n",
" lecture = cell(row_idx, \"Lecture\")\n",
" if lecture == \"LEC001\":\n",
" lec1_ages.append(age)\n",
@@ -411,18 +535,12 @@
" lec3_ages.append(age)\n",
" elif lecture == \"LEC004\":\n",
" lec4_ages.append(age) \n",
- " elif lecture == \"LEC005\":\n",
- " lec5_ages.append(age) \n",
- " elif lecture == \"LEC006\":\n",
- " lec6_ages.append(age) \n",
- " \n",
+ "\n",
"# TODO: compute average age of each lecture\n",
"print(\"LEC001 average student age:\", round(sum(lec1_ages) / len(lec1_ages), 2))\n",
"print(\"LEC002 average student age:\", round(sum(lec2_ages) / len(lec2_ages), 2))\n",
"print(\"LEC003 average student age:\", round(sum(lec3_ages) / len(lec3_ages), 2))\n",
- "print(\"LEC004 average student age:\", round(sum(lec4_ages) / len(lec4_ages), 2))\n",
- "print(\"LEC005 average student age:\", round(sum(lec5_ages) / len(lec5_ages), 2))\n",
- "print(\"LEC006 average student age:\", round(sum(lec6_ages) / len(lec6_ages), 2))"
+ "print(\"LEC004 average student age:\", round(sum(lec4_ages) / len(lec4_ages), 2))"
]
},
{
@@ -435,10 +553,60 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"id": "c28e77ce",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['94,596',\n",
+ " '53,590',\n",
+ " '53,121',\n",
+ " '53,589',\n",
+ " '53,527',\n",
+ " '95,030',\n",
+ " '53,572',\n",
+ " '53,706',\n",
+ " '53,705',\n",
+ " '53,726',\n",
+ " '60,517',\n",
+ " '53,703',\n",
+ " '53,704',\n",
+ " '53,715',\n",
+ " '53,562',\n",
+ " '53,150',\n",
+ " '52,703',\n",
+ " '53,716',\n",
+ " '53,521',\n",
+ " '53,713',\n",
+ " '53,558',\n",
+ " '98,607',\n",
+ " '533,706',\n",
+ " '-53,703',\n",
+ " '1,520',\n",
+ " '93,703',\n",
+ " '8,820',\n",
+ " '53.706',\n",
+ " '53,711',\n",
+ " '51,735',\n",
+ " '50,376',\n",
+ " '53,051',\n",
+ " '54,703',\n",
+ " '53,563',\n",
+ " '57,303',\n",
+ " '53,719',\n",
+ " '53,575',\n",
+ " '53.715',\n",
+ " '56,511',\n",
+ " '53,701']"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"# TODO: initialize list of keep track of zip codes\n",
"zip_codes = []\n",
@@ -483,19 +651,11 @@
"source": [
"### How old is the oldest basil/spinach-loving Business major?"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "5fcc04f2",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},
@@ -509,7 +669,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.12"
+ "version": "3.8.8"
}
},
"nbformat": 4,
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template.ipynb b/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template_Gurmail_lec1.ipynb
similarity index 95%
rename from s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template.ipynb
rename to s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template_Gurmail_lec1.ipynb
index 6bed3aa..e1729cc 100644
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template.ipynb
+++ b/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template_Gurmail_lec1.ipynb
@@ -105,7 +105,7 @@
"print(nums, median(nums))\n",
"\n",
"vals = [\"A\", \"C\", \"B\"]\n",
- "print(nums, median(vals))\n",
+ "print(vals, median(vals))\n",
"\n",
"vals = [\"A\", \"C\", \"B\", \"D\"]\n",
"# print(nums, median(vals)) # does not work due to TypeError"
@@ -317,9 +317,7 @@
"print(\"LEC001 average student age:\", round(sum(lec1_ages) / len(lec1_ages), 2))\n",
"print(\"LEC002 average student age:\", round(sum(lec2_ages) / len(lec2_ages), 2))\n",
"print(\"LEC003 average student age:\", round(sum(lec3_ages) / len(lec3_ages), 2))\n",
- "print(\"LEC004 average student age:\", round(sum(lec4_ages) / len(lec4_ages), 2))\n",
- "print(\"LEC005 average student age:\", round(sum(lec5_ages) / len(lec5_ages), 2))\n",
- "print(\"LEC006 average student age:\", round(sum(lec6_ages) / len(lec6_ages), 2))"
+ "print(\"LEC004 average student age:\", round(sum(lec4_ages) / len(lec4_ages), 2))"
]
},
{
@@ -380,19 +378,11 @@
"source": [
"### How old is the oldest basil/spinach-loving Business major?"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "5fcc04f2",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},
@@ -406,7 +396,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.12"
+ "version": "3.8.8"
}
},
"nbformat": 4,
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/lec_15_CSV_template-checkpoint.ipynb b/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template_Gurmail_lec2.ipynb
similarity index 95%
rename from s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/lec_15_CSV_template-checkpoint.ipynb
rename to s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template_Gurmail_lec2.ipynb
index 6bed3aa..e1729cc 100644
--- a/s23/Gurmail_lecture_notes/15_CSV_Files/.ipynb_checkpoints/lec_15_CSV_template-checkpoint.ipynb
+++ b/s23/Gurmail_lecture_notes/15_CSV_Files/lec_15_CSV_template_Gurmail_lec2.ipynb
@@ -105,7 +105,7 @@
"print(nums, median(nums))\n",
"\n",
"vals = [\"A\", \"C\", \"B\"]\n",
- "print(nums, median(vals))\n",
+ "print(vals, median(vals))\n",
"\n",
"vals = [\"A\", \"C\", \"B\", \"D\"]\n",
"# print(nums, median(vals)) # does not work due to TypeError"
@@ -317,9 +317,7 @@
"print(\"LEC001 average student age:\", round(sum(lec1_ages) / len(lec1_ages), 2))\n",
"print(\"LEC002 average student age:\", round(sum(lec2_ages) / len(lec2_ages), 2))\n",
"print(\"LEC003 average student age:\", round(sum(lec3_ages) / len(lec3_ages), 2))\n",
- "print(\"LEC004 average student age:\", round(sum(lec4_ages) / len(lec4_ages), 2))\n",
- "print(\"LEC005 average student age:\", round(sum(lec5_ages) / len(lec5_ages), 2))\n",
- "print(\"LEC006 average student age:\", round(sum(lec6_ages) / len(lec6_ages), 2))"
+ "print(\"LEC004 average student age:\", round(sum(lec4_ages) / len(lec4_ages), 2))"
]
},
{
@@ -380,19 +378,11 @@
"source": [
"### How old is the oldest basil/spinach-loving Business major?"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "5fcc04f2",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": "Python 3",
"language": "python",
"name": "python3"
},
@@ -406,7 +396,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.12"
+ "version": "3.8.8"
}
},
"nbformat": 4,
diff --git a/s23/Gurmail_lecture_notes/15_CSV_Files/project.py b/s23/Gurmail_lecture_notes/15_CSV_Files/project.py
new file mode 100644
index 0000000..e2c3096
--- /dev/null
+++ b/s23/Gurmail_lecture_notes/15_CSV_Files/project.py
@@ -0,0 +1,75 @@
+__student__ = []
+
+
+def __init__():
+ import csv
+ """This function will read in the csv_file and store it in a list of dictionaries"""
+ __student__.clear()
+ with open('cs220_survey_data.csv', mode='r', encoding='utf-8') as csv_file:
+ csv_reader = csv.DictReader(csv_file)
+ for row in csv_reader:
+ __student__.append(row)
+
+
+def count():
+ """This function will return the number of records in the dataset"""
+ return len(__student__)
+
+
+def get_lecture(idx):
+ """get_lecture(idx) returns the lecture of the student in row idx"""
+ return __student__[int(idx)]['Lecture']
+
+
+def get_section(idx):
+ """get_lecture(idx) returns the section of the student in row idx"""
+ return __student__[int(idx)]['section']
+
+
+def get_age(idx):
+ """get_age(idx) returns the age of the student in row idx"""
+ return __student__[int(idx)]['Age']
+
+
+def get_primary_major(idx):
+ """get_primary_major(idx) returns the primary major of the student in row idx"""
+ return __student__[int(idx)]['Primary major']
+
+
+def get_other_majors(idx):
+ """get_other_majors(idx) returns the secondary major of the student in row idx"""
+ return __student__[int(idx)]['Other majors']
+
+
+def get_zip_code(idx):
+ """get_zip_code(idx) returns the residential zip code of the student in row idx"""
+ return __student__[int(idx)]['Zip Code']
+
+
+def get_pizza_topping(idx):
+ """get_pizza_topping(idx) returns the preferred pizza toppings of the student in row idx"""
+ return __student__[int(idx)]['Pizza topping']
+
+def get_pet_owner(idx):
+ """get_pet_owner(idx) returns whether student in row idx is a pet owner"""
+ return __student__[int(idx)]['Pet owner']
+
+def get_runner(idx):
+ """get_runner(idx) returns whether student in row idx is a runner"""
+ return __student__[int(idx)]['Runner']
+
+def get_sleep_habit(idx):
+ """get_sleep_habit(idx) returns the sleep habit of the student in row idx"""
+ return __student__[int(idx)]['Sleep habit']
+
+def get_procrastinator(idx):
+ """get_procrastinator(idx) returns whether student in row idx is a procrastinator"""
+ return __student__[int(idx)]['Procrastinator']
+
+
+def get_song(idx):
+ """get_procrastinator(idx) returns the student in row idx favorite song"""
+ return __student__[int(idx)]['Song']
+
+
+__init__()
--
GitLab