diff --git a/f24/Louis_Lecture_Notes/19_JSON/19_JSON.pdf b/f24/Louis_Lecture_Notes/19_JSON/19_JSON.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..9a14651b302fbfac18d19e44e2a74de32007415d
Binary files /dev/null and b/f24/Louis_Lecture_Notes/19_JSON/19_JSON.pdf differ
diff --git a/f24/Louis_Lecture_Notes/19_JSON/Lec_19_JSON.ipynb b/f24/Louis_Lecture_Notes/19_JSON/Lec_19_JSON.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..022e7ddecbf49001a0e47344bd507aa175180d33
--- /dev/null
+++ b/f24/Louis_Lecture_Notes/19_JSON/Lec_19_JSON.ipynb
@@ -0,0 +1,503 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "e0bec18b-0f01-43e4-8c7a-ac6ad7323d0f.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Announcements\n",
+    "\n",
+    "- Exam 1 Grades\n",
+    "    - **No grade?** -- email me your name, WiscID, name in Canvas (if different), where you took the exam\n",
+    "    - **Grade dispute?**\n",
+    "          - 2 general questions answer E will also be marked as correct:\n",
+    "![image.png](attachment:e0bec18b-0f01-43e4-8c7a-ac6ad7323d0f.png)\n",
+    "\n",
+    "  - **Other exam grade disputes?** -- email me the question and why you think your answer should be considered correct."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import csv\n",
+    "import json # today's topic!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read in the csv survey data data and the cell function.\n",
+    "\n",
+    "# source:  Automate the Boring Stuff with Python\n",
+    "def process_csv(filename):\n",
+    "    exampleFile = open(filename, encoding=\"utf-8\")  \n",
+    "    exampleReader = csv.reader(exampleFile) \n",
+    "    exampleData = list(exampleReader)        \n",
+    "    exampleFile.close()  \n",
+    "    return exampleData\n",
+    "\n",
+    "cs220_csv = process_csv('cs220_survey_data.csv')\n",
+    "cs220_header = cs220_csv[0]\n",
+    "cs220_data = cs220_csv[1:]\n",
+    "\n",
+    "def cell(row_idx, col_name):\n",
+    "    col_idx = cs220_header.index(col_name)\n",
+    "    val = cs220_data[row_idx][col_idx]\n",
+    "    if val == \"\":\n",
+    "        return None\n",
+    "    elif col_name == \"Age\":\n",
+    "        if \".\" in val:\n",
+    "            return None\n",
+    "        return int(val)\n",
+    "    elif col_name == 'Latitude' or col_name == 'Longitude':\n",
+    "        return float(val)\n",
+    "    else:\n",
+    "        return val\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Warmup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 1: Put survey_data into buckets by lecture\n",
+    "#   Make a dictionary of lists\n",
+    "#   Key is the lecture\n",
+    "#   Value is the list of students, where each student is a dictionary\n",
+    "\n",
+    "lecture_dict = {}\n",
+    "for i in range(len(cs220_data)):\n",
+    "    current_student = cs220_data[i]\n",
+    "    current_lecture = cell(i, 'Lecture')\n",
+    "    pass\n",
+    "lecture_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 2: Find the average, min, and max age for your lecture\n",
+    "\n",
+    "people_age = []\n",
+    "for person in lecture_dict[???]:\n",
+    "    ???"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 3: Make a dictionary of each lecture's average age\n",
+    "# The key is the lecture name\n",
+    "# The value is the average age\n",
+    "\n",
+    "lec_age_dict = {}\n",
+    "for lec in lecture_dict:\n",
+    "    ???"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 4: Same thing as before except...\n",
+    "# The key is the lecture name\n",
+    "# The value is a dictionary (nested dictionary!)\n",
+    "#  ... with keys 'avg', 'min', and 'max'\n",
+    "\n",
+    "lec_age_dict = {}\n",
+    "for lec in lecture_dict:\n",
+    "    ???"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# JSON Format\n",
+    "\n",
+    "## Reading\n",
+    "\n",
+    "- [Sweigart Ch 16](https://automatetheboringstuff.com/2e/chapter16/)\n",
+    "\n",
+    "\n",
+    "## Learning Objectives\n",
+    "After this lecture you will be able to...\n",
+    "- Interpret JSON formatted data and recognize differences between JSON and Python\n",
+    "- Deserialize data from JSON for use in Python programs (read)\n",
+    "- Serialize data into JSON for long term storage (write) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's look at [lecture slides](./19_JSON.pdf).  Pay particular attention to:\n",
+    "\n",
+    "- JSON format comparing *dict of dicts* to *JSON files*\n",
+    "- JSON origin and acronymn\n",
+    "- Minor JavaScript vs. Python differences"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Deserialize\n",
+    "def read_json(path):\n",
+    "    with open(path, encoding=\"utf-8\") as f: # f is a variable \n",
+    "        return json.load(f)                 # f represents a reference the JSON file\n",
+    "    \n",
+    "# Serialize\n",
+    "def write_json(path, data):\n",
+    "    with open(path, 'w', encoding=\"utf-8\") as f:\n",
+    "        json.dump(data, f, indent=2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "first, let's take a look at the file `score_history.json`, read it in using `read_json()` and print out the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'bob': [20.0, 10.0], 'alice': [30.0, 20.0], 'meena': [100.0, 10.0]}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# now let's read it in and investigate the data\n",
+    "scores_dict = read_json('score_history.json')\n",
+    "# print(type(scores_dict))\n",
+    "# print(scores_dict.keys())\n",
+    "# print(scores_dict['bob'])\n",
+    "# print(scores_dict)\n",
+    "\n",
+    "# scores_dict['cole'] = [50.0, 20.0]\n",
+    "print(scores_dict)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's practice writing to a JSON file\n",
+    "# when I'm testing code, I like to name my output file differently from my input file\n",
+    "# so that I don't accidentally erase or overwrite my data\n",
+    "write_json('score_history2.json', scores_dict)  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### We can make JSON files in many varied ways\n",
+    "### This makes a list of dictionaries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Code from last lecture, \n",
+    "# reads in the survey data into a list of dicts\n",
+    "table_dict_list = []\n",
+    "for i in range(len(cs220_data)):\n",
+    "    row = cs220_data[i]\n",
+    "    row_dict = {}\n",
+    "    for item in cs220_header: # iterate through each column name\n",
+    "        row_dict[item] = row[cs220_header.index(item)] # find the value in the row using .index\n",
+    "    \n",
+    "    # add row_dict to table_dict_list\n",
+    "    table_dict_list.append(row_dict)\n",
+    "    \n",
+    "table_dict_list[:3] # what is this? -- look at first 3 rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's write this list of dictionaries into a JSON file\n",
+    "write_json('cs220_as_json_list.json', table_dict_list)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Verify:  can you find this file in your directory?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# let's write our original dictionary of lists - buckets into a JSON file\n",
+    "# NOTE: YOU MUST DO WARMUP TO HAVE THE lecture_dict VARIABLE\n",
+    "write_json('cs220_as_json_dict.json', lecture_dict)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Verify: can you find this file in your directory? "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Many Web Sites have APIs that allow you to get their data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### cs571.org"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read cs571.json data\n",
+    "cs571_data = ...\n",
+    "cs571_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# What are each of the messages?\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Who are the unique posters?\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Kiva.com Micro-lending site"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Take a look at kiva.json\n",
+    "\n",
+    "# read it into a dictionary\n",
+    "kiva_dict = read_json('kiva.json')\n",
+    "kiva_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Plumbing the data\n",
+    "loan_list = ??? # this gives us a list of dicts\n",
+    "loan_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# what can we learn from this data?\n",
+    "for loan_dict in loan_list:\n",
+    "    print(type(loan_dict))\n",
+    "    for key in loan_dict:\n",
+    "        print(key)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print out all the names\n",
+    "for loan_dict in loan_list:\n",
+    "    ???"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print out the total amount to loan\n",
+    "for loan_dict in loan_list:\n",
+    "    ???"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print out the min, max, and avg loan amounts\n",
+    "loan_amounts = []\n",
+    "for loan_dict in loan_list:\n",
+    "    ???"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print out all the country names\n",
+    "for loan_dict in loan_list:\n",
+    "    ???"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# more complex APIs...\n",
+    "\n",
+    "# Most require you to sign up and get a key:\n",
+    "\n",
+    "# https://developer.nytimes.com/apis\n",
+    "# https://developer.spotify.com/documentation/web-api\n",
+    "# https://developer.twitter.com/apitools/downloader\n",
+    "\n",
+    "# Some do not:\n",
+    "# https://data-cityofmadison.opendata.arcgis.com/datasets/metro-transit-bus-route-patterns/api\n",
+    "# specific route: https://maps.cityofmadison.com/arcgis/rest/services/Public/OPEN_DATA_TRANS/MapServer/19/query?where=trips_routes_route_id%20%3D%20'80'&outFields=*&outSR=4326&f=json\n",
+    "# specific nyt election data: https://static01.nyt.com/elections-assets/2020/data/api/2020-11-03/state-page/wisconsin.json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'firstName': 'Joe',\n",
+       " 'lastName': 'Jackson',\n",
+       " 'gender': 'male',\n",
+       " 'age': 28,\n",
+       " 'address': {'streetAddress': '101', 'city': 'San Diego', 'state': 'CA'},\n",
+       " 'phoneNumbers': [{'type': 'home', 'number': '7349282382'}]}"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Here is an example of how to download from a URL\n",
+    "\n",
+    "import requests\n",
+    "\n",
+    "url = \"https://filesamples.com/samples/code/json/sample2.json\"\n",
+    "r = requests.get(url)\n",
+    "data = r.json()\n",
+    "\n",
+    "data"
+   ]
+  }
+ ],
+ "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": "3.10.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/f24/Louis_Lecture_Notes/19_JSON/Lec_19_JSON_Solution.ipynb b/f24/Louis_Lecture_Notes/19_JSON/Lec_19_JSON_Solution.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..263ae248c47b18f374232660d8d7334cc8922935
--- /dev/null
+++ b/f24/Louis_Lecture_Notes/19_JSON/Lec_19_JSON_Solution.ipynb
@@ -0,0 +1,838 @@
+{
+ "cells": [
+  {
+   "attachments": {
+    "e0bec18b-0f01-43e4-8c7a-ac6ad7323d0f.png": {
+     "image/png": "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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Announcements\n",
+    "\n",
+    "- Exam 1 Grades\n",
+    "    - **No grade?** -- email me your name, WiscID, name in Canvas (if different), where you took the exam\n",
+    "    - **Grade dispute?**\n",
+    "          - 2 general questions answer E will also be marked as correct:\n",
+    "![image.png](attachment:e0bec18b-0f01-43e4-8c7a-ac6ad7323d0f.png)\n",
+    "\n",
+    "  - **Other exam grade disputes?** -- email me the question and why you think your answer should be considered correct."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import csv\n",
+    "import json # today's topic!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read in the csv survey data data and the cell function.\n",
+    "\n",
+    "# source:  Automate the Boring Stuff with Python\n",
+    "def process_csv(filename):\n",
+    "    exampleFile = open(filename, encoding=\"utf-8\")  \n",
+    "    exampleReader = csv.reader(exampleFile) \n",
+    "    exampleData = list(exampleReader)        \n",
+    "    exampleFile.close()  \n",
+    "    return exampleData\n",
+    "\n",
+    "cs220_csv = process_csv('cs220_survey_data.csv')\n",
+    "cs220_header = cs220_csv[0]\n",
+    "cs220_data = cs220_csv[1:]\n",
+    "\n",
+    "def cell(row_idx, col_name):\n",
+    "    col_idx = cs220_header.index(col_name)\n",
+    "    val = cs220_data[row_idx][col_idx]\n",
+    "    if val == \"\":\n",
+    "        return None\n",
+    "    elif col_name == \"Age\":\n",
+    "        if \".\" in val:\n",
+    "            return None\n",
+    "        return int(val)\n",
+    "    elif col_name == 'Latitude' or col_name == 'Longitude':\n",
+    "        return float(val)\n",
+    "    else:\n",
+    "        return val\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Warmup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 1: Put survey_data into buckets by lecture\n",
+    "#   Make a dictionary of lists\n",
+    "#   Key is the lecture\n",
+    "#   Value is the list of students, where each student is a dictionary\n",
+    "\n",
+    "lecture_dict = {}\n",
+    "for i in range(len(cs220_data)):\n",
+    "    current_student = cs220_data[i]\n",
+    "    current_lecture = cell(i, 'Lecture')\n",
+    "    if current_lecture not in lecture_dict:\n",
+    "        lecture_dict[current_lecture] = []\n",
+    "    current_student = {}\n",
+    "    for header_value in cs220_header:\n",
+    "        current_student[header_value] = cell(i, header_value)\n",
+    "    lecture_dict[current_lecture].append(current_student)\n",
+    "# lecture_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "17\n",
+      "28\n",
+      "19.09004739336493\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Warmup 2: Find the average, min, and max age for our lecture (LEC004)\n",
+    "\n",
+    "people_age = []\n",
+    "for person in lecture_dict[\"LEC004\"]:\n",
+    "    current_age = person['Age']\n",
+    "    if current_age != None:\n",
+    "        current_age = int(current_age)\n",
+    "        people_age.append(current_age)\n",
+    "    \n",
+    "print(min(people_age))\n",
+    "print(max(people_age))\n",
+    "print(sum(people_age) / len(people_age))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'LEC004': 19.09004739336493,\n",
+       " 'LEC002': 19.476190476190474,\n",
+       " 'LEC001': 19.093617021276597,\n",
+       " 'LEC003': 19.219917012448132}"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 3: Make a dictionary of each lecture's average age\n",
+    "# The key is the lecture name\n",
+    "# The value is the average age\n",
+    "\n",
+    "lec_age_dict = {}\n",
+    "for lec in lecture_dict:\n",
+    "    current_lec_ages = []\n",
+    "    for person in lecture_dict[lec]:\n",
+    "        current_age = person['Age']\n",
+    "        if current_age != None:\n",
+    "            current_age = int(current_age)\n",
+    "            current_lec_ages.append(current_age)\n",
+    "    lec_age_dict[lec] = sum(current_lec_ages) / len(current_lec_ages)\n",
+    "lec_age_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'LEC004': {'avg': 19.09004739336493, 'min': 17, 'max': 28},\n",
+       " 'LEC002': {'avg': 19.476190476190474, 'min': 0, 'max': 31},\n",
+       " 'LEC001': {'avg': 19.093617021276597, 'min': 17, 'max': 31},\n",
+       " 'LEC003': {'avg': 19.219917012448132, 'min': 17, 'max': 38}}"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 4: Same thing as before except...\n",
+    "# The key is the lecture name\n",
+    "# The value is a dictionary (nested dictionary!)\n",
+    "#  ... with keys 'avg', 'min', and 'max'\n",
+    "\n",
+    "lec_age_dict = {}\n",
+    "for lec in lecture_dict:\n",
+    "    current_lec_ages = []\n",
+    "    for person in lecture_dict[lec]:\n",
+    "        current_age = person['Age']\n",
+    "        if current_age != None:\n",
+    "            current_age = int(current_age)\n",
+    "            current_lec_ages.append(current_age)\n",
+    "    lec_age_dict[lec] = {}\n",
+    "    lec_age_dict[lec]['avg'] = sum(current_lec_ages) / len(current_lec_ages)\n",
+    "    lec_age_dict[lec]['min'] = min(current_lec_ages)\n",
+    "    lec_age_dict[lec]['max'] = max(current_lec_ages)\n",
+    "lec_age_dict"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# JSON Format\n",
+    "\n",
+    "## Reading\n",
+    "\n",
+    "- [Sweigart Ch 16](https://automatetheboringstuff.com/2e/chapter16/)\n",
+    "\n",
+    "\n",
+    "## Learning Objectives\n",
+    "After this lecture you will be able to...\n",
+    "- Interpret JSON formatted data and recognize differences between JSON and Python\n",
+    "- Deserialize data from JSON for use in Python programs (read)\n",
+    "- Serialize data into JSON for long term storage (write) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's look at [lecture slides](./19_JSON.pdf).  Pay particular attention to:\n",
+    "\n",
+    "- JSON format comparing *dict of dicts* to *JSON files*\n",
+    "- JSON origin and acronymn\n",
+    "- Minor JavaScript vs. Python differences"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Deserialize\n",
+    "def read_json(path):\n",
+    "    with open(path, encoding=\"utf-8\") as f: # f is a variable \n",
+    "        return json.load(f)                 # f represents a reference the JSON file\n",
+    "    \n",
+    "# Serialize\n",
+    "def write_json(path, data):\n",
+    "    with open(path, 'w', encoding=\"utf-8\") as f:\n",
+    "        json.dump(data, f, indent=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# first, let's take a look at the file score_history.json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'dict'>\n",
+      "dict_keys(['bob', 'alice', 'meena'])\n",
+      "[20.0, 10.0]\n",
+      "{'bob': [20.0, 10.0], 'alice': [30.0, 20.0], 'meena': [100.0, 10.0]}\n",
+      "{'bob': [20.0, 10.0], 'alice': [30.0, 20.0], 'meena': [100.0, 10.0], 'cole': [50.0, 20.0]}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# now let's read it in and investigate the data\n",
+    "scores_dict = read_json('score_history.json')\n",
+    "print(type(scores_dict))\n",
+    "print(scores_dict.keys())\n",
+    "print(scores_dict['bob'])\n",
+    "print(scores_dict)\n",
+    "\n",
+    "scores_dict['cole'] = [50.0, 20.0]\n",
+    "print(scores_dict)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's practice writing to a JSON file\n",
+    "# when I'm testing code, I like to name my output file differently from my input file\n",
+    "# so that I don't accidentally erase or overwrite my data\n",
+    "write_json('score_history2.json', scores_dict)  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### We can make JSON files in many varied ways\n",
+    "### This makes a list of dictionaries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'Section': 'COMP SCI 220:LEC004, COMP SCI 220:LAB344',\n",
+       "  'Lecture': 'LEC004',\n",
+       "  'Printed Copy': 'No',\n",
+       "  'Age': '19',\n",
+       "  'Primary Major': 'Engineering: Other',\n",
+       "  'Other Majors': 'Engineering Mechanics',\n",
+       "  'Secondary Majors': '',\n",
+       "  'Zip Code': '53726',\n",
+       "  'Latitude': '44.39',\n",
+       "  'Longitude': '-89.83',\n",
+       "  'Data Science Major': 'No',\n",
+       "  'Pizza Topping': 'none (just cheese)',\n",
+       "  'Cats or Dogs': 'dog',\n",
+       "  'Runner': 'No',\n",
+       "  'Sleep Habit': 'night owl',\n",
+       "  'Procrastinator': 'Maybe',\n",
+       "  'Song': 'Family Ties-Baby Keem'},\n",
+       " {'Section': 'COMP SCI 220:LEC004, COMP SCI 220:LAB341',\n",
+       "  'Lecture': 'LEC004',\n",
+       "  'Printed Copy': 'Yes',\n",
+       "  'Age': '18',\n",
+       "  'Primary Major': 'Business: Finance',\n",
+       "  'Other Majors': '',\n",
+       "  'Secondary Majors': 'economics',\n",
+       "  'Zip Code': '53706',\n",
+       "  'Latitude': '22.7626',\n",
+       "  'Longitude': '120.3652',\n",
+       "  'Data Science Major': 'Maybe',\n",
+       "  'Pizza Topping': 'pineapple',\n",
+       "  'Cats or Dogs': 'dog',\n",
+       "  'Runner': 'Yes',\n",
+       "  'Sleep Habit': 'no preference',\n",
+       "  'Procrastinator': 'Yes',\n",
+       "  'Song': 'Singer: Haruno\\n\\nSong: Like a seraph'},\n",
+       " {'Section': 'COMP SCI 220:LAB324, COMP SCI 220:LEC002',\n",
+       "  'Lecture': 'LEC002',\n",
+       "  'Printed Copy': 'Yes',\n",
+       "  'Age': '19',\n",
+       "  'Primary Major': 'Science: Biology/Life',\n",
+       "  'Other Majors': '',\n",
+       "  'Secondary Majors': 'Data Science',\n",
+       "  'Zip Code': '53706',\n",
+       "  'Latitude': '',\n",
+       "  'Longitude': '',\n",
+       "  'Data Science Major': 'Yes',\n",
+       "  'Pizza Topping': 'mushroom',\n",
+       "  'Cats or Dogs': 'cat',\n",
+       "  'Runner': 'No',\n",
+       "  'Sleep Habit': 'early bird',\n",
+       "  'Procrastinator': 'Yes',\n",
+       "  'Song': 'All the songs by New Order'}]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Code from last lecture, \n",
+    "# reads in the survey data into a list of dicts\n",
+    "table_dict_list = []\n",
+    "for i in range(len(cs220_data)):\n",
+    "    row = cs220_data[i]\n",
+    "    row_dict = {}\n",
+    "    for item in cs220_header: # iterate through each column name\n",
+    "        row_dict[item] = row[cs220_header.index(item)] # find the value in the row using .index\n",
+    "    \n",
+    "    # add row_dict to table_dict_list\n",
+    "    table_dict_list.append(row_dict)\n",
+    "    \n",
+    "table_dict_list[:3] # what is this? -- look at first 3 rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's write this list of dictionaries into a JSON file\n",
+    "write_json('cs220_as_json_list.json', table_dict_list)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Verify:  can you find this file in your directory? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# let's write our original dictionary of lists - buckets into a JSON file\n",
+    "write_json('cs220_as_json_dict.json', lecture_dict)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Verify: can you find this file in your directory? "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Many Web Sites have APIs that allow you to get their data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### cs571.org"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read cs571.json data\n",
+    "cs571_data = read_json('cs571.json')\n",
+    "# cs571_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "hello!\n",
+      "hello!\n",
+      "test\n",
+      "vroom\n",
+      "test\n",
+      "Test\n",
+      "Even MORE generic content\n",
+      "More generic posting content\n",
+      "I need this to be generic content\n",
+      "tttt\n",
+      "i <3 react\n",
+      "so I went running for answers\n",
+      "The evils of lucy was all around me\n",
+      "I didn't want to self destruct\n",
+      "found myself screaming in a hotel room\n",
+      "resentment that turned into a great depressions\n",
+      "abusing my power full of resentment\n",
+      "sometimes I did the same\n",
+      "I remember you was conflicted misusing your influence\n",
+      "r\n",
+      "Hello\n",
+      "hello\n",
+      "You got this!\n",
+      "test again\n",
+      "test\n"
+     ]
+    }
+   ],
+   "source": [
+    "# What are each of the messages?\n",
+    "cs571_messages = cs571_data['messages']\n",
+    "for msg in cs571_messages:\n",
+    "    print(msg['content'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['k.dot',\n",
+       " 'robert',\n",
+       " 'q',\n",
+       " 'b',\n",
+       " 'user',\n",
+       " 'car',\n",
+       " 'testaccmc1234',\n",
+       " 'chase',\n",
+       " 'g',\n",
+       " 'testtesttest1',\n",
+       " 'krirk1',\n",
+       " 'w',\n",
+       " 'newAnkit']"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What are the unique posters?\n",
+    "posters = []\n",
+    "for msg in cs571_messages:\n",
+    "    posters.append(msg['poster'])\n",
+    "posters = list(set(posters))\n",
+    "posters"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Kiva.com Micro-lending site"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Take a look at kiva.json\n",
+    "\n",
+    "# read it into a dictionary\n",
+    "kiva_dict = read_json('kiva.json')\n",
+    "# kiva_dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'name': 'Polikseni',\n",
+       "  'description': \"Polikseni is 70 years old and married. She and her husband are both retired and their main income is a retirement pension of $106 a month for Polikseni and disability income for her husband of $289 a month. <br /><br />Polikseni's husband, even though disabled, works in a very small shop as a watchmaker on short hours, just to provide additional income for his family and to feel useful. Polikseni's husband needs constant medical treatment due to his health problems. She requested another loan, which she will use to continue paying for the therapy her husband needs. With a part of the loan, she is going to pay the remainder of the previous loan.\",\n",
+       "  'loanAmount': '1325.00',\n",
+       "  'geocode': {'city': 'Korce',\n",
+       "   'country': {'name': 'Albania',\n",
+       "    'region': 'Eastern Europe',\n",
+       "    'fundsLentInCountry': 9051250}}},\n",
+       " {'name': 'Safarmo',\n",
+       "  'description': \"Safarmo is 47 years old. She lives with her husband and her children in Khuroson district. <br /><br />Safarmo is a seamstress. She has been engaged in sewing for 10 years. She learned this activity with help of her mother and elder sister. <br /><br />Safarmo's sewing machine is old and she cannot work well. Her difficulty is lack of money. That’s why she applied for a loan to buy a new modern sewing machine. <br /><br />Safarmo needs your support.\",\n",
+       "  'loanAmount': '1075.00',\n",
+       "  'geocode': {'city': 'Khuroson',\n",
+       "   'country': {'name': 'Tajikistan',\n",
+       "    'region': 'Asia',\n",
+       "    'fundsLentInCountry': 64243075}}},\n",
+       " {'name': 'Elizabeth',\n",
+       "  'description': 'Elizabeth is a mom blessed with five lovely children, who are her greatest motivation in life.  She lives in the Natuu area of Kenya.  Elizabeth is one of the most hardworking women in sub-Saharan Africa.  Being a mother and living in a poor country has never been an excuse for Elizabeth, who has practiced mixed farming for the past few years.<br /><br />The cultural expectations in her area contribute to the notion that men should support their families.  However, Elizabeth works independently for the success of her children.  She perseveres because she wants to provide a better future for them.<br /><br />Elizabeth  has always loved farming. She is a very proud farmer and enjoys milking her dairy cows.  Elizabeth keeps poultry and grows crops, but she has not been making a good profit because of poor farming inputs. <br /><br />Elizabeth will use this loan to buy farm inputs and purchase high-quality seeds and good fertilizer to improve her crop production.  Modern farming requires the use of modern techniques, and, therefore, using high-quality seeds will assure her of a bumper harvest and increased profit levels.<br /><br />Elizabeth  is very visionary.  Her goal for the season is to boost her crop production over the previous year.',\n",
+       "  'loanAmount': '800.00',\n",
+       "  'geocode': {'city': 'Matuu',\n",
+       "   'country': {'name': 'Kenya',\n",
+       "    'region': 'Africa',\n",
+       "    'fundsLentInCountry': 120841775}}},\n",
+       " {'name': 'Ester',\n",
+       "  'description': 'Ester believes that this year is her year of prosperity. Ester is a hardworking, progressive and honest farmer from a very remote village in the Kitale area of Kenya. This area is very fertile, with favorable weather patterns that support farming activities. Ester is happily married and the proud mother of lovely children. Together, they live on a small piece of land that she really treasures. Her primary sources of income are eggs and milk.<br /><br />Although this humble and industrious mother makes a profit, she faces the challenge of not being able to produce enough to meet the readily available market. Therefore, she is seeking funds from Kiva lenders to buy farm inputs such as good fertilizer and good-quality seeds. Through this loan, Ester should double her production, and this will translate into increased income. She then intends to save more money in the future so that she can develop her farming.<br /><br />One objective that Juhudi Kilimo aims at fulfilling is increasing the ease of accessing farm inputs and income-generating assets for farmers. Through the intervention of Juhudi Kilimo and Kiva, inputs such as fertilizers and pesticides have become more accessible to its members than buying a bottle of water. Ester is very optimistic and believes this loan will change her life completely.',\n",
+       "  'loanAmount': '275.00',\n",
+       "  'geocode': {'city': 'Kitale',\n",
+       "   'country': {'name': 'Kenya',\n",
+       "    'region': 'Africa',\n",
+       "    'fundsLentInCountry': 120841775}}},\n",
+       " {'name': 'Cherifa',\n",
+       "  'description': 'Cherifa is married, 57 years old with two children. She caters and also sells the local drink. She asks for credit to buy the necessities, in particular bags of anchovies, bags of maize and bundles of firewood. She wants to have enough income to run the house well.',\n",
+       "  'loanAmount': '875.00',\n",
+       "  'geocode': {'city': 'Agoe',\n",
+       "   'country': {'name': 'Togo',\n",
+       "    'region': 'Africa',\n",
+       "    'fundsLentInCountry': 13719125}}}]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Plumbing the data\n",
+    "loan_list = kiva_dict['data']['lend']['loans']['values'] # this gives us a list of dicts\n",
+    "loan_list"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'dict'>\n",
+      "name\n",
+      "description\n",
+      "loanAmount\n",
+      "geocode\n",
+      "<class 'dict'>\n",
+      "name\n",
+      "description\n",
+      "loanAmount\n",
+      "geocode\n",
+      "<class 'dict'>\n",
+      "name\n",
+      "description\n",
+      "loanAmount\n",
+      "geocode\n",
+      "<class 'dict'>\n",
+      "name\n",
+      "description\n",
+      "loanAmount\n",
+      "geocode\n",
+      "<class 'dict'>\n",
+      "name\n",
+      "description\n",
+      "loanAmount\n",
+      "geocode\n"
+     ]
+    }
+   ],
+   "source": [
+    "# what can we learn from this data?\n",
+    "for loan_dict in loan_list:\n",
+    "    print(type(loan_dict))\n",
+    "    for key in loan_dict:\n",
+    "        print(key)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Polikseni\n",
+      "Safarmo\n",
+      "Elizabeth\n",
+      "Ester\n",
+      "Cherifa\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print out all the names\n",
+    "for loan_dict in loan_list:\n",
+    "    print(loan_dict['name'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4350.0"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# print out the total amount to loan\n",
+    "tot_loan_amount = 0.0\n",
+    "for loan_dict in loan_list:\n",
+    "    tot_loan_amount += float(loan_dict['loanAmount'])\n",
+    "tot_loan_amount\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "275.0\n",
+      "1325.0\n",
+      "870.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "loan_amounts = []\n",
+    "for loan_dict in loan_list:\n",
+    "    loan_amounts.append(float(loan_dict['loanAmount']))\n",
+    "print(min(loan_amounts))\n",
+    "print(max(loan_amounts))\n",
+    "print(sum(loan_amounts) / len(loan_amounts))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Albania\n",
+      "Tajikistan\n",
+      "Kenya\n",
+      "Kenya\n",
+      "Togo\n"
+     ]
+    }
+   ],
+   "source": [
+    "# print out all the country names\n",
+    "for loan_dict in loan_list:\n",
+    "    print(loan_dict['geocode']['country']['name'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# more complex APIs...\n",
+    "\n",
+    "# Most require you to sign up and get a key:\n",
+    "\n",
+    "# https://developer.nytimes.com/apis\n",
+    "# https://developer.spotify.com/documentation/web-api\n",
+    "# https://developer.twitter.com/apitools/downloader\n",
+    "\n",
+    "# Some do not:\n",
+    "# https://data-cityofmadison.opendata.arcgis.com/datasets/metro-transit-bus-route-patterns/api\n",
+    "# specific route: https://maps.cityofmadison.com/arcgis/rest/services/Public/OPEN_DATA_TRANS/MapServer/19/query?where=trips_routes_route_id%20%3D%20'80'&outFields=*&outSR=4326&f=json\n",
+    "# specific nyt election data: https://static01.nyt.com/elections-assets/2020/data/api/2020-11-03/state-page/wisconsin.json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'firstName': 'Joe',\n",
+       " 'lastName': 'Jackson',\n",
+       " 'gender': 'male',\n",
+       " 'age': 28,\n",
+       " 'address': {'streetAddress': '101', 'city': 'San Diego', 'state': 'CA'},\n",
+       " 'phoneNumbers': [{'type': 'home', 'number': '7349282382'}]}"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Here is an example of how to download from a URL\n",
+    "\n",
+    "import requests\n",
+    "\n",
+    "url = \"https://filesamples.com/samples/code/json/sample2.json\"\n",
+    "r = requests.get(url)\n",
+    "data = r.json()\n",
+    "\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/f24/Louis_Lecture_Notes/19_JSON/cs220_survey_data.csv b/f24/Louis_Lecture_Notes/19_JSON/cs220_survey_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..372b449733a3c94dc51f0200fda7f967a739414a
--- /dev/null
+++ b/f24/Louis_Lecture_Notes/19_JSON/cs220_survey_data.csv
@@ -0,0 +1,1105 @@
+Section,Lecture,Printed Copy,Age,Primary Major,Other Majors,Secondary Majors,Zip Code,Latitude,Longitude,Data Science Major,Pizza Topping,Cats or Dogs,Runner,Sleep Habit,Procrastinator,Song
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,No,19,Engineering: Other,Engineering Mechanics,,53726,44.39,-89.83,No,none (just cheese),dog,No,night owl,Maybe,Family Ties-Baby Keem
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,18,Business: Finance,,economics,53706,22.7626,120.3652,Maybe,pineapple,dog,Yes,no preference,Yes,"Singer: Haruno
+
+Song: Like a seraph"
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,19,Science: Biology/Life,,Data Science,53706,,,Yes,mushroom,cat,No,early bird,Yes,All the songs by New Order
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,No,19,Data Science,,,53703,37.2788,127.154,Yes,Other,dog,Yes,no preference,Yes,im fine with any song
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,18,Engineering: Industrial,,,53706,42.3601,-71.0589,No,pepperoni,dog,No,night owl,Yes,"Portal Orbital - DJ Darge, DJ L7 da ZN, ...
+
+brazilian funk sorta"
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,18,Computer Science,,,53706,34,108,Maybe,sausage,cat,Yes,night owl,Maybe,Bohemian Rhapsody by Queen
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,20,Data Science,,"******************************
+Economic Analytics Certificate
+******************************",53715,22.5431,114.0579,Yes,pineapple,cat,Yes,night owl,Yes,夏夜最后的烟火 -Ele Yan
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,19,Science: Biology/Life,N/A,N/A,53703,45.0762,-93.511,Maybe,basil/spinach,dog,Yes,early bird,Maybe,Island in the Sun by Weezer
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC003,Yes,19,Engineering: Mechanical,,,53715,44.2539,-88.4824,No,pepperoni,dog,Yes,early bird,No,Life's Been Good -Joe Walsh
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,,Mathematics/AMEP,,,53715,40,-75,No,pepperoni,dog,No,night owl,No,lovely day bill withers
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,21,Mathematics/AMEP,,,53715,40,-75,No,pepperoni,dog,No,night owl,No,
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,,Data Science,,Economics is my second major,53703,39.9042,116.4074,Yes,mushroom,cat,Yes,no preference,Yes,How You Like That by Blackpink
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,19,Engineering: Mechanical,,,53715,45.0468,-87.2981,No,basil/spinach,dog,No,early bird,Yes,misses by Dominic Fike
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,19,Other (please provide details below).,ECONOMICS,Certificate in Data science,53703,21.1734,-86.8281,Maybe,pepperoni,cat,No,early bird,Yes,"Taylor Swift  ------ Style, Daylight
+
+ "
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,21,Other (please provide details below).,Economics,"Data Science, CERT",53711,22.5429,114.0596,No,sausage,dog,No,early bird,Yes,Straight A's - Connor Price
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,22,Data Science,,,53703,36.3504,127.3845,Maybe,pepperoni,dog,No,night owl,No,Runaway by Kanye West
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,20,Business: Information Systems,,I plan to get a minor in data science. ,53715,38.9416,-119.9772,No,pepperoni,neither,No,early bird,No,For Certain by PartyNextDoor.
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,21,Other (please provide details below).,Information Science,,53715,20.528,-100.8113,Maybe,pepperoni,dog,Yes,no preference,Maybe,De Carolina by Rauw Alejandro
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,21,Other (please provide details below).,"Economics. Doing a certificate in Data Science
+
+ ",N/A,53703,41.3851,2.1734,No,Other,cat,No,night owl,Yes,"unwritten - natasha bedningfield
+
+anyone/ ghost -justin bieber
+
+buzz - niki
+
+ "
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,21,Science: Other,Environmental Science,,53715,37.9838,23.7275,No,pepperoni,dog,Yes,no preference,Maybe,I Had Some Help - Morgan Wallen and Post Malone
+COMP SCI 319:LEC002,LEC002,No,25,Other (please provide details below).,Economics,,53705,30.5928,114.3055,Maybe,pineapple,cat,No,no preference,Yes,路过人间-- Yisa Yu
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,21,Data Science,No,statistics,53703,39.9042,116.4074,Yes,tater tots,cat,No,early bird,Yes,"Ice Ice Baby
+Song by Vanilla Ice"
+COMP SCI 319:LEC002,LEC002,Yes,24,Other (please provide details below).,econ ,,53703,39.9042,116.4074,No,Other,cat,Yes,night owl,Yes,kenye west
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,No,18,Data Science,,Animal and Veterinary Biosciences,53706,45.8561,9.1166,Yes,none (just cheese),dog,No,night owl,No,Northern Attitude by Noah Kahan
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,20,Other (please provide details below).,Economics,Data Science,53703,33.6088,-117.8734,Yes,basil/spinach,dog,Yes,early bird,No,Blondie - Current Joys
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,18,Science: Biology/Life,,,53703,43.7696,11.2558,No,pineapple,cat,Yes,night owl,Maybe,Epitaph-king crimson
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,18,Data Science,,,53706,48.8575,2.3514,Yes,mushroom,cat,No,early bird,No,callaita bad bunny 
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,20,Business: Finance,N/A,Information Systems,53703,41.8781,-87.6298,No,pineapple,dog,No,no preference,Maybe,Something Real - Post Malone
+COMP SCI 319:LEC002,LEC001,No,22,Other (please provide details below).,Economics,,53715,60.1,24.53,Maybe,pepperoni,cat,Yes,night owl,Yes,Hotel California
+COMP SCI 319:LEC002,LEC002,Yes,23,Science: Other,,,53703,18,13,No,sausage,dog,No,early bird,No,"Cruel Summer
+
+Taylor Swift"
+COMP SCI 319:LEC002,LEC002,No,24,Other (please provide details below).,economics,,53703,19.8968,-155.5828,No,sausage,cat,No,night owl,Yes,“学不会”- JJ LIN
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Mechanical,,,53715,-36.8485,174.7633,No,pepperoni,dog,No,no preference,No,Nellie by Dr. Dog
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,20,Science: Other,Information Science,,53715,40.7128,-74.006,No,mushroom,dog,No,night owl,Maybe,Vex Oh- Kaytranada 
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,20,Engineering: Other,,,53711,40.3754,-105.5061,No,pineapple,neither,Yes,no preference,Yes,Useless by Omar Apollo
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53094,43.4925,-88.543,No,none (just cheese),dog,No,night owl,Yes,Otherside - Red Hot Chili Peppers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,19,Data Science,,,53703,22.53,114.06,Yes,pineapple,neither,No,night owl,Yes,"Sway to My Beat in Cosmos
+
+Chevy/HOYO"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,18,Computer Science,,,,40.7128,-74.006,Maybe,macaroni/pasta,cat,No,no preference,Maybe,Hotel California (version 2004) eagles
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,No,21,Other (please provide details below).,Supply Chain Management,,53703,39.514,-0.4737,Yes,sausage,cat,No,night owl,Maybe,Phil Collins - Paradise
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,18,Engineering: Other,,,53706,43.103,-88.2375,No,Other,dog,Yes,early bird,Maybe,Blue Notes by Meek Mill
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,19,Computer Science,,,53706,40,-243.6,Yes,sausage,dog,No,night owl,Maybe,The Sound of Silence by Simon & Garfunkel
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,18,Data Science,,econ,53706,3.2028,73.2207,Yes,sausage,cat,No,night owl,Yes,Fair Trade--Drake
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,18,Other (please provide details below).,Economics,,53711,39.0245,-77.5301,No,,neither,No,night owl,No,Perennial Quest: Death
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,18,Other (please provide details below).,Computer Science,Data Science,53706,41.0082,28.9784,Yes,Other,cat,No,early bird,Yes,28 - Zach Bryan 
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,19,Other (please provide details below).,Economics , Data Science,53703,37.6472,-118.9675,Maybe,pepperoni,dog,No,no preference,Yes,Brown Eyed Girl -Van Morrison
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,20,Engineering: Mechanical,,,53715,45.8876,-123.9622,No,pineapple,dog,No,night owl,Yes,No one like you - Scorpions
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,19,Science: Biology/Life,,,53706,38.9072,-77.0369,No,sausage,cat,Yes,night owl,Yes,The Ballad of Jane Doe by Emily Rohm & Ride the Cyclone World Premiere Cast Recording Ensemble
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,19,Computer Science,,Data Science,53726,25.033,121.5654,Maybe,pineapple,cat,Yes,early bird,Maybe,Video Killed The Radio Star --- The Buggles
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,20,Computer Science,,,53703,42.36,-71.06,Yes,pepperoni,dog,Yes,night owl,Yes,The Groovy Cat - PAWSA
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,No,19,Science: Other,Psychology/ Data science,data science,53703,36.5552,-121.9233,Yes,mushroom,dog,No,night owl,Yes,Steely Dan - Do it Again
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,No,20,Computer Science,,,53703,53.271,-9.0627,Maybe,pepperoni,dog,No,night owl,Yes,1979 - The Smashing Pumpkins
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,No,19,Engineering: Industrial,NA,Possible certificate in data science,53706,55.6,12.56,No,basil/spinach,dog,Yes,early bird,Maybe,the prophecy by taylor swift
+COMP SCI 319:LEC001,LEC001,No,22,Business: Information Systems,,,53719,30.5728,104.0668,Maybe,macaroni/pasta,cat,No,night owl,Yes,ETA （by NewJeans）
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,20,Engineering: Mechanical,,,53703,43.0731,-89.4012,No,sausage,dog,Yes,night owl,No,"I Didn't Know- Skinshape
+
+ 
+
+Definitely a song to play for class."
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,Yes,20,Science: Physics,,,53715,41.8781,-87.6298,No,pepperoni,dog,No,night owl,No,Kid cudi
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,18,Engineering: Mechanical,,As of now i am not sure if i am gonna go for double majors and even if i do i dont know the topics and subjects i am gonna take.,53706,25.3447,83.0219,Maybe,mushroom,dog,No,night owl,Maybe,Avalanche by Christian French
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,20,Computer Science,,Minoring in chemistry,53726,35.4442,139.6381,No,mushroom,neither,No,night owl,No,Parov Stelar - Booty Swing
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,20,Statistics,,,53715,31.299,120.5832,Maybe,none (just cheese),cat,No,night owl,No,Cruel Summer-- Taylor Swift
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,19,Other (please provide details below).,"Economics, BS",,53703,42.33,83,No,pepperoni,cat,No,night owl,Yes,Dancin in the country 
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,,53706,18.519,73.9431,Maybe,pepperoni,dog,No,early bird,Yes,My favourite song is Raputin by Boney M.
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,18,Business: Actuarial,,,53706,37.9838,23.7275,No,pepperoni,dog,Yes,night owl,Yes,I Know You Want Me by Pitbull
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,18,Business: Finance,,,53715,40.6171,-74.0479,No,pineapple,dog,No,night owl,Yes,Sundress by A$AP Rocky
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,No,21,Statistics,,Data Science,53715,37.6783,126.7313,Yes,sausage,dog,No,early bird,Yes,"Title : Live my life
+
+Artist : Aespa"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,19,Other (please provide details below).,I am currently an Economics major with an intent to receive a Data Science Certificate as well.,,53703,40.7128,-74.006,No,Other,cat,Yes,night owl,No,"One of my favorite songs is ""Creep,"" by Radio Head."
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,No,18,Engineering: Industrial,,,53715,41.7606,88.3201,No,pepperoni,dog,Yes,night owl,Yes,Flashing Lights - Kanye West 
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,No,20,Engineering: Industrial,n/a,n/a,53703,32.7765,-79.9311,Maybe,pepperoni,dog,Yes,night owl,Yes,"But Me - Ty Myers
+
+Somewhere in Brooklyn - Bruno Mars"
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,18,Data Science,,,53706,37.5683,126.9978,Yes,pepperoni,dog,No,night owl,Yes,Valley - Like 1999
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,20,Engineering: Biomedical,,,53705,37.7462,-122.4143,No,Other,dog,No,night owl,Yes,"Good Luck, Babe! - Chappell Roan"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,No,21,Computer Science,N/A,N/A,53706,38.907,77.037,No,basil/spinach,cat,Yes,night owl,Yes,Good Time - Collab by Carly Rae Jepsen and Owl City
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,,Engineering: Mechanical,,,53703,40.7128,74.006,Maybe,sausage,dog,Yes,no preference,Maybe,Just the Way You Are by Bruno Mars
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,18,Engineering: Mechanical,,,53714,43.0731,-89.4012,No,pepperoni,dog,No,early bird,Maybe,We are Young Fun.
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,18,Engineering: Mechanical,,,53706,139.65,35.6764,No,pineapple,dog,No,night owl,Yes,The color violet - Tory Lanez
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,19,Business: Finance,,,53703,45.1468,-93.3554,Yes,pepperoni,dog,Yes,night owl,Yes,Lose Yourself by Eminem 
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,19,Data Science,,"Economics
+
+ ",53703,12.9716,77.5946,Yes,none (just cheese),dog,Yes,no preference,Yes,I love you I hate you - Playboycarti
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,18,Computer Science,,Data Science,53715,41.8781,41.8781,Yes,none (just cheese),dog,No,night owl,No,"Udit Narayan (Note this is a famous Indian Bollywood 1990s artist)
+
+if you ever put his songs put them from the movie Dil To Pagal Hai"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,18,Computer Science,,,53706,43.0627,-87.9959,No,macaroni/pasta,neither,Yes,early bird,No,Get Free by Lana Del Ray
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,Yes,,Other (please provide details below).,Information Science,,53703,42,-88,No,sausage,cat,No,night owl,Yes,"I Want It That Way, Backstreet Boys"
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,21,Science: Other,Atmospheric and Oceanic Sciences,,53726,43,89,No,pepperoni,dog,Yes,early bird,Yes,"""On, Wisconsin!"" by William T. Purdy"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,20,Engineering: Mechanical,,,53706,38.5196,14.9599,No,pineapple,dog,No,early bird,Maybe,"Jersey Giant - Even Honer, Julia DiGrazia"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,20,Statistics,,,53703,39,116,Maybe,mushroom,dog,No,night owl,Yes,"Mercy, Duffy"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,18,Engineering: Mechanical,,,53706,37.9375,107.8123,No,pepperoni,cat,Yes,night owl,Maybe,"Wishlist, Denzel Curry"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,19,Other (please provide details below).,"economic
+
+ ",data science,53703,41.8719,12.5674,Maybe,sausage,dog,Yes,night owl,Yes,"ed sheeran
+
+ "
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,No,18,Science: Biology/Life,,I'm currently thinking about a certificate or an additional major in data science.,53076,27.9642,-82.4526,Maybe,sausage,dog,No,night owl,Yes,Drive me crazy - Lil Yachty
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,20,Mathematics/AMEP,,,53703,3.1649,101.5902,Maybe,mushroom,cat,Yes,night owl,Yes,Test Drive (From How To Train Your Dragon) - John Powell
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,No,18,Engineering: Industrial,,,53706,51,-0.13,Maybe,pepperoni,dog,Yes,night owl,Maybe,Poker Face - Lucki
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC001,No,19,Engineering: Mechanical,,,53703,40.4406,-79.9959,No,pepperoni,dog,No,night owl,Maybe,While my guitar gently weeps 
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,No,20,Computer Science,,,53715,37.7771,-121.9675,Maybe,mushroom,dog,No,night owl,Yes,Cannibal by Mochji
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,21,Other (please provide details below).,Economics,"Political Science, Data Science",53703,3.139,101.6869,Maybe,none (just cheese),cat,Yes,early bird,No,Asareje - Spanish version
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,21,Science: Chemistry,,As well as chemistry I study mathematics and am earning a certificate in data science ,53725,45.4404,12.316,No,pineapple,dog,Yes,night owl,Maybe,Guess by Charli XCX
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,18,Engineering: Mechanical,,,53706,40.7646,-73.9804,No,sausage,dog,Yes,early bird,Yes,Born to Run - Bruce Springsteen
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,No,18,Business: Finance,,Data Science,53715,46.6863,7.8632,Maybe,pineapple,dog,Yes,early bird,No,Good days by sza
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,,Statistics,,,53703,26.0745,119.2965,Maybe,pineapple,cat,No,early bird,Maybe,Heart orchid goes with you
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,Yes,20,Engineering: Industrial,,,53715,-37.807,145.0306,No,pepperoni,cat,Yes,early bird,Maybe,American Nights - Zach Bryan
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53703,11.5967,42.4624,No,pepperoni,dog,No,night owl,Maybe,"Wish you were here by pink floyd
+
+bad bitty by jp"
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,0,Science: Biology/Life,,,53705,48.8566,2.3522,No,pineapple,dog,No,night owl,Yes,You Should See Me in a Crown by Billie Eilish
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,18,Science: Biology/Life,,,53706,30,120,Yes,mushroom,cat,Yes,night owl,Yes,"Radio
+
+Lana Del Ray"
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,Yes,18,Engineering: Industrial,,,53706,20.6028,-105.2337,No,pepperoni,dog,No,night owl,Yes,Legacy- Matt Maeson
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,19,Engineering: Other,,,53706,47.37,102.2,No,none (just cheese),dog,Yes,early bird,Yes,Scenario by A Tribe Called Quest.
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,19,Engineering: Mechanical,,,53715,40.7128,-74.006,No,pepperoni,dog,Yes,night owl,Yes,"What you know, Two Door Cinema Club"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,18,Statistics,,,53706,57.7818,14.1585,Maybe,pepperoni,dog,Yes,no preference,No,"Circle
+
+ 
+
+ "
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,18,Data Science,,,53703,31.2304,121.4737,Yes,none (just cheese),cat,No,no preference,Maybe,In My Own Way by PAx White
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,19,Data Science,,,53703,41.8781,-87.6298,Yes,pepperoni,dog,No,night owl,Yes,Faith by The Weeknd
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,20,Mathematics/AMEP,Mathematics of Data Science,I do not have any secondary majors.,53703,35.6895,139.6917,Maybe,pepperoni,cat,No,early bird,Yes,"""beside you"" from Keshi"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,21,Science: Biology/Life,,,53703,43.0731,-89.4012,No,mushroom,cat,No,night owl,No,Take on Me by a-ha
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,19,Business: Finance,,Data science ,53706,40.7128,-74.006,No,basil/spinach,dog,Yes,no preference,Yes,Dress Code - Mau p
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,No,21,Data Science,--,Economics,53703,37.8,122.4,Yes,pepperoni,dog,Yes,no preference,No,"If I Ain't Got You
+
+- Alicia Keys"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,18,Engineering: Mechanical,,,53703,21.3891,39.8579,No,none (just cheese),cat,Yes,night owl,Yes,"I like listening to quran, Al mumminun by yasser al dosari, al haqqah by yousef soqier and by naser al qatmi are also very good surahs"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,20,Data Science,,"data sciences, economics",53703,43.0731,-89.4012,Yes,macaroni/pasta,dog,No,night owl,Yes,"New Romantics 
+
+by Taylor Swift"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,18,Other (please provide details below).,economics,,53706,28.4595,77.0266,Yes,green pepper,dog,No,no preference,Yes,lemon tree by fools garden
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Mechanical,,certificate in manufacturing engineering ,53716,35.9855,-86.7831,No,basil/spinach,dog,No,early bird,Maybe,View Between Villages Noah Kahan
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,18,Data Science,"I haven't decided. Maybe my major is Data Science in the future. However, I'm still exploring.",Maybe not.,53706,,53,Yes,pineapple,dog,Yes,night owl,Yes,My favorite singer is Jay chou. I like all of songs of him
+COMP SCI 319:LEC001,LEC001,Yes,26,Other (please provide details below).,Information Science,-,53711,37.5499,126.9738,No,pineapple,cat,No,early bird,Yes,Jon Bellion - Blu
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,19,Other (please provide details below).,,,53707,64.9631,-19.0208,Maybe,none (just cheese),cat,Yes,night owl,Maybe,double take - Dhruv
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,19,Statistics,,,53703,52.3702,4.8952,Maybe,basil/spinach,dog,No,no preference,Maybe,"Sing About Me, I'm Dying of Thirst - Kendrick Lamar"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,21,Engineering: Mechanical,Mechanical Engineering,,53726,35.6895,139.6917,No,pepperoni,dog,No,early bird,Maybe,Vampire Sundae - Hot Pink Death Machine
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,20,Other (please provide details below).,Economics,Data Science Certificates,53703,40.7831,-73.9713,Maybe,basil/spinach,dog,No,early bird,Yes,seven - jungkook from bts
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,21,Other (please provide details below).,Data Science & Economics ,No secondary majors ,53703,41.8,123.4,Yes,macaroni/pasta,dog,Yes,early bird,Yes,pushing 21
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,19,Engineering: Mechanical,,,53562,40.7128,-73.935,No,Other,neither,No,night owl,Yes,Hooked on a feeling by Blue Swede
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,17,Data Science,,,53715,28.7,77.1,Yes,pepperoni,dog,No,night owl,Yes,Have no favorite songs 
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,No,20,Other (please provide details below).,Economics,Information Science,53703,31.9522,35.2332,No,pineapple,cat,No,night owl,Maybe,That's okay - DO Kyung Soo
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,18,Data Science,,,53706,,,Yes,sausage,cat,No,no preference,Yes,
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,18,Data Science,,,53706,39.9042,116.4074,Yes,sausage,dog,No,no preference,Yes,"LIKE THAT
+
+BABYMONSTER"
+COMP SCI 319:LEC004,LEC004,Yes,24,Science: Other,economics,,53705,30.1999,107.7324,No,pepperoni,cat,No,night owl,Yes,大海 张雨生
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,20,Computer Science,N/A,N/A,53706,41.3851,2.1734,No,pepperoni,dog,No,no preference,Yes,El Doctorado - Tony Dize
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,Spanish,53706,32.7765,-79.9311,Yes,none (just cheese),dog,Yes,night owl,Maybe,Birds of a Feather Billie Eilish
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,20,Other (please provide details below).,Economics,History,53715,44.9142,-89.5512,No,sausage,dog,No,night owl,Yes,Graduate by Third Eye Blind
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,No,20,Other (please provide details below).,"Although my major can be considered physics, I wanted to specify that my major is Astrophysics. ",,53715,53.2707,-9.0568,No,basil/spinach,cat,No,night owl,Yes,Dreams by the Cranberries
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,18,Science: Other,Environmental Science,N/A,53715,47.0455,8.308,No,pepperoni,cat,Yes,no preference,Yes,"Dang! - Mac Miller, Anderson .Paak"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,18,Engineering: Mechanical,,,53706,43.0722,89.4008,No,pineapple,dog,No,early bird,No,All Your'n by Tyler Childers
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,No,21,Data Science,,,53703,40.7608,-111.891,Yes,mushroom,cat,No,night owl,Yes,Riot - Hugh Masekela
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,18,Data Science,,Economics,53703,41.3851,2.1734,Yes,pepperoni,cat,Yes,night owl,No,"Slide - Calvin Harris, Frank Ocean, Migos"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,Yes,18,Engineering: Industrial,,,53706,35.6895,139.6917,No,sausage,dog,Yes,night owl,No,Vienna by Billy Joel
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,18,Data Science,,,53703,51.5074,-0.1278,Yes,none (just cheese),dog,Yes,night owl,Yes,Pretty Slowly By Benson Boone
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,20,Business: Other,n/a,"data science, computer science, digital studies",53703,40.7831,-73.9713,No,sausage,dog,No,night owl,Maybe,afterglow - ed sheeran
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,21,Science: Chemistry,,,53703,31.299,120.5853,No,pineapple,cat,No,no preference,No,We Own The Night -- Matthew Morrison
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,,Engineering: Mechanical,,,53711,19.8968,-155.5828,No,pineapple,dog,Yes,no preference,Maybe,Broken Halos by For King and Country
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,20,Data Science,,Economics,53703,52.2297,21.0122,Yes,pepperoni,dog,No,night owl,Yes,Bad Habit by Steve Lacy
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,19,Engineering: Mechanical,,,53706,51.5074,-0.1278,No,pepperoni,dog,Yes,night owl,Yes,"Life is a Highway, Rascal Flatts"
+COMP SCI 319:LEC002,LEC002,No,27,Engineering: Other,,,53705,55.9511,-3.187,No,pineapple,cat,No,no preference,Maybe,"Circles, Post Malone
+
+Sounds of Someday, Radio Company
+
+Mind Over Matter, Young the Giant
+
+Why'd you only call me when you're high, Arctic Monkeys"
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,18,Engineering: Industrial,,,53706,41.8781,-87.6298,No,sausage,dog,Yes,early bird,No,
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,21,Data Science,,Economics,53703,31.23,121.47,Yes,green pepper,cat,No,night owl,Yes,I prefer not to share. 
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,19,Statistics,N/A,Cartography and GIS,53715,38.7074,-9.1381,Maybe,sausage,dog,No,night owl,Maybe,"Mr. Forgettable, David Kushner "
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,17,Data Science,,,53706,25.033,121.5654,Yes,pepperoni,cat,No,no preference,Yes,"Miss Americana & the Heartbreak Prince, Taylor Swift"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,20,Other (please provide details below).,Economics, Statistics,53703,22.2771,114.1635,Maybe,sausage,cat,No,night owl,Yes,Hometown Glory
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,No,19,Other (please provide details below).,"I am undecided, but planning on either data science, economics, or something related to finance in the business school.",,53703,43.7696,11.2558,Maybe,sausage,dog,No,night owl,Maybe,Thnks Fr Th Mmrs by Fall Out Boy
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,19,Business: Finance,,,53715,41.76,-87.63,Maybe,sausage,dog,No,night owl,Yes,"""Party Rock Anthem"" by LMFAO"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,No,19,Engineering: Mechanical,,,54307,44.5133,-88.0133,No,basil/spinach,dog,No,night owl,Yes,Back on 75 - Jungle
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,24,Business: Other,,,53715,27,42,No,pineapple,dog,No,night owl,Maybe,Bad boy
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,18,Engineering: Industrial,N/A,N/A,53706,31.9454,35.9284,No,pineapple,dog,Yes,early bird,Yes,smells like teen spirit by Nirvana
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,20,Engineering: Industrial,,,53711,42.3601,-71.0589,Maybe,sausage,dog,No,night owl,Yes,Eyes closed Ed Sheeran
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,19,Engineering: Mechanical,,computer science,53715,32,118,No,pepperoni,cat,Yes,early bird,Yes,betty taylor swift
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,No,20,Business: Finance,,,53706,41,-87,Maybe,pepperoni,dog,No,night owl,Yes,"Wish You Were Here, Pink Floyd"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,20,Other (please provide details below).,Rehab Psychology,data science,53703,28.2282,112.9388,Maybe,pineapple,dog,No,night owl,Yes,Love story-Taylor Swift
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,No,19,Science: Other,Economics.,,53703,32.73,-117.16,No,pepperoni,cat,No,night owl,Yes,Kendrick Lamar: Pride
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,No,18,Computer Science,,,53706,41.8336,-87.8968,Maybe,none (just cheese),cat,No,night owl,Yes,Creep by Radiohead
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,21,Computer Science,,,53705,31.2304,121.4737,Maybe,pepperoni,dog,Yes,night owl,Maybe,n/a
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,No,19,Computer Science,,,53706,44.6488,-63.5752,No,sausage,dog,Yes,night owl,Yes,Middle of the Night - loveless
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,19,Business: Actuarial,,"Date Science, Accounting ",53706,42.9874,-78.7915,Yes,mushroom,cat,No,night owl,Maybe,"See You Again, Song by Wiz Khalifa."
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC003,No,21,Business: Other,"I study Economics, BA","I also study Russian, BA",53703,29.9511,-90.0715,Maybe,sausage,dog,No,night owl,Yes,House of the Rising Sun - The Animals
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,19,Business: Other,,,53715,36.1024,-115.1746,Maybe,pepperoni,dog,No,night owl,Yes,More Than a Woman- Bee Gees
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,20,Data Science,,,53703,44.9778,-93.265,Yes,Other,neither,No,early bird,Maybe,Aqua- Barbie Girl
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,19,Engineering: Industrial,,French,53715,10.3174,-84.824,Maybe,pepperoni,dog,Yes,night owl,Yes,Rich Girl by Hall And Oates
+COMP SCI 319:LEC004,LEC004,No,22,Science: Physics,,Physics,53703,22.5431,114.0579,No,sausage,neither,No,no preference,Yes,After All ~Tsuzuru Omoi~ by Rena Uehara
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,No,20,Business: Finance,,Business: Information Systems,53589,41.013,28.9748,No,basil/spinach,neither,Yes,early bird,Yes,Dusk Till Dawn by Sia and Zayn
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,18,Engineering: Mechanical,,,53706,41.9028,12.4964,Maybe,mushroom,dog,No,night owl,Yes,Badfish - Sublime
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,21,Other (please provide details below).,Economics,N/A,53703,30.2741,120.1551,Maybe,sausage,dog,Yes,night owl,Yes,Wo Men De Ge - Wang Leehom
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,18,Engineering: Mechanical,,,,53706,-86.8466,No,sausage,dog,Yes,night owl,No,Springsteen - Eric Church
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,22,Statistics,,"Math, environmental studies",53703,31,104,Maybe,mushroom,dog,No,early bird,No,人间乐 - 国家宝藏
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53703,44.3588,-89.0849,No,pepperoni,cat,No,early bird,Yes,"You broke my heart 
+
+Drake"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,20,Business: Information Systems,,,53703,42.6094,-90.4307,Maybe,pepperoni,dog,Yes,early bird,Maybe,Feel it - D4vd
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,20,Business: Finance,,Real Estate,53703,43.0556,-88.1272,No,sausage,dog,No,night owl,Yes,Black Magic Woman - Santana
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Mechanical,,,53703,37.9121,-122.5571,No,pepperoni,dog,No,night owl,Maybe,Suburban Legends - Taylor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,19,Business: Other,,,53703,40.639,-73.96,Maybe,none (just cheese),dog,No,no preference,Yes,"Mirror, Kendrick Lamar"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,18,Data Science,,,53703,40.7306,-73.9352,Yes,pepperoni,dog,No,no preference,Yes,jump around house of pain
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Mechanical,,,53711,35.6895,114.6844,No,sausage,cat,No,night owl,Yes,
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,18,Engineering: Biomedical,,,53706,8.7335,76.7255,No,pineapple,dog,No,no preference,Yes,Currently listening on repeat to Rock with You by MJ.
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,19,Data Science,N/A,Economics,53703,47.6062,-122.3321,Yes,sausage,dog,Yes,early bird,No,"Feeling good, Michael Buble"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,18,Data Science,None,None ,53706,37.9838,23.7275,Yes,none (just cheese),dog,No,night owl,No,Good Days by SZA 
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,19,Engineering: Mechanical,,,53711,45.4669,-89.7134,No,green pepper,dog,No,no preference,Yes,Higher by Creed
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,Yes,19,Data Science,,,53703,46.9475,7.4474,Yes,pepperoni,dog,Yes,early bird,Yes,Thunder struck-AC/DC
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,17,Data Science,na,"molec. biology/finance
+
+or biomedical engineer",53706,28.7041,77.1025,Yes,basil/spinach,dog,No,early bird,Yes,Higher by tems
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,19,Mathematics/AMEP,,Data Science,53706,45.5374,-100.4338,Yes,sausage,cat,No,night owl,Maybe,White Horse by Chris Stapleton
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,19,Business: Information Systems,,Business: Finance,91325,33.6595,117.9988,No,pepperoni,dog,Yes,early bird,Yes,Aja by Steely Dan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,No,19,Other (please provide details below).,Data Science,Business: Actuarial,53706,41.8781,-87.6298,Yes,pepperoni,dog,No,no preference,Yes,3 nights by Dominic Fike
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,19,Data Science,,,53715,34.681,112.46,Yes,pineapple,cat,No,no preference,Maybe,"Eason Chen
+
+King of Singing"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,No,18,Engineering: Mechanical,,,53706,44.9357,-93.5119,No,pepperoni,dog,No,night owl,Yes,New Faces V2 - Mac Miller
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,18,Business: Finance,n/a,Data Science,53706,47.6061,122.3328,Yes,pepperoni,dog,Yes,night owl,Yes,Feel Like That - Stick Figure featuring Sublime
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Industrial,,,53715,41.8781,-87.6298,No,mushroom,dog,No,no preference,Yes,Any classic rock
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Mechanical,,,53715,34.8822,-120.4123,No,pepperoni,dog,No,night owl,Yes,
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,19,Computer Science,,,53715,48.8566,2.3522,Maybe,mushroom,dog,Yes,night owl,Yes,Someone New - Hozier
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53703,27.8974,-82.8462,No,pepperoni,dog,No,night owl,Yes,Piano Man - Billy Joel
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,Yes,19,Engineering: Mechanical,,,53703,42.981,-87.8997,No,pepperoni,neither,Yes,no preference,Yes,Tie Up-Zac Brown Band
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,21,Business: Information Systems,,,53703,41.3962,2.1798,No,pepperoni,dog,Yes,no preference,Yes,"Everybody wants to rule the world, Tears For Fears "
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,19,Engineering: Biomedical,N/A,N/A,53714,7.9613,-11.7224,No,sausage,dog,Yes,night owl,Maybe,Virginia Beach-Drake
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,No,19,Science: Physics,,Astronomy-Physics,53703,50.0997,8.7701,No,Other,dog,Yes,early bird,No,"Is there still a light on by Adam Melchor, or There is a light and it never goes out by the Smiths"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,20,Engineering: Mechanical,,,53715,41.88,-87.63,No,sausage,cat,Yes,night owl,Yes,I really like Big Dawgs right now by Hanumankind and Kalmi
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,Yes,18,Data Science,,,53706,59.9139,10.7522,Yes,sausage,dog,No,early bird,Yes,The great escape - BOYS LIKE GIRLS
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,No,18,Mathematics/AMEP,,"Data Science, Computer Science",53706,-1.2921,36.8219,Yes,none (just cheese),cat,No,night owl,Maybe,Touchy Feely Fool or Three 'O Clock Things by AJR 
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,19,Data Science,,,53703,33.5779,-101.8552,Yes,Other,dog,No,night owl,Yes,The Devil Went Down to Georgia by The Charlie Daniels Band
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,No,19,Other (please provide details below).,Economics,Pre-Engineering,53703,39.7392,-104.9903,Maybe,none (just cheese),dog,Yes,night owl,Yes,"From the Start, Good Kid"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,21,Business: Other,,,53703,22.3964,114.1095,Yes,mushroom,cat,No,night owl,Yes,Red Wine Supernova by Chappell Roan.
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,21,Other (please provide details below).,Economics,,53703,31.2244,121.4692,Maybe,pepperoni,cat,No,night owl,Maybe,Self Love-Metro Boomin/Coi Leray
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Biomedical,,,53706,10.4806,,No,mushroom,neither,Yes,early bird,Maybe,Mercy Mercy By Marvi Gaye
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,19,Other (please provide details below).,Economics,,53704,26.0743,119.2965,No,pineapple,cat,No,night owl,Yes,My favorite song is Can't Take My Eyes off You by Frankie Valli!
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,20,Data Science,,,53703,22.5431,114.0579,Yes,sausage,dog,No,night owl,Maybe,one last kiss
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,19,Science: Physics,,Mathematics,53715,48.8566,2.3522,No,pepperoni,dog,No,night owl,Yes,Syncopate by Michelle
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,Yes,18,Data Science,,,53715,32.0853,34.7818,Yes,none (just cheese),cat,No,night owl,Maybe,Kiss of Life - Sade
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,,Engineering: Mechanical,,,53706,42.053,-70.1864,No,none (just cheese),dog,No,night owl,Yes,Human by Killers
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,22,Data Science,DS,NA,53703,39.3411,-122.8359,Yes,mushroom,dog,No,early bird,Maybe,Weeknd
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,Yes,20,Statistics,no,data science,53718,30.9,120.5,Yes,none (just cheese),dog,No,no preference,Yes,whatever from Charlie Puth is great for me.
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,No,21,Business: Information Systems,N/A,N/A,53703,19.4326,-99.1332,Maybe,sausage,dog,Yes,early bird,Maybe,The Heart Part 5 - Kendrick Lamar.
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,18,Engineering: Mechanical,,,53706,42.4247,18.7712,No,sausage,dog,No,no preference,Yes,All The Small Things - Blink 182
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC002,Yes,19,Engineering: Industrial,,,53703,40.715,-87.9785,No,sausage,dog,No,night owl,Yes,Where you Are - Moana
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,18,Science: Physics,,,53706,43.0828,-89.3762,No,pepperoni,dog,Yes,no preference,Yes,Nights by Frank Ocean
+COMP SCI 319:LEC003,LEC003,Yes,38,Science: Biology/Life,,,53705,32.7555,-98.9026,No,Other,cat,No,night owl,Maybe,pompeii by bastille
+COMP SCI 319:LEC002,LEC002,Yes,24,Science: Other,,,53704,30,104,No,pineapple,dog,No,night owl,Maybe,"Isabellae
+
+Higher Brothers"
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,Yes,18,Statistics,,,53703,30.2725,-87.6874,Maybe,sausage,dog,Yes,night owl,Maybe,No Sleep Till Brooklyn by Beastie Boys
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,20,Engineering: Mechanical,,,53703,41.2308,-80.7226,No,pepperoni,dog,No,night owl,Yes,Holy Forever - Chris Tomlin
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,No,20,Business: Information Systems,N/A,N/A,53703,46.6746,-94.1087,No,pepperoni,dog,Yes,early bird,No,Fast Car by Luke Combs
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,19,Engineering: Mechanical,,,53706,33.8359,-118.3406,Maybe,sausage,cat,No,night owl,Yes,Cry - Cigarettes After Sex
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC003,Yes,19,Engineering: Industrial,,,53703,42.3601,-71.0589,No,green pepper,dog,Yes,night owl,Maybe,Electric Feel - MGMT
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,21,Statistics,,,53575,18.5575,-68.372,Maybe,sausage,dog,No,night owl,Maybe,"When We Were Young, Adele"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,No,22,Engineering: Mechanical,,,53703,44.5417,-88.1609,No,pepperoni,dog,No,night owl,Yes,From Eden by Hozier
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,19,Data Science,,"mathematics, clarinet performance",53703,45.764,4.8357,Yes,pineapple,cat,No,night owl,Yes,Little Lies by Fleetwood Mac
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,19,Science: Physics,,,53715,36.0664,-75.6935,No,none (just cheese),dog,No,night owl,Yes,"Damage Gets Done (feat. Brandi Carlile), Hozier and Brandi Carlile"
+COMP SCI 319:LEC003,LEC003,Yes,23,Business: Other,human resource management,,53715,31.299,120.5853,Yes,pepperoni,cat,No,night owl,Yes,"The End of Love, Wubai & China Blue"
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,18,Science: Biology/Life,,,53706,43.0731,-89.4012,Maybe,none (just cheese),cat,No,no preference,Maybe,Head over Heels by ABBA
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,Yes,19,Engineering: Biomedical,,,53726,45.5219,-122.6832,No,Other,cat,No,night owl,Yes,Someday by The Strokes
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,No,19,Statistics,,,53715,42.7,-87.8,Yes,pepperoni,cat,No,early bird,Yes,Ghost town by kanye west
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,20,Statistics,,,53703,31.8206,117.2781,Maybe,mushroom,dog,Yes,no preference,Maybe,"Title: Black eye 
+
+Artist: VERNON"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,19,Science: Other,genetics,data science,53715,1.3521,103.8198,Maybe,tater tots,cat,No,night owl,Yes,Goosebumps by Travis Scott
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,18,Other (please provide details below).,"Currently undecided but considering majors like Electrical, Mechanical Engineering and Computer Science. Mainly just interested in robotics related topics.",,53706,43.0389,-87.9065,No,mushroom,cat,No,no preference,Yes,"From the Start, Laufey"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,18,Data Science,,math (pure),53706,37.9838,23.7275,Yes,basil/spinach,cat,Yes,no preference,Yes,Thinking Bout You- Frank Ocean
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,20,Mathematics/AMEP,,,53715,43,89,No,sausage,cat,Yes,early bird,Maybe,"When the sun hits, slowdive"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,19,Other (please provide details below).,Currently my major is Environmental Science but I am on track to transfer into Mechanical Engineering,,53703,52.3702,4.8952,No,green pepper,dog,No,night owl,Yes,Song to Woody by Bob Dylan
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Industrial,,,53715,20.4004,-87.3215,No,sausage,dog,Yes,night owl,Yes,Greedy- Tate McRae
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,18,Other (please provide details below).,I plan to major in kinesiology with a minor in data science. ,,53707,43.0389,-87.9065,Yes,sausage,dog,No,night owl,Yes,Riptide by Vance Joy
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,20,Data Science,,Biochemistry,53715,43.0731,-89.4012,Yes,pepperoni,dog,Yes,early bird,No,classical music.
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,Yes,20,Other (please provide details below).,Economics,No,53703,38,77,Maybe,tater tots,neither,Yes,early bird,No,My Love Westlife
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Mechanical,,,53706,41.8781,-87.6298,No,sausage,cat,No,night owl,Yes,Counting Stars by One Republic
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,18,Computer Science,,Data Science,53706,-27.4701,153.026,Yes,basil/spinach,cat,Yes,early bird,No,Us Without Me - Grentperez
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,19,Science: Other,,,53706,47.8864,106.9057,No,pepperoni,cat,No,no preference,Maybe,Hyukoh-Comes and Goes
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,19,Data Science,,,53715,31.299,120.5853,Maybe,mushroom,cat,No,no preference,Yes,"one last kiss — utada hikaru
+
+暗涌 — Faye Wang 
+
+counting starts — OneRepublic "
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,18,Computer Science,,I'm planning on doing a double major with my second major being data science. ,53706,40.6782,-73.95,Yes,none (just cheese),neither,No,night owl,Maybe,"Title: Time
+Artist: NF"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,No,19,Engineering: Mechanical,,,53715,44.1656,-70.9387,No,pepperoni,dog,Yes,night owl,Yes,Get By- Jelly Roll
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,20,Data Science,,,53703,37.9838,23.7275,Yes,sausage,cat,Yes,night owl,Yes,Touch Me - Rui Da Silva
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,Yes,18,Science: Physics,,,53706,22.0687,-159.4977,No,sausage,cat,No,night owl,No,"""Sweet Disposition"" by The Temper Trap"
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,17,Data Science,,,53706,33.5427,-117.7854,Yes,mushroom,cat,No,night owl,Yes,A Bar Song (Tipsy) - Shaboozey
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,No,18,Engineering: Mechanical,,,53706,44.656,-93.2428,No,mushroom,dog,No,night owl,Yes,Villuminati by J Cole
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,20,Other (please provide details below).,Economics,Atmospheric and Oceanic Sciences,53703,40.7128,-74.006,No,pepperoni,dog,Yes,night owl,Yes,Passionfruit - Drake
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,18,Engineering: Other,,,53562,53.5511,9.9937,Maybe,basil/spinach,cat,Yes,early bird,Yes,Just Like Heaven by The Cure
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,No,20,Engineering: Industrial,,,53703,42.3601,-71.0589,No,sausage,dog,Yes,no preference,Yes,Innerbloom by Rufus du Sol
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,20,Other (please provide details below).,Economics,Data Science,53715,34.6937,135.5022,Yes,pepperoni,dog,No,no preference,Yes,yellow -- coldplay
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,20,Business: Information Systems,,,53703,40.7128,-74.006,No,sausage,cat,No,night owl,Yes,Diva - Don Toliver
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,No,18,Statistics,,,53706,34.0522,-118.2437,No,none (just cheese),dog,No,no preference,Yes,Bad Medicine - Bon Jovi
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,20,Other (please provide details below).,Economics B.S (minor in data science),,,37.7749,,Maybe,sausage,dog,Yes,night owl,Yes,"""Where the wild things are"" - Luke Combs "
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,19,Engineering: Mechanical,,,53706,44.2619,-88.4154,No,pepperoni,dog,No,no preference,No,Cowboys From Hell - Pantera (This is some of their not so intense stuff)
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,20,Statistics,,,53703,31.2304,121.4737,No,none (just cheese),neither,No,night owl,No,"What a difference a day makes
+
+Diana Ross"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,18,Data Science,,,53706,41.4993,-81.6944,Yes,pepperoni,dog,No,night owl,No,Your Love - The Outfield
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,18,Engineering: Mechanical,,,53714,43.0731,-89.4012,No,pepperoni,neither,No,night owl,Yes,"""I'M ON"" by Offset"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,22,Mathematics/AMEP,,Economics with Math Emphasis,53715,43.77,11.2577,No,sausage,dog,Yes,night owl,Maybe,The Thief in Marrakesh by Arc De Soleil
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,18,Engineering: Mechanical,,,1748,42.3601,71.0589,Maybe,none (just cheese),dog,Yes,early bird,Yes,fine Noah Kahan 
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,20,Data Science,DATA SCIENCE,Economic certificates,53715,34.0522,-118.2437,Yes,pepperoni,neither,Yes,early bird,Maybe,"Frank Ocean:: All his songs in the albums :""BLOND, CHANNEL ORANGE and Nostalgia/Ultra
+
+(My most favorite is BLOND)"
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,19,Data Science,,,53715,35.0116,135.768,Yes,none (just cheese),dog,No,early bird,Yes,Breakin' Dishes by Rihanna
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,18,Data Science,,,53706,42.3601,-71.0589,Yes,basil/spinach,dog,No,no preference,Yes,Teams by Lorde
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,21,Other (please provide details below).,"Global Health, Psychology, and Legal Studies ",Certificates in Data Science and Criminal Justice,53703,38.7223,-9.1393,No,pepperoni,dog,No,night owl,Yes,Stubborn Love by the Lumineers
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,18,Computer Science,-,Data Science,53715,25.2048,55.2708,Yes,none (just cheese),dog,Yes,no preference,Maybe,Look Back At It - A Boogie Wit da Hoodie
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,22,Other (please provide details below).,Economics,Statistics,53711,22.1987,113.5439,No,pineapple,dog,No,night owl,Yes,Love Yourself---Justin Bieber
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,19,Engineering: Industrial,,,53703,43.0389,-87.9065,Maybe,none (just cheese),dog,Yes,early bird,Maybe,"Fantasy -Earth, Wind, & Fire"
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,22,Engineering: Other,Material Sciences and Engineering,n/a,53711,32.7157,-117.1611,No,sausage,dog,No,early bird,Maybe,Paradise - Lil Uzi Vert
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC004,Yes,19,Engineering: Industrial,,,53706,40.7128,-74.006,No,pepperoni,dog,Yes,early bird,Yes,Better Together by Jack Johnson
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,18,Engineering: Industrial,,,53706,44.3876,-68.2043,No,pepperoni,dog,No,early bird,Yes,Black - Pearl Jam
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53711,36.2529,-121.7874,Maybe,pepperoni,cat,No,night owl,Maybe,misses - Dominic Fike
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,21,Computer Science,,,53715,45.4005,-91.8509,No,pepperoni,dog,No,night owl,Maybe,20 Something - SZA
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Mechanical,,,53711,43.725,-87.7159,No,macaroni/pasta,dog,No,no preference,Yes,"Yellow Letterbed, Pearl Jam "
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,18,Business: Finance,,Data Science,53703,40.71,-740059,Yes,pepperoni,dog,No,night owl,No,505 by Arctic Monkeys
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Industrial,,,53706,44.5133,-88.0133,No,basil/spinach,neither,No,no preference,Yes,Loose by Daniel Caesar
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,No,21,Business: Actuarial,,"Marketing, Risk Management and Insurance ",53715,52.3702,4.8952,No,pepperoni,cat,No,night owl,Yes,Vampire (Olivia Rodrigo)
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC001,No,20,Data Science,,,53715,36.107,-112.113,Yes,pepperoni,cat,Yes,early bird,Maybe,High School in Jakarta by Niki Zenfaya
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,21,Business: Other,Operations & Technology Management,,53715,43.0731,-89.4012,No,sausage,cat,Yes,night owl,Maybe,Satellite by Harry Styles.
+COMP SCI 319:LEC004,LEC004,Yes,23,Business: Finance,,,53705,39.9042,116.4074,Maybe,pepperoni,dog,No,night owl,Yes,"New Rules
+
+DuaLipa"
+COMP SCI 319:LEC003,LEC003,Yes,26,Engineering: Other,,,53705,78.2254,15.6259,No,pepperoni,dog,No,night owl,Maybe,I Love You by David Tao
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,19,Data Science,,,53703,40.2204,-74.0118,Yes,pepperoni,dog,No,early bird,Yes,Stolen Dance by Milky Chance
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,20,Science: Chemistry,,,53706,41.8781,-87.6298,Maybe,mushroom,cat,No,night owl,Yes,Type Shit - Future and Metro Boomin
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,18,Languages,,,53706,40,-105.28,No,pineapple,cat,No,early bird,Yes,Born to the Morning - The Decemberists
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,20,Computer Science,,,53715,48.8566,2.3522,No,pepperoni,dog,Yes,no preference,No,Hotel by Claire Rosinkranz
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,19,Data Science,,,53715,38.823,-77.0325,Yes,pepperoni,cat,No,no preference,Yes,Rockstar - Nickelback
+COMP SCI 319:LEC003,LEC003,Yes,28,Science: Other,,,53705,42.2594,-72.5754,No,mushroom,dog,Yes,early bird,Yes,Two Princes- Spin Doctors
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,20,Other (please provide details below).,Consumer Behavior and Marketplace Studies,,53703,-33.9249,18.4241,No,mushroom,dog,Yes,no preference,Yes,Find a Way - A Tribe Called Quest
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,20,Data Science,N/A,Economics ,53703,32.7157,-117.1611,Yes,pepperoni,dog,Yes,night owl,Maybe,Brown Eyed Girl - Van Morrison
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,19,Engineering: Mechanical,,,53726,41.8781,-87.6298,No,mushroom,dog,No,early bird,No,"Hot Stuff, Donna Summer"
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,economics,53703,32.0603,118.7969,Yes,pepperoni,dog,No,no preference,Yes,Morden Loneliness by Lauv
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,20,Business: Finance,,Marketing,53715,44.9778,-93.265,No,Other,dog,Yes,no preference,Maybe,Dancing in the Dark by Bruce Springsteen
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,21,Other (please provide details below).,Economics,,53703,28.5383,-81.3792,No,pepperoni,dog,Yes,early bird,Yes,"Everybody Wants to Rule the World
+
+Tears for Fears"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,20,Data Science,N/A,Statistics,53715,44.0747,-71.1638,Yes,sausage,dog,No,night owl,Yes,Linger - the Cranberries
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,17,Business: Other,,,53706,41.114,-73.4088,Yes,pepperoni,neither,Yes,no preference,Yes,Mad Man Moon - Genesis
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,18,Engineering: Industrial,,,53703,45.4343,12.3388,Maybe,pineapple,dog,No,night owl,Maybe,"What is Love -7"" Mix By: Haddaway"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,18,Engineering: Mechanical,,,53715,40.4168,-3.7038,No,sausage,dog,Yes,night owl,No,leavemealone by Fred Again
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,18,Science: Physics,,,53706,40.7128,-74.006,No,green pepper,cat,No,no preference,Yes,Lovesick -Laufey
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,No,22,Computer Science,,,53715,40.7128,-74.006,No,pepperoni,cat,Yes,early bird,Maybe,"Please, Please, Please by Sabrina Carpenter"
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,22,Data Science,,,53703,47.4979,19.0402,Yes,pepperoni,dog,Yes,early bird,No,BSW -Mokambo Gang
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,18,Engineering: Mechanical,,,53706,36.0853,140.2013,No,basil/spinach,cat,Yes,early bird,No,Fluorescent Adolescent - Arctic Monkeys
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,19,Science: Chemistry,,Data Science,53703,32.052,118.778,Yes,mushroom,cat,No,early bird,Yes,"Sabrina Carpenter, taste"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,18,Computer Science,,,53706,35.6895,139.6917,Maybe,none (just cheese),dog,Yes,night owl,Yes,Hacker by Death Grips
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,20,Engineering: Industrial,,,54022,45.0931,-88.0339,No,pepperoni,cat,No,night owl,Yes,"How You Remind Me, Nickelback"
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,23,Engineering: Mechanical,,,53726,51.2094,3.2252,No,pepperoni,dog,No,early bird,Yes,Love never felt so good-Michael Jackson
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53706,14.5586,-90.7295,No,pepperoni,cat,Yes,night owl,Maybe,Black Smoke Rising by Greta Van Fleet
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,No,20,Data Science,c,c,53703,32.9328,72.863,Yes,basil/spinach,neither,Yes,early bird,Maybe,"Kya Yahi Pyaar Hai
+
+Kishore Kumar, Asha Bhosle"
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Biomedical,,,53703,22.28,114.16,No,sausage,cat,No,no preference,Maybe,"Cello Sonata No. 1 in E minor, Op. 38, Johannes Brahms"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,19,Engineering: Mechanical,,,53726,41.8781,-87.6298,No,sausage,cat,Yes,no preference,No,"Jesus Walks, by Kanye West"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,19,Engineering: Mechanical,,,53703,40,105,No,pepperoni,dog,Yes,early bird,Yes,"Mr. red white and blue 
+
+by: Cofey Anderson"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,20,Other (please provide details below).,Economics ,Information Science ,53703,411451248,10039532368,No,pineapple,cat,Yes,night owl,Yes,JAUH by Aziz Harun
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,24,Data Science,,,53703,37.5665,126.978,Yes,pepperoni,cat,Yes,early bird,No,You Are Not Alone - Michael Jackson
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,19,Other (please provide details below).,Consumer Behavior and Marketplace Study,N/A,53703,35.3019,107.0285,Yes,pepperoni,cat,No,early bird,Maybe,Exile by Taylor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,19,Engineering: Mechanical,,,53715,44.1067,-93.9058,No,pepperoni,cat,Yes,early bird,Maybe,Right now - van halen
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC002,Yes,18,Other (please provide details below).,Political Science,Data Science,53706,25.0117,121.4659,Yes,basil/spinach,neither,No,night owl,Yes,"Lazy Afternoon, Irene Kral "
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,22,Engineering: Biomedical,,Spanish,53726,52.0598,-9.5069,No,pineapple,dog,Yes,no preference,No,Otro atardecer by Bad Bunny
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,20,Computer Science,,,53703,40.3606,74.6644,No,none (just cheese),cat,No,night owl,Yes,Safe - Young Thug
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Data Science,,Possibly communications,53706,44.7524,-93.2006,Yes,sausage,cat,No,night owl,Maybe,Somewhere Only We Know - Keane
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,23,Engineering: Other,Material Science & Engineering,No,53715,37.5665,126.978,No,pepperoni,dog,No,early bird,Maybe,Parachute - John K
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,19,Data Science,I am double majoring in data science and political science ,,53703,40.7128,-74.006,Yes,none (just cheese),dog,Yes,night owl,No,Northern Attitude by Noah Kahn & Hozier 
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,19,Statistics,,,53703,21.3222,-157.8151,No,pepperoni,cat,No,night owl,Yes,As Stevie Wonder
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,18,Data Science,,,53706,32.0337,119.2676,Yes,Other,cat,No,night owl,Maybe,<Wriggle>  Cosmo Sheldrake
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,19,Other (please provide details below).,Finance & Math.,no,53715,42.3601,-71.0589,Maybe,pineapple,cat,Yes,early bird,No,Someone you loved by Lewis Capaldi.
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,20,Business: Finance,,Information Systems,53715,37.7749,-122.4194,No,Other,cat,No,night owl,Yes,Saving up - Dom Dolla
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,18,Data Science,,Cartography/GIS,53051,-33.8688,151.2093,Yes,sausage,dog,No,night owl,Yes,"Take Me Home, Country Roads by John Denver"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,18,Data Science,,,53706,13.4915,144.7905,Maybe,pepperoni,dog,No,no preference,Yes,"California Gurls by Katy Perry, Snoop Dogg"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,19,Business: Information Systems,N/A,N/A,53703,40.7128,-74.006,Maybe,sausage,dog,No,night owl,Maybe,Vienna by Billy Joel
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,18,Mathematics/AMEP,,,53715,40.7128,-74.006,Maybe,sausage,dog,No,no preference,Yes,Beg for you- Charlie xcx
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,19,Business: Information Systems,N/A,N/A,53703,,-74.006,Maybe,sausage,dog,No,night owl,Maybe,Vienna by Billy Joel
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,18,Statistics,,Computer Science,53562,40.4168,-3.7038,Maybe,macaroni/pasta,dog,No,night owl,Yes,My Life - Erykah Badu
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,No,21,Data Science,,"Chinese, economics",53703,22.6438,120.254,Yes,pepperoni,dog,No,night owl,Yes,"banana pancakes, jack johnson"
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,17,Other (please provide details below).,"I am currently undecided, but I'm considering data science and psychology as potential majors in the future.",,53706,43.073,-89.401,Maybe,pepperoni,dog,Yes,no preference,Yes,"""The Chain"" by Fleetwood Mac"
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,Yes,18,Data Science,n/a,n/a,53706,41.261,-70.0736,Yes,none (just cheese),dog,No,night owl,Maybe,Brandy (You're a fine girl) by Looking Glass
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,18,Science: Biology/Life,,,53706,34.6937,135.5022,Yes,pepperoni,dog,No,night owl,No,Machi No Dorufin by Kingo Hamada
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,19,Data Science,,,53716,43.207,-71.5378,Yes,Other,dog,No,night owl,Yes,"A Hundred and Sixty Acres, Marty Robbins"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,18,Engineering: Mechanical,,,53706,34.8697,-111.7609,No,green pepper,cat,No,night owl,Yes,I Lived - OneRepublic
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,18,Computer Science,n/a,n/a,53706,43.0722,89.4008,No,sausage,neither,Yes,night owl,Yes,Earth by ClownCore
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,Yes,20,Other (please provide details below).,Psychology,Legal studies,53726,42.55,-83.39,No,basil/spinach,dog,Yes,night owl,No,"Turn my Swag On, Soulja Boy"
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Biomedical,,,53703,42.3601,-71.0589,No,macaroni/pasta,dog,Yes,no preference,No,Animal Spirits by Vulfpeck
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,19,Other (please provide details below).,Economics,,53703,47.6062,-122.3321,Maybe,pepperoni,dog,No,night owl,Yes,Tondo - Disclosure
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,Yes,20,Business: Other,Economics,Political Science,55056,45.4808,-92.8929,Maybe,none (just cheese),dog,Yes,no preference,Yes,"Burn, Burn, Burn, 
+
+-Zach Bryan"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,20,Science: Physics,,,53715,43.2465,-89.344,Maybe,mushroom,cat,Yes,night owl,Maybe,System of a Down - B.Y.O.B.
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,20,Data Science,N/A,economics,53726,37.6662,120.9605,Yes,none (just cheese),dog,No,night owl,Yes,sleep while I drive - Quinn xcii
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,No,20,Business: Actuarial,,,53726,39.9042,116.4074,Maybe,sausage,cat,No,night owl,Yes,Dynamite- BTS
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,18,Engineering: Biomedical,,,53706,41.8781,87.6298,Maybe,basil/spinach,cat,Yes,night owl,No,Nirvana by INNA
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,20,Statistics,,education,53715,31.2304,121.4737,Maybe,mushroom,cat,No,night owl,Yes,Baby by Justin Bieber
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC002,No,19,Data Science,,,53703,32.7157,-117.1611,Yes,pepperoni,dog,No,night owl,Yes,heart to heart by Mac Demarco
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,Yes,20,Engineering: Mechanical,,,53703,43.0747,-89.3842,No,pineapple,dog,Yes,night owl,Yes,MESSEY- Tommy Richman
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,Yes,20,Business: Finance,,,53715,37.5665,126.978,Maybe,sausage,dog,Yes,night owl,Yes,Torey Lanez - Pink Dolphin Sunset
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,18,Data Science,,,53706,45.2806,-111.3575,Yes,pepperoni,dog,Yes,no preference,Yes,Sarah's Place By: Zach Bryan 
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,No,19,Engineering: Industrial,,,53706,36.5525,-121.9244,Yes,basil/spinach,dog,No,early bird,Yes,Five by Fai Laci
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,19,Other (please provide details below).,"Think Econ, but very unsure as of right now.",,53703,37.9374,-107.8118,Maybe,basil/spinach,cat,Yes,early bird,Yes,Crash Into Me by Dave Matthews
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,,53706,43.7696,11.2558,Yes,mushroom,dog,No,night owl,Yes,Everybody Wants to Rule the World by Tears for Fears
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,18,Other (please provide details below).,Communications,,53706,42.3611,71.0589,No,Other,dog,No,night owl,Yes,American Girl by Tom Petty & the Heartbreakers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,21,Data Science,Data Science.,I don't have secondary majors.,53703,40.7831,-73.9713,Yes,none (just cheese),dog,No,night owl,Maybe,"Slow to cool down, by Fish Leong."
+COMP SCI 319:LEC004,LEC004,Yes,26,Data Science,,,53705,30.6719,104.0681,No,pineapple,dog,No,night owl,Yes,《Klaxon》-- (G)I-DLE
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,19,Business: Finance,,,53715,40.7128,-74.006,No,pineapple,neither,No,early bird,No,"""Ophelia"" By: The Lumineers"
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,18,Engineering: Mechanical,,,53703,64.1472,-21.9424,Maybe,pepperoni,dog,Yes,early bird,Yes,Something in the Orange - Zach Bryan
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,No,18,Data Science,,Economics,53703,45.4408,12.3155,Yes,none (just cheese),dog,Yes,no preference,Maybe,Mercedes - Brent Faiyaz
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,19,Engineering: Mechanical,,,53703,30.2672,-97.7431,No,pepperoni,dog,No,night owl,Yes,Talking to the moon -Bruno Mars
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,31,Computer Science,,,53715,25.033,121.5644,Maybe,none (just cheese),cat,Yes,early bird,Maybe,SHAUN feat. Conor Maynard - Way Back Home
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,19,Computer Science,,Data Science,53715,31.2304,121.4737,Yes,mushroom,dog,No,night owl,Maybe,Blue in the Closet
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,19,Engineering: Mechanical,,,57303,37.3806,-89.6506,No,pineapple,dog,Yes,night owl,Yes,Flapper Girl - The Lumineers
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,,53706,17.385,78.4867,No,Other,cat,Yes,early bird,Yes,"""When You Were Mine"" - Joy Crookes"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,No,18,Data Science,,,53706,37.3826,-5.9963,Yes,pepperoni,dog,No,night owl,Yes,About You - The 1975
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,20,Engineering: Mechanical,,,53715,10.8231,106.6297,No,basil/spinach,cat,No,night owl,Yes,Pressure-Billy Joel
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,No,,Engineering: Industrial,,,53703,,,No,,,,,,
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,,53715,39.7684,-86.1581,Yes,pepperoni,dog,No,night owl,Yes,You're My Best Friend - Queen
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,21,Science: Chemistry,,Food Systems,53703,38.1157,13.3613,No,pepperoni,cat,No,no preference,Yes,Lover's Rock by TV Girl
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,18,Computer Science,,,53706,28.7041,77.1025,Yes,Other,dog,Yes,night owl,Yes,Heart shaped box - by Nirvana
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,18,Statistics,,,,23.1291,113.2644,Yes,pepperoni,cat,No,night owl,Yes,
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,19,Science: Biology/Life,,,53703,45.9834,-89.7946,No,none (just cheese),dog,No,early bird,No,Jessie's Girl by Rick Springfield
+COMP SCI 319:LEC004,LEC004,No,,Other (please provide details below).,I am current in Data Science in Human Behavior under psychology department.,,53703,29.4393,106.8877,Maybe,pineapple,neither,No,no preference,Yes,I am not sure what is my favorite song is. It changes quickly. 
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,19,Science: Other,,,53703,51.0486,-114.0708,No,macaroni/pasta,dog,Yes,early bird,Yes,Feathered Indians - Tyler Childers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,No,20,Mathematics/AMEP,, econ,53703,48.8566,2.3522,Yes,none (just cheese),dog,No,night owl,Yes,sparks fly
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,No,19,Other (please provide details below).,Economics,,53726,43.7696,11.2558,Maybe,pepperoni,cat,No,night owl,Yes,Crazy little thing called love by Queen
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,20,Other (please provide details below).,Information Science ,"Data Science (Certificate),, Digital Studies (Certificate), Chinese (2nd Major)",53715,46.0193,7.746,No,macaroni/pasta,dog,No,night owl,Yes,Backyard Boy by Claire Rosinkranz
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,18,Engineering: Mechanical,n/a,n/a,53706,43.0549,-87.9521,Maybe,mushroom,dog,No,no preference,Yes,"""Night Dancer"" by imase"
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,Yes,22,Engineering: Biomedical,N/A,N/A,53188,43.0117,-88.2315,No,sausage,dog,No,night owl,Yes,Hannah Montana by Migos
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,18,Engineering: Mechanical,,,53706,41.7588,-72.7478,Maybe,pepperoni,dog,No,night owl,Yes,Broken Window Serenade By Whiskey Myers
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,19,Engineering: Mechanical,,,53703,45.1236,-92.6759,No,pepperoni,neither,Yes,no preference,Yes,Time in a Bottle by Jim Croce
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,18,Data Science,I did not select other.,I do not have any secondary major.,53706,31.299,120.5853,Yes,mushroom,dog,No,night owl,Yes,"Title: Belinda Says 
+
+Artist: Alvvays"
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,18,Data Science,,,53706,31.299,120.5853,Yes,none (just cheese),cat,No,night owl,Yes,(Believed Believes) Believing-Monster Siren Record/David Lin
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,18,Data Science,,,53706,44.6689,90.1718,Yes,pineapple,dog,No,night owl,Yes,FE!N by Travis Scott ft. Playboi Carti
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC001,Yes,18,Business: Information Systems,,,53706,43.0166,-88.0073,Maybe,pepperoni,cat,No,early bird,Yes,Difficult by Gracie Abrams 
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,Yes,23,Statistics,,,53703,43.0735,-89.3908,No,sausage,dog,No,night owl,Maybe,"Good Luck, Babe! -Chappell Roan"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,18,Business: Finance,,Data Science,53706,26.4434,-82.1115,Yes,none (just cheese),dog,No,night owl,Maybe,"We Major- Kanye West
+
+Viva La Vida- Cold Play
+
+ "
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,18,Engineering: Mechanical,,,53706,51.2094,3.2252,No,sausage,dog,No,no preference,No,The Cave by Mumford and Sons
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,18,Mathematics/AMEP,Mathematics,statistics,53706,32.052,118.778,Maybe,macaroni/pasta,dog,Yes,early bird,Maybe,I Don't Care by Ed Sheeran and Justin Bieber
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,18,Engineering: Mechanical,,,53607,35.6687,139.7708,No,pepperoni,cat,No,night owl,Yes,i need you- lynyrd skynyrd
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53703,37.7749,-122.4194,No,pepperoni,cat,No,no preference,Yes,N/A
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,19,Business: Information Systems,,,53703,40.7128,740060,Yes,pepperoni,dog,Yes,night owl,Yes,I'm Goin' Down by Bruce Springsteen
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,Yes,20,Other (please provide details below).,Economics,,53703,41.5526,-70.6172,No,sausage,dog,Yes,early bird,No,Pink Pony Club by Chapel Roan
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,18,Engineering: Mechanical,,,53706,13.7563,100.5018,No,none (just cheese),cat,No,early bird,No,Midge Ure - The Man Who Sold the World
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,20,Business: Other,Consumer Science,"Psychology, International Studies",53715,43.0731,-89.4012,No,pepperoni,dog,Yes,no preference,Maybe,Stick Season
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,19,Computer Science,,,53703,41.8781,-87.6298,Maybe,pepperoni,cat,Yes,no preference,Yes,La Santa by Bad Bunny
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,18,Science: Physics,,History,53706,44.9017,-93.2586,No,pepperoni,dog,Yes,night owl,Yes,"""Ophelia"" by the Lumineers"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,18,Engineering: Mechanical,,,53713,41.3851,2.1734,No,pepperoni,dog,No,early bird,Yes,Any Latino Music
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,17,Mathematics/AMEP,,,53706,48.8566,2.3522,Maybe,pepperoni,dog,No,early bird,Yes,Way Down We Go - Kaleo.
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,No,19,Engineering: Other,,,53715,44.9775,-93.2644,No,Other,dog,No,no preference,Yes,Hold Me by Fleetwood Mac
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,18,Engineering: Industrial,,,53706,32.7157,-117.1611,No,Other,cat,No,no preference,Maybe,Apple Cider - beabadobee
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,19,Engineering: Mechanical,,,53715,4637264,802280,No,sausage,neither,Yes,night owl,No,
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,19,Computer Science,,,53706,43.0715,-89.3967,Yes,none (just cheese),cat,Yes,no preference,Yes,
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,20,Engineering: Industrial,,,53715,20.6028,-105.2343,No,macaroni/pasta,cat,No,night owl,Yes,Annie's song by John Denver
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,18,Engineering: Mechanical,,,53706,29.9511,90.0715,No,pepperoni,dog,No,night owl,Maybe,"sugar, sugar, -The Archies"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,19,Engineering: Mechanical,,,53703,40.7128,-74.006,No,mushroom,dog,Yes,no preference,Yes,Can I Kick It? by A Tribe Called Quest
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,19,Business: Other,Marketing,n/a,53715,41.3874,2.1686,Maybe,macaroni/pasta,dog,Yes,no preference,No,Youngblood by 5 Seconds of Summer
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,18,Data Science,,,53706,25.033,121.5654,Yes,pepperoni,dog,No,night owl,Yes,Wake Me Up by Avicii
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,Statistics,53715,35.0116,135.768,Yes,pineapple,neither,No,night owl,Maybe,"Title: Pegase 
+
+Artist: Paul Mauriat"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,18,Data Science,,I may study biomedical engineering. I would love to explore a career field that uses both biomedical engineering principles and data science.,53706,44.8281,-93.6356,Yes,pineapple,cat,Yes,night owl,Yes,Drew Barrymore by SZA
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,57326,60.3913,5.3221,No,pepperoni,dog,No,night owl,Yes,Sanctuary- Joji
+COMP SCI 319:LEC003,LEC003,No,22,Engineering: Biomedical,,,53726,43.0389,-87.9065,No,sausage,dog,Yes,no preference,Maybe,"Jackie and Wilson, Hozier"
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,19,Other (please provide details below).,Economics,Information Science,53703,39.0997,-94.5786,Maybe,pepperoni,dog,Yes,night owl,No,Sun to Me by Zach Bryan
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,20,Other (please provide details below).,Data Science and Economics,,53715,-8.4095,115.1889,Yes,mushroom,dog,No,no preference,Yes,I want to break free - Queen 
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,No,19,Data Science,,,53703,22.3964,114.1095,Maybe,pepperoni,cat,No,night owl,Yes,good luck babe!---Chaeppel Roan
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,19,Engineering: Mechanical,,,53715,34.4256,-77.5469,No,mushroom,dog,No,night owl,Yes,Hold On - The Internet
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53703,51.5074,-0.1278,No,basil/spinach,dog,Yes,night owl,Maybe,Fatal Trouble by ENHYPEN
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC002,Yes,19,Engineering: Mechanical,,,78746,25.9017,-97.4975,No,pepperoni,dog,No,night owl,Yes,Going Down-Freddie King
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,No,18,Science: Biology/Life,,,53706,46.7867,-92.1005,No,sausage,dog,Yes,night owl,Maybe,Rock and Roll by Ken Carson
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,19,Engineering: Mechanical,,,53711,38.9072,-77.0369,Maybe,none (just cheese),dog,No,early bird,No,Have you seen the rain - CCR
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,19,Science: Physics,N/A,N/A,53706,50.9405,6.9599,Maybe,macaroni/pasta,dog,Yes,night owl,Maybe,Funny Thing by Thundercat
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,Yes,20,Engineering: Mechanical,,,53703,38.9072,-77.0369,No,pepperoni,dog,Yes,early bird,Maybe,Pyramid - ALYSS
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,19,Engineering: Mechanical,,,53703,43.0722,89.4008,No,sausage,cat,No,night owl,Yes,"Miserlou, Dick Dale"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,19,Data Science,,,53703,40.7128,-74.006,Yes,Other,dog,No,no preference,Yes,Purple Rain by Future.
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,18,Engineering: Mechanical,,,53706,45.6793,-111.0466,No,pineapple,dog,Yes,no preference,Maybe,Rather Be - Clean Bandit
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Industrial,,,53703,43.7696,11.2558,No,pineapple,dog,Yes,night owl,No,thats life by frank sinatra
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,18,Data Science,,,53706,40,-105.2705,Yes,pepperoni,dog,No,night owl,Maybe,Fool in the Rain - Led Zeppelin
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,No,19,Business: Finance,,Data Science,53703,35.1821,-120.7327,Yes,pepperoni,dog,Yes,early bird,No,Breakdown by Jack Johnson
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,17,Data Science,,,53706,41.8818,-87.6232,Yes,mushroom,dog,No,night owl,Yes,I really want to stay at your house: Rosa Walton
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,No,18,Data Science,,Information Science,53706,51.4968,-0.1909,Yes,sausage,dog,No,night owl,Yes,Skinny Love - Bon Iver
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Industrial,,,53706,41.8781,-87.6298,No,sausage,dog,No,night owl,Yes,Take It Easy by the Eagles
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,Yes,18,Engineering: Mechanical,,,53706,43.0731,-89.4012,Maybe,pepperoni,dog,Yes,no preference,Maybe,Ring of Fire - Johnny Cash
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,18,Engineering: Mechanical,,,53703,40.7128,-74.006,No,sausage,dog,No,early bird,No,Enecs Eht No kcaB- One Be Lo
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,21,Business: Information Systems,,,53715,43.0731,-89.4012,No,pepperoni,dog,No,night owl,Maybe,"Flagpole Sitta, Harvey Danger"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,18,Science: Biology/Life,,,53706,45.1478,-90.3433,No,mushroom,dog,Yes,no preference,Maybe,"Brandy, Looking Glass"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,No,18,Business: Finance,,,53703,27.9506,-82.4572,Maybe,pineapple,cat,No,no preference,Yes,"Get Lucky, Daft Punk + Pharrell"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,19,Engineering: Mechanical,,,53711,32.777,96.797,No,mushroom,dog,No,early bird,No,Mess It Up - Gracie Adams
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,18,Data Science,,,53706,74.006,40.7128,Yes,none (just cheese),dog,Yes,no preference,No,Astrothunder by Travis Scott
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,19,Data Science,,Economics with a math emphasis.,53706,40.4406,-79.9959,Yes,none (just cheese),dog,Yes,no preference,Maybe,Jigsaw Falling Into Place by Radiohead
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,19,Data Science,,Economics,53706,58.2954,-134.4163,Yes,sausage,dog,Yes,early bird,Yes,The Cave by Mumford and Sons
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,19,Business: Information Systems,,,53703,19.4326,-99.1332,No,pepperoni,dog,No,night owl,Maybe,No Me Sueltes by Rauw Alejandro
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,Yes,17,Science: Physics,,,53706,35.6895,139.6917,Maybe,pepperoni,cat,No,night owl,Yes,Mitski - Pearl
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,18,Engineering: Mechanical,,,53706,51.5074,-0.1278,No,pepperoni,dog,Yes,night owl,No,Ain't no love in Oklahoma by Luke Combs
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,18,Data Science,,,53706,43.0731,-89.4012,Yes,pepperoni,cat,No,no preference,Maybe,In My Head by Jason Derulo
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,19,Other (please provide details below).,economics and data science,,53703,42.3601,-71.0589,Yes,Other,dog,Yes,no preference,Yes,American pie by Don Mclean
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,No,19,Science: Biology/Life,,,53715,43.0389,-87.9065,Yes,macaroni/pasta,cat,No,no preference,No,"why, why, why, shawn mendes"
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,21,Engineering: Biomedical,,,53703,43.4799,110.7624,No,pepperoni,dog,No,night owl,Yes,"Right Down the Line, Jerry Rafferty"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,19,Engineering: Mechanical,,,53703,41.8781,-87.6298,No,sausage,dog,Yes,night owl,Yes,"""Follow God"" - Kanye West"
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Industrial,N/A,N/A,53715,43.0739,-89.3852,No,pepperoni,cat,No,night owl,Yes,"I love you, I'm Sorry by Gracie Abrams"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,18,Engineering: Mechanical,,,53706,28.3667,121.3667,Maybe,sausage,neither,No,no preference,Maybe,もう私の歌は聞こえない by 回路-kairo-
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,18,Business: Actuarial,,,53706,43,89,No,sausage,cat,No,night owl,Yes,I wan'na be like you - Big Bad Voodoo Daddy
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,No,20,Other (please provide details below).,Economics,Mathematics,53715,31.2304,121.4737,Maybe,mushroom,dog,Yes,night owl,Yes,Taylor Swift
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,18,Data Science,,Economics,53706,33.6859,-117.8247,Yes,pineapple,neither,No,night owl,Yes,Starboy by the The Weeknd
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,21,Other (please provide details below).,,,53715,49.2827,-123.1207,Maybe,pineapple,dog,No,early bird,No,Fire for You - Cannons
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,17,Business: Other,,Data Science,53706,41.8781,-87.6298,Yes,mushroom,dog,Yes,night owl,Yes,baby birkin - gunna 
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,18,Engineering: Mechanical,,,53706,43.1117,-88.5011,No,pineapple,dog,Yes,night owl,No,International Love by Pitbull
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,18,Engineering: Industrial,,,53706,45.5385,92.4249,No,pineapple,dog,Yes,night owl,Maybe,Springsteen by Eric Church 
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,19,Engineering: Industrial,,,53715,41.9029,12.4534,No,mushroom,dog,Yes,early bird,Yes,The Ballad of Sir Frankie Crisp - George Harrison
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,18,Data Science,,Economics,53706,44.9867,-93.2638,Yes,pepperoni,dog,Yes,night owl,Yes,Lady Killers II by G-Eazy
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,20,Data Science,,Criminal Justice,53715,42.3611,-71.0571,Yes,Other,dog,No,night owl,Yes,Ring of Fire by Johnny Cash
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,18,Other (please provide details below).,Data Science,Spanish,53706,40.4168,-3.7038,Yes,pepperoni,neither,No,early bird,No,September by Earth Wind and Fire
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,20,Engineering: Mechanical,,,53706,57.6627,-2.5234,No,pineapple,dog,Yes,early bird,Yes,I Will Survive by Gloria Gaynor
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,19,Other (please provide details below).,economics,statistics,54413,46.7867,92.1005,Maybe,pepperoni,dog,Yes,night owl,Yes,this is how we roll flordia georgia line
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,21,Data Science,,,53703,45.5122,-122.6587,Yes,macaroni/pasta,cat,No,night owl,Yes,Isabella of Castile by STRFKR
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,18,Other (please provide details below).,"Now I'm still finding my major. The classes I took are ECON and CS. I want to enroll in business school next year, so I'd like to earn some knowledge about computer science and data analysis. Also, this is my first contact with computer science.",,53706,49.2634,-123.2609,Maybe,sausage,dog,Yes,night owl,Maybe,This is me- Keala Settle
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Biomedical,,,53715,45.1277,-87.2473,No,pepperoni,dog,Yes,night owl,Yes,Style by Taylor Swift!!
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,No,31,Data Science,,,53714,43.0434,141.3501,Yes,Other,neither,Yes,early bird,Yes,"Running up that hill, by Marc Canham & Candy Says"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,18,Computer Science,,,53706,30.2672,97.7431,Maybe,pepperoni,dog,Yes,no preference,Maybe,"""okayy"" - Koi"
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,Yes,18,Data Science,,,53703,41.8781,87.6298,Yes,mushroom,cat,No,night owl,Yes,Something's Wrong with the Morning- Margo Guryan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,No,19,Engineering: Mechanical,,,53715,37.7749,-122.4194,No,sausage,cat,Yes,early bird,Yes,Confident Demi Lovato
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,19,Data Science,,,53706,44.9437,-93.0943,Yes,pepperoni,dog,No,night owl,Yes,Baker Street - Gerry Rafferty
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,18,Computer Science,,,53706,26.3968,75.9375,Maybe,pineapple,dog,No,night owl,Yes,Boys a Liar Pink Panthress
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Data Science,,,53706,12.9716,77.5946,Yes,pineapple,dog,No,no preference,Maybe,taylor swift- august
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,19,Engineering: Mechanical,,,53711,39.2475,106.3002,No,sausage,dog,Yes,no preference,No,Fats Domino- Ain't That a Shame
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,19,Engineering: Mechanical,,,53703,40.7128,-74.006,No,pepperoni,dog,No,night owl,Maybe,Alright-Kendrick Lamar
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Mechanical,,,53715,43.0748,-89.3838,No,sausage,dog,Yes,night owl,No,Falling by Trevor Daniel
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,21,Other (please provide details below).,Information Science,Data Science certificate and Digital Studies certificate. ,53703,34.0522,-118.2437,Maybe,pepperoni,dog,No,night owl,Maybe,'87 Stingray by Tory Lanez
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,21,Other (please provide details below).,Political Science,,53703,40.7128,-74.006,Maybe,none (just cheese),cat,Yes,night owl,No,Devil's Advocate by The Neighbourhood
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,19,Engineering: Mechanical,,,53703,43.0362,-89.55,No,pepperoni,dog,No,no preference,Yes,Smooth Operator - Sade
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,20,Other (please provide details below).,Economics,,53703,26.0511,119.2616,Maybe,green pepper,cat,No,night owl,Yes,"Life Goes On, 2Pac"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,20,Engineering: Industrial,n/a,n/a,53715,33.4484,112.074,No,pepperoni,cat,Yes,night owl,Yes,anything by Beyonce
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,18,Data Science,,,53706,45.4745,-89.7292,Yes,sausage,dog,No,early bird,Yes,"Earfquake by Tyler, the Creator"
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,22,Science: Physics,No,No,53703,35,139,Maybe,pineapple,cat,Yes,night owl,Yes,Marigold by Aimyon
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53703,41.8781,-87.6298,No,pepperoni,dog,Yes,night owl,Yes,Where the Wild Things Are -Luke Combs 
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,19,Other (please provide details below).,Political Science and Legal Studies (Pre-Law),,53706,2.0211,45.3625,No,pineapple,cat,Yes,night owl,Maybe,Birds of a Feather by Billie Eilish
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,Yes,18,Data Science,,,53706,-6.1751,106.865,Yes,mushroom,cat,Yes,no preference,Maybe,Chaleya by Arijit Singh and Shilpa Rao
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,20,Business: Finance,,Information systems,53703,44,93,No,pepperoni,dog,Yes,night owl,Yes,Running out of time- Tyler the creator
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,,Data Science,,,53706,25,127,Yes,pepperoni,cat,Yes,night owl,Yes,Moonlight Sonata by Beethoven
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,18,Engineering: Industrial,,,53706,45.8167,9.0833,Maybe,pepperoni,dog,Yes,early bird,Maybe,"Everywhere, Everything by Noah Kahan"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,20,Statistics,,,53715,44.9532,35.7312,Maybe,pepperoni,dog,No,night owl,Maybe,Margaritaville Jimmy Buffet
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC002,No,19,Engineering: Mechanical,,,53703,43.0775,-89.3933,No,pepperoni,neither,No,night owl,Maybe,The adults are talking- The Strokes
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,18,Statistics,n/a,Data science,53706,40.7128,-74.006,Yes,mushroom,cat,Yes,no preference,No,Rumor Has It- Adele
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,21,Science: Biology/Life,,,53703,45.4368,-89.1829,No,sausage,dog,Yes,no preference,No,February Seven by The Avett Brothers
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,21,Other (please provide details below).,Consumer Behavior and Marketplace Studies ,"Data Science, Entrepreneurship ",53703,41.3879,2.1699,No,pepperoni,dog,No,night owl,Yes,Weird by Kaytranada 
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,19,Engineering: Mechanical,,,53703,43.659,-70.256,No,sausage,dog,Yes,night owl,Yes,Sail Away - David Gray
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,20,Other (please provide details below).,Electrical Engineering and Computer Science are my majors,,53593,12.9716,77.5946,No,pineapple,dog,Yes,early bird,Yes,I did something bad - Taylor Swift
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,53715,48.7596,-113.787,No,pepperoni,dog,Yes,night owl,Yes,Creed - One Last Breath
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,No,19,Engineering: Mechanical,,,53703,20.7416,-156.4508,No,pepperoni,dog,No,early bird,Yes,Gimme! Gimme! Gimme! - ABBA
+"COMP SCI 220:LEC004, COMP SCI 220:LAB344",LEC004,Yes,18,Business: Information Systems,,,53706,40.6299,14.4863,Maybe,pepperoni,dog,No,early bird,No,The Archer by Taylor Swift 
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,,Other (please provide details below).,Undecided,,53703,48.8566,2.3522,Maybe,basil/spinach,neither,Yes,no preference,Yes,Seryoga - Chernyi Bumer
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,,Other (please provide details below).,Undecided,,53703,48.8566,2.3522,Maybe,basil/spinach,neither,Yes,no preference,Yes,
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,20,Other (please provide details below).,Economics,,53715,-25.909,29.1346,No,pepperoni,cat,No,night owl,Yes,"Heartful Song
+
+by Shugo Chara"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,18,Statistics,,,53706,43.1363,-89.7443,Maybe,pepperoni,dog,No,night owl,Yes,Counting Stars by OneRepublic
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,53703,32.7157,-117.1611,No,pineapple,dog,No,early bird,No,Please Please Please by Sabrina Carpenter
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,20,Data Science,,Economics,53703,33.4993,126.5275,Yes,mushroom,dog,Yes,early bird,No,"Things you said
+
+Cody fry"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,21,Data Science,N/A,N/A,53703,48.8566,2.3522,Yes,pepperoni,cat,No,early bird,No,Run Away - Ye
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,18,Engineering: Biomedical,,,53706,27.2679,-82.5555,No,pepperoni,dog,Yes,night owl,No,Burn Burn Burn by Zach Bryan
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,20,Data Science,,,53703,40.6263,14.3757,Yes,pineapple,dog,No,night owl,Yes,Dadvocate-Childish Gambino
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,18,Business: Finance,,,53706,31.7683,35.2137,Yes,pepperoni,neither,Yes,night owl,No,Get It Together by Drake
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,20,Statistics,no answer,data science,53703,6.1211,100.3698,Maybe,pineapple,cat,No,night owl,Yes,Forgot About Us by Keenan Te 
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,No,18,Data Science,,,53706,41.8781,-87.6298,Yes,pepperoni,cat,No,no preference,Yes,Image - Magdalena Bay
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,20,Statistics,Statistics,,53715,45.55,6.52,Maybe,mushroom,neither,Yes,night owl,Yes,Dirty Deeds Done Dirt Cheap----AC/DC
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,19,Engineering: Mechanical,,,53562,43.0969,-89.5115,Maybe,sausage,cat,No,early bird,Maybe,My Way - Frank Sinatra
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53719,41.8781,-87.6298,No,pepperoni,dog,No,night owl,Yes,
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,No,19,Business: Finance,Majors: Finance and Information Systems,N/A,53703,48.8566,2.3522,No,mushroom,cat,Yes,night owl,Yes,Jersey Giant by Evan Honer
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,No,20,Science: Other,,,53715,43.0737,-89.4287,No,pepperoni,dog,No,early bird,Maybe,Arabesque No. 1 by Claude Debussy
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,19,Mathematics/AMEP,,,53715,38.6676,-84.5275,No,pepperoni,dog,No,night owl,Yes,Jackie and Wilson by Hozier 
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,20,Business: Information Systems,,,53715,9.7091,-85.166,No,sausage,dog,Yes,early bird,No,Follow Me - Uncle kracker
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,19,Science: Biology/Life,N/A,N/A,53715,37.7798,-122.4299,No,sausage,cat,No,night owl,Yes,My Kink is Karma by Chappell Roan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,18,Science: Biology/Life,,Statistics,53706,43.0731,-89.4012,Maybe,mushroom,cat,No,night owl,Maybe,Love story
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,18,Data Science,,,53706,39.7555,-105.2211,Yes,sausage,cat,Yes,early bird,Maybe,Takin it to the Streets - The Doobie Brothers
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53703,52.37,4.895,No,Other,dog,Yes,no preference,No,
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,No,18,Engineering: Mechanical,,,55325,43.0731,-89.4012,No,pepperoni,dog,Yes,early bird,Maybe,"Mozzarella, Yung Gravy and Lil Keed"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,19,Engineering: Mechanical,Engineering: Mechanical,none,53715,43.6275,-89.7661,No,sausage,dog,Yes,night owl,Yes,Simple Man by Shinedown
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,18,Engineering: Industrial,n/a,n/a,53706,50.0647,19.945,No,pineapple,dog,No,night owl,Yes,sunday morning -- maroon 5
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,22,Business: Other,I'm in the Consumer Behavior and Market Place Studies program in SOHE,Certificate in Data Science. ,53703,45.4642,9.19,Maybe,pepperoni,dog,Yes,early bird,Yes,Salad Days - Mac Demarco
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,18,Other (please provide details below).,psychology,,53706,41.8781,-87.6298,No,pepperoni,dog,Yes,night owl,Yes,Till It Shines - Bob Segar
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Biomedical,N/A,N/A,53703,41.9028,12.4964,No,basil/spinach,dog,Yes,night owl,Maybe,"Miserere Mei- Gregorio Allegri
+
+ "
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,17,Engineering: Mechanical,,,53706,35.6764,139.65,No,sausage,dog,Yes,night owl,Yes,"Mr. Blue Sky,  by Electric Light Orchestra"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC004,Yes,21,Other (please provide details below).,econ ,data science,53703,23.1291,113.2644,Yes,sausage,dog,No,night owl,Yes,Love Story--Taylor Swift
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Industrial,,,53706,46,-90,No,pepperoni,dog,No,no preference,Yes,Narco by timmy trumpet
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,19,Mathematics/AMEP,,,53714,41.3809,2.1228,No,pepperoni,cat,No,night owl,No,Saturn by SZA
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,18,Data Science,,,53706,30.3165,78.0322,Yes,pepperoni,dog,Yes,night owl,Yes,overwhelmed by Ryan mack
+"COMP SCI 220:LAB344, COMP SCI 220:LEC004",LEC004,No,18,Other (please provide details below).,Undecided,,53045,41.9028,12.4964,Maybe,sausage,cat,No,no preference,Yes,forrest gump by frank ocean
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,19,Business: Actuarial,,Data Science,53715,53.4084,-2.9916,Yes,Other,neither,Yes,no preference,No,La Belle Fleur Sauvage - Lord Huron
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,18,Data Science,N/A,N/A,53706,35.689,139.692,Yes,pepperoni,dog,Yes,early bird,Maybe,"The Sweet Escape by Gwen Stefani, Akon"
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,No,18,Engineering: Industrial,,,53706,30.1512,-85.7683,No,pepperoni,dog,No,no preference,Maybe,Ice Age by Don Toliver (feat. Travis Scott)
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,18,Data Science,,,53706,40.7128,-74.006,Maybe,mushroom,neither,Yes,no preference,Yes,varnish-African American sound recordings
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,No,19,Other (please provide details below).,Economics,Mathematics,53715,394754,893917,Maybe,pineapple,cat,No,night owl,Yes,SAMIDOT - Kendrick Lamar
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,20,Engineering: Mechanical,,,53726,42.8961,-88.0679,Maybe,pepperoni,dog,Yes,no preference,Maybe,Jesus Walks by Kanye West 
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,18,Engineering: Industrial,,,53706,40.4406,-79.9959,Maybe,sausage,dog,Yes,no preference,Yes,We Are the People - Empire of the Sun
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,53703,9.9585,-84.1232,No,pepperoni,dog,Yes,no preference,Yes,Stars - HUM
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,19,Computer Science,,,53706,1.17,103.5,Maybe,pineapple,cat,No,night owl,Yes,
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,19,Engineering: Mechanical,n/a,n/a,53715,41.8732,-87.6263,No,pepperoni,dog,No,no preference,Maybe,Free Bird - Lynyrd Skynyrd
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,20,Other (please provide details below).,I'm an Econ major doing a Data Science Certificate.,,53703,38.8935,-77.0147,No,pepperoni,dog,Yes,early bird,No,Scar Tissue - Red Hot Chili Peppers
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,20,Science: Physics,,,53715,47.4979,19.0402,Maybe,pineapple,dog,No,early bird,Maybe,Mourning By: Post Malone
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,18,Engineering: Mechanical,,,53703,41.8781,-87.6298,No,pepperoni,dog,No,early bird,Maybe,Paranoid by black sabbath
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,21,Science: Biology/Life,,,53715,43.0384,-83.7176,No,pineapple,dog,Yes,no preference,Yes,"""Tattoo"" by Jordan Sparks"
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,18,Science: Biology/Life,,Statistics ,53706,43.0731,-89.4012,No,green pepper,dog,Yes,early bird,No,Sunflower - By: Post Malone 
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,21,Other (please provide details below).,Economics,n/a,53703,44.0142,-73.1667,No,basil/spinach,dog,Yes,early bird,Maybe,Everlong - Foo Fighters
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,No,19,Other (please provide details below).,"Deciding between data science, Econ, or personal finance ","deciding between - econ, data science, business ",53703,42.3601,-71.0589,Yes,basil/spinach,dog,No,no preference,Maybe,upside down - jack johnson
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,20,Other (please provide details below)., Economics,Data science,53706,41.8781,-87.6298,Yes,pepperoni,dog,Yes,no preference,Maybe,"Wonderwall, Oasis "
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,20,Science: Other,Environmental science,Biology,53715,30.1999,107.7324,Maybe,none (just cheese),cat,No,night owl,Maybe,Chasing Pavement - Adele
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,19,Engineering: Mechanical,,,53715,28.4741,-81.4652,No,sausage,dog,No,night owl,Maybe,"All of the Lights - Kanye West
+
+or 
+
+The Heart Part 5 - Kendrick Lamar "
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,"Marketing, Computer Science",53715,40.7128,-74.006,Yes,pepperoni,dog,No,no preference,Yes,Murder on the Dancefloor by Sophie Ellis-Bextor
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,18,Other (please provide details below).,Economics,,53703,31.2304,121.4737,Maybe,mushroom,cat,No,night owl,Maybe,do not disturb
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,19,Business: Actuarial,,,53715,51.5,-0.13,Maybe,pepperoni,dog,No,night owl,Maybe,Right Down the Line- Gerry Rafferty
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,Yes,19,Computer Science,N/A,Data science as my double major with computer science and then a certificate in business as well,53706,41.8781,-87.6298,Yes,sausage,dog,Yes,no preference,Maybe,"Me and My Guitar, A Boogie wit da Hoodie"
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,19,Data Science,,,53715,41.0151,28.9795,Yes,none (just cheese),cat,No,early bird,Maybe,Always by Daniel Caesar
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,18,Engineering: Mechanical,,,53706,41.4798,-81.5291,No,pepperoni,dog,Yes,no preference,Maybe,"Friendly Pressure - jhelisa, sunship"
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,Yes,19,Engineering: Mechanical,,,53703,41.8781,87.6298,No,pineapple,dog,Yes,no preference,Yes,"Brandy - Looking Glass
+
+ "
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,19,Engineering: Mechanical,N/A,N/A,53703,41.8773,12.4728,No,macaroni/pasta,dog,Yes,early bird,Yes,Juna - Clairo
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,No,19,Engineering: Biomedical,,,53718,-33.8766,-208.7922,Maybe,mushroom,cat,Yes,night owl,Yes,
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,No,18,Engineering: Industrial,,,53706,59.3293,18.0686,Maybe,sausage,dog,No,early bird,Yes,20 something by SZA
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,18,Data Science,,,53706,43.0722,89.4008,Yes,pepperoni,dog,Yes,night owl,Yes,Perfect Pair by beabadoobee
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,No,19,Engineering: Mechanical,,,53703,52.3702,4.8952,No,none (just cheese),dog,Yes,night owl,Yes,
+"COMP SCI 220:LEC004, COMP SCI 220:LAB341",LEC004,Yes,,Engineering: Biomedical,,,53715,52.1326,5.2913,No,none (just cheese),dog,Yes,night owl,Yes,There's nothin' holdin' me back - shawn mendes
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,No,19,Engineering: Biomedical,,,53715,50.0755,14.4378,No,mushroom,dog,No,night owl,Yes,Sundress by A$AP Rocky
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,19,Science: Other,,,53715,45.4642,9.19,No,pepperoni,cat,No,early bird,No,
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,18,Data Science,,,53706,44.6366,-124.0545,Yes,pepperoni,dog,Yes,night owl,Yes,Boys of Faith -Zach Bryan
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,18,Other (please provide details below).,Computer Engineering,Computer Science,53706,41.0082,28.9784,No,sausage,cat,No,night owl,Yes,Playing God by Polyphia
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,21,Science: Other,,,53703,40.7128,-74.006,No,none (just cheese),dog,No,night owl,Yes,Rain Song - Led Zepp
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,18,Other (please provide details below).,astronomy-physics and data science,data science,53706,12.9716,77.5946,Yes,none (just cheese),cat,Yes,night owl,Yes,arabella by arctic monkeys
+"COMP SCI 220:LAB345, COMP SCI 220:LEC004",LEC004,No,19,Business: Other,Business: Marketing,,53706,41.385,2.1734,No,pepperoni,dog,No,night owl,Maybe,Tribe by Bas and J.Cole
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Mechanical,,,53703,43.1048,-88.3429,No,pepperoni,dog,No,early bird,No,Sister Golden Hair (LIVE version) by America
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,18,Other (please provide details below).,"Humanities field. Journalism, sociology etc.","Statistics, public health, or languages",53706,31.3,120.6,No,none (just cheese),dog,No,night owl,Yes,"Morirò da Re, by Måneskin"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,20,Data Science,x,Economics,53706,37.5665,126.978,Maybe,none (just cheese),dog,Yes,no preference,Maybe,"If I knew - Bruno Mars
+
+ "
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,18,Data Science,,,53706,43.0813,-88.9117,Yes,pepperoni,dog,No,night owl,Yes,American Pie by Don McLean
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,Yes,18,Other (please provide details below).,Economics,,53706,43.7034,7.2663,No,none (just cheese),dog,No,night owl,No,Runaway- Kanye West
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,18,Other (please provide details below).,I am undecided but I am planning to apply to the engineering school for Industrial Engineering. ,,53706,40.7128,-74.006,No,basil/spinach,dog,No,night owl,Yes,Deep Satin by Zach Bryan
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,19,Engineering: Biomedical,,,53726,43.0731,-89.4012,Maybe,pepperoni,cat,Yes,no preference,No,circadian rhythm - Drake
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,No,20,Other (please provide details below).,Information Science,,53703,43.0731,-89.4012,No,pepperoni,cat,No,no preference,Yes,Bye-Bye by Jo Dee Messina
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,19,Computer Science,,,53703,43.0731,-89.4012,Yes,macaroni/pasta,dog,Yes,early bird,Yes,"""It was a good day"" Ice Cube"
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,17,Engineering: Mechanical,,,53707,40.7131,-74.0072,No,pepperoni,dog,Yes,night owl,Yes,Lost in Japan
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,No,18,Engineering: Industrial,,,53706,65.8747,-18.9404,Maybe,sausage,dog,No,early bird,No,Good Days by SZA
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,21,Science: Biology/Life,,,53703,41.3851,2.1734,No,pineapple,cat,Yes,no preference,No,Bless the Telephone by Labi Siffre
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,19,Science: Other,Neurobiology,Data Science,53715,36.3932,25.4615,Maybe,none (just cheese),dog,Yes,night owl,Yes,You make my dreams come true
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,18,Business: Information Systems,,Business Management,53706,51.5074,-0.1278,No,pineapple,dog,Yes,no preference,Yes,The Chain - Fleetwood Mac
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53703,43,-89,No,pineapple,dog,No,night owl,No,"Can't Stop, Red Hot Chili Peppers."
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Mechanical,,,53703,43.2283,-87.9642,Maybe,pepperoni,dog,Yes,night owl,Maybe,black hole sun- soundgarden 
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,Yes,20,Business: Finance,,Entrepreneurship,53715,31.8962,34.8486,No,pepperoni,dog,No,early bird,No,Vertigo - ANOTR
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,No,18,Engineering: Industrial,,,53706,41.887,-87.6273,No,pineapple,dog,No,early bird,No,"Ozeba by Rema
+
+Put Your Records on by Corrine Bailey Rae 
+
+Angel by Halle"
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,No,19,Statistics,,"Applied Math, Economics ",53706,42.3601,-71.0589,Maybe,pineapple,dog,Yes,early bird,Yes,Close to you - Gracie Abrams 
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,20,Other (please provide details below).,Economics ,No secondary majors.,53703,43.0722,-89.401,No,pepperoni,dog,Yes,night owl,Yes,Run out of Tears by Riley green. 
+"COMP SCI 220:LAB341, COMP SCI 220:LEC004",LEC004,Yes,18,Computer Science,,,53706,48.8647,2.349,No,pineapple,dog,Yes,night owl,Maybe,too fast by sonder
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC001,Yes,21,Business: Other,Consumer Behavior and Marketplace Studies,,53703,47.6062,-122.3321,No,mushroom,cat,Yes,early bird,Maybe,Booster Seat by Spacey Jane
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,18,Other (please provide details below).,undecided,,53706,43.9101,-78.8206,Maybe,pineapple,neither,Yes,no preference,Maybe,
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,18,Engineering: Mechanical,,,53703,32.72,-117.16,No,sausage,cat,Yes,night owl,Yes,Party!! Ryokuoushoku Shakai
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,19,Engineering: Mechanical,,,53711,44.95,93.1,No,pepperoni,dog,Yes,early bird,Yes,Cleaning windows by van morrison
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,No,18,Engineering: Industrial,,,53706,1.3521,103.8198,No,green pepper,dog,Yes,early bird,No,"Heartbreaker, Justin Bieber "
+COMP SCI 319:LEC003,LEC003,No,23,Science: Biology/Life,,,53703,64.9631,-19.0208,No,pineapple,dog,No,night owl,Maybe,Sunflower - Post Malone/Swae Lee
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,No,20,Engineering: Industrial,,,53703,25.2048,55.2708,No,sausage,dog,No,night owl,Maybe,
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,20,Engineering: Biomedical,N/A,N/A,53715,41.8781,-87.6298,Maybe,pepperoni,dog,No,night owl,Yes,"Feel the Fiyaaaah, Metro Boomin"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC004,Yes,18,Science: Biology/Life,,,53715,44,-92,No,sausage,dog,No,no preference,No,Jukebox Joints—ASAP Rocky
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,18,Other (please provide details below).,Engineering Mechanics ,,53532,48.8566,2.3522,Maybe,sausage,neither,No,night owl,Yes,Do I Wanna Know? by Artic Monkeys
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,19,Engineering: Mechanical,,,53715,33.1959,-117.3795,No,pepperoni,dog,No,early bird,No,"She - Tyler the creator, Frank Ocean"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,18,Data Science,,Economic ,53706,32.0603,118.7969,Yes,macaroni/pasta,dog,Yes,early bird,No,"Monster
+
+Justin Bieber"
+COMP SCI 319:LEC004,LEC004,Yes,23,Statistics,Economics,,53715,31,120,Yes,sausage,cat,Yes,night owl,Yes,Ballade pour Adeline
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,19,Engineering: Mechanical,,,53726,43.6418,-79.3707,No,pepperoni,dog,No,night owl,Maybe,Paper Planes - M.I.A.
+"COMP SCI 220:LAB342, COMP SCI 220:LEC004",LEC004,Yes,19,Business: Finance,,,53701,40.7128,-74.006,No,pepperoni,dog,No,night owl,Yes,"God's Plan, Drake"
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,20,Business: Finance,,Japanese,53715,35.662,139.7038,No,sausage,dog,Yes,no preference,Yes,We Are (One Piece) by Miura Jam
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,18,Engineering: Mechanical,,,53706,35.9802,-75.6421,No,pepperoni,dog,No,no preference,No,Lonely East Texas Night by Whiskey Meyers
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,No,20,Other (please provide details below).,Music Performance,,53703,47.3769,8.5417,No,green pepper,cat,No,early bird,Maybe,Anesthetize - Porcupine Tree
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,19,Engineering: Mechanical,,,53706,43.0731,-89.4012,No,basil/spinach,dog,Yes,night owl,Yes,Springsteen - Eric Church
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,No,19,Engineering: Mechanical,,,53711,55.6761,12.5683,No,sausage,dog,Yes,early bird,No,Skater Boi - Avril Lavigne
+"COMP SCI 220:LEC004, COMP SCI 220:LAB342",LEC004,No,19,Engineering: Mechanical,NA ,NA,53715,44.58,93.15,No,sausage,dog,Yes,no preference,No,"""Earfquake"" by Tyler, the Creator "
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53715,45.2,-93.2,No,sausage,dog,No,early bird,Yes,Major Tom - Peter Schilling
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,19,Engineering: Biomedical,,,53703,42.35,-71.06,No,mushroom,dog,Yes,night owl,Yes,Alchemy by Taylor Swift
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,18,Engineering: Mechanical,,,53715,42.7261,-87.7829,No,pepperoni,dog,No,no preference,No,"Hotel California, The Eagles"
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,21,Other (please provide details below).,"1. Math for economics and finance
+
+ ",Psychology,53703,30.274,120.155,No,mushroom,dog,No,night owl,Yes,Gu Chu by AGA
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Mechanical,,,53706,43.8511,87.7351,No,mushroom,dog,No,no preference,Yes,Do Not Disturb by Drake
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,18,Statistics,,,53532,43.0731,-89.4012,No,sausage,dog,Yes,no preference,No,Any song by Zach Bryan.
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,23,Languages,,,53717,35.6895,35.6895,No,macaroni/pasta,cat,No,night owl,Yes,Bling-Bang-Bang-Born by Creepy Nuts
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,21,Other (please provide details below).,Economics,,53703,2.9606,461.7569,Maybe,basil/spinach,cat,No,night owl,Maybe,Every Breath You Take - The Police
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,No,19,Engineering: Mechanical,,,53715,45.2991,45.2991,Maybe,basil/spinach,dog,Yes,night owl,Maybe,Sandpaper by Zach Bryan(feat. Bruce Springsteen)
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,18,Engineering: Other,Electrical Engineering,,53706,44.5328,-89.5703,Maybe,sausage,dog,No,no preference,Yes,Snow Zach Bryan
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Mechanical,,,53706,40.7128,-74.006,Yes,Other,dog,Yes,no preference,No,Everywhere Everything by Noah Kahan
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,Yes,19,Engineering: Mechanical,,,53703,34.0522,-118.2437,No,green pepper,neither,Yes,early bird,No,
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,Yes,19,Business: Information Systems,,Operations and Technology Management and a certificate in Data Science,53703,38.9072,-77.0369,Maybe,pepperoni,dog,Yes,no preference,No,Ordinary People by John Legend 
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,,53706,55.9533,-3.1883,Yes,pineapple,cat,No,early bird,Maybe,First Date by Shayfer James
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,19,Business: Finance,,,53703,,-85.4047,Maybe,none (just cheese),dog,No,no preference,Yes,"ms jackson, outcast"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,18,Engineering: Industrial,,,53706,40.2888,-76.6549,No,pepperoni,dog,No,early bird,Maybe,Talkin Tennessee by Morgan Wallen
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,22,Business: Information Systems,,,53545,41.8781,-87.6298,No,pepperoni,dog,No,night owl,Yes,Rich Spirit- Kendrick Lamar
+COMP SCI 319:LEC003,LEC003,Yes,24,Science: Biology/Life,,,53715,-33.4489,-70.6693,No,pepperoni,dog,Yes,night owl,Yes,Disciples by Tame Impala
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,No,19,Other (please provide details below).,Will be majoring in economics and minoring in data science,Minor in Data science,53703,40.7306,73.9352,Maybe,pepperoni,dog,No,night owl,Maybe,"It was a good day 
+
+Ice cube"
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,18,Computer Science,,,53706,44.8827,-93.2066,Maybe,basil/spinach,dog,No,early bird,Maybe,Beaches - beabadoobee
+COMP SCI 319:LEC003,LEC003,No,24,Engineering: Other,Material Science and Engineering,Electrical Engineering,53703,34.7,113.6,No,sausage,neither,No,night owl,Yes,"Moonlight Sonata, Beethoven"
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Industrial,,,53706,41.9028,12.4964,No,sausage,dog,No,night owl,Maybe,She calls me back by Noah Kahan
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,19,Science: Physics,,,53715,44.8977,-85.9916,No,pepperoni,dog,No,night owl,Maybe,The Adults Are Talking by The Strokes
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,20,Business: Finance,,Business: Information Systems,53703,21.3069,-157.8583,No,pepperoni,dog,No,night owl,Yes,Under the bridge - red hot chili peppers
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,20,Statistics,,neurobiology,53706,43.0731,-89.4012,No,pepperoni,dog,Yes,early bird,Yes,Stick season by Noah Kahn
+COMP SCI 319:LEC004,LEC004,No,28,Other (please provide details below).,Environment and Resources,,53705,35,126,No,pineapple,neither,Yes,early bird,Yes,Any songs :)
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,18,Data Science,,Math w/ emphasis on risk,53703,41.8818,-87.6232,Yes,sausage,cat,No,night owl,Yes,New Romantics - Taylor Swift
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,19,Data Science,N/A,"Computer science, Mathematics ",53703,41.0082,28.9784,Yes,basil/spinach,cat,Yes,no preference,Maybe,Free Now by Gracie Abrams
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,19,Mathematics/AMEP,Math,,53703,31.22,121.48,No,basil/spinach,neither,Yes,night owl,Maybe,"What goes around comes back around ,Justin Timberlake 
+
+the last great American dynasty,Taylor swift
+
+willow,Taylor swift
+
+Satellite,Lena(German singer)
+
+ "
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,No,22,Other (please provide details below).,Sociology ,N/A,53703,8.6679,7.8223,No,pineapple,cat,Yes,early bird,Yes,360 by Charli xcx
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,No,18,Mathematics/AMEP,,cs/ds,53715,43.0731,-89.4012,Maybe,pineapple,cat,No,early bird,Maybe,Sing - Ed Sheeran
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,18,Science: Biology/Life,,Data Science,53703,37.4419,-122.143,Maybe,Other,dog,No,no preference,Yes,2516 by Luna Li
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,20,Engineering: Biomedical,,,53711,37.7749,122.4194,No,mushroom,dog,Yes,night owl,No,Borderline by Tame Impala
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,18,Data Science,,Economics,53703,3.1319,101.6841,Yes,pineapple,cat,No,night owl,Yes,Halfheartedly by The Rare Occasions
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,20,Engineering: Biomedical,n/a,n/a,53715,42.3601,-71.0589,No,pepperoni,dog,Yes,night owl,Maybe,28 by Zach Bryan - maybe recency bias but I love that song
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,Yes,18,Engineering: Mechanical,,,53706,46.432,6.909,No,sausage,dog,No,night owl,Maybe,Baby Come Back - Player
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,20,Engineering: Mechanical,,,53715,43.0731,-89.4012,No,pepperoni,dog,Yes,early bird,No,"Hardwood Floors, Charles Wesley Godwin"
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,20,Data Science,,Statistics,53703,44.499,11.3276,Yes,pepperoni,cat,Yes,night owl,Yes,Untitled 06 by Kendrick Lamar
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,18,Engineering: Industrial,,,53706,13.7563,100.5018,No,sausage,cat,No,night owl,Yes,Bohemian Rhapsody - Queen
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Mechanical,,,53703,30.2672,-97.7431,No,pepperoni,dog,No,early bird,No,I don't have a favorite 
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,Yes,19,Data Science,,"Economics, Health Policy",53715,47.6137,47.6137,Yes,basil/spinach,dog,No,early bird,Maybe,Lithonia by Childish Gambino
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,21,Computer Science,,,53703,52.3756,4.8843,No,pepperoni,dog,Yes,night owl,Yes,Rock with You by Michael Jackson
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,18,Engineering: Mechanical,,,53706,41.3851,2.1734,Maybe,pepperoni,dog,Yes,night owl,No,minimal by ROLE MODEL
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,21,Business: Finance,,business: risk management ,53703,22.3964,114.1095,No,basil/spinach,cat,No,no preference,No,Like the Movies- Laufey
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,18,Engineering: Mechanical,,,53715,-8.3405,115.0919,No,mushroom,cat,Yes,early bird,No,belong together- Mark Ambor
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,19,Data Science,,"Economics
+
+ ",53703,51.5957,-2.0605,Yes,pepperoni,dog,No,night owl,Maybe,Jamming 
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,19,Data Science,,Economics,53703,42.3601,71.0589,Yes,basil/spinach,dog,No,night owl,No,Viva La Vida by Coldplay
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Mechanical,,,53706,48.8566,2.3522,No,pineapple,dog,No,night owl,Yes,Shores of Easy by Royksopp
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Mechanical,,,53726,40.4168,-3.7038,No,sausage,dog,Yes,early bird,No,Amsterdam - Guster
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,18,Engineering: Biomedical,,,53715,40.9916,28.8512,No,Other,dog,No,night owl,Yes,Fly Away - Lenny Kravitz
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,18,Other (please provide details below).,Information Science,Scandanavian Studies,53076,36109000,-94.1239,No,sausage,dog,No,night owl,Maybe,Hell's Coming With Me: Poor Man's Poison
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,No,22,Engineering: Industrial,,,53719,43.7509,-87.7129,No,sausage,cat,No,no preference,Maybe,feather by sabrina carpenter
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,19,Mathematics/AMEP,,,53558,43.07,-89.4,No,Other,dog,No,early bird,Yes,"Heroes, David Bowie"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,18,Data Science,,Business: Finance,53706,1.3521,103.8198,Yes,pepperoni,dog,No,night owl,Yes,"Mastermind, Deltron 3030"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,19,Statistics,,,53703,39.9042,116.4074,Yes,pineapple,cat,No,night owl,No,Show you
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,19,Engineering: Mechanical,,,53703,34.752,135.4582,Maybe,pepperoni,dog,No,night owl,Yes,Shut Up my moms calling - Hotel Ugly
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,20,Other (please provide details below).,Psychology,Information Science,53703,41.8781,-87.6298,No,pepperoni,dog,No,night owl,Yes,"Ventura Highway - America, George Martin "
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Industrial,,,53703,41.8781,-87.6298,No,pepperoni,dog,Yes,no preference,No,A.M. Radio- The Lumineers
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,19,Data Science,na,na,53703,43.0731,-89.4012,Yes,pepperoni,neither,Yes,night owl,Maybe,Flags by Coldplay
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,No,20,Other (please provide details below).,Economics,,53703,43.0731,-89.4012,Maybe,pepperoni,dog,No,no preference,Maybe,7 summers morgan wallen
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,18,Engineering: Industrial,,,53706,40.4168,-3.7038,No,sausage,dog,Yes,night owl,Yes,"""hey, honey""
+
+By The 502's"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,19,Data Science,,,53706,43.0411,-87.9094,Yes,pepperoni,dog,No,night owl,Maybe,You're Not The One by Sky Ferreira
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,18,Data Science,,Geography,53706,37.54,127,Yes,pineapple,cat,No,night owl,Yes,Marlboro Nights by Lonely God
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,20,Data Science,I am also information sciences,none,53711,41.8781,87,Maybe,pepperoni,dog,No,night owl,Yes,Anything one direction
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,19,Science: Other,Astrophysics,Data Science,53715,21.3069,-157.8583,Yes,pepperoni,cat,No,no preference,Maybe,Too Many Nights - Metro Boomin
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,53703,26.142,-81.7948,No,sausage,cat,No,early bird,Maybe,Dreadlock Holiday - 10cc
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,19,Data Science,,,95118,36.5525,-121.9244,Yes,sausage,cat,No,night owl,Yes,I Had Some Help - Post Malone
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,No,20,Engineering: Biomedical,,,53711,45.1,-87.2,No,basil/spinach,dog,No,night owl,Maybe,"Back Pocket, Vulfpeck"
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,,53706,64.1265,-21.8174,Maybe,Other,cat,No,night owl,Yes,White Ferrari - Frank Ocean
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Mechanical,,,53703,43.7466,-87.7214,No,pepperoni,dog,No,night owl,Yes,Cars - Gary Numan
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,18,Computer Science,,Data Science Certificate,53706,27.9656,82.7959,Maybe,macaroni/pasta,dog,Yes,night owl,Yes,"NO preferences, will listen to anything that is not country music and taylor swift"
+"COMP SCI 220:LEC004, COMP SCI 220:LAB345",LEC003,No,19,Data Science,,Neurobiology,53715,30.2672,-97.7431,Maybe,mushroom,dog,Yes,early bird,Yes,September - Earth Wind and Fire
+"COMP SCI 220:LEC004, COMP SCI 220:LAB346",LEC003,Yes,18,Data Science,,,53703,43.8537,-69.591,Yes,pepperoni,dog,No,night owl,Yes,"World, Hold On - Fisher Rework"
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53715,45.207,-93.21,Maybe,pepperoni,dog,No,night owl,No,"""Under You"" - Foo Fighters"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,18,Data Science,N/A,N/A,53706,51.9244,4.4777,Yes,sausage,dog,No,no preference,Yes,Out of the Woods by Taylor Swift
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,18,Data Science,,,53706,17.385,78.4867,Yes,Other,dog,No,early bird,No,Sober by Lorde
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,18,Statistics,,,53706,43.1117,-88.5011,Maybe,sausage,dog,Yes,no preference,Maybe,Call Me - Luke Combs
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC001,No,20,Science: Biology/Life,Biology,DS,53703,28.943,122.0286,Maybe,pineapple,neither,No,night owl,Maybe,"Evergreen
+
+-Omar Apollo"
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,18,Other (please provide details below).,Biochemistry,Data Science,53706,40.7608,-111.891,Yes,macaroni/pasta,cat,No,early bird,No,"Let The Light In, Lana Del Rey"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,21,Other (please provide details below).,My Primary major is Economics. ,"I am triple majoring in Economics, Political Science, and History. ",53703,39.9042,116.4074,No,sausage,dog,No,no preference,No,"Another brick in the wall by Pink Floyd
+The Scientist/Viva La Vida by Cold Play"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,20,Data Science,,,53713,13.6831,100.5078,Yes,sausage,dog,No,night owl,Yes,"White Iverson, Post Malone"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,18,Engineering: Mechanical,,Viola Performance.,53706,43.7696,11.2558,No,sausage,neither,Yes,night owl,Yes,I will not bow - breaking benjamin
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,21,Science: Other,Psychology,,53703,41.8781,-87.6298,No,basil/spinach,dog,Yes,night owl,Yes,You are the best thing - ray lamontagne
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,20,Statistics,,,53715,35.0116,135.768,Maybe,mushroom,dog,No,early bird,Yes,"Hallucinogenics
+
+Matt Maeson/Lana Del Rey"
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,19,Data Science,,,53715,34.8796,-76.8707,Yes,basil/spinach,dog,No,no preference,Maybe,"Oklahoma Smokeshow by Zach Bryan
+
+Cover Me Up by Morgan Wallen"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,19,Science: Biology/Life,,,53703,48.8566,2.3522,Yes,pineapple,dog,Yes,night owl,Yes,Fearless - Taylor Swift
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Mechanical,,,53703,30.2741,120.1551,No,mushroom,cat,No,night owl,No,"bohemian rhapsody
+
+by queen"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,No,18,Data Science,,,53706,41.8967,12.4822,Yes,none (just cheese),dog,Yes,early bird,Yes,"Francis Forever, Mitski
+
+505, Arctic Monkeys
+
+Hotel California, Eagles"
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,19,Data Science,,,53706,40.687,-73.97,Yes,pepperoni,cat,No,no preference,No,august by Taylor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,No,18,Science: Biology/Life,,Data Science,53706,47.6032,-122.3303,Yes,pepperoni,dog,Yes,early bird,Yes,28 Zach Bryan
+"COMP SCI 220:LEC004, COMP SCI 220:LAB343",LEC004,No,19,Engineering: Mechanical,,,53711,37.4,-122,No,pepperoni,dog,Yes,early bird,Yes,springsteen eric church
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Mechanical,,,53716,43.0745,-89.3812,No,pineapple,dog,Yes,early bird,Yes,
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,20,Other (please provide details below).,Personal Finance: Financial Planning,Certificate in Data Science,53703,40.7128,-74.006,Maybe,pepperoni,dog,No,night owl,No,28 Zach Byran
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,20,Other (please provide details below).,Economics ,Political Science,53703,51.5074,-0.1278,No,pepperoni,dog,Yes,no preference,Yes,August - Taylor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,No,19,Other (please provide details below).,Psychology,Data Science,53703,41.4604,-71.1892,Yes,pepperoni,dog,Yes,early bird,No,Silver Lining by Mt Joy
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,20,Science: Biology/Life,n/a,Data Science ,53711,37.7749,122.4194,Yes,Other,neither,No,no preference,Maybe,Telegraph childish Gambino 
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,No,19,Business: Finance,n/a,"Risk Management, Data Science ",53703,41.8781,-87.6298,Maybe,pepperoni,dog,No,night owl,Yes,No one Knows by Brent Faiyaz
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,No,21,Data Science,,"Economics, Information Science, Strategic Communication",53703,31.299,120.5853,Yes,sausage,cat,Yes,early bird,No,Good Morning - Kanye West
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,20,Other (please provide details below).,Consumer Behavior & Marketplace Studies,N/A,53703,41.9028,12.4964,No,sausage,dog,Yes,early bird,Maybe,All of the Lights - Kanye West
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,No,19,Engineering: Other,Aerospace engineering,N/A,53711,44.84,-93.25,No,pepperoni,dog,No,no preference,Yes,"Hold on, were going home - Drake"
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,19,Engineering: Mechanical,,,53703,42.355,288.9418,No,pineapple,cat,No,night owl,Yes,Song 2 - Blur
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,20,Engineering: Industrial,,,53703,26.4847,-81.8608,No,pepperoni,cat,No,early bird,Yes,Tongue Tied by Grouplove 
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,18,Business: Actuarial,,,53706,37.7749,-122.4194,Maybe,basil/spinach,dog,No,night owl,Yes,Linger - The Cranberries
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,No,20,Other (please provide details below).,economics,math,53715,43.0731,-89.4012,No,sausage,dog,No,no preference,Yes,Die for you
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,Yes,21,Science: Other,,,53715,43.0731,-89.4012,No,sausage,cat,No,night owl,Yes,Through Patches of Violet by Mili
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,18,Engineering: Mechanical,,,53706,47.6062,122.3321,No,pepperoni,cat,No,no preference,Yes,Be Sweet - Japanese Breakfast
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,21,Science: Other,Economics,Political Science Major,0,1,1,1,0,0,0,0,0,1
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,18,Other (please provide details below).,Undecided,,53706,40.7532,-73.9837,Yes,pepperoni,dog,No,night owl,Yes,LOVE - Kendrick Lamar
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,18,Computer Science,N/A,N/A,53706,47.6055,-122.0356,Maybe,basil/spinach,dog,No,no preference,Maybe,Lost In Yesterday - Tame Impala
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,20,Computer Science,,,53703,40.7523,-73.9778,No,green pepper,dog,No,night owl,Yes,Baby Come Back by Player
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,18,Engineering: Industrial,,,53706,41.5027,-82.7293,No,pineapple,dog,Yes,early bird,Yes,Margaritaville by Jimmy Buffett 
+COMP SCI 319:LEC002,LEC002,No,23,Business: Finance,,,53715,43.0731,-89.4012,Maybe,pineapple,neither,No,night owl,Yes,Right here waiting-Richard Marx
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,Yes,18,Data Science,I am thinking about both data science and community and nonprofit leadership.,,53706,37.4451,-122.1604,Maybe,pepperoni,cat,Yes,night owl,Maybe,Julia by Mt. Joy
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,Yes,20,Engineering: Mechanical,.,.,53703,35.662,139.7038,No,pepperoni,dog,No,early bird,Maybe,Barbie World by Ice Spice
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Industrial,,,53706,33.427,-117.612,Maybe,pepperoni,dog,Yes,early bird,Maybe,I'd Rather Be With You - Bootsy Collins
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,20,Other (please provide details below).,Consumer Behavior and Marketplace Studies,,53703,48.8566,2.3522,No,pineapple,dog,No,no preference,Yes,Barbie World by Ice Spice
+"COMP SCI 220:LAB324, COMP SCI 220:LEC002",LEC002,Yes,19,Engineering: Mechanical,,,53706,23.7772,90.3995,No,none (just cheese),cat,Yes,night owl,Yes,Fever Dua Lipa and Angele
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,No,19,Mathematics/AMEP,,Statistics,53703,39.9042,116.4074,No,pineapple,dog,No,night owl,Maybe,"Love Story, Taylor Swift"
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Mechanical,,,53715,25.8784,-97.5035,No,none (just cheese),dog,Yes,night owl,Maybe,"PRIDE, kendrick lamar"
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,18,Data Science,,Computer Science,53706,51.5074,-0.1278,Yes,basil/spinach,cat,Yes,no preference,No,Impurities by LE SSERAFIM
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,19,Engineering: Mechanical,,,53715,43.815,-91.2561,No,none (just cheese),dog,No,night owl,No,Oysters In My Pocket by Royel Otis
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,20,Data Science,,,53702,31.9031,35.1952,Yes,pineapple,neither,No,night owl,Yes,Dreamcatcher - MetroBoomin
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,19,Engineering: Mechanical,,,53715,39.9784,-86.118,No,pepperoni,dog,Yes,early bird,Yes,"Redrum 
+
+21 Savage"
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,19,Engineering: Biomedical,,,53715,41.8967,12.4822,No,pepperoni,dog,No,early bird,Maybe,Open the gate -Zach Bryan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,No,21,Science: Biology/Life,,,53703,18.1497,-65.8275,No,sausage,cat,Yes,early bird,Yes,"""My Favorite Part"" Mac Miller"
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,18,Data Science,,,53706,35.69,139.69,Yes,Other,dog,No,night owl,No,Disturbia - Rihanna
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,19,Other (please provide details below).,I'm an art major who needs this class for the Video Game Design certificate,,53706,47.6062,-122.3321,No,none (just cheese),cat,Yes,night owl,Yes,Butterfly by Crazy Town
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,No,18,Data Science,,,53706,31,121,Yes,pineapple,dog,No,no preference,Maybe,Lover  Tarlor Swift
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,No,20,Business: Other,"Marketing, certificate in Data science",,53715,45.1114,87.0471,Maybe,sausage,dog,No,no preference,Yes,"Anything Eagles, if you are going to play for a crowd, just play Take it easy. "
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,17,Data Science,,Biology,53706,36,140,Yes,pepperoni,cat,No,night owl,Yes,"""I Can See"" by Mac Miller"
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,No,20,Data Science,,,53703,35.662,139.7038,Yes,pepperoni,dog,Yes,early bird,Maybe,Summer Days by Anri
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,19,Engineering: Biomedical,,,53703,45.4522,-92.4546,No,none (just cheese),cat,Yes,night owl,Maybe,Got Me Started by Troye Sivan
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,18,Data Science,,,53706,41.2726,-82.0545,Yes,none (just cheese),dog,No,night owl,Maybe,Lucky Radiohead
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,20,Other (please provide details below).,Economics,,53703,40.7128,74.006,No,pepperoni,dog,Yes,night owl,Yes,dreams fleetwood mac
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,19,Engineering: Mechanical,,,53715,43.0731,-89.4012,No,sausage,dog,No,night owl,No,"Hotel California, The Eagles"
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,19,Business: Information Systems,,Business: Finance,53703,48.8566,2.3522,No,mushroom,dog,No,night owl,Yes,Sister Golden Hair by America
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Biomedical,,,57303,44.1858,88.4626,No,macaroni/pasta,dog,No,,Maybe,Still Beating Mac Demarco
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,19,Engineering: Mechanical,,,53706,41.8781,-87.6298,No,pepperoni,dog,No,night owl,Yes,mr rager kid cudi
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,19,Data Science,,,53703,46.6863,7.8632,Yes,green pepper,dog,No,night owl,No,Sunburns by West 22nd
+COMP SCI 319:LEC002,LEC002,No,24,Statistics,,,53703,40.0583,-74.4057,No,pineapple,neither,No,night owl,Yes,Never Gonna Give you up Rick Astley
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,No,19,Business: Actuarial,None,Data Science,53703,41.8781,-87.6298,Maybe,pepperoni,dog,No,early bird,Maybe,"Hurricane, Luke Combs"
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC001,No,20,Data Science,,Biochemistry,53715,43.0722,89.4008,Yes,pepperoni,dog,Yes,early bird,No,Classical music.
+"COMP SCI 220:LEC002, COMP SCI 220:LAB326",LEC002,No,19,Engineering: Biomedical,,,53715,21.8765,-159.4538,No,pineapple,dog,Yes,early bird,No,Good Days by SZA
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Mechanical,,,53706,45.1565,-87.172,No,basil/spinach,dog,Yes,early bird,Yes,"Three Little Birds, Bob Marley"
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,No,19,Engineering: Biomedical,,,53711,,,No,pepperoni,dog,No,night owl,Yes,Kiss Me - Sixpense None The Richer
+"COMP SCI 220:LAB323, COMP SCI 220:LEC002",LEC002,Yes,20,Business: Finance,,,53703,34.1478,118.1445,No,sausage,neither,No,night owl,Yes,"Dream, Fairytale, Fantasy - A$ap Ferg & Brent Faiyez"
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,18,Mathematics/AMEP,,maybe computer science or data science,53706,47.3769,8.5417,Maybe,sausage,neither,No,early bird,No,The Night by Avicii
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,Yes,21,Business: Other,Risk Management and Insurance,n/a,53703,48.1374,11.5755,Maybe,Other,dog,No,no preference,No,Lessons in Love - Level 42
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,18,Statistics,,,53706,41.8781,-87.6298,No,green pepper,cat,No,night owl,Yes,Sweater Weather by The Neighbourhood
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,No,21,Other (please provide details below).,Economics,,53703,41.8781,-87.6298,Yes,pepperoni,cat,No,no preference,Yes,Dancing Queen ABBA
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,No,19,Data Science,,,53711,25.033,121.5654,Yes,basil/spinach,dog,No,night owl,Yes,Adventure of a Lifetime - Coldplay
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,18,Engineering: Mechanical,,,53706,47.5573,13.647,No,pepperoni,cat,No,night owl,No,Mr. Rager by Kid Cudi
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,20,Engineering: Mechanical,N/A,N/A,53715,44.8616,-92.6243,No,pineapple,cat,No,early bird,Yes,"Misery Business, Paramore"
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,20,Other (please provide details below).,Economics,,53703,3.0733,101.5185,Maybe,pepperoni,cat,No,night owl,Yes,Niki - Strong Girl
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,No,21,Engineering: Other,Electrical Engineering,,53703,4.2105,101.9758,No,pepperoni,cat,No,night owl,No,August- Taylor Swift
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,18,Data Science,,,53706,40.7128,-74.006,Yes,pineapple,cat,Yes,early bird,Yes,See You Again by Kali Uchis and Tyler the Creator
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,19,Business: Finance,,Accounting,53715,89.4008,43.0722,No,macaroni/pasta,dog,Yes,night owl,No,California dreaming
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,19,Engineering: Industrial,,,53715,93.0427,44.848,No,none (just cheese),dog,Yes,night owl,Yes,East Side of Sorrow by Zach Bryan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,19,Engineering: Mechanical,,,53703,39.9498,-75.157,No,sausage,dog,No,night owl,Yes,"Bulls on Parade, Rage Against the Machine"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,No,19,Statistics,,,53706,38.9784,76.4922,Maybe,pepperoni,dog,Yes,night owl,No,"Sultans of Swing, Dire Straits"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,18,Business: Information Systems,,,53706,44.5133,-88.0158,Maybe,pepperoni,cat,No,early bird,Maybe,"""Limelight"" by Rush"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,No,19,Engineering: Mechanical,,,53715,31.2304,,Maybe,mushroom,cat,No,night owl,Yes,Attention by newjeans
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,20,Engineering: Industrial,,,53703,47.2597,11.4004,No,sausage,cat,No,no preference,Maybe,a horse with no name
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,19,Science: Biology/Life,,"I am getting a certificate in data science, life science communications",53715,43.0726,-89.4025,No,pepperoni,dog,Yes,night owl,Yes,Free Now- Gracie Abrams
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,No,,Statistics,,,53703,60,24,Maybe,sausage,neither,No,night owl,Maybe,Slave Knight Gael-北村友香
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,Yes,18,Business: Actuarial,,,53706,35.6895,139.6917,No,pepperoni,dog,No,no preference,Yes,"Seven Nation Army, the white stripes"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,18,Computer Science,,Math,53706,42.3601,71.0589,Maybe,sausage,dog,Yes,night owl,Yes,Wake Up Call - Maroon 5
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,19,Engineering: Mechanical,,,53706,44.7663,-91.4407,No,macaroni/pasta,dog,Yes,night owl,Maybe,Blue Aint Your Color - Keith Urban
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,No,21,Other (please provide details below).,Economics,,53703,59.3293,18.0686,No,sausage,dog,Yes,night owl,Yes,Mr Blue Sky - Electric Light Orchestra
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,Yes,18,Data Science,,Second major is economics,53715,41.8859,12.4863,Yes,pepperoni,dog,Yes,early bird,Maybe,Black by Pearl Jam
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,18,Other (please provide details below).,Econ,Data science,53703,41.1408,-73.2613,Yes,sausage,dog,Yes,night owl,Yes,Small Worlds Mac Miller
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,18,Data Science,,,53703,47.0455,8.308,Yes,sausage,dog,Yes,night owl,Yes,Black Moon Rising - Black Pumas
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,No,18,Data Science,N/A,Economics ,53703,55.6761,12.5683,Yes,pineapple,cat,Yes,no preference,Yes,Slow Dance in A Parking Lot - Thomas Rhett 
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Mathematics/AMEP,,,53706,41.8781,-87.6298,Yes,sausage,cat,Yes,night owl,Yes,Cherub Rock by The Smashing Pumpkins
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,19,Data Science,,"Data Science, Economics",53706,33.8621,-118.3962,Yes,sausage,dog,Yes,early bird,Maybe,Second Hand News - Fleetwood Mac
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Biomedical,,,53715,25.7617,-80.1918,Maybe,pepperoni,dog,Yes,night owl,Maybe,Two Dozen Roses - Shenandoah
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,54302,43.0731,-89.4012,No,pepperoni,dog,No,early bird,No,Charlie Puth
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,20,Statistics,,botany,53703,37.7749,-122.4194,No,sausage,neither,Yes,no preference,Yes,Battle symphony Linkin Park
+"COMP SCI 220:LAB346, COMP SCI 220:LEC004",LEC004,Yes,20,Computer Science,,,53703,41.8781,-87.6298,No,mushroom,cat,Yes,night owl,Yes,Speaking Terms by Snail Mail
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,19,Other (please provide details below).,Undecided,,53703,39.1905,-77.0657,No,pepperoni,dog,Yes,no preference,Yes,Black Star- Radiohead
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,19,Statistics,,"Data Science, Math",55129,43.0731,-89.4012,Yes,sausage,dog,Yes,early bird,No,Here comes the sun - Beatles
+"COMP SCI 220:LEC003, COMP SCI 220:LAB331",LEC003,Yes,19,Data Science,,,53703,38.63,-90.2,Yes,pepperoni,dog,No,night owl,Yes,Revival by Zach Bryan
+"COMP SCI 220:LAB333, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Other,Computer Engineering,,53706,52.3676,4.9041,No,green pepper,dog,No,night owl,No,All Night by Charli XCX
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,No,20,Data Science,,Economics. I am double majoring in data science and economics.,53715,42.3601,71.0589,Yes,pepperoni,dog,Yes,night owl,Maybe,I don’t really have a favorite song in particular but I have been listening to a lot of J. Cole.
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,19,Other (please provide details below).,Political Science/ Economics,,53706,59.3346,18.0632,Maybe,sausage,dog,No,early bird,No,Hourglass- The Stews
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Mechanical,,,53703,43.0731,-89.4012,No,sausage,cat,Yes,night owl,Maybe,Holiday by Green Day
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,19,Data Science,,,53715,31.2304,121.4737,Yes,sausage,cat,No,night owl,Yes,kingston - faye webster
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Biomedical,,,53703,42.2952,-71.141,No,none (just cheese),dog,Yes,night owl,Yes,"Let it Happen, tame Impala"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB332",LEC003,Yes,18,Data Science,,,53706,46.447,6.949,Yes,pineapple,dog,Yes,early bird,No,Snow by Zach Bryan
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,18,Other (please provide details below).,My applied major is consumer behavior.,computer science or datascience.,53706,64,26,Maybe,none (just cheese),cat,No,night owl,Yes,"Piano in the sky by Winona Oak
+
+Taylor swift's songs"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,20,Engineering: Mechanical,,,53726,44.5133,-88.0133,No,pepperoni,dog,Yes,night owl,Yes,Hell of a Way to Go by Riley Green 
+"COMP SCI 220:LAB334, COMP SCI 220:LEC003",LEC003,No,19,Data Science,,,53715,43.1019,-87.8957,Yes,pepperoni,dog,No,no preference,Maybe,"Trap Queen, Fetty Wap"
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,19,Other (please provide details below).,Philosophy ,Mathematics,53703,25.8195,-80.1297,Maybe,basil/spinach,cat,Yes,no preference,Yes,Brandy (Through the Looking Glass)
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,20,Business: Other,,,53703,45.3589,-80.2386,No,sausage,dog,Yes,early bird,Yes,Electric Feel - MGMT
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,21,Statistics,,Biology,53703,51.5074,-0.1278,No,pepperoni,dog,No,night owl,Yes,"""love song"" by Taylor Swift"
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,No,18,Data Science,,,53706,45.4408,12.3155,Yes,sausage,cat,No,night owl,Yes,Last Nite - The Strokes
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,20,Engineering: Industrial,,,53715,40.3761,-105.5237,No,none (just cheese),dog,No,night owl,Maybe,Misses Dominic Fike
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,19,Engineering: Biomedical,,,53715,48.85,2.34,No,pepperoni,cat,No,early bird,No,My Lady of Mercy by The Last Dinner Party
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,18,Data Science,,Chinese,53706,42.3601,-71.0589,Yes,sausage,dog,No,no preference,Maybe,White Sky - Vampire Weekend
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,20,Engineering: Industrial,,,53711,44.0835,-87.6585,No,pepperoni,dog,No,early bird,Yes,Your Love by The Outfield 
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,20,Business: Information Systems,n/a,Comp Sci,53703,44.8113,-91.4985,No,mushroom,dog,No,night owl,Yes,HoodbyAir - Playboi Carti
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,20,Science: Physics,,history and business ,53715,51.2907,0.0625,No,sausage,dog,No,night owl,Maybe,right now is wildflower by billie eillish 
+"COMP SCI 220:LEC002, COMP SCI 220:LAB322",LEC002,Yes,19,Engineering: Mechanical,,,53703,59.3293,18.0686,No,basil/spinach,dog,Yes,early bird,Maybe,"""Ain't No Rest for the Wicked"" by Cage The Elephant"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,,Science: Biology/Life,,Data Science,53706,41.8967,12.4822,Yes,basil/spinach,dog,No,night owl,Yes,"""Autobahn"" by Blessing Offor"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,19,Business: Other,Consumer behavior and marketplace studies ,Communications,53719,40.7128,-74.006,No,mushroom,dog,No,night owl,Yes,The Color Violet - Tory Lanez
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Mechanical,,,53715,30.2944,-87.5736,No,sausage,dog,No,no preference,No,Wish You Were Here - Pink Floyd
+"COMP SCI 220:LEC002, COMP SCI 220:LAB324",LEC002,Yes,22,Engineering: Biomedical,,,53521,47.6062,-122.3321,No,pepperoni,cat,Yes,early bird,No,Missing You - The Vamps 
+"COMP SCI 220:LAB332, COMP SCI 220:LEC003",LEC003,No,21,Business: Information Systems,,"Marketing, Chinese",53703,52.3702,4.8952,No,pepperoni,cat,Yes,night owl,Yes,"Let it Happen, Tame Impala"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,20,Statistics,,Data Science,53715,46.5348,-87.3984,Yes,Other,dog,No,night owl,Yes,She's Always a Woman - Billy Joel
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,19,Engineering: Biomedical,,,53711,33.4482,-112.0726,No,pepperoni,dog,Yes,night owl,No,The Calendar by Panic At The Disco
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,Yes,18,Engineering: Mechanical,N/A,None,53706,43.6275,-89.7661,Maybe,sausage,dog,No,no preference,No,"One Night in Bangkok (original single version / from ""Chess"") by Murray Head"
+"COMP SCI 220:LAB343, COMP SCI 220:LEC004",LEC004,No,19,Engineering: Mechanical,,,53703,32.0844,34.7856,No,Other,dog,Yes,early bird,Yes,By and By - Caamp
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,Yes,19,Engineering: Industrial,,,53715,37.7749,-122.4194,No,basil/spinach,dog,Yes,early bird,Maybe,Blowing Smoke by Gracie Abrams
+"COMP SCI 220:LAB335, COMP SCI 220:LEC003",LEC003,No,21,Mathematics/AMEP,.,Economics,53706,875597,-115.3727,No,basil/spinach,dog,Yes,early bird,Yes,Wake Up Alone by Amy Winehouse
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,Yes,19,Engineering: Mechanical,.,.,53715,45.1873,-93.1846,No,sausage,dog,Yes,night owl,Yes,"Castle on the hill, Ed Sheeran "
+"COMP SCI 220:LAB325, COMP SCI 220:LEC002",LEC002,Yes,,Statistics,,,53703,40,116,Maybe,sausage,neither,No,night owl,Yes,RED-Taylor Swift
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,19,Engineering: Biomedical,,,53715,16.0544,108.2022,No,pineapple,cat,No,night owl,Yes,CHIHIRO by Billie Eilish
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Other (please provide details below).,Undecided/Undeclared ,,53706,40.7128,-74.006,Yes,pineapple,dog,Yes,night owl,Maybe,Everywhere by Fleetwood Mac
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,18,Data Science,,,53706,48.8566,2.3522,Yes,pepperoni,dog,Yes,night owl,Yes,"""Prom"" by SZA"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,18,Engineering: Industrial,,,53706,42.5113,-87.8276,No,macaroni/pasta,dog,No,no preference,Yes,"Tore up, Don Toliver
+
+ "
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,21,Other (please provide details below).,Economics,,53711,51.1785,-115.5743,No,mushroom,dog,No,early bird,No,Sun to me -Zach Bryan
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,18.5,Data Science,,International Studies,53706,46.0193,7.746,Yes,Other,cat,No,no preference,No,No Hands by Joy Crookes
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,17,Data Science,,,53715,35.687,139.7495,Yes,Other,neither,No,no preference,Yes,Thumbs by Sabrina Carpenter
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,No,19,Engineering: Biomedical,N/A,Mathematics,53706,40.015,-105.2705,No,pepperoni,dog,No,night owl,No,Clocks- Coldplay
+"COMP SCI 220:LEC003, COMP SCI 220:LAB333",LEC003,Yes,20,Engineering: Biomedical,,,53706,,-89.4012,No,sausage,dog,Yes,early bird,No,Hey Ya by Outkast
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,18,Engineering: Biomedical,,,53703,21.3069,-157.8583,Maybe,pepperoni,cat,Yes,night owl,Yes,"Actual Favorite Songs:
+
+Enter the Mirror - Les Rallizes Denudes or The Art of Fugue Contrapunctus IX - Evgeni Koroliov
+
+Lecture Friendly (?):
+
+Love Will Tear Us Apart - Joy Division"
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,18,Engineering: Mechanical,,,53707,43.188,-89.46,No,pepperoni,dog,Yes,no preference,Yes,A Bar Song-Shaboozey
+"COMP SCI 220:LEC003, COMP SCI 220:LAB336",LEC003,No,18,Engineering: Mechanical,,,53706,20.8783,-156.6825,No,pepperoni,dog,No,night owl,Yes,"Burn, Burn, Burn - Zach Bryan"
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,53706,51.5074,-0.1278,No,pepperoni,dog,Yes,night owl,Yes,Runaway By Kanye West
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,,53706,20.0045,57.5629,No,pineapple,dog,No,night owl,Yes,
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,No,19,Other (please provide details below).,Politcal science,International Studies,53703,41.9,12.5,No,pepperoni,dog,No,night owl,No,Let it Happen by Tame impala
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,20,Science: Physics,,Applied Mathematics,57315,45.5017,-73.5673,No,sausage,dog,No,early bird,Yes,Joe Strummer - Get Down Mosses
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Industrial,,,53715,42,-71,No,pineapple,dog,Yes,early bird,No,Virtual Insanity by Jamiroquai
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,Yes,18,Business: Actuarial,,,53706,54.5973,-5.9301,Maybe,basil/spinach,dog,Yes,early bird,No,You Can Call Me Al - Paul Simon 
+"COMP SCI 220:LAB326, COMP SCI 220:LEC002",LEC002,Yes,17,Data Science,,,53706,4163.385,2.1734,Maybe,green pepper,dog,No,no preference,Yes,Bad Habit by Steve Lacy
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,18,Science: Biology/Life,,Data science ,53706,12.9716,77.5946,Yes,Other,cat,No,night owl,Yes,Nancy mulligan - Ed Sheeran 
+"COMP SCI 220:LEC002, COMP SCI 220:LAB325",LEC002,Yes,19,Engineering: Industrial,,,53711,44.7388,-92.6754,Maybe,pepperoni,neither,No,early bird,Yes,Something That I Want by Grace Potter
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,18,Data Science,,maybe considering to double major in Environmental Studies / Economics. ,53706,59,151,Yes,pepperoni,dog,No,night owl,No,Nonsense by Sabrina Carpenter
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,,53706,44.0277,-92.7521,Maybe,pepperoni,dog,No,night owl,Yes,"Sing About Me, I'm Dying of Thirst - Kendrick Lamar"
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,19,Business: Information Systems,Economics ,Data Science ,53703,43.2994,74.2179,Yes,Other,dog,Yes,night owl,Yes,"What once was, Her's "
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,20,Engineering: Mechanical,,,53703,45.63,-89.41,No,pepperoni,cat,Yes,early bird,Yes,Daylight Harry Styles
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,18,Engineering: Other,,,53706,56.4131,-5.4731,No,none (just cheese),dog,No,night owl,Yes,Budapest - George Ezra
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,No,20,Statistics,,,53703,39.9042,116.4074,Maybe,pepperoni,cat,No,early bird,No,Love or lust 24Goldn
+"COMP SCI 220:LEC003, COMP SCI 220:LAB335",LEC003,No,19,Engineering: Mechanical,,,53715,40.7,-73.9,No,pepperoni,dog,No,no preference,Yes,Breeze dr. Dog
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,19,Other (please provide details below).,Information Science!,N/A,53703,53.3498,-6.2603,Maybe,none (just cheese),cat,No,night owl,Yes,My love mine all mine by Mitski.
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,19,Business: Information Systems,,,53726,42.6813,-89.0269,No,pineapple,cat,No,night owl,No,Joy of my life - Chris Stapleton
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,18,Engineering: Industrial,,Data Science,53706,25.7617,-80.1918,Yes,pepperoni,dog,No,early bird,Maybe,Mr. Brightside - The killers
+"COMP SCI 220:LAB322, COMP SCI 220:LEC002",LEC002,Yes,21,Mathematics/AMEP,,political science,53703,43.0389,-87.9065,No,basil/spinach,dog,Yes,early bird,No,Spice up your life by the Spice Girls 
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,18,Engineering: Industrial,,,53706,47.2627,11.3947,No,pineapple,dog,Yes,early bird,Yes,Viva La Vida by Coldplay
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,19,Engineering: Biomedical,,,53715,45.8713,-89.7116,Maybe,basil/spinach,dog,Yes,night owl,Yes,28 by Zach Bryan
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,53715,43.0731,-89.4012,No,pepperoni,dog,No,no preference,Maybe,Where I'm From - Digable Planets
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,Yes,19,Data Science,,,53715,41.8781,-87.6298,Yes,pepperoni,cat,No,no preference,Yes,Because of You by Ne-Yo
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,18,Business: Finance,N.A,N.A,53706,48.8575,2.3514,Maybe,none (just cheese),dog,Yes,early bird,Yes,Killer Queen- Queen
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,Yes,18,Engineering: Mechanical,,,53706,35.6895,139.6917,No,sausage,dog,No,night owl,Yes,Some Nights by fun.
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Biomedical,,,53703,47.6062,-122.3321,No,macaroni/pasta,dog,Yes,no preference,No,Dreams by Fleetwood Mac
+"COMP SCI 220:LEC003, COMP SCI 220:LAB334",LEC003,Yes,19,Engineering: Mechanical,,,53726,43.0389,-87.9065,No,pepperoni,dog,Yes,night owl,Yes,I do not have the character to type it but it is by Masayoshi Takanaka.
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,18,Data Science,,,53726,36.1716,115.1391,Yes,mushroom,dog,Yes,night owl,Maybe,Becky G- Shower
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,Yes,18,Data Science,,,53706,30.2672,-97.7431,Yes,pepperoni,dog,No,night owl,No,94 Camry Music - femdot.
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,18,Engineering: Biomedical,,,53715,41.4993,-81.6944,No,pineapple,cat,Yes,no preference,Yes,Dont Stop Believin - Journey
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,21,Engineering: Mechanical,,,53715,47.3537,8.5144,No,sausage,dog,No,night owl,Maybe,Diary of Jane-Breaking Benjamin
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,No,18,Data Science,,Jazz Studies ,53706,43.0495,88.0076,Yes,sausage,cat,No,night owl,No,Peg by Steely Dan
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,No,18,Mathematics/AMEP,,,53706,40.76,73.98,Maybe,pepperoni,dog,Yes,night owl,Yes,Runaway Baby - Bruno Mars
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,20,Data Science,,,53726,-33.9249,18.4241,Yes,green pepper,dog,No,night owl,Yes,"Fly, Lenny Kravtiz"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,No,18,Data Science,,Music Performance,53706,25.0343,-77.3963,Yes,macaroni/pasta,dog,Yes,night owl,Yes,Casualty by Lawrence
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,18,Data Science,,,53706,35.7813,-78.6417,Yes,pepperoni,dog,No,early bird,Maybe,I like anything Zach Bryan. I also like Missed Call by Treaty Oak Revival. 
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,No,20,Other (please provide details below).,Neurobiology,,53703,44.9437,-93.0943,No,pepperoni,dog,No,early bird,Maybe,New Perspective by Noah Kahan
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,19,Business: Finance,N/A,"Data Science, Economics: Mathematical Emphasis",53715,40.715,-74,Yes,pepperoni,dog,Yes,no preference,Maybe,"Magic in the Hamptons, Social House"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,Yes,18,Engineering: Mechanical,,,53706,19.076,72.8777,No,green pepper,cat,No,early bird,No,"American Boy - Kanye and Estelle
+
+ "
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,Yes,18,Engineering: Biomedical,,,53597,35.6895,139.6917,No,basil/spinach,dog,Yes,night owl,Maybe,Instagram by DEAN
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,Yes,18,Engineering: Industrial,,,53706,43.9941,-87.7005,No,pepperoni,dog,No,no preference,No,The Blonde by TV Girl
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Mechanical,,,53703,47.6204,-122.3493,Maybe,sausage,cat,No,night owl,Yes,"Baby I'm Back, The Kid Laroi"
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,18,Data Science,,,53706,29.8749,121.5375,Yes,mushroom,cat,Yes,night owl,No,"Pain is inevitable - Daniel Ceaser
+
+Stronger - Kanye West"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,18,Computer Science,,"Data Science, Finance",53706,43.9017,-79.2329,Yes,green pepper,dog,Yes,night owl,Yes,"""Sex, Drugs, Etc."" by Beach Weather"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,No,20,Engineering: Mechanical,,,53715,49.4387,1.0966,No,sausage,dog,Yes,early bird,Yes,Views- Drake
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,No,20,Other (please provide details below).,Economics,,53703,41.8781,-87.6298,No,none (just cheese),dog,No,early bird,Yes,happy
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,Yes,19,Statistics,,,53703,35.8617,104.1954,Maybe,pepperoni,cat,No,early bird,No,"Title: The truth that you leave
+
+Artis: Piano Boy"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,18,Science: Biology/Life,,,53706,10.1473,-85.4598,Maybe,green pepper,dog,Yes,night owl,Maybe,if only - the marias
+"COMP SCI 220:LEC001, COMP SCI 220:LAB311",LEC001,Yes,18,Data Science,,,55125,23.0225,72.5714,Yes,basil/spinach,neither,Yes,night owl,Yes,Tera hone laga hoon - Atif Aslam
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC003,Yes,18,Data Science,,"Potentially computer science, engineering or math.",53706,40.6782,-73.9442,Yes,Other,dog,No,night owl,Yes,All the Time- Zach Bryan
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,19,Engineering: Other,Engineering Mechanics,,53715,32.7833,79.932,No,pepperoni,dog,Yes,night owl,Yes,Here is Gone-Goo Goo Dolls
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,No,19,Data Science,,,53703,9.9814,-85.6516,Yes,sausage,dog,Yes,no preference,Yes,Starting Over by Chris Stapleton
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,17,Engineering: Biomedical,,computer science,60047,42.197,88.0934,Maybe,mushroom,cat,No,early bird,No,where the wild things are luke combs
+"COMP SCI 220:LAB321, COMP SCI 220:LEC002",LEC002,Yes,21,Other (please provide details below).,Economics,Data Science,53703,48.8566,2.3522,No,none (just cheese),dog,Yes,early bird,No,Panama by Sports
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,Yes,18,Engineering: Mechanical,,,53706,43.0722,89.4008,No,pepperoni,dog,Yes,night owl,Yes,Brazil by Declan McKenna
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,19,Data Science,,Economics,53703,41.633,12.5095,Yes,pepperoni,dog,Yes,night owl,Yes,"trouble, cage the elephant"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,19,Data Science,,,53715,43.0731,-89.4012,Yes,pepperoni,dog,Yes,night owl,Yes,Clarity - John Summit
+"COMP SCI 220:LEC001, COMP SCI 220:LAB315",LEC001,Yes,19,Engineering: Other,Engineering Mechanics,,53715,32.7833,-79.932,No,pepperoni,dog,Yes,night owl,Yes,Here is Gone-Goo Goo Dolls
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,Yes,20,Engineering: Industrial,,,53703,47.74,-90.33,No,pepperoni,dog,No,night owl,Yes,Apple Pie Travis Scott
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,18,Engineering: Mechanical,,,53406,-22.9068,-43.1729,No,pepperoni,dog,Yes,night owl,Yes,Pompeii
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,Yes,19,Engineering: Mechanical,,,53715,42.8101,-89.6355,No,sausage,dog,No,no preference,Maybe,Wagon Wheel
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,17,Data Science,,,53706,43.074,-89.4105,Yes,sausage,dog,No,night owl,Yes,No Type by Rae Sremmurd
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,No,19,Statistics,,,53703,42.3611,-71.0571,Maybe,green pepper,dog,Yes,early bird,No,Without Me by Eminem
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Data Science,Data science,Computer Science,53715,44.8318,-93.1638,Yes,mushroom,cat,No,night owl,Maybe,Sundress by Asap Rocky
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,No,19,Data Science,,Cartography,53703,48.8566,2.3522,Yes,sausage,dog,No,night owl,Yes,I Got A Name by Jim Croce
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,No,18,Engineering: Biomedical,n/a,n/a,53760,40.7128,74.006,No,sausage,dog,No,night owl,Yes,Love Song- Lana del Rey
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,18,Engineering: Mechanical,,,53706,46.5197,6.6323,No,mushroom,cat,No,night owl,Yes,"""Like the Movies"" by Laufey"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,18,Engineering: Mechanical,,,53706,25,55,Maybe,pepperoni,dog,Yes,early bird,Yes,One last time
+"COMP SCI 220:LEC002, COMP SCI 220:LAB323",LEC002,Yes,18,Business: Finance,,,53706,28.5355,77.391,No,pepperoni,cat,Yes,early bird,Maybe,Sky full of Stars by Coldplay 
+"COMP SCI 220:LAB314, COMP SCI 220:LEC001",LEC001,Yes,19,Engineering: Mechanical,,,53703,44.95,-89.57,No,pepperoni,neither,No,night owl,Yes,He's a Pirate Klaus Badelt
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,19,Engineering: Other,,,53715,23.0225,72.5714,No,Other,neither,No,early bird,No,"Boy in the Bubble, Alec Benjamin"
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,No,20,Data Science,N/A,Biochemistry ,53005,40.7128,-74.006,Yes,basil/spinach,dog,Yes,early bird,Maybe,"Alaska, Maggie Rogers"
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,"Data Science, Statistics",53703,-33.8565,151.215,Yes,macaroni/pasta,cat,Yes,night owl,Yes,Mary on a Cross- Ghost
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,Yes,17,Engineering: Mechanical,,,53706,44.9436,-93.2149,No,pineapple,dog,Yes,no preference,Yes,U - Kendrick Lamar
+"COMP SCI 220:LEC001, COMP SCI 220:LAB314",LEC001,No,22,Computer Science,,Math,53703,43.0731,-89.4012,No,pineapple,dog,No,night owl,Maybe,one day
+"COMP SCI 220:LAB311, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,,53706,25.2048,55.2708,Maybe,pineapple,cat,No,night owl,Yes,Madonna - Kevin Abstract
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,Yes,20,Data Science,p,p,53703,25.6729,-100.3097,Yes,pepperoni,dog,No,no preference,Yes,Ive been in love - JUNGLE
+"COMP SCI 220:LAB312, COMP SCI 220:LEC001",LEC001,Yes,20,Science: Physics,,Economics,53715,39.4821,-106.0487,No,macaroni/pasta,dog,No,early bird,Yes,Gillyweed by Drex Carter
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,Yes,20,Engineering: Mechanical,,,53703,41.9028,12.4964,No,pepperoni,cat,No,early bird,Maybe,Pursuit of Happiness - Kid Cudi
+"COMP SCI 220:LAB316, COMP SCI 220:LEC001",LEC001,No,18,Engineering: Mechanical,,,53706,43.0289,-87.9722,No,pepperoni,dog,Yes,night owl,No,Not Likes Us - Kendrick Lamar
+"COMP SCI 220:LEC001, COMP SCI 220:LAB313",LEC001,No,19,Engineering: Mechanical,,,53706,32.0499,118.766,Maybe,sausage,dog,Yes,no preference,Maybe,"Taylor Swift
+
+All too Well"
+"COMP SCI 220:LAB313, COMP SCI 220:LEC001",LEC001,No,19,Other (please provide details below).,Atmospheric and Oceanic Sciences ,Environmental Studies ,53706,19.64,-155.99,No,sausage,dog,Yes,early bird,No,One Dance - Drake 
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,19,Data Science,,,53715,31.2304,121.4737,Yes,mushroom,neither,Yes,early bird,No,
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,Yes,19,Mathematics/AMEP,,Economy,53715,30.04,31.2357,No,pineapple,neither,No,night owl,Yes,Operation Wild Scales -- Monster Siren
+"COMP SCI 220:LEC001, COMP SCI 220:LAB312",LEC001,No,19,Engineering: Mechanical,,,53715,-22.9068,-43.1729,Maybe,pepperoni,cat,Yes,no preference,No,"Mr. Brightside by the Killers
+
+ "
+"COMP SCI 220:LEC001, COMP SCI 220:LAB316",LEC001,Yes,17,Engineering: Mechanical,,,53703,43.0731,-89.4012,No,pepperoni,cat,No,night owl,Yes,Stay with me - Miki Matsubara
+"COMP SCI 220:LAB315, COMP SCI 220:LEC001",LEC001,Yes,18,Computer Science,,,53706,19.2826,-99.6557,Maybe,pineapple,cat,Yes,no preference,Yes,I bet on losing dogs by Mitski.
+"COMP SCI 220:LAB336, COMP SCI 220:LEC003",LEC003,Yes,18,Business: Finance,,,53711,21.307,-157.858,Maybe,pepperoni,cat,No,no preference,Maybe,"Burn, Burn Burn - Zach Bryan"
+"COMP SCI 220:LAB331, COMP SCI 220:LEC003",LEC003,Yes,18,Other (please provide details below).,"Computer Science
+
+ ","Data Science
+
+ ",53706,21.3069,-157.8583,Yes,pepperoni,dog,Yes,early bird,Yes,G.O.A.T. by Diljit Dosanjh
+"COMP SCI 220:LEC002, COMP SCI 220:LAB321",LEC002,Yes,25,Computer Science,,,53703,35.1796,129.0756,No,sausage,dog,Yes,night owl,No,"Dog Days Are Over, Florence + The Machine"
diff --git a/f24/Louis_Lecture_Notes/19_JSON/cs571.json b/f24/Louis_Lecture_Notes/19_JSON/cs571.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba5fa2d6713aa971143c144af3216ca700f642c6
--- /dev/null
+++ b/f24/Louis_Lecture_Notes/19_JSON/cs571.json
@@ -0,0 +1,206 @@
+{
+    "msg": "Successfully got the latest messages!",
+    "page": 1,
+    "messages": [
+        {
+            "id": 393,
+            "poster": "q",
+            "title": "test2",
+            "content": "hello!",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-20T00:52:09.000Z"
+        },
+        {
+            "id": 391,
+            "poster": "q",
+            "title": "test1",
+            "content": "hello!",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-20T00:48:19.000Z"
+        },
+        {
+            "id": 375,
+            "poster": "newAnkit",
+            "title": "test",
+            "content": "test",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T22:19:52.000Z"
+        },
+        {
+            "id": 357,
+            "poster": "car",
+            "title": "Test",
+            "content": "vroom",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T21:32:50.000Z"
+        },
+        {
+            "id": 354,
+            "poster": "user",
+            "title": "test",
+            "content": "test",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T21:31:17.000Z"
+        },
+        {
+            "id": 350,
+            "poster": "user",
+            "title": "Test",
+            "content": "Test",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T21:17:04.000Z"
+        },
+        {
+            "id": 349,
+            "poster": "testaccmc1234",
+            "title": "Testing Testing 7 8 9",
+            "content": "Even MORE generic content",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T21:11:48.000Z"
+        },
+        {
+            "id": 348,
+            "poster": "testaccmc1234",
+            "title": "Testing Testing 4 5 6",
+            "content": "More generic posting content",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T21:08:56.000Z"
+        },
+        {
+            "id": 345,
+            "poster": "user",
+            "title": "I need this to be a generic title",
+            "content": "I need this to be generic content",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T20:19:33.000Z"
+        },
+        {
+            "id": 323,
+            "poster": "testtesttest1",
+            "title": "testtets",
+            "content": "tttt",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T18:17:04.000Z"
+        },
+        {
+            "id": 320,
+            "poster": "chase",
+            "title": "UI is cool",
+            "content": "i <3 react",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T18:04:36.000Z"
+        },
+        {
+            "id": 314,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "so I went running for answers",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:24:32.000Z"
+        },
+        {
+            "id": 313,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "The evils of lucy was all around me",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:24:22.000Z"
+        },
+        {
+            "id": 312,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "I didn't want to self destruct",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:24:03.000Z"
+        },
+        {
+            "id": 311,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "found myself screaming in a hotel room",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:23:51.000Z"
+        },
+        {
+            "id": 310,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "resentment that turned into a great depressions",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:22:17.000Z"
+        },
+        {
+            "id": 309,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "abusing my power full of resentment",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:22:01.000Z"
+        },
+        {
+            "id": 308,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "sometimes I did the same",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:21:43.000Z"
+        },
+        {
+            "id": 307,
+            "poster": "k.dot",
+            "title": "poem",
+            "content": "I remember you was conflicted misusing your influence",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:21:14.000Z"
+        },
+        {
+            "id": 302,
+            "poster": "g",
+            "title": "test",
+            "content": "r",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T17:11:47.000Z"
+        },
+        {
+            "id": 297,
+            "poster": "b",
+            "title": "Test",
+            "content": "Hello",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T16:10:44.000Z"
+        },
+        {
+            "id": 295,
+            "poster": "w",
+            "title": "hello",
+            "content": "hello",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T16:09:42.000Z"
+        },
+        {
+            "id": 271,
+            "poster": "krirk1",
+            "title": "Good luck everyone",
+            "content": "You got this!",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T07:09:12.000Z"
+        },
+        {
+            "id": 262,
+            "poster": "robert",
+            "title": "test again",
+            "content": "test again",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T06:32:45.000Z"
+        },
+        {
+            "id": 261,
+            "poster": "robert",
+            "title": "test",
+            "content": "test",
+            "chatroom": "Bascom Hill Chatters",
+            "created": "2023-10-19T06:31:59.000Z"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/f24/Louis_Lecture_Notes/19_JSON/kiva.json b/f24/Louis_Lecture_Notes/19_JSON/kiva.json
new file mode 100644
index 0000000000000000000000000000000000000000..8495da076f3311930a009e7e30b023e663696b3c
--- /dev/null
+++ b/f24/Louis_Lecture_Notes/19_JSON/kiva.json
@@ -0,0 +1,75 @@
+{
+  "data": {
+    "lend": {
+      "loans": {
+        "values": [
+          {
+            "name": "Polikseni",
+            "description": "Polikseni is 70 years old and married. She and her husband are both retired and their main income is a retirement pension of $106 a month for Polikseni and disability income for her husband of $289 a month. <br /><br />Polikseni's husband, even though disabled, works in a very small shop as a watchmaker on short hours, just to provide additional income for his family and to feel useful. Polikseni's husband needs constant medical treatment due to his health problems. She requested another loan, which she will use to continue paying for the therapy her husband needs. With a part of the loan, she is going to pay the remainder of the previous loan.",
+            "loanAmount": "1325.00",
+            "geocode": {
+              "city": "Korce",
+              "country": {
+                "name": "Albania",
+                "region": "Eastern Europe",
+                "fundsLentInCountry": 9051250
+              }
+            }
+          },
+          {
+            "name": "Safarmo",
+            "description": "Safarmo is 47 years old. She lives with her husband and her children in Khuroson district. <br /><br />Safarmo is a seamstress. She has been engaged in sewing for 10 years. She learned this activity with help of her mother and elder sister. <br /><br />Safarmo's sewing machine is old and she cannot work well. Her difficulty is lack of money. That’s why she applied for a loan to buy a new modern sewing machine. <br /><br />Safarmo needs your support.",
+            "loanAmount": "1075.00",
+            "geocode": {
+              "city": "Khuroson",
+              "country": {
+                "name": "Tajikistan",
+                "region": "Asia",
+                "fundsLentInCountry": 64243075
+              }
+            }
+          },
+          {
+            "name": "Elizabeth",
+            "description": "Elizabeth is a mom blessed with five lovely children, who are her greatest motivation in life.  She lives in the Natuu area of Kenya.  Elizabeth is one of the most hardworking women in sub-Saharan Africa.  Being a mother and living in a poor country has never been an excuse for Elizabeth, who has practiced mixed farming for the past few years.<br /><br />The cultural expectations in her area contribute to the notion that men should support their families.  However, Elizabeth works independently for the success of her children.  She perseveres because she wants to provide a better future for them.<br /><br />Elizabeth  has always loved farming. She is a very proud farmer and enjoys milking her dairy cows.  Elizabeth keeps poultry and grows crops, but she has not been making a good profit because of poor farming inputs. <br /><br />Elizabeth will use this loan to buy farm inputs and purchase high-quality seeds and good fertilizer to improve her crop production.  Modern farming requires the use of modern techniques, and, therefore, using high-quality seeds will assure her of a bumper harvest and increased profit levels.<br /><br />Elizabeth  is very visionary.  Her goal for the season is to boost her crop production over the previous year.",
+            "loanAmount": "800.00",
+            "geocode": {
+              "city": "Matuu",
+              "country": {
+                "name": "Kenya",
+                "region": "Africa",
+                "fundsLentInCountry": 120841775
+              }
+            }
+          },
+          {
+            "name": "Ester",
+            "description": "Ester believes that this year is her year of prosperity. Ester is a hardworking, progressive and honest farmer from a very remote village in the Kitale area of Kenya. This area is very fertile, with favorable weather patterns that support farming activities. Ester is happily married and the proud mother of lovely children. Together, they live on a small piece of land that she really treasures. Her primary sources of income are eggs and milk.<br /><br />Although this humble and industrious mother makes a profit, she faces the challenge of not being able to produce enough to meet the readily available market. Therefore, she is seeking funds from Kiva lenders to buy farm inputs such as good fertilizer and good-quality seeds. Through this loan, Ester should double her production, and this will translate into increased income. She then intends to save more money in the future so that she can develop her farming.<br /><br />One objective that Juhudi Kilimo aims at fulfilling is increasing the ease of accessing farm inputs and income-generating assets for farmers. Through the intervention of Juhudi Kilimo and Kiva, inputs such as fertilizers and pesticides have become more accessible to its members than buying a bottle of water. Ester is very optimistic and believes this loan will change her life completely.",
+            "loanAmount": "275.00",
+            "geocode": {
+              "city": "Kitale",
+              "country": {
+                "name": "Kenya",
+                "region": "Africa",
+                "fundsLentInCountry": 120841775
+              }
+            }
+          },
+          {
+            "name": "Cherifa",
+            "description": "Cherifa is married, 57 years old with two children. She caters and also sells the local drink. She asks for credit to buy the necessities, in particular bags of anchovies, bags of maize and bundles of firewood. She wants to have enough income to run the house well.",
+            "loanAmount": "875.00",
+            "geocode": {
+              "city": "Agoe",
+              "country": {
+                "name": "Togo",
+                "region": "Africa",
+                "fundsLentInCountry": 13719125
+              }
+            }
+          }
+        ]
+      }
+    }
+  }
+}
\ No newline at end of file
diff --git a/f24/Louis_Lecture_Notes/19_JSON/score_history.json b/f24/Louis_Lecture_Notes/19_JSON/score_history.json
new file mode 100644
index 0000000000000000000000000000000000000000..f08f53ead7677faaebba9f7ea73383f68a8c68fe
--- /dev/null
+++ b/f24/Louis_Lecture_Notes/19_JSON/score_history.json
@@ -0,0 +1,14 @@
+{
+  "bob": [
+    20.0,
+    10.0
+  ],
+  "alice": [
+    30.0,
+    20.0
+  ],
+  "meena": [
+    100.0,
+    10.0
+  ]
+}
\ No newline at end of file